[Skip to Navigation]
Sign In
Table 1.  Characteristics of Included Studies
Characteristics of Included Studies
Table 2.  The 33 Predisposing Factors Associated With Delirium
The 33 Predisposing Factors Associated With Delirium
Table 3.  The 112 Precipitating Factors Associated With Delirium
The 112 Precipitating Factors Associated With Delirium
Table 4.  Precipitating Factors Associated With Delirium and Their Mechanisms
Precipitating Factors Associated With Delirium and Their Mechanisms
1.
Ely  EW, Shintani  A, Truman  B,  et al.  Delirium as a predictor of mortality in mechanically ventilated patients in the intensive care unit.   JAMA. 2004;291(14):1753-1762. doi:10.1001/jama.291.14.1753 PubMedGoogle ScholarCrossref
2.
Inouye  SK, Westendorp  RG, Saczynski  JS.  Delirium in elderly people.   Lancet. 2014;383(9920):911-922. doi:10.1016/S0140-6736(13)60688-1 PubMedGoogle ScholarCrossref
3.
Marcantonio  ER.  Postoperative delirium: a 76-year-old woman with delirium following surgery.   JAMA. 2012;308(1):73-81. doi:10.1001/jama.2012.6857 PubMedGoogle ScholarCrossref
4.
Leslie  DL, Marcantonio  ER, Zhang  Y, Leo-Summers  L, Inouye  SK.  One-year health care costs associated with delirium in the elderly population.   Arch Intern Med. 2008;168(1):27-32. doi:10.1001/archinternmed.2007.4 PubMedGoogle ScholarCrossref
5.
Witlox  J, Eurelings  LSM, de Jonghe  JFM, Kalisvaart  KJ, Eikelenboom  P, van Gool  WA.  Delirium in elderly patients and the risk of postdischarge mortality, institutionalization, and dementia: a meta-analysis.   JAMA. 2010;304(4):443-451. doi:10.1001/jama.2010.1013 PubMedGoogle ScholarCrossref
6.
Oldham  MA, Flaherty  JH, Maldonado  JR.  Refining delirium: a transtheoretical model of delirium disorder with preliminary neurophysiologic subtypes.   Am J Geriatr Psychiatry. 2018;26(9):913-924. doi:10.1016/j.jagp.2018.04.002 PubMedGoogle ScholarCrossref
7.
Wilson  JE, Mart  MF, Cunningham  C,  et al.  Delirium.   Nat Rev Dis Primers. 2020;6(1):90. doi:10.1038/s41572-020-00223-4PubMedGoogle ScholarCrossref
8.
Gupta  N, de Jonghe  J, Schieveld  J, Leonard  M, Meagher  D.  Delirium phenomenology: what can we learn from the symptoms of delirium?   J Psychosom Res. 2008;65(3):215-222. doi:10.1016/j.jpsychores.2008.05.020 PubMedGoogle ScholarCrossref
9.
Maclullich  AM, Anand  A, Davis  DH,  et al.  New horizons in the pathogenesis, assessment and management of delirium.   Age Ageing. 2013;42(6):667-674. doi:10.1093/ageing/aft148 PubMedGoogle ScholarCrossref
10.
Meagher  DJ, O’Hanlon  D, O’Mahony  E, Casey  PR, Trzepacz  PT.  Relationship between etiology and phenomenologic profile in delirium.   J Geriatr Psychiatry Neurol. 1998;11(3):146-149. doi:10.1177/089198879801100305 PubMedGoogle ScholarCrossref
11.
Trzepacz  PT, Meagher  DJ, Wise  MG. Neuropsychiatric aspects of delirium. In: Yudofsky  SC, Hales  RE, eds.  Essentials of Neuropsychiatry and Clinical Neurosciences. American Psychiatric Publishing; 2004:141–187.
12.
Hales  RE, Yudofsky  SC, Gabbard  GO, eds.  The American Psychiatric Publishing Textbook of Psychiatry. 5th ed. American Psychiatric Pub; 2008.
13.
Maldonado  JR.  Pathoetiological model of delirium: a comprehensive understanding of the neurobiology of delirium and an evidence-based approach to prevention and treatment.   Crit Care Clin. 2008;24(4):789-856, ix. doi:10.1016/j.ccc.2008.06.004 PubMedGoogle ScholarCrossref
14.
Stevens  RD, Zink  EK.  Subtypes of delirium: a step toward precision medicine.   Crit Care Med. 2018;46(12):2058-2059. doi:10.1097/CCM.0000000000003462 PubMedGoogle ScholarCrossref
15.
Slooter  AJC, Otte  WM, Devlin  JW,  et al.  Updated nomenclature of delirium and acute encephalopathy: statement of ten societies.   Intensive Care Med. 2020;46(5):1020-1022. doi:10.1007/s00134-019-05907-4 PubMedGoogle ScholarCrossref
16.
Wells  GA, Shea  B, O'Connell  D,  et al.  The Newcastle-Ottawa Scale (NOS) for assessing the quality of nonrandomised studies in meta-analyses. Ottawa Hospital. Accessed November 29, 2022. https://www.ohri.ca/programs/clinical_epidemiology/oxford.asp
17.
Pisani  MA, Araujo  KL, Murphy  TE.  Association of cumulative dose of haloperidol with next-day delirium in older medical ICU patients.   Crit Care Med. 2015;43(5):996-1002. doi:10.1097/CCM.0000000000000863 PubMedGoogle ScholarCrossref
18.
Hsieh  SJ, Soto  GJ, Hope  AA, Ponea  A, Gong  MN.  The association between acute respiratory distress syndrome, delirium, and in-hospital mortality in intensive care unit patients.   Am J Respir Crit Care Med. 2015;191(1):71-78. doi:10.1164/rccm.201409-1690OC PubMedGoogle ScholarCrossref
19.
Khan  BA, Perkins  A, Hui  SL,  et al.  Relationship between African-American race and delirium in the ICU.   Crit Care Med. 2016;44(9):1727-1734. doi:10.1097/CCM.0000000000001813 PubMedGoogle ScholarCrossref
20.
Saczynski  JS, Inouye  SK, Kosar  CM,  et al; SAGES Study Group.  Cognitive and brain reserve and the risk of postoperative delirium in older patients: analysis of data from a prospective observational study.   Lancet Psychiatry. 2014;1(6):437-443. doi:10.1016/S2215-0366(14)00009-1 PubMedGoogle ScholarCrossref
21.
Tow  A, Holtzer  R, Wang  C,  et al.  Cognitive reserve and postoperative delirium in older adults.   J Am Geriatr Soc. 2016;64(6):1341-1346. doi:10.1111/jgs.14130 PubMedGoogle ScholarCrossref
22.
Yang  FM, Inouye  SK, Fearing  MA, Kiely  DK, Marcantonio  ER, Jones  RN.  Participation in activity and risk for incident delirium.   J Am Geriatr Soc. 2008;56(8):1479-1484. doi:10.1111/j.1532-5415.2008.01792.x PubMedGoogle ScholarCrossref
23.
Lin  X, Liu  F, Wang  B,  et al.  Subjective cognitive decline may be associated with post-operative delirium in patients undergoing total hip replacement: the PNDABLE study.   Front Aging Neurosci. 2021;13:680672. doi:10.3389/fnagi.2021.680672 PubMedGoogle ScholarCrossref
24.
Budėnas  A, Tamašauskas  Š, Šliaužys  A,  et al.  Incidence and clinical significance of postoperative delirium after brain tumor surgery.   Acta Neurochir (Wien). 2018;160(12):2327-2337. doi:10.1007/s00701-018-3718-2 PubMedGoogle ScholarCrossref
25.
Galanakis  P, Bickel  H, Gradinger  R, Von Gumppenberg  S, Förstl  H.  Acute confusional state in the elderly following hip surgery: incidence, risk factors and complications.   Int J Geriatr Psychiatry. 2001;16(4):349-355. doi:10.1002/gps.327 PubMedGoogle ScholarCrossref
26.
Hwang  H, Lee  KM, Son  KL,  et al.  Incidence and risk factors of subsyndromal delirium after curative resection of gastric cancer.   BMC Cancer. 2018;18(1):765. doi:10.1186/s12885-018-4681-2 PubMedGoogle ScholarCrossref
27.
Oliveira  FR, Oliveira  VH, Oliveira  ÍM,  et al.  Hypertension, mitral valve disease, atrial fibrillation and low education level predict delirium and worst outcome after cardiac surgery in older adults.   BMC Anesthesiol. 2018;18(1):15. doi:10.1186/s12871-018-0481-0 PubMedGoogle ScholarCrossref
28.
Jones  RN, Yang  FM, Zhang  Y, Kiely  DK, Marcantonio  ER, Inouye  SK.  Does educational attainment contribute to risk for delirium: a potential role for cognitive reserve.   J Gerontol A Biol Sci Med Sci. 2006;61(12):1307-1311. doi:10.1093/gerona/61.12.1307 PubMedGoogle ScholarCrossref
29.
Slatore  CG, Goy  ER, Oʼhearn  DJ,  et al.  Sleep quality and its association with delirium among veterans enrolled in hospice.   Am J Geriatr Psychiatry. 2012;20(4):317-326. doi:10.1097/JGP.0b013e3182487680 PubMedGoogle ScholarCrossref
30.
Kim  KH, Kang  SY, Shin  DA,  et al.  Parkinson’s disease-related non-motor features as risk factors for post-operative delirium in spinal surgery.   PLoS One. 2018;13(4):e0195749. doi:10.1371/journal.pone.0195749 PubMedGoogle ScholarCrossref
31.
Todd  OM, Gelrich  L, MacLullich  AM, Driessen  M, Thomas  C, Kreisel  SH.  Sleep disruption at home as an independent risk factor for postoperative delirium.   J Am Geriatr Soc. 2017;65(5):949-957. doi:10.1111/jgs.14685 PubMedGoogle ScholarCrossref
32.
Flink  BJ, Rivelli  SK, Cox  EA,  et al.  Obstructive sleep apnea and incidence of postoperative delirium after elective knee replacement in the nondemented elderly.   Anesthesiology. 2012;116(4):788-796. doi:10.1097/ALN.0b013e31824b94fc PubMedGoogle ScholarCrossref
33.
Roggenbach  J, Klamann  M, von Haken  R, Bruckner  T, Karck  M, Hofer  S.  Sleep-disordered breathing is a risk factor for delirium after cardiac surgery: a prospective cohort study.   Crit Care. 2014;18(5):477. doi:10.1186/s13054-014-0477-1 PubMedGoogle ScholarCrossref
34.
Yen  TE, Allen  JC, Rivelli  SK,  et al.  Association between serum IGF-I levels and postoperative delirium in elderly subjects undergoing elective knee arthroplasty.   Sci Rep. 2016;6:20736. doi:10.1038/srep20736 PubMedGoogle ScholarCrossref
35.
Cunningham  EL, Mawhinney  T, Beverland  D,  et al.  Observational cohort study examining apolipoprotein E status and preoperative neuropsychological performance as predictors of post-operative delirium in an older elective arthroplasty population.   Age Ageing. 2017;46(5):779-786. doi:10.1093/ageing/afx042 PubMedGoogle ScholarCrossref
36.
Feast  AR, White  N, Lord  K, Kupeli  N, Vickerstaff  V, Sampson  EL.  Pain and delirium in people with dementia in the acute general hospital setting.   Age Ageing. 2018;47(6):841-846. doi:10.1093/ageing/afy112 PubMedGoogle ScholarCrossref
37.
Kosar  CM, Tabloski  PA, Travison  TG,  et al.  Effect of preoperative pain and depressive symptoms on the development of postoperative delirium.   Lancet Psychiatry. 2014;1(6):431-436. doi:10.1016/S2215-0366(14)00006-6 PubMedGoogle ScholarCrossref
38.
Chaiwat  O, Chanidnuan  M, Pancharoen  W,  et al.  Postoperative delirium in critically ill surgical patients: incidence, risk factors, and predictive scores.   BMC Anesthesiol. 2019;19(1):39. doi:10.1186/s12871-019-0694-x PubMedGoogle ScholarCrossref
39.
Fortini  A, Morettini  A, Tavernese  G, Facchini  S, Tofani  L, Pazzi  M.  Delirium in elderly patients hospitalized in internal medicine wards.   Intern Emerg Med. 2014;9(4):435-441. doi:10.1007/s11739-013-0968-0 PubMedGoogle ScholarCrossref
40.
Mu  DL, Wang  DX, Li  LH,  et al.  High serum cortisol level is associated with increased risk of delirium after coronary artery bypass graft surgery: a prospective cohort study.   Crit Care. 2010;14(6):R238. doi:10.1186/cc9393 PubMedGoogle ScholarCrossref
41.
Smulter  N, Lingehall  HC, Gustafson  Y, Olofsson  B, Engström  KG.  Delirium after cardiac surgery: incidence and risk factors.   Interact Cardiovasc Thorac Surg. 2013;17(5):790-796. doi:10.1093/icvts/ivt323 PubMedGoogle ScholarCrossref
42.
Tahir  M, Malik  SS, Ahmed  U, Kozdryk  J, Naqvi  SH, Malik  A.  Risk factors for onset of delirium after neck of femur fracture surgery: a prospective observational study.   SICOT J. 2018;4:27. doi:10.1051/sicotj/2018018 PubMedGoogle ScholarCrossref
43.
Kanova  M, Sklienka  P, Roman  K, Burda  M, Janoutova  J.  Incidence and risk factors for delirium development in ICU patients—a prospective observational study.   Biomed Pap Med Fac Univ Palacky Olomouc Czech Repub. 2017;161(2):187-196. doi:10.5507/bp.2017.004 PubMedGoogle ScholarCrossref
44.
Morrison  RS, Magaziner  J, Gilbert  M,  et al.  Relationship between pain and opioid analgesics on the development of delirium following hip fracture.   J Gerontol A Biol Sci Med Sci. 2003;58(1):76-81. doi:10.1093/gerona/58.1.M76 PubMedGoogle ScholarCrossref
45.
Norkiene  I, Ringaitiene  D, Misiuriene  I,  et al.  Incidence and precipitating factors of delirium after coronary artery bypass grafting.   Scand Cardiovasc J. 2007;41(3):180-185. doi:10.1080/14017430701302490 PubMedGoogle ScholarCrossref
46.
Leung  JM, Sands  LP, Lim  E, Tsai  TL, Kinjo  S.  Does preoperative risk for delirium moderate the effects of postoperative pain and opiate use on postoperative delirium?   Am J Geriatr Psychiatry. 2013;21(10):946-956. doi:10.1016/j.jagp.2013.01.069PubMedGoogle ScholarCrossref
47.
Santos  FS, Velasco  IT, Fráguas  R  Jr.  Risk factors for delirium in the elderly after coronary artery bypass graft surgery.   Int Psychogeriatr. 2004;16(2):175-193. doi:10.1017/S1041610204000365 PubMedGoogle ScholarCrossref
48.
Osse  RJ, Fekkes  D, Tulen  JHM,  et al.  High preoperative plasma neopterin predicts delirium after cardiac surgery in older adults.   J Am Geriatr Soc. 2012;60(4):661-668. doi:10.1111/j.1532-5415.2011.03885.x PubMedGoogle ScholarCrossref
49.
Otomo  S, Maekawa  K, Goto  T, Baba  T, Yoshitake  A.  Pre-existing cerebral infarcts as a risk factor for delirium after coronary artery bypass graft surgery.   Interact Cardiovasc Thorac Surg. 2013;17(5):799-804. doi:10.1093/icvts/ivt304 PubMedGoogle ScholarCrossref
50.
Krzych  LJ, Wybraniec  MT, Krupka-Matuszczyk  I,  et al.  Complex assessment of the incidence and risk factors of delirium in a large cohort of cardiac surgery patients: a single-center 6-year experience.   Biomed Res Int. 2013;2013:835850. doi:10.1155/2013/835850 PubMedGoogle ScholarCrossref
51.
McCusker  J, Cole  MG, Voyer  P,  et al.  Prevalence and incidence of delirium in long-term care.   Int J Geriatr Psychiatry. 2011;26(11):1152-1161. doi:10.1002/gps.2654 PubMedGoogle ScholarCrossref
52.
Kumar  AK, Jayant  A, Arya  VK, Magoon  R, Sharma  R.  Delirium after cardiac surgery: a pilot study from a single tertiary referral center.   Ann Card Anaesth. 2017;20(1):76-82. doi:10.4103/0971-9784.197841 PubMedGoogle ScholarCrossref
53.
Benoit  AG, Campbell  BI, Tanner  JR,  et al.  Risk factors and prevalence of perioperative cognitive dysfunction in abdominal aneurysm patients.   J Vasc Surg. 2005;42(5):884-890. doi:10.1016/j.jvs.2005.07.032 PubMedGoogle ScholarCrossref
54.
Rudolph  JL, Jones  RN, Rasmussen  LS, Silverstein  JH, Inouye  SK, Marcantonio  ER.  Independent vascular and cognitive risk factors for postoperative delirium.   Am J Med. 2007;120(9):807-813. doi:10.1016/j.amjmed.2007.02.026 PubMedGoogle ScholarCrossref
55.
Goldenberg  G, Kiselev  P, Bharathan  T,  et al.  Predicting post-operative delirium in elderly patients undergoing surgery for hip fracture.   Psychogeriatrics. 2006;6(2):43-48. doi:10.1111/j.1479-8301.2006.00146.xGoogle ScholarCrossref
56.
Hein  C, Forgues  A, Piau  A, Sommet  A, Vellas  B, Nourhashémi  F.  Impact of polypharmacy on occurrence of delirium in elderly emergency patients.   J Am Med Dir Assoc. 2014;15(11):850.e11-850.e15, E15. doi:10.1016/j.jamda.2014.08.012 PubMedGoogle ScholarCrossref
57.
Kim  JY, Yoo  JH, Kim  E,  et al.  Risk factors and clinical outcomes of delirium in osteoporotic hip fractures.   J Orthop Surg (Hong Kong). 2017;25(3):2309499017739485. doi:10.1177/2309499017739485 PubMedGoogle ScholarCrossref
58.
McAlpine  JN, Hodgson  EJ, Abramowitz  S,  et al.  The incidence and risk factors associated with postoperative delirium in geriatric patients undergoing surgery for suspected gynecologic malignancies.   Gynecol Oncol. 2008;109(2):296-302. doi:10.1016/j.ygyno.2008.02.016 PubMedGoogle ScholarCrossref
59.
Kagansky  N, Rimon  E, Naor  S, Dvornikov  E, Cojocaru  L, Levy  S.  Low incidence of delirium in very old patients after surgery for hip fractures.   Am J Geriatr Psychiatry. 2004;12(3):306-314. doi:10.1097/00019442-200405000-00010 PubMedGoogle ScholarCrossref
60.
Aldemir  M, Özen  S, Kara  IH, Sir  A, Baç  B.  Predisposing factors for delirium in the surgical intensive care unit.   Crit Care. 2001;5(5):265-270. doi:10.1186/cc1044PubMedGoogle ScholarCrossref
61.
Angles  EM, Robinson  TN, Biffl  WL,  et al.  Risk factors for delirium after major trauma.   Am J Surg. 2008;196(6):864-869. doi:10.1016/j.amjsurg.2008.07.037PubMedGoogle ScholarCrossref
62.
Ansaloni  L, Catena  F, Chattat  R,  et al.  Risk factors and incidence of postoperative delirium in elderly patients after elective and emergency surgery.   Br J Surg. 2010;97(2):273-280. doi:10.1002/bjs.6843PubMedGoogle ScholarCrossref
63.
Bakker  RC, Osse  RJ, Tulen  JH, Kappetein  AP, Bogers  AJ.  Preoperative and operative predictors of delirium after cardiac surgery in elderly patients.   Eur J Cardiothorac Surg. 2012;41(3):544-549. doi:10.1093/ejcts/ezr031PubMedGoogle ScholarCrossref
64.
Banach  M, Kazmierski  J, Kowman  M,  et al.  Atrial fibrillation as a nonpsychiatric predictor of delirium after cardiac surgery: a pilot study.   Med Sci Monit. 2008;14(5):CR286-CR291.PubMedGoogle Scholar
65.
Banjongrewadee  M, Wongpakaran  N, Wongpakaran  T, Pipanmekaporn  T, Punjasawadwong  Y, Mueankwan  S.  Role of perceived stress in postoperative delirium: an investigation among elderly patients.   Aging Ment Health. 2020;24(1):148-154. doi:10.1080/13607863.2018.1523881PubMedGoogle ScholarCrossref
66.
Behrends  M, DePalma  G, Sands  L, Leung  J.  Association between intraoperative blood transfusions and early postoperative delirium in older adults.   J Am Geriatr Soc. 2013;61(3):365-370. doi:10.1111/jgs.12143PubMedGoogle ScholarCrossref
67.
Beishuizen  SJ, Scholtens  RM, van Munster  BC, de Rooij  SE.  Unraveling the relationship between delirium, brain damage, and subsequent cognitive decline in a cohort of individuals undergoing surgery for hip fracture.   J Am Geriatr Soc. 2017;65(1):130-136. doi:10.1111/jgs.14470PubMedGoogle ScholarCrossref
68.
Béland  E, Nadeau  A, Carmichael  PH,  et al.  Predictors of delirium in older patients at the emergency department: a prospective multicentre derivation study.   CJEM. 2021;23(3):330-336. doi:10.1007/s43678-020-00004-8PubMedGoogle ScholarCrossref
69.
Bell  JJ, Pulle  RC, Lee  HB, Ferrier  R, Crouch  A, Whitehouse  SL.  Diagnosis of overweight or obese malnutrition spells DOOM for hip fracture patients: a prospective audit.   Clin Nutr. 2021;40(4):1905-1910. doi:10.1016/j.clnu.2020.09.003PubMedGoogle ScholarCrossref
70.
Bisschop  PH, de Rooij  SE, Zwinderman  AH, van Oosten  HE, van Munster  BC.  Cortisol, insulin, and glucose and the risk of delirium in older adults with hip fracture.   J Am Geriatr Soc. 2011;59(9):1692-1696. doi:10.1111/j.1532-5415.2011.03575.xPubMedGoogle ScholarCrossref
71.
Bo  M, Bonetto  M, Bottignole  G,  et al.  Length of stay in the emergency department and occurrence of delirium in older medical patients.   J Am Geriatr Soc. 2016;64(5):1114-1119. doi:10.1111/jgs.14103PubMedGoogle ScholarCrossref
72.
Böhner  H, Hummel  TC, Habel  U,  et al.  Predicting delirium after vascular surgery: a model based on pre- and intraoperative data.   Ann Surg. 2003;238(1):149-156. doi:10.1097/01.sla.0000077920.38307.5fPubMedGoogle ScholarCrossref
73.
Brouquet  A, Cudennec  T, Benoist  S,  et al.  Impaired mobility, ASA status and administration of tramadol are risk factors for postoperative delirium in patients aged 75 years or more after major abdominal surgery.   Ann Surg. 2010;251(4):759-765. doi:10.1097/SLA.0b013e3181c1cfc9PubMedGoogle ScholarCrossref
74.
Bryson  GL, Wyand  A, Wozny  D, Rees  L, Taljaard  M, Nathan  H.  A prospective cohort study evaluating associations among delirium, postoperative cognitive dysfunction, and apolipoprotein E genotype following open aortic repair.   Can J Anaesth. 2011;58(3):246-255. doi:10.1007/s12630-010-9446-6PubMedGoogle ScholarCrossref
75.
Burkhart  CS, Dell-Kuster  S, Gamberini  M,  et al.  Modifiable and nonmodifiable risk factors for postoperative delirium after cardiac surgery with cardiopulmonary bypass.   J Cardiothorac Vasc Anesth. 2010;24(4):555-559. doi:10.1053/j.jvca.2010.01.003PubMedGoogle ScholarCrossref
76.
Caeiro  L, Ferro  JM, Albuquerque  R, Figueira  ML.  Delirium in the first days of acute stroke.   J Neurol. 2004;251(2):171-178. doi:10.1007/s00415-004-0294-6PubMedGoogle ScholarCrossref
77.
Caeiro  L, Ferro  JM, Claro  MI, Coelho  J, Albuquerque  R, Figueira  ML.  Delirium in acute stroke: a preliminary study of the role of anticholinergic medications.   Eur J Neurol. 2004;11(10):699-704. doi:10.1111/j.1468-1331.2004.00897.xPubMedGoogle ScholarCrossref
78.
Cai  S, Latour  JM, Lin  Y,  et al.  Preoperative cardiac function parameters as valuable predictors for nurses to recognise delirium after cardiac surgery: a prospective cohort study.   Eur J Cardiovasc Nurs. 2020;19(4):310-319. doi:10.1177/1474515119886155PubMedGoogle ScholarCrossref
79.
Caldas  JR, Panerai  RB, Bor-Seng-Shu  E,  et al.  Dynamic cerebral autoregulation: a marker of post-operative delirium?   Clin Neurophysiol. 2019;130(1):101-108. doi:10.1016/j.clinph.2018.11.008PubMedGoogle ScholarCrossref
80.
Carrasco G  M, Villarroel D  L, Calderón P  J, Martínez F  G, Andrade A  M, González T  M.  Development and validation of a clinical predictive model for delirium in hospitalized older people. Riesgo de delirium durante la hospitalización en personas mayores: desarrollo y validación de un modelo de predicción clínica.   Rev Med Chil. 2014;142(7):826-832. doi:10.4067/S0034-98872014000700002PubMedGoogle ScholarCrossref
81.
Cavallari  M, Hshieh  TT, Guttmann  CRG,  et al; SAGES Study Group.  Brain atrophy and white-matter hyperintensities are not significantly associated with incidence and severity of postoperative delirium in older persons without dementia.   Neurobiol Aging. 2015;36(6):2122-2129. doi:10.1016/j.neurobiolaging.2015.02.024PubMedGoogle ScholarCrossref
82.
Cavallari  M, Dai  W, Guttmann  CRG,  et al; SAGES Study Group.  Neural substrates of vulnerability to postsurgical delirium as revealed by presurgical diffusion MRI.   Brain. 2016;139(Pt 4):1282-1294. doi:10.1093/brain/aww010PubMedGoogle ScholarCrossref
83.
Cerejeira  J, Batista  P, Nogueira  V, Firmino  H, Vaz-Serra  A, Mukaetova-Ladinska  EB.  Low preoperative plasma cholinesterase activity as a risk marker of postoperative delirium in elderly patients.   Age Ageing. 2011;40(5):621-626. doi:10.1093/ageing/afr053PubMedGoogle ScholarCrossref
84.
Chan  CK, Sieber  FE, Blennow  K,  et al.  Association of depressive symptoms with postoperative delirium and CSF biomarkers for Alzheimer’s disease among hip fracture patients.   Am J Geriatr Psychiatry. 2021;29(12):1212-1221. doi:10.1016/j.jagp.2021.02.001PubMedGoogle ScholarCrossref
85.
Chen  W, Ke  X, Wang  X,  et al.  Prevalence and risk factors for postoperative delirium in total joint arthroplasty patients: a prospective study.   Gen Hosp Psychiatry. 2017;46:55-61. doi:10.1016/j.genhosppsych.2017.03.008PubMedGoogle ScholarCrossref
86.
Chen  Y, Zheng  J, Chen  J.  Preoperative circulating MiR-210, a risk factor for postoperative delirium among elderly patients with gastric cancer undergoing curative resection.   Curr Pharm Des. 2020;26(40):5213-5219. doi:10.2174/1381612826666200617163857PubMedGoogle ScholarCrossref
87.
Chen  Y, Qin  J.  Modified frailty index independently predicts postoperative delirium and delayed neurocognitive recovery after elective total joint arthroplasty.   J Arthroplasty. 2021;36(2):449-453. doi:10.1016/j.arth.2020.07.074PubMedGoogle ScholarCrossref
88.
Cheng  Q, Li  L, Yang  M,  et al.  Moderate hypercapnia may not contribute to postoperative delirium in patients undergoing bronchoscopic intervention.   Medicine (Baltimore). 2019;98(22):e15906. doi:10.1097/MD.0000000000015906PubMedGoogle ScholarCrossref
89.
Chou  MY, Wang  YC, Peng  LN,  et al.  Intraoperative blood transfusion predicts postoperative delirium among older patients undergoing elective orthopedic surgery: a prospective cohort study.   Int J Geriatr Psychiatry. 2019;34(6):881-888. doi:10.1002/gps.5086PubMedGoogle ScholarCrossref
90.
Chouët  J, Sacco  G, Karras  SN, Llewellyn  DJ, Sánchez-Rodríguez  D, Annweiler  C.  Vitamin D and delirium in older adults: a case-control study in geriatric acute care unit.   Front Neurol. 2020;11:1034. doi:10.3389/fneur.2020.01034PubMedGoogle ScholarCrossref
91.
Chu  CS, Liang  CK, Chou  MY,  et al.  Short-Form Mini Nutritional Assessment as a useful method of predicting the development of postoperative delirium in elderly patients undergoing orthopedic surgery.   Gen Hosp Psychiatry. 2016;38:15-20. doi:10.1016/j.genhosppsych.2015.08.006PubMedGoogle ScholarCrossref
92.
Cole  MG, McCusker  J, Voyer  P,  et al.  Subsyndromal delirium in older long-term care residents: incidence, risk factors, and outcomes.   J Am Geriatr Soc. 2011;59(10):1829-1836. doi:10.1111/j.1532-5415.2011.03595.xPubMedGoogle ScholarCrossref
93.
Colkesen  Y, Giray  S, Ozenli  Y, Sezgin  N, Coskun  I.  Relation of serum cortisol to delirium occurring after acute coronary syndromes.   Am J Emerg Med. 2013;31(1):161-165. doi:10.1016/j.ajem.2012.07.001PubMedGoogle ScholarCrossref
94.
Contín  AM, Perez-Jara  J, Alonso-Contín  A, Enguix  A, Ramos  F.  Postoperative delirium after elective orthopedic surgery.   Int J Geriatr Psychiatry. 2005;20(6):595-597. doi:10.1002/gps.1335PubMedGoogle ScholarCrossref
95.
Cunningham  EL, McGuinness  B, McAuley  DF,  et al.  CSF beta-amyloid 1-42 concentration predicts delirium following elective arthroplasty surgery in an observational cohort study.   Ann Surg. 2019;269(6):1200-1205. doi:10.1097/SLA.0000000000002684 PubMedGoogle ScholarCrossref
96.
Dahl  MH, Rønning  OM, Thommessen  B.  Delirium in acute stroke--prevalence and risk factors.   Acta Neurol Scand Suppl. 2010;(190):39-43. doi:10.1111/j.1600-0404.2010.01374.xPubMedGoogle ScholarCrossref
97.
Daoust  R, Paquet  J, Boucher  V, Pelletier  M, Gouin  É, Émond  M.  Relationship between pain, opioid treatment, and delirium in older emergency department patients.   Acad Emerg Med. 2020;27(8):708-716. doi:10.1111/acem.14033PubMedGoogle ScholarCrossref
98.
Day  C, Manning  K, Abdullah  F,  et al.  Delirium in HIV-infected patients admitted to acute medical wards post universal access to antiretrovirals in South Africa.   S Afr Med J. 2021;111(10):974-980. doi:10.7196/SAMJ.2021.v111i10.15628PubMedGoogle ScholarCrossref
99.
de la Varga-Martínez  O, Gómez-Pesquera  E, Muñoz-Moreno  MF,  et al.  Development and validation of a delirium risk prediction preoperative model for cardiac surgery patients (DELIPRECAS): an observational multicentre study.   J Clin Anesth. 2021;69:110158. doi:10.1016/j.jclinane.2020.110158PubMedGoogle ScholarCrossref
100.
de Rooij  SE, van Munster  BC, Korevaar  JC, Levi  M.  Cytokines and acute phase response in delirium.   J Psychosom Res. 2007;62(5):521-525. doi:10.1016/j.jpsychores.2006.11.013PubMedGoogle ScholarCrossref
101.
Detroyer  E, Dobbels  F, Verfaillie  E, Meyfroidt  G, Sergeant  P, Milisen  K.  Is preoperative anxiety and depression associated with onset of delirium after cardiac surgery in older patients: a prospective cohort study.   J Am Geriatr Soc. 2008;56(12):2278-2284. doi:10.1111/j.1532-5415.2008.02013.xPubMedGoogle ScholarCrossref
102.
Dillon  ST, Vasunilashorn  SM, Ngo  L,  et al.  Higher C-reactive protein levels predict postoperative delirium in older patients undergoing major elective surgery: a longitudinal nested case-control study.   Biol Psychiatry. 2017;81(2):145-153. doi:10.1016/j.biopsych.2016.03.2098PubMedGoogle ScholarCrossref
103.
Douglas  VC, Hessler  CS, Dhaliwal  G,  et al.  The AWOL tool: derivation and validation of a delirium prediction rule.   J Hosp Med. 2013;8(9):493-499. doi:10.1002/jhm.2062PubMedGoogle ScholarCrossref
104.
Du Plooy  N, Day  C, Manning  K,  et al.  Prevalence and outcome of delirium among acute general medical inpatients in Cape Town, South Africa.   S Afr Med J. 2020;110(6):519-524. PubMedGoogle Scholar
105.
Duceppe  MA, Williamson  DR, Elliott  A,  et al.  Modifiable risk factors for delirium in critically ill trauma patients: a multicenter prospective study.   J Intensive Care Med. 2019;34(4):330-336. doi:10.1177/0885066617698646PubMedGoogle ScholarCrossref
106.
Dworkin  A, Lee  DS, An  AR, Goodlin  SJ.  A simple tool to predict development of delirium after elective surgery.   J Am Geriatr Soc. 2016;64(11):e149-e153. doi:10.1111/jgs.14428PubMedGoogle ScholarCrossref
107.
Edlund  A, Lundström  M, Lundström  G, Hedqvist  B, Gustafson  Y.  Clinical profile of delirium in patients treated for femoral neck fractures.   Dement Geriatr Cogn Disord. 1999;10(5):325-329. doi:10.1159/000017163PubMedGoogle ScholarCrossref
108.
Edlund  A, Lundström  M, Brännström  B, Bucht  G, Gustafson  Y.  Delirium before and after operation for femoral neck fracture.   J Am Geriatr Soc. 2001;49(10):1335-1340. doi:10.1046/j.1532-5415.2001.49261.xPubMedGoogle ScholarCrossref
109.
Edlund  A, Lundström  M, Karlsson  S, Brännström  B, Bucht  G, Gustafson  Y.  Delirium in older patients admitted to general internal medicine.   J Geriatr Psychiatry Neurol. 2006;19(2):83-90. doi:10.1177/0891988706286509PubMedGoogle ScholarCrossref
110.
Egberts  A, Wijnbeld  EH, Fekkes  D,  et al.  Neopterin: a potential biomarker for delirium in elderly patients.   Dement Geriatr Cogn Disord. 2015;39(1-2):116-124. doi:10.1159/000366410PubMedGoogle ScholarCrossref
111.
Egberts  A, Osse  RJ, Fekkes  D, Tulen  JHM, van der Cammen  TJM, Mattace-Raso  FUS.  Differences in potential biomarkers of delirium between acutely ill medical and elective cardiac surgery patients.   Clin Interv Aging. 2019;14:271-281. doi:10.2147/CIA.S193605PubMedGoogle ScholarCrossref
112.
Eide  LS, Ranhoff  AH, Fridlund  B,  et al; CARDELIR Investigators.  Comparison of frequency, risk factors, and time course of postoperative delirium in octogenarians after transcatheter aortic valve implantation versus surgical aortic valve replacement.   Am J Cardiol. 2015;115(6):802-809. doi:10.1016/j.amjcard.2014.12.043PubMedGoogle ScholarCrossref
113.
Ely  EW, Girard  TD, Shintani  AK,  et al.  Apolipoprotein E4 polymorphism as a genetic predisposition to delirium in critically ill patients.   Crit Care Med. 2007;35(1):112-117. doi:10.1097/01.CCM.0000251925.18961.CAPubMedGoogle ScholarCrossref
114.
Fan  H, Ji  M, Huang  J,  et al.  Development and validation of a dynamic delirium prediction rule in patients admitted to the intensive care units (DYNAMIC-ICU): a prospective cohort study.   Int J Nurs Stud. 2019;93:64-73. doi:10.1016/j.ijnurstu.2018.10.008PubMedGoogle ScholarCrossref
115.
Fann  JR, Roth-Roemer  S, Burington  BE, Katon  WJ, Syrjala  KL.  Delirium in patients undergoing hematopoietic stem cell transplantation.   Cancer. 2002;95(9):1971-1981. doi:10.1002/cncr.10889PubMedGoogle ScholarCrossref
116.
Fann  JR, Hubbard  RA, Alfano  CM, Roth-Roemer  S, Katon  WJ, Syrjala  KL.  Pre- and post-transplantation risk factors for delirium onset and severity in patients undergoing hematopoietic stem-cell transplantation.   J Clin Oncol. 2011;29(7):895-901. doi:10.1200/JCO.2010.28.4521PubMedGoogle ScholarCrossref
117.
Feng  Q, Ai  M, Huang  L, Peng  Q, Ai  Y, Zhang  L.  Relationship between cerebral hemodynamics, tissue oxygen saturation, and delirium in patients with septic shock: a pilot observational cohort study.   Front Med (Lausanne). 2021;8:641104. doi:10.3389/fmed.2021.641104PubMedGoogle ScholarCrossref
118.
Fick  DM, Steis  MR, Waller  JL, Inouye  SK.  Delirium superimposed on dementia is associated with prolonged length of stay and poor outcomes in hospitalized older adults.   J Hosp Med. 2013;8(9):500-505. doi:10.1002/jhm.2077PubMedGoogle ScholarCrossref
119.
Fisher  BW, Flowerdew  G.  A simple model for predicting postoperative delirium in older patients undergoing elective orthopedic surgery.   J Am Geriatr Soc. 1995;43(2):175-178. doi:10.1111/j.1532-5415.1995.tb06385.xPubMedGoogle ScholarCrossref
120.
Fong  TG, Hshieh  TT, Wong  B,  et al.  Neuropsychological profiles of an elderly cohort undergoing elective surgery and the relationship between cognitive performance and delirium.   J Am Geriatr Soc. 2015;63(5):977-982. doi:10.1111/jgs.13383PubMedGoogle ScholarCrossref
121.
Foy  A, O’Connell  D, Henry  D, Kelly  J, Cocking  S, Halliday  J.  Benzodiazepine use as a cause of cognitive impairment in elderly hospital inpatients.   J Gerontol A Biol Sci Med Sci. 1995;50(2):M99-M106. doi:10.1093/gerona/50A.2.M99PubMedGoogle ScholarCrossref
122.
Franco  JG, Valencia  C, Bernal  C,  et al.  Relationship between cognitive status at admission and incident delirium in older medical inpatients.   J Neuropsychiatry Clin Neurosci. 2010;22(3):329-337. doi:10.1176/jnp.2010.22.3.329PubMedGoogle ScholarCrossref
123.
Freter  SH, George  J, Dunbar  MJ, Morrison  M, Macknight  C, Rockwood  K.  Prediction of delirium in fractured neck of femur as part of routine preoperative nursing care.   Age Ageing. 2005;34(4):387-388. doi:10.1093/ageing/afi099PubMedGoogle ScholarCrossref
124.
Freter  S, Dunbar  M, Koller  K, MacKnight  C, Rockwood  K.  Risk of pre-and post-operative delirium and the Delirium Elderly At Risk (DEAR) tool in hip fracture patients.   Can Geriatr J. 2015;18(4):212-216. doi:10.5770/cgj.18.185PubMedGoogle ScholarCrossref
125.
Girard  TD, Ware  LB, Bernard  GR,  et al.  Associations of markers of inflammation and coagulation with delirium during critical illness.   Intensive Care Med. 2012;38(12):1965-1973. doi:10.1007/s00134-012-2678-xPubMedGoogle ScholarCrossref
126.
Girard  TD, Thompson  JL, Pandharipande  PP,  et al.  Clinical phenotypes of delirium during critical illness and severity of subsequent long-term cognitive impairment: a prospective cohort study.   Lancet Respir Med. 2018;6(3):213-222. doi:10.1016/S2213-2600(18)30062-6PubMedGoogle ScholarCrossref
127.
Giroux  M, Sirois  MJ, Boucher  V,  et al.  Frailty assessment to help predict patients at risk of delirium when consulting the emergency department.   J Emerg Med. 2018;55(2):157-164. doi:10.1016/j.jemermed.2018.02.032PubMedGoogle ScholarCrossref
128.
Goudzwaard  JA, de Ronde-Tillmans  MJAG, de Jager  TAJ,  et al.  Incidence, determinants and consequences of delirium in older patients after transcatheter aortic valve implantation.   Age Ageing. 2020;49(3):389-394. doi:10.1093/ageing/afaa001PubMedGoogle ScholarCrossref
129.
Greene  NH, Attix  DK, Weldon  BC, Smith  PJ, McDonagh  DL, Monk  TG.  Measures of executive function and depression identify patients at risk for postoperative delirium.   Anesthesiology. 2009;110(4):788-795. doi:10.1097/ALN.0b013e31819b5ba6PubMedGoogle ScholarCrossref
130.
Gu  WJ, Zhou  JX, Ji  RQ, Zhou  LY, Wang  CM.  Incidence, risk factors, and consequences of emergence delirium after elective.   Surgeon. 2022;20(5):e214-e220. doi:10.1016/j.surge.2021.09.005PubMedGoogle ScholarCrossref
131.
Gual  N, Morandi  A, Pérez  LM,  et al.  Risk factors and outcomes of delirium in older patients admitted to postacute care with and without dementia.   Dement Geriatr Cogn Disord. 2018;45(1-2):121-129. doi:10.1159/000485794PubMedGoogle ScholarCrossref
132.
Guo  Y, Jia  P, Zhang  J, Wang  X, Jiang  H, Jiang  W.  Prevalence and risk factors of postoperative delirium in elderly hip fracture patients.   J Int Med Res. 2016;44(2):317-327. doi:10.1177/0300060515624936PubMedGoogle ScholarCrossref
133.
Guo  Z, Liu  J, Li  J,  et al.  Postoperative delirium in severely burned patients undergoing early escharotomy: incidence, risk factors, and outcomes.   J Burn Care Res. 2017;38(1):e370-e376. doi:10.1097/BCR.0000000000000397PubMedGoogle ScholarCrossref
134.
Hall  RJ, Watne  LO, Idland  AV,  et al.  Cerebrospinal fluid levels of neopterin are elevated in delirium after hip fracture.   J Neuroinflammation. 2016;13(1):170. doi:10.1186/s12974-016-0636-1PubMedGoogle ScholarCrossref
135.
Hatta  K, Kishi  Y, Wada  K,  et al.  Real-world effectiveness of ramelteon and suvorexant for delirium prevention in 948 patients with delirium risk factors.   J Clin Psychiatry. 2019;81(1):19m12865. doi:10.4088/JCP.19m12865PubMedGoogle ScholarCrossref
136.
Hayhurst  CJ, Patel  MB, McNeil  JB,  et al.  Association of neuronal repair biomarkers with delirium among survivors of critical illness.   J Crit Care. 2020;56:94-99. doi:10.1016/j.jcrc.2019.12.010PubMedGoogle ScholarCrossref
137.
He  R, Wang  F, Shen  H, Zeng  Y, LijuanZhang.  Association between increased neutrophil-to-lymphocyte ratio and postoperative delirium in elderly patients with total hip arthroplasty for hip fracture.   BMC Psychiatry. 2020;20(1):496. doi:10.1186/s12888-020-02908-2PubMedGoogle ScholarCrossref
138.
Heng  M, Eagen  CE, Javedan  H, Kodela  J, Weaver  MJ, Harris  MB.  Abnormal mini-cog is associated with higher risk of complications and delirium in geriatric patients with fracture.   J Bone Joint Surg Am. 2016;98(9):742-750. doi:10.2106/JBJS.15.00859PubMedGoogle ScholarCrossref
139.
Henjum  K, Quist-Paulsen  E, Zetterberg  H, Blennow  K, Nilsson  LNG, Watne  LO.  CSF sTREM2 in delirium-relation to Alzheimer’s disease CSF biomarkers Aβ42, t-tau and p-tau.   J Neuroinflammation. 2018;15(1):304. doi:10.1186/s12974-018-1331-1PubMedGoogle ScholarCrossref
140.
Hirsch  J, DePalma  G, Tsai  TT, Sands  LP, Leung  JM.  Impact of intraoperative hypotension and blood pressure fluctuations on early postoperative delirium after non-cardiac surgery.   Br J Anaesth. 2015;115(3):418-426. doi:10.1093/bja/aeu458PubMedGoogle ScholarCrossref
141.
Huang  HW, Zhang  GB, Li  HY,  et al.  Development of an early prediction model for postoperative delirium in neurosurgical patients admitted to the ICU after elective craniotomy (E-PREPOD-NS): a secondary analysis of a prospective cohort study.   J Clin Neurosci. 2021;90:217-224. doi:10.1016/j.jocn.2021.06.004PubMedGoogle ScholarCrossref
142.
Hughes  CG, Morandi  A, Girard  TD,  et al.  Association between endothelial dysfunction and acute brain dysfunction during critical illness.   Anesthesiology. 2013;118(3):631-639. doi:10.1097/ALN.0b013e31827bd193PubMedGoogle ScholarCrossref
143.
Hughes  CG, Pandharipande  PP, Thompson  JL,  et al.  Endothelial activation and blood-brain barrier injury as risk factors for delirium in critically ill patients.   Crit Care Med. 2016;44(9):e809-e817. doi:10.1097/CCM.0000000000001739PubMedGoogle ScholarCrossref
144.
Humbert  M, Büla  CJ, Muller  O, Krief  H, Monney  P.  Delirium in older patients undergoing aortic valve replacement: incidence, predictors, and cognitive prognosis.   BMC Geriatr. 2021;21(1):153. doi:10.1186/s12877-021-02100-5PubMedGoogle ScholarCrossref
145.
Iamaroon  A, Wongviriyawong  T, Sura-Arunsumrit  P, Wiwatnodom  N, Rewuri  N, Chaiwat  O.  Incidence of and risk factors for postoperative delirium in older adult patients undergoing noncardiac surgery: a prospective study.   BMC Geriatr. 2020;20(1):40. doi:10.1186/s12877-020-1449-8PubMedGoogle ScholarCrossref
146.
Idland  AV, Wyller  TB, Støen  R,  et al.  Preclinical amyloid-β and axonal degeneration pathology in delirium.   J Alzheimers Dis. 2017;55(1):371-379. doi:10.3233/JAD-160461PubMedGoogle ScholarCrossref
147.
Inouye  SK, Viscoli  CM, Horwitz  RI, Hurst  LD, Tinetti  ME.  A predictive model for delirium in hospitalized elderly medical patients based on admission characteristics.   Ann Intern Med. 1993;119(6):474-481. doi:10.7326/0003-4819-119-6-199309150-00005PubMedGoogle ScholarCrossref
148.
Inouye  SK, Charpentier  PA.  Precipitating factors for delirium in hospitalized elderly persons: predictive model and interrelationship with baseline vulnerability.   JAMA. 1996;275(11):852-857. doi:10.1001/jama.1996.03530350034031PubMedGoogle ScholarCrossref
149.
Inouye  SK, Zhang  Y, Jones  RN, Kiely  DK, Yang  F, Marcantonio  ER.  Risk factors for delirium at discharge: development and validation of a predictive model.   Arch Intern Med. 2007;167(13):1406-1413. doi:10.1001/archinte.167.13.1406PubMedGoogle ScholarCrossref
150.
Jankowski  CJ, Trenerry  MR, Cook  DJ,  et al.  Cognitive and functional predictors and sequelae of postoperative delirium in elderly patients undergoing elective joint arthroplasty.   Anesth Analg. 2011;112(5):1186-1193. doi:10.1213/ANE.0b013e318211501bPubMedGoogle ScholarCrossref
151.
Joosten  E, Lemiengre  J, Nelis  T, Verbeke  G, Milisen  K.  Is anaemia a risk factor for delirium in an acute geriatric population?   Gerontology. 2006;52(6):382-385. doi:10.1159/000095126PubMedGoogle ScholarCrossref
152.
Joosten  E, Demuynck  M, Detroyer  E, Milisen  K.  Prevalence of frailty and its ability to predict in hospital delirium, falls, and 6-month mortality in hospitalized older patients.   BMC Geriatr. 2014;14:1. doi:10.1186/1471-2318-14-1PubMedGoogle ScholarCrossref
153.
Juliebø  V, Bjøro  K, Krogseth  M, Skovlund  E, Ranhoff  AH, Wyller  TB.  Risk factors for preoperative and postoperative delirium in elderly patients with hip fracture.   J Am Geriatr Soc. 2009;57(8):1354-1361. doi:10.1111/j.1532-5415.2009.02377.xPubMedGoogle ScholarCrossref
154.
Kalisvaart  KJ, Vreeswijk  R, de Jonghe  JF, van der Ploeg  T, van Gool  WA, Eikelenboom  P.  Risk factors and prediction of postoperative delirium in elderly hip-surgery patients: implementation and validation of a medical risk factor model.   J Am Geriatr Soc. 2006;54(5):817-822. doi:10.1111/j.1532-5415.2006.00704.xPubMedGoogle ScholarCrossref
155.
Kang  T, Park  SY, Lee  JH,  et al.  Incidence & risk factors of postoperative delirium after spinal surgery in older patients.   Sci Rep. 2020;10(1):9232. doi:10.1038/s41598-020-66276-3PubMedGoogle ScholarCrossref
156.
Kazmierski  J, Kowman  M, Banach  M,  et al; IPDACS Study.  Incidence and predictors of delirium after cardiac surgery: Results from the IPDACS study.   J Psychosom Res. 2010;69(2):179-185. doi:10.1016/j.jpsychores.2010.02.009PubMedGoogle ScholarCrossref
157.
Kazmierski  J, Banys  A, Latek  J, Bourke  J, Jaszewski  R.  Cortisol levels and neuropsychiatric diagnosis as markers of postoperative delirium: a prospective cohort study.   Crit Care. 2013;17(2):R38. doi:10.1186/cc12548PubMedGoogle ScholarCrossref
158.
Kazmierski  J, Banys  A, Latek  J, Bourke  J, Jaszewski  R.  Raised IL-2 and TNF-α concentrations are associated with postoperative delirium in patients undergoing coronary-artery bypass graft surgery.   Int Psychogeriatr. 2014;26(5):845-855. doi:10.1017/S1041610213002378PubMedGoogle ScholarCrossref
159.
Kazmierski  J, Banys  A, Latek  J,  et al.  Mild cognitive impairment with associated inflammatory and cortisol alterations as independent risk factor for postoperative delirium.   Dement Geriatr Cogn Disord. 2014;38(1-2):65-78. doi:10.1159/000357454PubMedGoogle ScholarCrossref
160.
Kazmierski  J, Sieruta  M, Banys  A,  et al.  The assessment of the T102C polymorphism of the 5HT2a receptor gene, 3723G/A polymorphism of the NMDA receptor 3A subunit gene (GRIN3A) and 421C/A polymorphism of the NMDA receptor 2B subunit gene (GRIN2B) among cardiac surgery patients with and without delirium.   Gen Hosp Psychiatry. 2014;36(6):753-756. doi:10.1016/j.genhosppsych.2014.06.002PubMedGoogle ScholarCrossref
161.
Kennedy  M, Enander  RA, Tadiri  SP, Wolfe  RE, Shapiro  NI, Marcantonio  ER.  Delirium risk prediction, healthcare use and mortality of elderly adults in the emergency department.   J Am Geriatr Soc. 2014;62(3):462-469. doi:10.1111/jgs.12692PubMedGoogle ScholarCrossref
162.
Khan  BA, Perkins  AJ, Prasad  NK,  et al.  Biomarkers of delirium duration and delirium severity in the ICU.   Crit Care Med. 2020;48(3):353-361. doi:10.1097/CCM.0000000000004139PubMedGoogle ScholarCrossref
163.
Khan  SH, Lindroth  H, Hendrie  K,  et al.  Time trends of delirium rates in the intensive care unit.   Heart Lung. 2020;49(5):572-577. doi:10.1016/j.hrtlng.2020.03.006PubMedGoogle ScholarCrossref
164.
Kim  MY, Park  UJ, Kim  HT, Cho  WH.  DeLirium Prediction Based on Hospital Information (Delphi) in general surgery patients.   Medicine (Baltimore). 2016;95(12):e3072. doi:10.1097/MD.0000000000003072PubMedGoogle ScholarCrossref
165.
Kim  Y, Jin  Y, Jin  T, Lee  SM.  Risk factors and outcomes of sepsis-associated delirium in intensive care unit patients: a secondary data analysis.   Intensive Crit Care Nurs. 2020;59:102844. doi:10.1016/j.iccn.2020.102844PubMedGoogle ScholarCrossref
166.
Kong  S, Wang  J, Xu  H, Wang  K.  Effect of hypertension and medication use regularity on postoperative delirium after maxillofacial tumors radical surgery.   Oncotarget. 2021;12(18):1811-1820. doi:10.18632/oncotarget.28048PubMedGoogle ScholarCrossref
167.
Korevaar  JC, van Munster  BC, de Rooij  SE.  Risk factors for delirium in acutely admitted elderly patients: a prospective cohort study.   BMC Geriatr. 2005;5:6. doi:10.1186/1471-2318-5-6PubMedGoogle ScholarCrossref
168.
Koskderelioglu  A, Onder  O, Gucuyener  M, Altay  T, Kayali  C, Gedizlioglu  M.  Screening for postoperative delirium in patients with acute hip fracture: assessment of predictive factors.   Geriatr Gerontol Int. 2017;17(6):919-924. doi:10.1111/ggi.12806PubMedGoogle ScholarCrossref
169.
Kostalova  M, Bednarik  J, Mitasova  A,  et al.  Towards a predictive model for post-stroke delirium.   Brain Inj. 2012;26(7-8):962-971. doi:10.3109/02699052.2012.660510PubMedGoogle ScholarCrossref
170.
Kupiec  A, Adamik  B, Kozera  N, Gozdzik  W.  Elevated procalcitonin as a risk factor for postoperative delirium in the elderly after cardiac surgery—a prospective observational study.   J Clin Med. 2020;9(12):3837. doi:10.3390/jcm9123837PubMedGoogle ScholarCrossref
171.
Kwizera  A, Nakibuuka  J, Ssemogerere  L,  et al.  Incidence and risk factors for delirium among mechanically ventilated patients in an African intensive care setting: an observational multicenter study.   Crit Care Res Pract. 2015;2015:491780. doi:10.1155/2015/491780PubMedGoogle ScholarCrossref
172.
Lai  MM, Wong Tin Niam  DM.  Intracranial cause of delirium: computed tomography yield and predictive factors.   Intern Med J. 2012;42(4):422-427. doi:10.1111/j.1445-5994.2010.02400.xPubMedGoogle ScholarCrossref
173.
Lee  HB, Mears  SC, Rosenberg  PB, Leoutsakos  JM, Gottschalk  A, Sieber  FE.  Predisposing factors for postoperative delirium after hip fracture repair in individuals with and without dementia.   J Am Geriatr Soc. 2011;59(12):2306-2313. doi:10.1111/j.1532-5415.2011.03725.xPubMedGoogle ScholarCrossref
174.
Lee  KH, Ha  YC, Lee  YK, Kang  H, Koo  KH.  Frequency, risk factors, and prognosis of prolonged delirium in elderly patients after hip fracture surgery.   Clin Orthop Relat Res. 2011;469(9):2612-2620. doi:10.1007/s11999-011-1806-1PubMedGoogle ScholarCrossref
175.
Lee  SS, Lo  Y, Verghese  J.  Physical activity and risk of postoperative delirium.   J Am Geriatr Soc. 2019;67(11):2260-2266. doi:10.1111/jgs.16083PubMedGoogle ScholarCrossref
176.
Leung  JM, Sands  LP, Mullen  EA, Wang  Y, Vaurio  L.  Are preoperative depressive symptoms associated with postoperative delirium in geriatric surgical patients?   J Gerontol A Biol Sci Med Sci. 2005;60(12):1563-1568. doi:10.1093/gerona/60.12.1563PubMedGoogle ScholarCrossref
177.
Leung  JM, Sands  LP, Wang  Y,  et al.  Apolipoprotein E e4 allele increases the risk of early postoperative delirium in older patients undergoing noncardiac surgery.   Anesthesiology. 2007;107(3):406-411. doi:10.1097/01.anes.0000278905.07899.dfPubMedGoogle ScholarCrossref
178.
Leung  JM, Tsai  TL, Sands  LP.  Brief report: preoperative frailty in older surgical patients is associated with early postoperative delirium.   Anesth Analg. 2011;112(5):1199-1201. doi:10.1213/ANE.0b013e31820c7c06PubMedGoogle ScholarCrossref
179.
Levkoff  SE, Evans  DA, Liptzin  B,  et al.  Delirium: the occurrence and persistence of symptoms among elderly hospitalized patients.   Arch Intern Med. 1992;152(2):334-340. doi:10.1001/archinte.1992.00400140082019PubMedGoogle ScholarCrossref
180.
Lewis  EG, Banks  J, Paddick  SM,  et al.  Risk factors for delirium in older medical inpatients in Tanzania.   Dement Geriatr Cogn Disord. 2017;44(3-4):160-170. doi:10.1159/000479058PubMedGoogle ScholarCrossref
181.
Li  G, Lei  X, Ai  C, Li  T, Chen  Z.  Low plasma leptin level at admission predicts delirium in critically ill patients: a prospective cohort study.   Peptides. 2017;93:27-32. doi:10.1016/j.peptides.2017.05.002PubMedGoogle ScholarCrossref
182.
Li  X, Zhang  L, Gong  F, Ai  Y.  Incidence and risk factors for delirium in older patients following intensive care unit admission: a prospective observational study.   J Nurs Res. 2020;28(4):e101. doi:10.1097/jnr.0000000000000384PubMedGoogle ScholarCrossref
183.
Liang  CK, Chu  CL, Chou  MY,  et al.  Developing a prediction model for post-operative delirium and long-term outcomes among older patients receiving elective orthopedic surgery: a prospective cohort study in Taiwan.   Rejuvenation Res. 2015;18(4):347-355. doi:10.1089/rej.2014.1645PubMedGoogle ScholarCrossref
184.
Lin  Y, Chen  Q, Zhang  H,  et al.  Risk factors for postoperative delirium in patients with triple-branched stent graft implantation.   J Cardiothorac Surg. 2020;15(1):171. doi:10.1186/s13019-020-01217-9PubMedGoogle ScholarCrossref
185.
Lin  X, Tang  J, Liu  C,  et al.  Cerebrospinal fluid cholinergic biomarkers are associated with postoperative delirium in elderly patients undergoing total hip/knee replacement: a prospective cohort study.   BMC Anesthesiol. 2020;20(1):246. doi:10.1186/s12871-020-01166-9PubMedGoogle ScholarCrossref
186.
Limpawattana  P, Panitchote  A, Tangvoraphonkchai  K,  et al.  Delirium in critical care: a study of incidence, prevalence, and associated factors in the tertiary care hospital of older Thai adults.   Aging Ment Health. 2016;20(1):74-80. doi:10.1080/13607863.2015.1035695PubMedGoogle ScholarCrossref
187.
Lindroth  H, Bratzke  L, Twadell  S,  et al.  Predicting postoperative delirium severity in older adults: the role of surgical risk and executive function.   Int J Geriatr Psychiatry. 2019;34(7):1018-1028. doi:10.1002/gps.5104PubMedGoogle ScholarCrossref
188.
Litaker  D, Locala  J, Franco  K, Bronson  DL, Tannous  Z.  Preoperative risk factors for postoperative delirium.   Gen Hosp Psychiatry. 2001;23(2):84-89. doi:10.1016/S0163-8343(01)00117-7PubMedGoogle ScholarCrossref
189.
Ma  JR, Fan  MM, Wang  ZS.  Age, preoperative higher serum cortisol levels, and lower serum acetylcholine levels predict delirium after percutaneous coronary intervention in acute coronary syndrome patients accompanied with renal dysfunction.   Indian J Psychiatry. 2020;62(2):172-177. doi:10.4103/psychiatry.IndianJPsychiatry_37_19PubMedGoogle ScholarCrossref
190.
Ma  J, Li  C, Zhang  W,  et al.  Preoperative anxiety predicted the incidence of postoperative delirium in patients undergoing total hip arthroplasty: a prospective cohort study.   BMC Anesthesiol. 2021;21(1):48. doi:10.1186/s12871-021-01271-3PubMedGoogle ScholarCrossref
191.
Mahanna-Gabrielli  E, Zhang  K, Sieber  FE,  et al.  Frailty is associated with postoperative delirium but not with postoperative cognitive decline in older noncardiac surgery patients.   Anesth Analg. 2020;130(6):1516-1523. doi:10.1213/ANE.0000000000004773PubMedGoogle ScholarCrossref
192.
Marcantonio  ER, Juarez  G, Goldman  L,  et al.  The relationship of postoperative delirium with psychoactive medications.   JAMA. 1994;272(19):1518-1522. doi:10.1001/jama.1994.03520190064036PubMedGoogle ScholarCrossref
193.
Marcantonio  ER, Goldman  L, Orav  EJ, Cook  EF, Lee  TH.  The association of intraoperative factors with the development of postoperative delirium.   Am J Med. 1998;105(5):380-384. doi:10.1016/S0002-9343(98)00292-7PubMedGoogle ScholarCrossref
194.
Martin  NJ, Stones  MJ, Young  JE, Bédard  M.  Development of delirium: a prospective cohort study in a community hospital.   Int Psychogeriatr. 2000;12(1):117-127. doi:10.1017/S1041610200006244PubMedGoogle ScholarCrossref
195.
Martinez  JA, Belastegui  A, Basabe  I,  et al.  Derivation and validation of a clinical prediction rule for delirium in patients admitted to a medical ward: an observational study.   BMJ Open. 2012;2(5):e001599. doi:10.1136/bmjopen-2012-001599PubMedGoogle ScholarCrossref
196.
Matsuda  Y, Maeda  I, Morita  T,  et al; Phase-R Delirium Study Group.  Reversibility of delirium in Ill-hospitalized cancer patients: does underlying etiology matter?   Cancer Med. 2020;9(1):19-26. doi:10.1002/cam4.2669PubMedGoogle ScholarCrossref
197.
Matsuo  N, Morita  T, Matsuda  Y,  et al.  Predictors of delirium in corticosteroid-treated patients with advanced cancer: an exploratory, multicenter, prospective, observational study.   J Palliat Med. 2017;20(4):352-359. doi:10.1089/jpm.2016.0323PubMedGoogle ScholarCrossref
198.
Mazzola  P, Ward  L, Zazzetta  S,  et al.  Association between preoperative malnutrition and postoperative delirium after hip fracture surgery in older adults.   J Am Geriatr Soc. 2017;65(6):1222-1228. doi:10.1111/jgs.14764PubMedGoogle ScholarCrossref
199.
McAvay  GJ, Van Ness  PH, Bogardus  ST  Jr,  et al.  Depressive symptoms and the risk of incident delirium in older hospitalized adults.   J Am Geriatr Soc. 2007;55(5):684-691. doi:10.1111/j.1532-5415.2007.01150.xPubMedGoogle ScholarCrossref
200.
McManus  J, Pathansali  R, Hassan  H,  et al.  The course of delirium in acute stroke.   Age Ageing. 2009;38(4):385-389. doi:10.1093/ageing/afp038PubMedGoogle ScholarCrossref
201.
McNicoll  L, Pisani  MA, Zhang  Y, Ely  EW, Siegel  MD, Inouye  SK.  Delirium in the intensive care unit: occurrence and clinical course in older patients.   J Am Geriatr Soc. 2003;51(5):591-598. doi:10.1034/j.1600-0579.2003.00201.xPubMedGoogle ScholarCrossref
202.
McPherson  JA, Wagner  CE, Boehm  LM,  et al.  Delirium in the cardiovascular ICU: exploring modifiable risk factors.   Crit Care Med. 2013;41(2):405-413. doi:10.1097/CCM.0b013e31826ab49bPubMedGoogle ScholarCrossref
203.
Mézière  A, Paillaud  E, Belmin  J,  et al.  Delirium in older people after proximal femoral fracture repair: role of a preoperative screening cognitive test.   Ann Fr Anesth Reanim. 2013;32(9):e91-e96. doi:10.1016/j.annfar.2013.06.006PubMedGoogle ScholarCrossref
204.
Miao  S, Shen  P, Zhang  Q,  et al.  Neopterin and mini-mental state examination scores, two independent risk factors for postoperative delirium in elderly patients with open abdominal surgery.   J Cancer Res Ther. 2018;14(6):1234-1238. doi:10.4103/0973-1482.192764PubMedGoogle ScholarCrossref
205.
Miu  DK, Yeung  JC.  Incidence of post-stroke delirium and 1-year outcome.   Geriatr Gerontol Int. 2013;13(1):123-129. doi:10.1111/j.1447-0594.2012.00871.xPubMedGoogle ScholarCrossref
206.
Miu  DK, Chan  CW, Kok  C.  Delirium among elderly patients admitted to a post-acute care facility and 3-months outcome.   Geriatr Gerontol Int. 2016;16(5):586-592. doi:10.1111/ggi.12521PubMedGoogle ScholarCrossref
207.
Moorey  HC, Zaidman  S, Jackson  TA.  Delirium is not associated with anticholinergic burden or polypharmacy in older patients on admission to an acute hospital: an observational case control study.   BMC Geriatr. 2016;16(1):162. doi:10.1186/s12877-016-0336-9PubMedGoogle ScholarCrossref
208.
Morandi  A, Gunther  ML, Pandharipande  PP,  et al.  Insulin-like growth factor-1 and delirium in critically ill mechanically ventilated patients: a preliminary investigation.   Int Psychogeriatr. 2011;23(7):1175-1181. doi:10.1017/S1041610210002486PubMedGoogle ScholarCrossref
209.
Morandi  A, Barnett  N, Miller  RR  III,  et al.  Vitamin D and delirium in critically ill patients: a preliminary investigation.   J Crit Care. 2013;28(3):230-235. doi:10.1016/j.jcrc.2012.06.011PubMedGoogle ScholarCrossref
210.
Morandi  A, Hughes  CG, Thompson  JL,  et al.  Statins and delirium during critical illness: a multicenter, prospective cohort study.   Crit Care Med. 2014;42(8):1899-1909. doi:10.1097/CCM.0000000000000398PubMedGoogle ScholarCrossref
211.
Mori  S, Takeda  JRT, Carrara  FSA, Cohrs  CR, Zanei  SSV, Whitaker  IY.  Incidence and factors related to delirium in an intensive care unit.   Rev Esc Enferm USP. 2016;50(4):587-593. doi:10.1590/S0080-623420160000500007PubMedGoogle ScholarCrossref
212.
Muangpaisan  W, Wongprikron  A, Srinonprasert  V, Suwanpatoomlerd  S, Sutipornpalangkul  W, Assantchai  P.  Incidence and risk factors of acute delirium in older patients with hip fracture in Siriraj Hospital.   J Med Assoc Thai. 2015;98(4):423-430.PubMedGoogle Scholar
213.
Neerland  BE, Krogseth  M, Juliebø  V,  et al.  Perioperative hemodynamics and risk for delirium and new onset dementia in hip fracture patients; a prospective follow-up study.   PLoS One. 2017;12(7):e0180641. doi:10.1371/journal.pone.0180641PubMedGoogle ScholarCrossref
214.
Nekrosius  D, Kaminskaite  M, Jokubka  R,  et al.  Association of COMT val158met polymorphism with delirium risk and outcomes after traumatic brain injury.   J Neuropsychiatry Clin Neurosci. 2019;31(4):298-305. doi:10.1176/appi.neuropsych.18080195PubMedGoogle ScholarCrossref
215.
Neufeld  KJ, Leoutsakos  JS, Sieber  FE,  et al.  Evaluation of two delirium screening tools for detecting post-operative delirium in the elderly.   Br J Anaesth. 2013;111(4):612-618. doi:10.1093/bja/aet167PubMedGoogle ScholarCrossref
216.
Ngo  LH, Inouye  SK, Jones  RN,  et al.  Methodologic considerations in the design and analysis of nested case-control studies: association between cytokines and postoperative delirium.   BMC Med Res Methodol. 2017;17(1):88. doi:10.1186/s12874-017-0359-8PubMedGoogle ScholarCrossref
217.
Nie  H, Zhao  B, Zhang  YQ, Jiang  YH, Yang  YX.  Pain and cognitive dysfunction are the risk factors of delirium in elderly hip fracture Chinese patients.   Arch Gerontol Geriatr. 2012;54(2):e172-e174. doi:10.1016/j.archger.2011.09.012PubMedGoogle ScholarCrossref
218.
Noriega  FJ, Vidán  MT, Sánchez  E,  et al.  Incidence and impact of delirium on clinical and functional outcomes in older patients hospitalized for acute cardiac diseases.   Am Heart J. 2015;170(5):938-944. doi:10.1016/j.ahj.2015.08.007PubMedGoogle ScholarCrossref
219.
O’Regan  NA, Fitzgerald  J, Adamis  D, Molloy  DW, Meagher  D, Timmons  S.  Predictors of delirium development in older medical inpatients: readily identifiable factors at admission   J Alzheimers Dis. 2018;64(3):775-785. doi:10.3233/JAD-180178PubMedGoogle ScholarCrossref
220.
Oh  ES, Sieber  FE, Leoutsakos  JM, Inouye  SK, Lee  HB.  Sex differences in hip fracture surgery: preoperative risk factors for delirium and postoperative outcomes.   J Am Geriatr Soc. 2016;64(8):1616-1621. doi:10.1111/jgs.14243PubMedGoogle ScholarCrossref
221.
Ojagbemi  A, Owolabi  M, Bello  T, Baiyewu  O.  Stroke severity predicts poststroke delirium and its association with dementia: longitudinal observation from a low income setting.   J Neurol Sci. 2017;375:376-381. doi:10.1016/j.jns.2017.02.039PubMedGoogle ScholarCrossref
222.
Oldham  MA, Hawkins  KA, Lin  IH,  et al.  Depression predicts delirium after coronary artery bypass graft surgery independent of cognitive impairment and cerebrovascular disease: an analysis of the neuropsychiatric outcomes after heart surgery study.   Am J Geriatr Psychiatry. 2019;27(5):476-486. doi:10.1016/j.jagp.2018.12.025PubMedGoogle ScholarCrossref
223.
Pandharipande  P, Shintani  A, Peterson  J,  et al.  Lorazepam is an independent risk factor for transitioning to delirium in intensive care unit patients.   Anesthesiology. 2006;104(1):21-26. doi:10.1097/00000542-200601000-00005PubMedGoogle ScholarCrossref
224.
Pandharipande  PP, Morandi  A, Adams  JR,  et al.  Plasma tryptophan and tyrosine levels are independent risk factors for delirium in critically ill patients.   Intensive Care Med. 2009;35(11):1886-1892. doi:10.1007/s00134-009-1573-6PubMedGoogle ScholarCrossref
225.
Park  H, Kim  KW, Yoon  IY.  Smoking cessation and the risk of hyperactive delirium in hospitalized patients: a retrospective study.   Can J Psychiatry. 2016;61(10):643-651. doi:10.1177/0706743716652401PubMedGoogle ScholarCrossref
226.
Pasinska  P, Kowalska  K, Klimiec  E, Szyper-Maciejowska  A, Wilk  A, Klimkowicz-Mrowiec  A.  Frequency and predictors of post-stroke delirium in Prospective Observational Polish Study (PROPOLIS).   J Neurol. 2018;265(4):863-870. doi:10.1007/s00415-018-8782-2PubMedGoogle ScholarCrossref
227.
Patrono  D, Rigo  F, Bormida  S,  et al.  Graft factors as determinants of postoperative delirium after liver transplantation.   Updates Surg. 2020;72(4):1053-1063. doi:10.1007/s13304-020-00887-3PubMedGoogle ScholarCrossref
228.
Pedemonte  JC, Plummer  GS, Chamadia  S,  et al.  Electroencephalogram burst-suppression during cardiopulmonary bypass in elderly patients mediates postoperative delirium.   Anesthesiology. 2020;133(2):280-292. doi:10.1097/ALN.0000000000003328PubMedGoogle ScholarCrossref
229.
Pendlebury  ST, Lovett  NG, Smith  SC,  et al.  Observational, longitudinal study of delirium in consecutive unselected acute medical admissions: age-specific rates and associated factors, mortality and re-admission.   BMJ Open. 2015;5(11):e007808. doi:10.1136/bmjopen-2015-007808PubMedGoogle ScholarCrossref
230.
Peng  J, Wu  G, Chen  J, Chen  H.  Preoperative C-reactive protein/albumin ratio, a risk factor for postoperative delirium in elderly patients after total joint arthroplasty.   J Arthroplasty. 2019;34(11):2601-2605. doi:10.1016/j.arth.2019.06.042PubMedGoogle ScholarCrossref
231.
Pérez-Ros  P, Martínez-Arnau  FM, Baixauli-Alacreu  S, Caballero-Pérez  M, García-Gollarte  JF, Tarazona-Santabalbina  F.  Delirium predisposing and triggering factors in nursing home residents: a cohort trial-nested case-control study.   J Alzheimers Dis. 2019;70(4):1113-1122. doi:10.3233/JAD-190391PubMedGoogle ScholarCrossref
232.
Pioli  G, Bendini  C, Giusti  A,  et al.  Surgical delay is a risk factor of delirium in hip fracture patients with mild-moderate cognitive impairment.   Aging Clin Exp Res. 2019;31(1):41-47. doi:10.1007/s40520-018-0985-yPubMedGoogle ScholarCrossref
233.
Pipanmekaporn  T, Punjasawadwong  Y, Wongpakaran  N,  et al.  Risk factors and adverse clinical outcomes of postoperative delirium in Thai elderly patients: a prospective cohort study.   Perspect Psychiatr Care. 2021;57(3):1073-1082. doi:10.1111/ppc.12658PubMedGoogle ScholarCrossref
234.
Pollmann  CT, Mellingsæter  MR, Neerland  BE, Straume-Næsheim  T, Årøen  A, Watne  LO.  Orthogeriatric co-management reduces incidence of delirium in hip fracture patients.   Osteoporos Int. 2021;32(11):2225-2233. doi:10.1007/s00198-021-05974-8PubMedGoogle ScholarCrossref
235.
Pompei  P, Foreman  M, Rudberg  MA, Inouye  SK, Braund  V, Cassel  CK.  Delirium in hospitalized older persons: outcomes and predictors.   J Am Geriatr Soc. 1994;42(8):809-815. doi:10.1111/j.1532-5415.1994.tb06551.xPubMedGoogle ScholarCrossref
236.
Qi  J, Liu  C, Chen  L, Chen  J.  Postoperative serum albumin decrease independently predicts delirium in the elderly subjects after total joint arthroplasty.   Curr Pharm Des. 2020;26(3):386-394. doi:10.2174/1381612826666191227153150PubMedGoogle ScholarCrossref
237.
Qu  J, Chen  Y, Luo  G, Zhong  H, Xiao  W, Yin  H.  Delirium in the acute phase of ischemic stroke: incidence, risk factors, and effects on functional outcome.   J Stroke Cerebrovasc Dis. 2018;27(10):2641-2647. doi:10.1016/j.jstrokecerebrovasdis.2018.05.034PubMedGoogle ScholarCrossref
238.
Racine  AM, Fong  TG, Travison  TG,  et al.  Alzheimer’s-related cortical atrophy is associated with postoperative delirium severity in persons without dementia.   Neurobiol Aging. 2017;59:55-63. doi:10.1016/j.neurobiolaging.2017.07.010PubMedGoogle ScholarCrossref
239.
Radinovic  K, Markovic-Denic  L, Dubljanin-Raspopovic  E, Marinkovic  J, Milan  Z, Bumbasirevic  V.  Estimating the effect of incident delirium on short-term outcomes in aged hip fracture patients through propensity score analysis.   Geriatr Gerontol Int. 2015;15(7):848-855. doi:10.1111/ggi.12358PubMedGoogle ScholarCrossref
240.
Radinovic  K, Markovic Denic  L, Milan  Z, Cirkovic  A, Baralic  M, Bumbasirevic  V.  Impact of intraoperative blood pressure, blood pressure fluctuation, and pulse pressure on postoperative delirium in elderly patients with hip fracture: a prospective cohort study.   Injury. 2019;50(9):1558-1564. doi:10.1016/j.injury.2019.06.026PubMedGoogle ScholarCrossref
241.
Ranhoff  AH, Rozzini  R, Sabatini  T, Cassinadri  A, Boffelli  S, Trabucchi  M.  Delirium in a sub-intensive care unit for the elderly: occurrence and risk factors.   Aging Clin Exp Res. 2006;18(5):440-445. doi:10.1007/BF03324841PubMedGoogle ScholarCrossref
242.
Rao  A, Shi  SM, Afilalo  J,  et al.  Physical performance and risk of postoperative delirium in older adults undergoing aortic valve replacement.   Clin Interv Aging. 2020;15(15):1471-1479. doi:10.2147/CIA.S257079PubMedGoogle ScholarCrossref
243.
Ren  Q, Wen  YZ, Wang  J,  et al.  Elevated level of serum C-reactive protein predicts postoperative delirium among patients receiving cervical or lumbar surgery.   Biomed Res Int. 2020;2020:5480148. doi:10.1155/2020/5480148PubMedGoogle ScholarCrossref
244.
Ritchie  CW, Newman  TH, Leurent  B, Sampson  EL.  The association between C-reactive protein and delirium in 710 acute elderly hospital admissions.   Int Psychogeriatr. 2014;26(5):717-724. doi:10.1017/S1041610213002433PubMedGoogle ScholarCrossref
245.
Rizzi  MA, Torres Bonafonte  OH, Alquezar  A,  et al.  Prognostic value and risk factors of delirium in emergency patients with decompensated heart failure.   J Am Med Dir Assoc. 2015;16(9):799.e1-799.e6. doi:10.1016/j.jamda.2015.06.006PubMedGoogle ScholarCrossref
246.
Robinson  TN, Raeburn  CD, Tran  ZV, Angles  EM, Brenner  LA, Moss  M.  Postoperative delirium in the elderly: risk factors and outcomes.   Ann Surg. 2009;249(1):173-178. doi:10.1097/SLA.0b013e31818e4776PubMedGoogle ScholarCrossref
247.
Rudolph  JL, Jones  RN, Grande  LJ,  et al.  Impaired executive function is associated with delirium after coronary artery bypass graft surgery.   J Am Geriatr Soc. 2006;54(6):937-941. doi:10.1111/j.1532-5415.2006.00735.xPubMedGoogle ScholarCrossref
248.
Rudolph  JL, Babikian  VL, Treanor  P,  et al.  Microemboli are not associated with delirium after coronary artery bypass graft surgery.   Perfusion. 2009;24(6):409-415. doi:10.1177/0267659109358207PubMedGoogle ScholarCrossref
249.
Sánchez-Hurtado  LA, Hernández-Sánchez  N, Del Moral-Armengol  M,  et al.  Incidence of delirium in critically ill cancer patients.   Pain Res Manag. 2018;2018:4193275. doi:10.1155/2018/4193275PubMedGoogle ScholarCrossref
250.
Schoen  J, Meyerrose  J, Paarmann  H, Heringlake  M, Hueppe  M, Berger  KU.  Preoperative regional cerebral oxygen saturation is a predictor of postoperative delirium in on-pump cardiac surgery patients: a prospective observational trial.   Crit Care. 2011;15(5):R218. doi:10.1186/cc10454PubMedGoogle ScholarCrossref
251.
Schor  JD, Levkoff  SE, Lipsitz  LA,  et al.  Risk factors for delirium in hospitalized elderly.   JAMA. 1992;267(6):827-831. doi:10.1001/jama.1992.03480060073033PubMedGoogle ScholarCrossref
252.
Schreiber  MP, Colantuoni  E, Bienvenu  OJ,  et al.  Corticosteroids and transition to delirium in patients with acute lung injury.   Crit Care Med. 2014;42(6):1480-1486. doi:10.1097/CCM.0000000000000247PubMedGoogle ScholarCrossref
253.
Serafim  RB, Dutra  MF, Saddy  F,  et al.  Delirium in postoperative nonventilated intensive care patients: risk factors and outcomes.   Ann Intensive Care. 2012;2(1):51. doi:10.1186/2110-5820-2-51PubMedGoogle ScholarCrossref
254.
Seymour  CW, Pandharipande  PP, Koestner  T,  et al.  Diurnal sedative changes during intensive care: impact on liberation from mechanical ventilation and delirium.   Crit Care Med. 2012;40(10):2788-2796. doi:10.1097/CCM.0b013e31825b8adePubMedGoogle ScholarCrossref
255.
Shen  H, Shao  Y, Chen  J, Guo  J.  Insulin-like growth factor-1, a potential predicative biomarker for postoperative delirium among elderly patients with open abdominal surgery.   Curr Pharm Des. 2016;22(38):5879-5883. doi:10.2174/1381612822666160813234311PubMedGoogle ScholarCrossref
256.
Sheng  AZ, Shen  Q, Cordato  D, Zhang  YY, Yin Chan  DK.  Delirium within three days of stroke in a cohort of elderly patients.   J Am Geriatr Soc. 2006;54(8):1192-1198. doi:10.1111/j.1532-5415.2006.00806.xPubMedGoogle ScholarCrossref
257.
Shim  J, DePalma  G, Sands  LP, Leung  JM.  Prognostic significance of postoperative subsyndromal delirium.   Psychosomatics. 2015;56(6):644-651. doi:10.1016/j.psym.2015.05.002PubMedGoogle ScholarCrossref
258.
Shin  JE, Kyeong  S, Lee  JS,  et al.  A personality trait contributes to the occurrence of postoperative delirium: a prospective study.   BMC Psychiatry. 2016;16(1):371. doi:10.1186/s12888-016-1079-zPubMedGoogle ScholarCrossref
259.
Shioiri  A, Kurumaji  A, Takeuchi  T, Matsuda  H, Arai  H, Nishikawa  T.  White matter abnormalities as a risk factor for postoperative delirium revealed by diffusion tensor imaging.   Am J Geriatr Psychiatry. 2010;18(8):743-753. doi:10.1097/JGP.0b013e3181d145c5PubMedGoogle ScholarCrossref
260.
Shioiri  A, Kurumaji  A, Takeuchi  T, Nemoto  K, Arai  H, Nishikawa  T.  A decrease in the volume of gray matter as a risk factor for postoperative delirium revealed by an Atlas-based method.   Am J Geriatr Psychiatry. 2016;24(7):528-536. doi:10.1016/j.jagp.2015.09.002PubMedGoogle ScholarCrossref
261.
Sieber  FE, Mears  S, Lee  H, Gottschalk  A.  Postoperative opioid consumption and its relationship to cognitive function in older adults with hip fracture.   J Am Geriatr Soc. 2011;59(12):2256-2262. doi:10.1111/j.1532-5415.2011.03729.xPubMedGoogle ScholarCrossref
262.
Siew  ED, Fissell  WH, Tripp  CM,  et al.  Acute kidney injury as a risk factor for delirium and coma during critical illness.   Am J Respir Crit Care Med. 2017;195(12):1597-1607. doi:10.1164/rccm.201603-0476OCPubMedGoogle ScholarCrossref
263.
Singler  K, Thiem  U, Christ  M,  et al.  Aspects and assessment of delirium in old age: first data from a German interdisciplinary emergency department.   Z Gerontol Geriatr. 2014;47(8):680-685. doi:10.1007/s00391-014-0615-zPubMedGoogle ScholarCrossref
264.
Slor  CJ, de Jonghe  JF, Vreeswijk  R,  et al.  Anesthesia and postoperative delirium in older adults undergoing hip surgery.   J Am Geriatr Soc. 2011;59(7):1313-1319. doi:10.1111/j.1532-5415.2011.03452.xPubMedGoogle ScholarCrossref
265.
Slor  CJ, Witlox  J, Adamis  D,  et al.  The trajectory of C-reactive protein serum levels in older hip fracture patients with postoperative delirium.   Int J Geriatr Psychiatry. 2019;34(10):1438-1446. doi:10.1002/gps.5139PubMedGoogle ScholarCrossref
266.
Smulter  N, Lingehall  HC, Gustafson  Y,  et al.  Disturbances in oxygen balance during cardiopulmonary bypass: a risk factor for postoperative delirium.   J Cardiothorac Vasc Anesth. 2018;32(2):684-690. doi:10.1053/j.jvca.2017.08.035PubMedGoogle ScholarCrossref
267.
Soehle  M, Dittmann  A, Ellerkmann  RK, Baumgarten  G, Putensen  C, Guenther  U.  Intraoperative burst suppression is associated with postoperative delirium following cardiac surgery: a prospective, observational study.   BMC Anesthesiol. 2015;15(Apr):61. doi:10.1186/s12871-015-0051-7PubMedGoogle ScholarCrossref
268.
Soh  S, Shim  JK, Song  JW, Choi  N, Kwak  YL.  Preoperative transcranial Doppler and cerebral oximetry as predictors of delirium following valvular heart surgery: a case-control study.   J Clin Monit Comput. 2020;34(4):715-723. doi:10.1007/s10877-019-00385-xPubMedGoogle ScholarCrossref
269.
Sosa  FA, Roberti  J, Franco  MT, Kleinert  MM, Patrón  AR, Osatnik  J.  Assessment of delirium using the PRE-DELIRIC model in an intensive care unit in Argentina. Avaliação de delirium com uso do modelo PRE-DELIRIC em uma unidade de terapia intensiva na Argentina.   Rev Bras Ter Intensiva. 2018;30(1):50-56. doi:10.5935/0103-507X.20180010PubMedGoogle ScholarCrossref
270.
Srinonprasert  V, Pakdeewongse  S, Assanasen  J,  et al.  Risk factors for developing delirium in older patients admitted to general medical wards.   J Med Assoc Thai. 2011;94(suppl 1):S99-S104.PubMedGoogle Scholar
271.
Štubljar  D, Štefin  M, Tacar  MP, Cerović  O, Grosek  Š.  Prolonged hospitalization is a risk factor for delirium onset: one-day prevalence study in Slovenian intensive care units.   Acta Clin Croat. 2019;58(2):265-273. doi:10.20471/acc.2019.58.02.09PubMedGoogle ScholarCrossref
272.
Styra  R, Larsen  E, Dimas  MA,  et al.  The effect of preoperative cognitive impairment and type of vascular surgery procedure on postoperative delirium with associated cost implications.   J Vasc Surg. 2019;69(1):201-209. doi:10.1016/j.jvs.2018.05.001PubMedGoogle ScholarCrossref
273.
Susano  MJ, Grasfield  RH, Friese  M,  et al.  Brief preoperative screening for frailty and cognitive impairment predicts delirium after spine surgery.   Anesthesiology. 2020;133(6):1184-1191. doi:10.1097/ALN.0000000000003523PubMedGoogle ScholarCrossref
274.
Taipale  PG, Ratner  PA, Galdas  PM,  et al.  The association between nurse-administered midazolam following cardiac surgery and incident delirium: an observational study.   Int J Nurs Stud. 2012;49(9):1064-1073. doi:10.1016/j.ijnurstu.2012.03.008PubMedGoogle ScholarCrossref
275.
Tan  MC, Felde  A, Kuskowski  M,  et al.  Incidence and predictors of post-cardiotomy delirium.   Am J Geriatr Psychiatry. 2008;16(7):575-583. doi:10.1097/JGP.0b013e318172b418PubMedGoogle ScholarCrossref
276.
Tao  L, Xiaodong  X, Qiang  M, Jiao  L, Xu  Z.  Prediction of postoperative delirium by comprehensive geriatric assessment among elderly patients with hip fracture.   Ir J Med Sci. 2019;188(4):1311-1315. doi:10.1007/s11845-019-02011-wPubMedGoogle ScholarCrossref
277.
Thillainadesan  J, Mudge  AM, Aitken  SJ,  et al.  The prognostic performance of frailty for delirium and functional decline in vascular surgery patients.   J Am Geriatr Soc. 2021;69(3):688-695. doi:10.1111/jgs.16907PubMedGoogle ScholarCrossref
278.
Thisayakorn  P, Tangwongchai  S, Tantavisut  S,  et al.  Immune, blood cell, and blood gas biomarkers of delirium in elderly individuals with hip fracture surgery.   Dement Geriatr Cogn Disord. 2021;50(2):161-169. doi:10.1159/000517510PubMedGoogle ScholarCrossref
279.
Theologou  S, Giakoumidakis  K, Charitos  C.  Perioperative predictors of delirium and incidence factors in adult patients post cardiac surgery.   Pragmat Obs Res. 2018;9:11-19. doi:10.2147/POR.S157909PubMedGoogle ScholarCrossref
280.
Tiwary  N, Treggiari  MM, Yanez  ND,  et al.  Agreement between the mini-cog in the preoperative clinic and on the day of surgery and association with postanesthesia care unit delirium: a cohort study of cognitive screening in older adults.   Anesth Analg. 2021;132(4):1112-1119. doi:10.1213/ANE.0000000000005197PubMedGoogle ScholarCrossref
281.
Tong  C, Huang  C, Wu  J, Xu  M, Cao  H.  The prevalence and impact of undiagnosed mild cognitive impairment in elderly patients undergoing thoracic surgery: a prospective cohort study.   J Cardiothorac Vasc Anesth. 2020;34(9):2413-2418. doi:10.1053/j.jvca.2020.03.011PubMedGoogle ScholarCrossref
282.
Tripp  BA, Dillon  ST, Yuan  M,  et al.  Targeted metabolomics analysis of postoperative delirium.   Sci Rep. 2021;11(1):1521. doi:10.1038/s41598-020-80412-zPubMedGoogle ScholarCrossref
283.
Tsuruta  R, Oda  Y, Shintani  A,  et al; Japanese Epidemiology of Delirium in ICUs (JEDI) Study Investigators.  Delirium and coma evaluated in mechanically ventilated patients in the intensive care unit in Japan: a multi-institutional prospective observational study.   J Crit Care. 2014;29(3):472.e1-472.e5. doi:10.1016/j.jcrc.2014.01.021PubMedGoogle ScholarCrossref
284.
Tully  PJ, Baker  RA, Winefield  HR, Turnbull  DA.  Depression, anxiety disorders and type D personality as risk factors for delirium after cardiac surgery.   Aust N Z J Psychiatry. 2010;44(11):1005-1011.PubMedGoogle Scholar
285.
Uchida  M, Okuyama  T, Ito  Y,  et al.  Prevalence, course and factors associated with delirium in elderly patients with advanced cancer: a longitudinal observational study.   Jpn J Clin Oncol. 2015;45(10):934-940. doi:10.1093/jjco/hyv100PubMedGoogle ScholarCrossref
286.
Uguz  F, Kayrak  M, Cíçek  E, Kayhan  F, Ari  H, Altunbas  G.  Delirium following acute myocardial infarction: incidence, clinical profiles, and predictors.   Perspect Psychiatr Care. 2010;46(2):135-142. doi:10.1111/j.1744-6163.2010.00249.xPubMedGoogle ScholarCrossref
287.
van der Mast  RC, van den Broek  WW, Fekkes  D, Pepplinkhuizen  L, Habbema  JD.  Is delirium after cardiac surgery related to plasma amino acids and physical condition?   J Neuropsychiatry Clin Neurosci. 2000;12(1):57-63. doi:10.1176/jnp.12.1.57PubMedGoogle ScholarCrossref
288.
van der Wulp  K, van Wely  M, van Heijningen  L,  et al.  Delirium after transcatheter aortic valve implantation under general anesthesia: incidence, predictors, and relation to long-term survival.   J Am Geriatr Soc. 2019;67(11):2325-2330. doi:10.1111/jgs.16087PubMedGoogle ScholarCrossref
289.
Van Grootven  B, Detroyer  E, Devriendt  E,  et al.  Is preoperative state anxiety a risk factor for postoperative delirium among elderly hip fracture patients?   Geriatr Gerontol Int. 2016;16(8):948-955. doi:10.1111/ggi.12581PubMedGoogle ScholarCrossref
290.
van Munster  BC, Korevaar  JC, Zwinderman  AH, Levi  M, Wiersinga  WJ, De Rooij  SE.  Time-course of cytokines during delirium in elderly patients with hip fractures.   J Am Geriatr Soc. 2008;56(9):1704-1709. doi:10.1111/j.1532-5415.2008.01851.xPubMedGoogle ScholarCrossref
291.
van Munster  BC, Korevaar  JC, Korse  CM, Bonfrer  JM, Zwinderman  AH, de Rooij  SE.  Serum S100B in elderly patients with and without delirium.   Int J Geriatr Psychiatry. 2010;25(3):234-239. doi:10.1002/gps.2326PubMedGoogle ScholarCrossref
292.
van Munster  BC, Yazdanpanah  M, Tanck  MW,  et al.  Genetic polymorphisms in the DRD2, DRD3, and SLC6A3 gene in elderly patients with delirium.   Am J Med Genet B Neuropsychiatr Genet. 2010;153B(1):38-45. doi:10.1002/ajmg.b.30943PubMedGoogle ScholarCrossref
293.
van Munster  BC, Bisschop  PH, Zwinderman  AH,  et al.  Cortisol, interleukins and S100B in delirium in the elderly.   Brain Cogn. 2010;74(1):18-23. doi:10.1016/j.bandc.2010.05.010PubMedGoogle ScholarCrossref
294.
van Munster  BC, Thomas  C, Kreisel  SH,  et al.  Longitudinal assessment of serum anticholinergic activity in delirium of the elderly.   J Psychiatr Res. 2012;46(10):1339-1345. doi:10.1016/j.jpsychires.2012.06.015PubMedGoogle ScholarCrossref
295.
Vasunilashorn  SM, Dillon  ST, Inouye  SK,  et al.  High C-reactive protein predicts delirium incidence, duration, and feature severity after major noncardiac surgery.   J Am Geriatr Soc. 2017;65(8):e109-e116. doi:10.1111/jgs.14913PubMedGoogle ScholarCrossref
296.
Vasunilashorn  SM, Ngo  LH, Jones  RN,  et al.  The Association between C-reactive protein and postoperative delirium differs by catechol-o-methyltransferase genotype.   Am J Geriatr Psychiatry. 2019;27(1):1-8. doi:10.1016/j.jagp.2018.09.007PubMedGoogle ScholarCrossref
297.
Vaurio  LE, Sands  LP, Wang  Y, Mullen  EA, Leung  JM.  Postoperative delirium: the importance of pain and pain management.   Anesth Analg. 2006;102(4):1267-1273. doi:10.1213/01.ane.0000199156.59226.afPubMedGoogle ScholarCrossref
298.
Veliz-Reissmüller  G, Agüero Torres  H, van der Linden  J, Lindblom  D, Eriksdotter Jönhagen  M.  Pre-operative mild cognitive dysfunction predicts risk for post-operative delirium after elective cardiac surgery.   Aging Clin Exp Res. 2007;19(3):172-177. doi:10.1007/BF03324686PubMedGoogle ScholarCrossref
299.
Verloo  H, Goulet  C, Morin  D, von Gunten  A.  Association between frailty and delirium in older adult patients discharged from hospital.   Clin Interv Aging. 2016;11:55-63. doi:10.2147/CIA.S100576PubMedGoogle ScholarCrossref
300.
Villalpando-Berumen  JM, Pineda-Colorado  AM, Palacios  P, Reyes-Guerrero  J, Villa  AR, Gutiérrez-Robledo  LM.  Incidence of delirium, risk factors, and long-term survival of elderly patients hospitalized in a medical specialty teaching hospital in Mexico City.   Int Psychogeriatr. 2003;15(4):325-336. doi:10.1017/S104161020300958XPubMedGoogle ScholarCrossref
301.
Vondeling  AM, Knol  W, Egberts  TCG, Slooter  AJC.  Anticholinergic drug exposure at intensive care unit admission affects the occurrence of delirium: a prospective cohort study.   Eur J Intern Med. 2020;78:121-126. doi:10.1016/j.ejim.2020.04.062PubMedGoogle ScholarCrossref
302.
Wada  S, Inoguchi  H, Sadahiro  R,  et al.  Preoperative anxiety as a predictor of delirium in cancer patients: a prospective observational cohort study.   World J Surg. 2019;43(1):134-142. doi:10.1007/s00268-018-4761-0PubMedGoogle ScholarCrossref
303.
Wan  T, Wei  P, Yao  Y, Liu  H, Li  J.  Association of carotid plaque and serum lipoprotein-associated phospholipase A2 (LP-PLA2) with postoperative delirium in geriatric patients undergoing hip replacement: a prospective cohort study.   Med Sci Monit. 2020;26:e927763. doi:10.12659/MSM.927763PubMedGoogle ScholarCrossref
304.
Wang  J, Ji  Y, Wang  N,  et al.  Risk factors for the incidence of delirium in cerebrovascular patients in a neurosurgery intensive care unit: a prospective study.   J Clin Nurs. 2018;27(1-2):407-415. doi:10.1111/jocn.13943PubMedGoogle ScholarCrossref
305.
Wang  CM, Huang  HW, Wang  YM,  et al.  Incidence and risk factors of postoperative delirium in patients admitted to the ICU after elective intracranial surgery: a prospective cohort study.   Eur J Anaesthesiol. 2020;37(1):14-24. doi:10.1097/EJA.0000000000001074PubMedGoogle ScholarCrossref
306.
Wang  J, Ji  Y, Wang  N,  et al.  Establishment and validation of a delirium prediction model for neurosurgery patients in intensive care.   Int J Nurs Pract. 2020;26(4):e12818. doi:10.1111/ijn.12818PubMedGoogle ScholarCrossref
307.
Wang  G, Zhang  L, Qi  Y,  et al.  Development and validation of a postoperative delirium prediction model for elderly orthopedic patients in the intensive care unit.   J Healthc Eng. 2021;2021:9959077. doi:10.1155/2021/9959077PubMedGoogle ScholarCrossref
308.
Wang  ML, Min  J, Sands  LP, Leung  JM; Perioperative Medicine Research Group.  Midazolam premedication immediately before surgery is not associated with early postoperative delirium.   Anesth Analg. 2021;133(3):765-771. doi:10.1213/ANE.0000000000005482PubMedGoogle ScholarCrossref
309.
Watne  LO, Hall  RJ, Molden  E,  et al.  Anticholinergic activity in cerebrospinal fluid and serum in individuals with hip fracture with and without delirium.   J Am Geriatr Soc. 2014;62(1):94-102. doi:10.1111/jgs.12612PubMedGoogle ScholarCrossref
310.
Watne  LO, Idland  AV, Fekkes  D,  et al.  Increased CSF levels of aromatic amino acids in hip fracture patients with delirium suggests higher monoaminergic activity.   BMC Geriatr. 2016;16:149. doi:10.1186/s12877-016-0324-0PubMedGoogle ScholarCrossref
311.
Wesselink  EM, Kappen  TH, van Klei  WA, Dieleman  JM, van Dijk  D, Slooter  AJC.  Intraoperative hypotension and delirium after on-pump cardiac surgery.   Br J Anaesth. 2015;115(3):427-433. doi:10.1093/bja/aev256PubMedGoogle ScholarCrossref
312.
Wilson  K, Broadhurst  C, Diver  M, Jackson  M, Mottram  P.  Plasma insulin growth factor-1 and incident delirium in older people.   Int J Geriatr Psychiatry. 2005;20(2):154-159. doi:10.1002/gps.1265PubMedGoogle ScholarCrossref
313.
Witlox  J, Kalisvaart  KJ, de Jonghe  JF,  et al.  Cerebrospinal fluid β-amyloid and tau are not associated with risk of delirium: a prospective cohort study in older adults with hip fracture.   J Am Geriatr Soc. 2011;59(7):1260-1267. doi:10.1111/j.1532-5415.2011.03482.xPubMedGoogle ScholarCrossref
314.
Witlox  J, Adamis  D, Koenderman  L,  et al.  Preoperative cerebrospinal fluid cortisol and the risk of postoperative delirium: a prospective study of older hip fracture patients.   Dement Geriatr Cogn Disord. 2020;49(6):604-610. doi:10.1159/000512984PubMedGoogle ScholarCrossref
315.
Wood  MD, Maslove  DM, Muscedere  JG, Day  AG, Gordon Boyd  J; Cerebral Oxygenation and Neurological Outcomes Following Critical Illness (CONFOCAL) Research Group; Canadian Critical Care Trials Group.  Low brain tissue oxygenation contributes to the development of delirium in critically ill patients: a prospective observational study.   J Crit Care. 2017;41:289-295. doi:10.1016/j.jcrc.2017.06.009PubMedGoogle ScholarCrossref
316.
Wu  J, Gao  S, Zhang  S,  et al.  Perioperative risk factors for recovery room delirium after elective non-cardiovascular surgery under general anaesthesia.   Perioper Med (Lond). 2021;10(1):3. doi:10.1186/s13741-020-00174-0PubMedGoogle ScholarCrossref
317.
Xie  Z, Swain  CA, Ward  SA,  et al.  Preoperative cerebrospinal fluid β-amyloid/tau ratio and postoperative delirium.   Ann Clin Transl Neurol. 2014;1(5):319-328. doi:10.1002/acn3.58PubMedGoogle ScholarCrossref
318.
Xing  J, Yuan  Z, Jie  Y, Liu  Y, Wang  M, Sun  Y.  Risk factors for delirium: are therapeutic interventions part of it?   Neuropsychiatr Dis Treat. 2019;15:1321-1327. doi:10.2147/NDT.S192836PubMedGoogle ScholarCrossref
319.
Xu  W, Ma  H, Li  W, Zhang  C.  The risk factors of postoperative delirium in patients with hip fracture: implication for clinical management.   BMC Musculoskelet Disord. 2021;22(1):254. doi:10.1186/s12891-021-04091-1PubMedGoogle ScholarCrossref
320.
Yam  KK, Shea  YF, Chan  TC,  et al.  Prevalence and risk factors of delirium and subsyndromal delirium in Chinese older adults.   Geriatr Gerontol Int. 2018;18(12):1625-1628. doi:10.1111/ggi.13545PubMedGoogle ScholarCrossref
321.
Yoshimura  Y, Kubo  S, Shirata  K,  et al.  Risk factors for postoperative delirium after liver resection for hepatocellular carcinoma.   World J Surg. 2004;28(10):982-986. doi:10.1007/s00268-004-7344-1PubMedGoogle ScholarCrossref
322.
Yuan  Y, Li  Z, Yang  N,  et al.  Exosome α-synuclein release in plasma may be associated with postoperative delirium in hip fracture patients.   Front Aging Neurosci. 2020;12:67. doi:10.3389/fnagi.2020.00067PubMedGoogle ScholarCrossref
323.
Zaal  IJ, Spruyt  CF, Peelen  LM,  et al.  Intensive care unit environment may affect the course of delirium.   Intensive Care Med. 2013;39(3):481-488. doi:10.1007/s00134-012-2726-6PubMedGoogle ScholarCrossref
324.
Zhang  DF, Su  X, Meng  ZT,  et al.  Preoperative severe hypoalbuminemia is associated with an increased risk of postoperative delirium in elderly patients: results of a secondary analysis.   J Crit Care. 2018;44:45-50. doi:10.1016/j.jcrc.2017.09.182PubMedGoogle ScholarCrossref
325.
Zhang  Y, He  ST, Nie  B, Li  XY, Wang  DX.  Emergence delirium is associated with increased postoperative delirium in elderly: a prospective observational study.   J Anesth. 2020;34(5):675-687. doi:10.1007/s00540-020-02805-8PubMedGoogle ScholarCrossref
326.
Zhang  F, He  ST, Zhang  Y, Mu  DL, Wang  DX.  Malnutrition is not related with emergence delirium in older patients after noncardiac surgery.   BMC Geriatr. 2021;21(1):319. doi:10.1186/s12877-021-02270-2PubMedGoogle ScholarCrossref
327.
Zhang  R, Bai  L, Han  X, Huang  S, Zhou  L, Duan  J.  Incidence, characteristics, and outcomes of delirium in patients with noninvasive ventilation: a prospective observational study.   BMC Pulm Med. 2021;21(1):157. doi:10.1186/s12890-021-01517-3PubMedGoogle ScholarCrossref
328.
Zhao  Y, Xia  X, Xie  D,  et al.  Geriatric Nutritional Risk Index can predict postoperative delirium and hospital length of stay in elderly patients undergoing non-cardiac surgery.   Geriatr Gerontol Int. 2020;20(8):759-764. doi:10.1111/ggi.13963PubMedGoogle ScholarCrossref
329.
Zhao  Y, Yue  J, Lei  P,  et al.  Neutrophil-lymphocyte ratio as a predictor of delirium in older internal medicine patients: a prospective cohort study.   BMC Geriatr. 2021;21(1):334. doi:10.1186/s12877-021-02284-wPubMedGoogle ScholarCrossref
330.
Zipprich  HM, Arends  MC, Schumacher  U,  et al.  Outcome of older patients with acute neuropsychological symptoms not fulfilling criteria of delirium.   J Am Geriatr Soc. 2020;68(7):1469-1475. doi:10.1111/jgs.16422PubMedGoogle ScholarCrossref
331.
Zrour  C, Haddad  R, Zoghbi  M, Kharsa  Z, Hijazi  M, Naja  W.  Prospective, multi-centric benchmark study assessing delirium: prevalence, incidence and its correlates in hospitalized elderly Lebanese patients.   Aging Clin Exp Res. 2020;32(4):689-697. doi:10.1007/s40520-019-01242-2PubMedGoogle ScholarCrossref
332.
Ryan  DJ, O’Regan  NA, Caoimh  RO,  et al.  Delirium in an adult acute hospital population: predictors, prevalence and detection.   BMJ Open. 2013;3(1):e001772. doi:10.1136/bmjopen-2012-001772 PubMedGoogle ScholarCrossref
333.
Inouye  SK.  Prevention of delirium in hospitalized older patients: risk factors and targeted intervention strategies.   Ann Med. 2000;32(4):257-263. doi:10.3109/07853890009011770 PubMedGoogle ScholarCrossref
334.
Lahariya  S, Grover  S, Bagga  S, Sharma  A.  Delirium in patients admitted to a cardiac intensive care unit with cardiac emergencies in a developing country: incidence, prevalence, risk factor and outcome.   Gen Hosp Psychiatry. 2014;36(2):156-164. doi:10.1016/j.genhosppsych.2013.10.010 PubMedGoogle ScholarCrossref
335.
FitzGerald  JM.  Delirium clinical motor subtypes: a narrative review of the literature and insights from neurobiology.   Aging Ment Health. 2018;22(4):431-443. doi:10.1080/13607863.2017.1310802 PubMedGoogle ScholarCrossref
336.
Boettger  S, Breitbart  W.  Phenomenology of the subtypes of delirium: phenomenological differences between hyperactive and hypoactive delirium.   Palliat Support Care. 2011;9(2):129-135. doi:10.1017/S1478951510000672 PubMedGoogle ScholarCrossref
337.
Liptzin  B, Levkoff  SE.  An empirical study of delirium subtypes.   Br J Psychiatry. 1992;161:843-845. doi:10.1192/bjp.161.6.843 PubMedGoogle ScholarCrossref
338.
Stagno  D, Gibson  C, Breitbart  W.  The delirium subtypes: a review of prevalence, phenomenology, pathophysiology, and treatment response.   Palliat Support Care. 2004;2(2):171-179. doi:10.1017/S1478951504040234 PubMedGoogle ScholarCrossref
339.
American Psychiatric Association.  Diagnostic and Statistical Manual of Mental Disorders. 5th ed. American Psychiatric Association; 2013.
340.
Grover  S, Ghosh  A, Sarkar  S, Desouza  A, Yaddanapudi  LN, Basu  D.  Delirium in intensive care unit: phenomenology, subtypes, and factor structure of symptoms.   Indian J Psychol Med. 2018;40(2):169-177. doi:10.4103/IJPSYM.IJPSYM_274_17 PubMedGoogle ScholarCrossref
341.
Mattoo  SK, Grover  S, Chakravarty  K, Trzepacz  PT, Meagher  DJ, Gupta  N.  Symptom profile and etiology of delirium in a referral population in northern india: factor analysis of the DRS-R98.   J Neuropsychiatry Clin Neurosci. 2012;24(1):95-101. doi:10.1176/appi.neuropsych.11010009 PubMedGoogle ScholarCrossref
342.
Leonard  M, Donnelly  S, Conroy  M, Trzepacz  P, Meagher  DJ.  Phenomenological and neuropsychological profile across motor variants of delirium in a palliative-care unit.   J Neuropsychiatry Clin Neurosci. 2011;23(2):180-188. doi:10.1176/jnp.23.2.jnp180 PubMedGoogle ScholarCrossref
343.
Leentjens  AF, Schieveld  JN, Leonard  M, Lousberg  R, Verhey  FR, Meagher  DJ.  A comparison of the phenomenology of pediatric, adult, and geriatric delirium.   J Psychosom Res. 2008;64(2):219-223. doi:10.1016/j.jpsychores.2007.11.003 PubMedGoogle ScholarCrossref
344.
Krewulak  KD, Stelfox  HT, Leigh  JP, Ely  EW, Fiest  KM.  Incidence and prevalence of delirium subtypes in an adult ICU: a systematic review and meta-analysis.   Crit Care Med. 2018;46(12):2029-2035. doi:10.1097/CCM.0000000000003402 PubMedGoogle ScholarCrossref
345.
O’Keeffe  ST, Lavan  JN.  Clinical significance of delirium subtypes in older people.   Age Ageing. 1999;28(2):115-119. doi:10.1093/ageing/28.2.115 PubMedGoogle ScholarCrossref
346.
Gual  N, Inzitari  M, Carrizo  G,  et al.  Delirium subtypes and associated characteristics in older patients with exacerbation of chronic conditions.   Am J Geriatr Psychiatry. 2018;26(12):1204-1212. doi:10.1016/j.jagp.2018.07.003 PubMedGoogle ScholarCrossref
347.
Leonard  M, Adamis  D, Saunders  J, Trzepacz  P, Meagher  D.  A longitudinal study of delirium phenomenology indicates widespread neural dysfunction.   Palliat Support Care. 2015;13(2):187-196. doi:10.1017/S147895151300093X PubMedGoogle ScholarCrossref
348.
Shafi  MM, Santarnecchi  E, Fong  TG,  et al.  Advancing the neurophysiological understanding of delirium.   J Am Geriatr Soc. 2017;65(6):1114-1118. doi:10.1111/jgs.14748 PubMedGoogle ScholarCrossref
349.
Maldonado  JR.  Acute brain failure: pathophysiology, diagnosis, management, and sequelae of delirium.   Crit Care Clin. 2017;33(3):461-519. doi:10.1016/j.ccc.2017.03.013 PubMedGoogle ScholarCrossref
350.
Khan  BA, Zawahiri  M, Campbell  NL, Boustani  MA.  Biomarkers for delirium—a review.   J Am Geriatr Soc. 2011;59(0 2)(suppl 2):S256-S261. doi:10.1111/j.1532-5415.2011.03702.x PubMedGoogle ScholarCrossref
351.
Jalleh  R, Koh  K, Choi  B, Liu  E, Maddison  J, Hutchinson  MR.  Role of microglia and toll-like receptor 4 in the pathophysiology of delirium.   Med Hypotheses. 2012;79(6):735-739. doi:10.1016/j.mehy.2012.08.013 PubMedGoogle ScholarCrossref
352.
Hshieh  TT, Yue  J, Oh  E,  et al.  Effectiveness of multicomponent nonpharmacological delirium interventions: a meta-analysis.   JAMA Intern Med. 2015;175(4):512-520. doi:10.1001/jamainternmed.2014.7779 PubMedGoogle ScholarCrossref
353.
LaHue  SC, Maselli  J, Rogers  S,  et al.  Outcomes following implementation of a hospital-wide, multicomponent delirium care pathway.   J Hosp Med. 2021;16(7):397-403. doi:10.12788/jhm.3604 PubMedGoogle ScholarCrossref
Original Investigation
Neurology
January 6, 2023

Predisposing and Precipitating Factors Associated With Delirium: A Systematic Review

Author Affiliations
  • 1Department of Emergency Medicine, University of California, San Francisco
  • 2Department of Neurology, University of California, San Francisco
  • 3Department of Psychiatry, University of Rochester Medical Center, Rochester, New York
  • 4University of California, San Francisco, School of Medicine
JAMA Netw Open. 2023;6(1):e2249950. doi:10.1001/jamanetworkopen.2022.49950
Key Points

Question  What predisposing and precipitating factors are associated with delirium?

Findings  In this systematic review of 315 studies of delirium representing 101 144 patients across all settings and populations, 33 predisposing and 112 precipitating factors were associated with delirium. Putative pathophysiological mechanisms associated with these factors were heterogeneous.

Meaning  This study found physiological heterogeneity represented across studies, suggesting that delirium may not be not restricted to a singular physiological account.

Abstract

Importance  Despite discrete etiologies leading to delirium, it is treated as a common end point in hospital and in clinical trials, and delirium research may be hampered by the attempt to treat all instances of delirium similarly, leaving delirium management as an unmet need. An individualized approach based on unique patterns of delirium pathophysiology, as reflected in predisposing factors and precipitants, may be necessary, but there exists no accepted method of grouping delirium into distinct etiologic subgroups.

Objective  To conduct a systematic review to identify potential predisposing and precipitating factors associated with delirium in adult patients agnostic to setting.

Evidence Review  A literature search was performed of PubMed, Embase, Web of Science, and PsycINFO from database inception to December 2021 using search Medical Subject Headings (MeSH) terms consciousness disorders, confusion, causality, and disease susceptibility, with constraints of cohort or case-control studies. Two reviewers selected studies that met the following criteria for inclusion: published in English, prospective cohort or case-control study, at least 50 participants, delirium assessment in person by a physician or trained research personnel using a reference standard, and results including a multivariable model to identify independent factors associated with delirium.

Findings  A total of 315 studies were included with a mean (SD) Newcastle-Ottawa Scale score of 8.3 (0.8) out of 9. Across 101 144 patients (50 006 [50.0%] male and 49 766 [49.1%] female patients) represented (24 015 with delirium), studies reported 33 predisposing and 112 precipitating factors associated with delirium. There was a diversity of factors associated with delirium, with substantial physiological heterogeneity.

Conclusions and Relevance  In this systematic review, a comprehensive list of potential predisposing and precipitating factors associated with delirium was found across all clinical settings. These findings may be used to inform more precise study of delirium’s heterogeneous pathophysiology and treatment.

Introduction

Delirium is an acute and often fluctuating disturbance in attention and awareness that is extremely common among hospitalized older adults, with an incidence of 29% to 64% in general medical wards, 50% after high-risk surgical procedures, and up to 75% in patients receiving mechanical ventilation in the intensive care unit.1-3 Delirium is associated with adverse outcomes, including increased risk of falls, functional decline, dementia, prolonged hospitalization, institutionalization, and death, at an annual cost of $38 billion to $152 billion in the US.4,5

Heterogeneous delirium phenotypes and the many predisposing factors, precipitants, and pathophysiological mechanisms associated with delirium make this condition challenging to identify, manage, and study.6 Despite its heterogeneous etiologies, delirium remains a blanket diagnosis, so it is unsurprising that treatment trials to address delirium of all causes have largely been ineffective.7 The understanding of delirium etiology is a major unmet need.8,9 Currently, there is no consistently used comprehensive framework for categorizing delirium etiologies, although multiple models have been proposed.6,7,10-13

While the heterogeneity of the literature on risk factors associated with delirium precludes a meta-analysis, this systematic review aimed to identify potential predisposing and precipitating factors associated with delirium across all clinical settings and patient populations to provide the basis for a framework for standardizing delirium classification into major pathophysiological categories. We believe this foundation may be necessary to develop a precision medicine approach to delirium in which etiology and pathophysiology inform research and therapeutic strategies.14

Methods

This systematic review was registered on the International Prospective Register of Systematic Reviews database (PROSPERO) on April 28, 2020 (CRD42020147254). We followed the Preferred Reporting Items for Systematic Reviews and Meta-analyses (PRISMA) reporting guideline.

Literature Search

Literature search strategies were developed in collaboration with a medical librarian with expertise in systematic review searching (E.W.). Medical Subject Headings (MeSH) and text words related to risk factors and precipitants associated with delirium were used to form search terms. Confusion was chosen as a search term because it includes the term delirium in the MeSH category hierarchy; given the variable terminology used for delirium, the more inclusive term was chosen. The transcript of the PubMed strategy follows: ((((“consciousness disorders”[Mesh] OR confusion[MeSH Terms]) AND (causality[MeSH Terms] OR disease susceptibility[MeSH Terms]) AND (“Cohort Studies”[Mesh] OR cohort OR “Case-Control Studies”[Mesh] OR case-control OR “Longitudinal Studies”[Mesh] OR longitudinal OR “Prospective Studies”[Mesh] OR prospective OR “logistic models”[mh] OR “logistic regression”))).

This search strategy was adapted for other databases. We searched PubMed, Embase, Web of Science, and PsycINFO without date or language limitations. Additionally, reference lists of included studies and relevant reviews identified by our search were manually searched for relevant articles. Databases were searched from inception to December 2021. Literature search results were uploaded to Covidence, a web-based software management program for coordinating systematic literature reviews (Veritas Health Innovation).

Study Selection

In July 2019, two authors (C.H.O. and S.C.L.) tested inclusion and exclusion criteria on a sample of 195 articles through the online software Rayyan (Qatar Computing Research Institute). Interrater reliability was 0.61 by Cohen κ. Discrepancies were reviewed by discussion. Subsequently, 1 author (C.H.O.) screened titles and abstracts for eligibility criteria. Studies were advanced to full text review if they met the following criteria: published in English, prospective cohort or case-control study design, at least 50 participants, study population consisting of adults only, and primary or secondary objective to identify risk factors associated with delirium or delirium assessed as a primary or secondary outcome. From November 2019 to October 2022, two authors (C.H.O. and S.C.L.) independently screened the full texts for articles meeting eligibility criteria. Interrater reliability was 0.64 by Cohen κ. Studies were included in the review if they met the following criteria: delirium assessment in person by a physician or trained research personnel using a reference standard and results including a multivariable model to identify independent factors associated with delirium. Reference standards were the Diagnostic and Statistical Manual of Mental Disorders (Third Edition) (DSM-III), Diagnostic and Statistical Manual of Mental Disorders (Fourth Edition) (DSM-IV), Diagnostic and Statistical Manual of Mental Disorders (Fifth Edition) (DSM-5), Confusion Assessment Method (CAM), CAM for the Intensive Care Unit (CAM-ICU), Delirium Rating Scale (DRS), and DRS-Revised-98. Studies were excluded if delirium was diagnosed by bedside nurse, the article did not specify who diagnosed delirium, other delirium diagnostic tools not listed above were used, or the study was restricted to patients with COVID-19. Studies reporting data from the same cohort were excluded unless they described distinct predisposing or precipitating factors; in such cases, the most recent publication was included and total participants were counted once. We used this method to ensure that all distinct predisposing or precipitating factors identified in the studies were represented without falsely increasing the total count of studies or participants in our tables. The senior author (V.C.D.) adjudicated discrepancies.

Outcome Measures

Our primary outcomes were predisposing and precipitating factors associated with delirium. Predisposing factors were defined as any patient characteristic that was more prevalent among patients with delirium, with a P value < .05 on multivariable analysis, and that preceded delirium onset by at least 1 month, including preoperative findings associated with postoperative delirium. When duration was not specified, factors were reviewed individually and assigned the most likely temporal association with delirium (eg, prescription medications at study enrollment were considered a predisposing factor). Precipitating factors were defined as any event occurring in the month prior to onset of delirium, usually of an acute or subacute nature, and more prevalent among patients with delirium, with a P value < .05 on multivariable analysis. Because predisposing and precipitating factors were identified using strict criteria, data extraction was performed independently by 2 authors (C.H.O. and S.C.L.) without calculating interrater reliability. The senior author (V.C.D.) adjudicated discrepancies. Consistent with the recent multisociety position statement,15 we chose 1 month as a time point given that delirium is the primary expression of a rapidly developing (<4 weeks) acute encephalopathy; factors present more than 1 month prior to delirium onset were unlikely to be associated with the outcome. It is possible that some factors were both predisposing and precipitating (anemia and pain, for example) depending on timing (chronic vs acute). In such instances, they were listed as both precipitating and predisposing factors. Rarely, a study identified a variable that appeared to be associated with protection against the development of delirium. These findings are also presented. It is possible that certain factors were positively associated with delirium in some studies but not in others; because of heterogeneity, meta-analysis was not possible, and therefore such negative associations were not captured.

Quality Assessment

Risk of bias was assessed by 2 reviewers (C.H.O. and S.C.L.) using the Newcastle-Ottawa Scale (NOS).16 The NOS is a validated tool for quality assessment that contains 8 items categorized into 3 domains (selection, comparability, and outcome or exposure). Each favorable attribute earns 1 to 2 points, for a minimum of 0 points and a maximum of 9 points. Owing to stringent inclusion and exclusion criteria, all studies in this review scored between 7 and 9, representing a low risk of bias.

Data Extraction

We developed a standardized data-extraction protocol using Covidence software. The following variables were extracted by 2 reviewers (C.H.O. and S.C.L.): citation, country, year, study design, period of data collection, study setting (hospital, nursing home, or community dwelling), number of study sites, study environment (hospital ward, emergency department, or intensive care unit), patient type (general medical, postoperative, or cardiac), participant inclusion and exclusion criteria, personnel measuring delirium, delirium assessment tool, assessment frequency, number of participants, number of participants with delirium, participant sex, participant age, delirium incidence and prevalence, predisposing factors, precipitating factors, and whether biomarkers were evaluated. Race data were not extracted or evaluated in this study because race and ethnicity were not consistently reported across studies. However, race data are presented from 1 study (Pisani et al17) and findings on race summarized from 2 studies (Hsieh et al18and Khan et al19) to illustrate how a factor identified in a single study may have been eliminated in a meta-analysis. Pisani et al17 did not specify which racial or ethnic groups were included or how race or ethnicity were reported. In Hsieh et al,18 race and ethnicity were reported by patients, and race and ethnicity categories were Black, White, multiracial, and other and Hispanic ethnicity; in Khan et al,19 race and ethnicity were reported by the patient or caregiver, and race and ethnicity categories were African American and Caucasian.

Data Analysis

Predisposing and precipitating factors were grouped when definitions overlapped. For example, cognitive impairment and dementia were defined heterogeneously across studies, some using a preexisting diagnosis and others using scores on cognitive tests, such as the Mini-Mental State Examination, Telephone Interview for Cognitive Status, Mini-Cog, or Montreal Cognitive Assessment. These predisposing factors were grouped as cognitive impairment or dementia. Predisposing and precipitating factors were presented in order by the number of participants included in studies in which each factor was examined. Precipitating factors were further grouped by major medical category: surgical factor, systemic illness and organ dysfunction, metabolic abnormality, pharmacology, iatrogenic and environmental factor, trauma, and biomarker and neurotransmitter. For each precipitating factor, we identified putative mechanisms underlying delirium pathophysiology based on prior studies and reviews on theoretical mechanisms.6,13 Factors were then grouped based on their most relevant underlying mechanisms.

Results
Identification of Studies

The search yielded 4597 articles, of which 471 were duplicates (eFigure in Supplement 1). Of 4126 articles screened by title and abstract, 2729 were excluded. The 1397 remaining articles were advanced to full text screen. Of these, 1082 articles were excluded. Reasons for exclusion were no diagnosis by physician or research personnel (428 studies), no characterization of predisposing or precipitating factors (338 studies), retrospective study design (86 studies), not diagnosed by reference standard (108 studies), no multivariable model (43 studies), delirium assessment not conducted in person (25 studies), not cohort or case-control design (20 studies), sample included less than 50 patients (12 studies), abstract only (18 studies), cohort previously reported (3 studies), and pediatric population (1 studies). Ultimately, 315 studies17-331 were included in this review.

Study Characteristics

Of 315 included studies,17-331 including 101 144 patients (50 006 [50.0%] male and 49 766 [49.1%] female patients; 24 015 patients with delirium), date of publication spanned 29 years, from 1992 to 2021 (Table 1). Studies were conducted in 40 different countries, with the plurality in the United States (86 studies17-22,28,29,32,37,44,46,54,55,61,66,81,82,84,102,103,106,113,115,116,118,120,125,126,129,136,138,140,142,143,147-150,161-163,173,175-179,187,188,191-193,199,201,202,208,210,215,216,220,222-224,228,235,238,242,246-248,251,252,254,257,261,262,273,275,280,282,295-297,308,317 [27.3%]), followed by China (48 studies23,40,78,85-88,114,117,130,132,133,137,141,166,181,182,184,185,189,190,204-206,217,230,236,237,243,255,276,281,303-307,316,318-320,322,324-329 [15.2%]) and the Netherlands (24 studies48,63,67,70,100,110,111,128,154,167,264,265,287,288,290-294,301,311,313,314,323 [7.6%]). Most studies were prospective cohort studies (296 studies17-47,49-51,53-56,58,59,61,63-76,78-89,91,92,94-101,103-121,123-165,167-171,173-191,193-206,208-215,217-267,269-281,283-299,301-321,323-331 [94.0%]) conducted in a hospital setting (310 studies17-28,30-50,52-91,93-230,232-298,300-331 [98.4%]) with 1 study center (mean [SD] 1.6 [2.4] study centers). There were 143 studies20,22,28,30-32,34-37,39,41,46,48,51,55,56,59,62,63,66-68,70,71,73,75,80-82,84,86,87,90,92,95,97,100,102,106,108-112,117,120,123,124,127,131,132,135,137,138,140,144,147-152,154,155,161,167,168,170,173,174,176-179,182,185-187,191,194,198,199,201,203,206,207,215,216,218-220,230-232,235,236,238,242,244,251,255-258,261,263-266,270,273,276-278,280-282,285,289-297,299,303,307,308,312-314,320,322,324-326,328,329,331 (45.4%) restricted to older adult populations (patients aged ≥65 years). The mean (SD) NOS was 8.3 (0.8). A list of included studies with number of participants and NOS score is included in eTable in Supplement 1). There were 138 studies17-21,24-26,28,31,36,38,43,46-48,51,53,54,58,61,63,65-68,70,71,73,78,81,82,86,87,92,97,98,100-103,105,110-112,114,118,119,124,126,127,129,132,136,137,140-143,147,150-154,157-163,167,169,175-178,181,182,187-194,200-202,207,210,215,216,222-224,228,235,238,242,244,246,250,252,257,261,263,264,269,271-275,279,280,284,285,290-297,299,301,305,308,317,322-326 (43.8%) that excluded participants due to a language barrier (participants were excluded if they did not speak the same language that delirium assessors used).

Delirium Assessment

Delirium was measured by research personnel in 171 studies17-20,22,26-29,34-38,41,44,46,48,49,51,54,58,61,65-68,74,75,78,79,81,82,84,85,88,91,92,94-97,100-103,105-109,112,114-118,120,121,123-127,129,130,136,137,140-144,146,150-154,161-163,165,166,171,173,175-179,182-184,186-188,190-195,199-202,208,210,211,213,214,216,219-221,223,224,228,233,234,238-240,242,245-247,250,252-254,257,262,264-266,268,273,274,277,279-282,284,288,289,295-297,301,303-308,311,313-318,324,327-331 (54.3%), a combination of research personnel and physicians in 5 studies33,63,139,261,299 (1.6%), and a physician in 139 studies.21,23-25,30-32,39,40,42,43,45,47,50,52,53,55-57,59,60,62,64,69-73,76,77,80,83,86,87,89,90,93,98,99,104,110,111,113,119,122,128,131-135,138,145,147-149,155-160,164,167-170,172,174,180,181,185,189,196-198,203-207,209,212,215,217,218,222,225-227,229-232,235-237,241,243,244,248,249,251,255,256,258-260,263,267,269-272,275,276,278,283,285-287,290-294,298,300,302,309,310,312,319-323,325,326 The most frequently used assessment tool was the CAM, which was used in 174 studies20-23,25,27-31,34-37,39,44,46,51,55-59,61-63,66,68,70,73-75,79-83,89-92,95-98,100-104,106,112,118-120,122-124,127,129,131-134,137-140,144,146-154,161,164,166,167,172-178,183,185,187,188,190,192-195,197-200,203,205-207,212-214,216-218,220-222,225-227,232,237-245,247,248,253,257,258,261,263-265,272,273,275-277,280-282,289-300,303,308-310,313,314,317,319-322,325,326,328-331 (55.2%). Delirium was assessed daily or more frequently in 222 studies17-20,23-28,30,31,33,35,37-40,42-50,52,54,55,60-63,65,67,68,71-73,75,78,79,81,82,84-89,91,93,95,96,99,101-103,105,110-114,117-120,122,123,125-129,132-137,139-147,149,150,153,154,157-160,162-166,168-171,173,175-179,181-188,190-192,194,196-199,202,204,205,208-219,223,224,226,228,230,232-236,238-243,246,247,249-260,262,264,265,267-269,273-275,278,279,281-283,286,288,290-294,297,298,300,301,303,304,306-315,317-319,321-325,327,328 (60.5%). Delirium incidence ranged from 42 of 1367 patients (3.1%)45 to 47 of 53 patients (88.7%),113 and prevalence ranged from 19 of 560 patients (3.4%)39 to 83 of 118 patients (70.3%).201

Predisposing Factors Associated With Delirium

Predisposing factors associated with delirium are presented in Table 2, which lists the number of studies identifying each factor in multivariable analysis, number of participants included in those studies, and number of participants with delirium. A total of 33 predisposing factors were identified. Advanced age and cognitive impairment or dementia were identified in the most studies and participants; 112 studies17,24-26,33,38,40-43,45,47,50,54-56,58,61,62,64,66,69,71,72,76,85,87,88,91,94-99,103,106,109,121,130-133,137,140-142,145,150,154-156,161,162,164,165,169,170,173,177,179,181,183,188-190,193-195,198,202,205,206,211,212,220,222-224,228,230,232,233,237,250-253,256,257,259,266,269,271,274,278,286,288,291,297,299,300,302,305,307,319,321,325-328,330 with 50 418 participants (among whom 9147 patients had delirium) identified age and 130 studies8,17,18,21,23,25,35,39,41,44,46,48,49,51,53-56,59,63-66,68,70-72,81,84,91,92,96,97,99,100,103,104,106-108,112,115,118-120,122-124,129,131,134,138,140,144,145,147,149,151,153-159,161,162,167,168,173-175,179,180,183,187,188,191,193-195,198,201,203-206,212,215,217,219,220,222,226,229,231-233,235,245-247,250-252,256,258,261,263,270,272,273,276,280,281,289,291,292,294,298,306,307,309,313,314,320,322,325,326,330 with 42 124 participants (among whom 9617 patients had delirium) identified cognitive impairment or dementia as factors. The following predisposing factors were variably defined across studies: functional impairment, cardiovascular disease, central nervous system disorders, and psychiatric disorders. A wide range of cardiovascular disorders were associated with delirium risk, including heart failure, atrial fibrillation, coronary artery disease, hypertension, atherosclerosis, and peripheral arterial disease (including history of major amputation). White race was identified as a predisposing factor in 1 study17 with 309 participants; in this study, 51 participants (16.5%) were members of racial minority groups, 239 participants (77.3%) experienced delirium, and 10 variables were included in the multivariable model.17 Race was not identified as a predisposing factor associated with delirium in 2 larger studies.18,19 Hsieh et al18 included 191 Black participants (35.9%), 161 White participants (30.3%), 127 multiracial participants (23.9%), 53 participants of other racial categories (10.0%), and 187 participants of Hispanic ethnicity (35.2%), and Khan et al19 included 1767 Black participants (48.3%) and 1889 White participants (51.7%). A single study18 identified non-English language as a predisposing factor associated with delirium.

Precipitating Factors Associated With Delirium

Precipitating factors associated with delirium are presented in Table 3. A total of 112 precipitating factors were identified. These were grouped into 8 major categories agnostic to pathophysiology: surgical factors, systemic illness or organ dysfunction, metabolic abnormalities, pharmacology, iatrogenic and environmental factors, trauma, biomarkers, and neurotransmitters. In 25 studies,17,18,38,61,76,77,103,114,142,147,169,180,181,184,187,202,209,213,223,224,253,270,304,309,327 scores for combined measures of organ dysfunction, such as the Acute Physiology and Chronic Health Evaluation II or Sequential Organ Failure Assessment, were associated with delirium. Many other studies identified individual components of such scores, such as hypoxemia, anemia, or leukocytosis, as factors associated with delirium. These precipitating factors and studies were therefore listed separately. Factors grouped based on their most relevant underlying mechanisms are displayed in Table 4.

Factors Associated With Decreased Risk of Delirium

There were 17 studies20-23,98,105,135,165,175,184,234,240,297,307,315,323,327 that identified factors associated with a decreased risk of delirium. The most robust protective factor was cognitive reserve, which is a complex construct indicating the ability of an individual to withstand changes or stresses on brain function. There were 3 studies,20-22 with 1487 participants, that identified some but not all markers of cognitive reserve as protective factors, including high vocabulary level or score and more frequent engagement in cognitive and social activities.20-22 Other protective factors identified in single, small studies included oral opioids (compared with patient-controlled analgesia)297; opioid prescription (eg, by reducing pain)105; environmental factors, including having a television or radio in the hospital room, number of hours mobilized, geriatric comanagement, and being in a single room in the intensive care unit22,105,234,307,323; use of vasopressors, sleep aids, regional anesthesia, or inotropic, antihypertensive, antianginal, and antiretroviral medications98,135,165,307; and an increase in measured brain tissue oxygenation, mean arterial pressure, or albumin levels.165,240,315 Increased level of amyloid-β 1-42 in cerebrospinal fluid was identified as a protective factor in 1 study.23 Because our systematic review was not designed to identify all studies examining factors associated with decreased risk of delirium, this list is not exhaustive.

Discussion

We conducted a systematic review of the literature to identify predisposing and precipitating factors associated with delirium. Across 315 included studies17-331 with 101 144 patients (of whom 24 015 patients had delirium), we identified 33 predisposing and 112 precipitating factors associated with delirium. Unlike many recent systematic reviews of risk factors associated with delirium, ours was agnostic to setting and identified predisposing and precipitating factors using a methodology for distinguishing between them. This review provides an up-to-date and comprehensive library of delirium etiologies, which may be used to inform more precise study of delirium pathophysiology and its treatment. Our findings differ from those of prior reviews in that they reflect the delirium literature in its entirety, across all populations and settings.

Our results reinforce previously cited risk factors associated with delirium, including advanced age, dementia, cognitive impairment, frailty, history of delirium or other central nervous system disorders, cumulative comorbidities, alcohol use, depression, malnutrition, and functional, visual, or hearing impairment.2,332,333 We also identified several less commonly discussed predisposing factors, including cardiovascular disease, lower educational attainment, anemia, tobacco use, polypharmacy, diabetes, anxiety, pain, obstructive sleep apnea, chronic obstructive pulmonary disease, and chronic kidney disease.24-59,334 Our results also suggest that some associations were not consistent across settings, such as male sex being a risk factor associated with delirium in many studies but female sex being a risk factor associated with delirium in others.

There are some important precipitating factors associated with delirium that our study did not identify owing to their low likelihood of being identified in population-based studies. However, these are well-known factors associated with this delirium phenotype and often primary neurological disorders, such as meningitis, encephalitis (infectious and autoimmune, including paraneoplastic factors), hydrocephalus, seizure, alcohol and other substance withdrawal, and specific vitamin deficiencies, such as those of thiamine, niacin, and cobalamin.

The practice of classifying delirium by its psychomotor activity (hyperactive, hypoactive, or mixed level of activity) has offered little to advance research or clinical practice. For instance, activity level is not consistently associated with etiology, and psychomotor subtypes are seldom helpful in formulating interventions.335-338 The DSM-5 includes 5 etiologic subtypes (substance intoxication, substance withdrawal, medication induced, due to another medical condition, and due to multiple etiologies), although these categories contain too much biological heterogeneity to inform clinical practice beyond treating the underlying cause.339 Additionally, prior reports have attempted to categorize delirium by clinical symptom, including with the use of factor analysis or by motor subtype, age group, or outcome, although such approaches have yet to yield a set of discrete physiological subtypes that inform interventions.10,340-346

Whereas the pathophysiology of delirium is poorly understood, the weight of the evidence implicates several, variously interrelated biological factors, including neurotransmitters, inflammation, physiological stressors, metabolic derangements, electrolyte disorders, and genetic factors, in disrupting neuronal networks by directly or indirectly interfering with neuronal and glial activity.2,347,348 Frequently implicated neurotransmitter systems include acetylcholine and melatonin deficiency, dopaminergic excess, norepinephrine or glutamate release, and alterations in serotonin, histamine, or γ-amino butyric acid levels; however, it is unlikely that any single pattern of neurotransmitter disturbances underlies all instances of delirium.349 Inflammation may cause delirium by way of stress-induced cytokines350 and microglial reactivity.351 Neuronal activity may be disrupted by diverse physiological stressors, including hypoxia, extremes in temperature and glucose level, metabolic and electrolyte derangement, seizure, and direct injury, such as that due to stroke or trauma. Effective delirium treatment will likely depend on identifying precise biological factors associated with each episode.

By providing a comprehensive list of predisposing and precipitating factors associated with delirium based on a systematic review, this study may provide a starting point from which to categorize delirium episodes by etiology. We provided an example of how precipitating factors associated with delirium identified in this systematic review may be grouped by putative primary pathophysiological mechanism. Many precipitating factors are associated with delirium via multiple mechanisms. For example, physical restraints may be associated with delirium through immobilization, sleep or circadian rhythm disruption, or induction of a hyperadrenergic state. Nevertheless, the framework illustrated in this study may be used to classify episodes of delirium by their primary putative pathophysiology to inform future studies and clinical trials so that unique patterns of pathophysiology are included among clinical management targets. In addition, many episodes of delirium are multifactorial, and this framework may help identify which multiple factors were associated with a given delirium episode. It is also likely that several precipitating factors identified in this review were epiphenomenal, meaning that they were associated with other factors through confounding by unmeasured or incompletely measured variables. It should be a research priority to differentiate epiphenomenal from causal mechanisms to guide the development of effective interventions.

This systematic review has many strengths. It followed the PRISMA guideline and involved an expansive literature search. Rigorous inclusion and exclusion criteria were used so that delirium was assessed prospectively by qualified clinicians or research personnel using reference standards. Predisposing and precipitating factors were listed only when identified in multivariable models. To our knowledge, this is the first systematic review to include the full breadth of the delirium literature, independent of setting, population, or etiology. We have provided a comprehensive description of predisposing and precipitating factors associated with delirium reported across studies.

Limitations

We acknowledge several limitations of this review. Given the lack of consistent terminology in delirium research, we may have excluded studies despite the use of broad MeSH terms with the aim of capturing all studies of delirium and confusion. The heterogeneity of included studies limited our synthesis to narrative review; we do not provide quantitative measures of risk factors associated with delirium, although the number of studies and participants may provide some measure of consistency and strength of association. This approach was taken to investigate limits of current understanding and encourage hypothesis testing. Heterogeneity also precluded our ability to perform a meta-analysis. It is possible that some factors identified only in single studies would be eliminated in a meta-analysis of larger cohorts; these may reflect statistical chance rather than true association. For example, White race was identified as a predisposing factor associated with delirium in a single study17 in which 51 of 309 participants (16.5%) were members of racial minority groups, 77.3% of participants experienced delirium, and there was a high risk of overfitting given that 10 variables were included in the multivariable model.17 Because race was not identified as a predisposing factor associated with delirium in 2 larger studies18,19 in this review, it is more likely that race was not associated with delirium risk. Conversely, other factors identified in single studies may be insufficiently investigated. For example, a single study18 identified non-English language as a predisposing factor. This may be more likely to represent an association and an area in need of further study given that 138 studies in this review (43.8%) excluded participants due to a language barrier (participants were excluded if they did not speak the same language that delirium assessors used). This review included biomarkers when identified by studies that met inclusion and exclusion criteria and is not an exhaustive review of biomarkers for delirium. Additionally, this literature search did not include research on the association of the COVID-19 virus and pandemic with delirium.

Conclusions

This systematic review found a tremendous range of predisposing and precipitating factors associated with delirium. The best explanation for the physiological heterogeneity represented across studies may be that delirium cannot be restricted to a singular physiological event or sequence of events. Delirium is a convergent clinical syndrome, and discrete yet often interacting pathophysiological processes are associated with this syndrome, each of which warrants targeted interventions. These findings argue against a one-size-fits-all approach to understanding, identifying, and treating delirium; they encourage a reappraisal of delirium from the perspective of its multiple physiological pathways. Current management includes treating the underlying cause, managing psychiatric symptoms, and promoting procognitive factors. Multicomponent, nonpharmacological approaches are associated with decreased delirium incidence but with prevention of a minority of incidences and have not been shown to be associated with a reverse in delirium once it has developed.352,353 Whereas we advocate for multicomponent approaches to delirium, we would go a step further and advocate for a reconceptualization of delirium in terms of putative endotypes. That is, we emphasize the need to target individual, specific physiological pathways. Predisposing and precipitating factors identified here implicate a range of pathophysiological types and strongly imply that delirium research and clinical management should not only specify factors associated with delirium, but also consider underlying pathophysiology. This systematic review provides a comprehensive library of predisposing and precipitating factors associated with delirium, which may be used to inform the study of delirium pathophysiology and its treatment.

Back to top
Article Information

Accepted for Publication: November 14, 2022.

Published: January 6, 2023. doi:10.1001/jamanetworkopen.2022.49950

Open Access: This is an open access article distributed under the terms of the CC-BY License. © 2023 Ormseth CH et al. JAMA Network Open.

Corresponding Author: Cora H. Ormseth, MD, Department of Emergency Medicine, University of California, San Francisco, 505 Parnassus Ave, San Francisco, CA 94143 (cora.ormseth@ucsf.edu).

Author Contributions: Drs Ormseth and LaHue had full access to all of the data in the study and take responsibility for the integrity of the data and the accuracy of the data analysis. These authors contributed equally to the manuscript: Drs Ormseth and LaHue.

Concept and design: All authors.

Acquisition, analysis, or interpretation of data: Ormseth, LaHue, Oldham, Douglas.

Drafting of the manuscript: Ormseth, Douglas.

Critical revision of the manuscript for important intellectual content: LaHue, Oldham, Josephson, Whitaker, Douglas.

Statistical analysis: Ormseth, Douglas.

Obtained funding: Douglas.

Administrative, technical, or material support: Douglas.

Supervision: LaHue, Oldham, Whitaker, Douglas.

Conflict of Interest Disclosures: Dr Josephson reported receiving personal fees from Harrison's Online and Continuum Audio outside the submitted work and serving as Editor for JAMA Neurology. No other disclosures were reported.

Funding/Support: This study was supported by the Dean’s Office Medical Student Research Program at the University of California, San Francisco (UCSF). Dr Douglas was supported by the Sara and Evan Williams Foundation Endowed Neurohospitalist Chair. Dr LaHue was supported by grants R03AG074035 from the National Institute on Aging (NIA), A137420 from the Larry L. Hillblom Foundation, and P30 AG044281 from the NIA to the UCSF Claude D. Pepper Older Americans Independence Center and by the UCSF Bakar Aging Research Institute. Dr Oldham was supported by grant K23 AG072383 from the National Institute on Aging.

Role of the Funder/Sponsor: The funders had no role in the design and conduct of the study; collection, management, analysis, and interpretation of the data; preparation, review, or approval of the manuscript; and decision to submit the manuscript for publication.

Disclaimer: The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health.

Data Sharing Statement: See Supplement 2.

References
1.
Ely  EW, Shintani  A, Truman  B,  et al.  Delirium as a predictor of mortality in mechanically ventilated patients in the intensive care unit.   JAMA. 2004;291(14):1753-1762. doi:10.1001/jama.291.14.1753 PubMedGoogle ScholarCrossref
2.
Inouye  SK, Westendorp  RG, Saczynski  JS.  Delirium in elderly people.   Lancet. 2014;383(9920):911-922. doi:10.1016/S0140-6736(13)60688-1 PubMedGoogle ScholarCrossref
3.
Marcantonio  ER.  Postoperative delirium: a 76-year-old woman with delirium following surgery.   JAMA. 2012;308(1):73-81. doi:10.1001/jama.2012.6857 PubMedGoogle ScholarCrossref
4.
Leslie  DL, Marcantonio  ER, Zhang  Y, Leo-Summers  L, Inouye  SK.  One-year health care costs associated with delirium in the elderly population.   Arch Intern Med. 2008;168(1):27-32. doi:10.1001/archinternmed.2007.4 PubMedGoogle ScholarCrossref
5.
Witlox  J, Eurelings  LSM, de Jonghe  JFM, Kalisvaart  KJ, Eikelenboom  P, van Gool  WA.  Delirium in elderly patients and the risk of postdischarge mortality, institutionalization, and dementia: a meta-analysis.   JAMA. 2010;304(4):443-451. doi:10.1001/jama.2010.1013 PubMedGoogle ScholarCrossref
6.
Oldham  MA, Flaherty  JH, Maldonado  JR.  Refining delirium: a transtheoretical model of delirium disorder with preliminary neurophysiologic subtypes.   Am J Geriatr Psychiatry. 2018;26(9):913-924. doi:10.1016/j.jagp.2018.04.002 PubMedGoogle ScholarCrossref
7.
Wilson  JE, Mart  MF, Cunningham  C,  et al.  Delirium.   Nat Rev Dis Primers. 2020;6(1):90. doi:10.1038/s41572-020-00223-4PubMedGoogle ScholarCrossref
8.
Gupta  N, de Jonghe  J, Schieveld  J, Leonard  M, Meagher  D.  Delirium phenomenology: what can we learn from the symptoms of delirium?   J Psychosom Res. 2008;65(3):215-222. doi:10.1016/j.jpsychores.2008.05.020 PubMedGoogle ScholarCrossref
9.
Maclullich  AM, Anand  A, Davis  DH,  et al.  New horizons in the pathogenesis, assessment and management of delirium.   Age Ageing. 2013;42(6):667-674. doi:10.1093/ageing/aft148 PubMedGoogle ScholarCrossref
10.
Meagher  DJ, O’Hanlon  D, O’Mahony  E, Casey  PR, Trzepacz  PT.  Relationship between etiology and phenomenologic profile in delirium.   J Geriatr Psychiatry Neurol. 1998;11(3):146-149. doi:10.1177/089198879801100305 PubMedGoogle ScholarCrossref
11.
Trzepacz  PT, Meagher  DJ, Wise  MG. Neuropsychiatric aspects of delirium. In: Yudofsky  SC, Hales  RE, eds.  Essentials of Neuropsychiatry and Clinical Neurosciences. American Psychiatric Publishing; 2004:141–187.
12.
Hales  RE, Yudofsky  SC, Gabbard  GO, eds.  The American Psychiatric Publishing Textbook of Psychiatry. 5th ed. American Psychiatric Pub; 2008.
13.
Maldonado  JR.  Pathoetiological model of delirium: a comprehensive understanding of the neurobiology of delirium and an evidence-based approach to prevention and treatment.   Crit Care Clin. 2008;24(4):789-856, ix. doi:10.1016/j.ccc.2008.06.004 PubMedGoogle ScholarCrossref
14.
Stevens  RD, Zink  EK.  Subtypes of delirium: a step toward precision medicine.   Crit Care Med. 2018;46(12):2058-2059. doi:10.1097/CCM.0000000000003462 PubMedGoogle ScholarCrossref
15.
Slooter  AJC, Otte  WM, Devlin  JW,  et al.  Updated nomenclature of delirium and acute encephalopathy: statement of ten societies.   Intensive Care Med. 2020;46(5):1020-1022. doi:10.1007/s00134-019-05907-4 PubMedGoogle ScholarCrossref
16.
Wells  GA, Shea  B, O'Connell  D,  et al.  The Newcastle-Ottawa Scale (NOS) for assessing the quality of nonrandomised studies in meta-analyses. Ottawa Hospital. Accessed November 29, 2022. https://www.ohri.ca/programs/clinical_epidemiology/oxford.asp
17.
Pisani  MA, Araujo  KL, Murphy  TE.  Association of cumulative dose of haloperidol with next-day delirium in older medical ICU patients.   Crit Care Med. 2015;43(5):996-1002. doi:10.1097/CCM.0000000000000863 PubMedGoogle ScholarCrossref
18.
Hsieh  SJ, Soto  GJ, Hope  AA, Ponea  A, Gong  MN.  The association between acute respiratory distress syndrome, delirium, and in-hospital mortality in intensive care unit patients.   Am J Respir Crit Care Med. 2015;191(1):71-78. doi:10.1164/rccm.201409-1690OC PubMedGoogle ScholarCrossref
19.
Khan  BA, Perkins  A, Hui  SL,  et al.  Relationship between African-American race and delirium in the ICU.   Crit Care Med. 2016;44(9):1727-1734. doi:10.1097/CCM.0000000000001813 PubMedGoogle ScholarCrossref
20.
Saczynski  JS, Inouye  SK, Kosar  CM,  et al; SAGES Study Group.  Cognitive and brain reserve and the risk of postoperative delirium in older patients: analysis of data from a prospective observational study.   Lancet Psychiatry. 2014;1(6):437-443. doi:10.1016/S2215-0366(14)00009-1 PubMedGoogle ScholarCrossref
21.
Tow  A, Holtzer  R, Wang  C,  et al.  Cognitive reserve and postoperative delirium in older adults.   J Am Geriatr Soc. 2016;64(6):1341-1346. doi:10.1111/jgs.14130 PubMedGoogle ScholarCrossref
22.
Yang  FM, Inouye  SK, Fearing  MA, Kiely  DK, Marcantonio  ER, Jones  RN.  Participation in activity and risk for incident delirium.   J Am Geriatr Soc. 2008;56(8):1479-1484. doi:10.1111/j.1532-5415.2008.01792.x PubMedGoogle ScholarCrossref
23.
Lin  X, Liu  F, Wang  B,  et al.  Subjective cognitive decline may be associated with post-operative delirium in patients undergoing total hip replacement: the PNDABLE study.   Front Aging Neurosci. 2021;13:680672. doi:10.3389/fnagi.2021.680672 PubMedGoogle ScholarCrossref
24.
Budėnas  A, Tamašauskas  Š, Šliaužys  A,  et al.  Incidence and clinical significance of postoperative delirium after brain tumor surgery.   Acta Neurochir (Wien). 2018;160(12):2327-2337. doi:10.1007/s00701-018-3718-2 PubMedGoogle ScholarCrossref
25.
Galanakis  P, Bickel  H, Gradinger  R, Von Gumppenberg  S, Förstl  H.  Acute confusional state in the elderly following hip surgery: incidence, risk factors and complications.   Int J Geriatr Psychiatry. 2001;16(4):349-355. doi:10.1002/gps.327 PubMedGoogle ScholarCrossref
26.
Hwang  H, Lee  KM, Son  KL,  et al.  Incidence and risk factors of subsyndromal delirium after curative resection of gastric cancer.   BMC Cancer. 2018;18(1):765. doi:10.1186/s12885-018-4681-2 PubMedGoogle ScholarCrossref
27.
Oliveira  FR, Oliveira  VH, Oliveira  ÍM,  et al.  Hypertension, mitral valve disease, atrial fibrillation and low education level predict delirium and worst outcome after cardiac surgery in older adults.   BMC Anesthesiol. 2018;18(1):15. doi:10.1186/s12871-018-0481-0 PubMedGoogle ScholarCrossref
28.
Jones  RN, Yang  FM, Zhang  Y, Kiely  DK, Marcantonio  ER, Inouye  SK.  Does educational attainment contribute to risk for delirium: a potential role for cognitive reserve.   J Gerontol A Biol Sci Med Sci. 2006;61(12):1307-1311. doi:10.1093/gerona/61.12.1307 PubMedGoogle ScholarCrossref
29.
Slatore  CG, Goy  ER, Oʼhearn  DJ,  et al.  Sleep quality and its association with delirium among veterans enrolled in hospice.   Am J Geriatr Psychiatry. 2012;20(4):317-326. doi:10.1097/JGP.0b013e3182487680 PubMedGoogle ScholarCrossref
30.
Kim  KH, Kang  SY, Shin  DA,  et al.  Parkinson’s disease-related non-motor features as risk factors for post-operative delirium in spinal surgery.   PLoS One. 2018;13(4):e0195749. doi:10.1371/journal.pone.0195749 PubMedGoogle ScholarCrossref
31.
Todd  OM, Gelrich  L, MacLullich  AM, Driessen  M, Thomas  C, Kreisel  SH.  Sleep disruption at home as an independent risk factor for postoperative delirium.   J Am Geriatr Soc. 2017;65(5):949-957. doi:10.1111/jgs.14685 PubMedGoogle ScholarCrossref
32.
Flink  BJ, Rivelli  SK, Cox  EA,  et al.  Obstructive sleep apnea and incidence of postoperative delirium after elective knee replacement in the nondemented elderly.   Anesthesiology. 2012;116(4):788-796. doi:10.1097/ALN.0b013e31824b94fc PubMedGoogle ScholarCrossref
33.
Roggenbach  J, Klamann  M, von Haken  R, Bruckner  T, Karck  M, Hofer  S.  Sleep-disordered breathing is a risk factor for delirium after cardiac surgery: a prospective cohort study.   Crit Care. 2014;18(5):477. doi:10.1186/s13054-014-0477-1 PubMedGoogle ScholarCrossref
34.
Yen  TE, Allen  JC, Rivelli  SK,  et al.  Association between serum IGF-I levels and postoperative delirium in elderly subjects undergoing elective knee arthroplasty.   Sci Rep. 2016;6:20736. doi:10.1038/srep20736 PubMedGoogle ScholarCrossref
35.
Cunningham  EL, Mawhinney  T, Beverland  D,  et al.  Observational cohort study examining apolipoprotein E status and preoperative neuropsychological performance as predictors of post-operative delirium in an older elective arthroplasty population.   Age Ageing. 2017;46(5):779-786. doi:10.1093/ageing/afx042 PubMedGoogle ScholarCrossref
36.
Feast  AR, White  N, Lord  K, Kupeli  N, Vickerstaff  V, Sampson  EL.  Pain and delirium in people with dementia in the acute general hospital setting.   Age Ageing. 2018;47(6):841-846. doi:10.1093/ageing/afy112 PubMedGoogle ScholarCrossref
37.
Kosar  CM, Tabloski  PA, Travison  TG,  et al.  Effect of preoperative pain and depressive symptoms on the development of postoperative delirium.   Lancet Psychiatry. 2014;1(6):431-436. doi:10.1016/S2215-0366(14)00006-6 PubMedGoogle ScholarCrossref
38.
Chaiwat  O, Chanidnuan  M, Pancharoen  W,  et al.  Postoperative delirium in critically ill surgical patients: incidence, risk factors, and predictive scores.   BMC Anesthesiol. 2019;19(1):39. doi:10.1186/s12871-019-0694-x PubMedGoogle ScholarCrossref
39.
Fortini  A, Morettini  A, Tavernese  G, Facchini  S, Tofani  L, Pazzi  M.  Delirium in elderly patients hospitalized in internal medicine wards.   Intern Emerg Med. 2014;9(4):435-441. doi:10.1007/s11739-013-0968-0 PubMedGoogle ScholarCrossref
40.
Mu  DL, Wang  DX, Li  LH,  et al.  High serum cortisol level is associated with increased risk of delirium after coronary artery bypass graft surgery: a prospective cohort study.   Crit Care. 2010;14(6):R238. doi:10.1186/cc9393 PubMedGoogle ScholarCrossref
41.
Smulter  N, Lingehall  HC, Gustafson  Y, Olofsson  B, Engström  KG.  Delirium after cardiac surgery: incidence and risk factors.   Interact Cardiovasc Thorac Surg. 2013;17(5):790-796. doi:10.1093/icvts/ivt323 PubMedGoogle ScholarCrossref
42.
Tahir  M, Malik  SS, Ahmed  U, Kozdryk  J, Naqvi  SH, Malik  A.  Risk factors for onset of delirium after neck of femur fracture surgery: a prospective observational study.   SICOT J. 2018;4:27. doi:10.1051/sicotj/2018018 PubMedGoogle ScholarCrossref
43.
Kanova  M, Sklienka  P, Roman  K, Burda  M, Janoutova  J.  Incidence and risk factors for delirium development in ICU patients—a prospective observational study.   Biomed Pap Med Fac Univ Palacky Olomouc Czech Repub. 2017;161(2):187-196. doi:10.5507/bp.2017.004 PubMedGoogle ScholarCrossref
44.
Morrison  RS, Magaziner  J, Gilbert  M,  et al.  Relationship between pain and opioid analgesics on the development of delirium following hip fracture.   J Gerontol A Biol Sci Med Sci. 2003;58(1):76-81. doi:10.1093/gerona/58.1.M76 PubMedGoogle ScholarCrossref
45.
Norkiene  I, Ringaitiene  D, Misiuriene  I,  et al.  Incidence and precipitating factors of delirium after coronary artery bypass grafting.   Scand Cardiovasc J. 2007;41(3):180-185. doi:10.1080/14017430701302490 PubMedGoogle ScholarCrossref
46.
Leung  JM, Sands  LP, Lim  E, Tsai  TL, Kinjo  S.  Does preoperative risk for delirium moderate the effects of postoperative pain and opiate use on postoperative delirium?   Am J Geriatr Psychiatry. 2013;21(10):946-956. doi:10.1016/j.jagp.2013.01.069PubMedGoogle ScholarCrossref
47.
Santos  FS, Velasco  IT, Fráguas  R  Jr.  Risk factors for delirium in the elderly after coronary artery bypass graft surgery.   Int Psychogeriatr. 2004;16(2):175-193. doi:10.1017/S1041610204000365 PubMedGoogle ScholarCrossref
48.
Osse  RJ, Fekkes  D, Tulen  JHM,  et al.  High preoperative plasma neopterin predicts delirium after cardiac surgery in older adults.   J Am Geriatr Soc. 2012;60(4):661-668. doi:10.1111/j.1532-5415.2011.03885.x PubMedGoogle ScholarCrossref
49.
Otomo  S, Maekawa  K, Goto  T, Baba  T, Yoshitake  A.  Pre-existing cerebral infarcts as a risk factor for delirium after coronary artery bypass graft surgery.   Interact Cardiovasc Thorac Surg. 2013;17(5):799-804. doi:10.1093/icvts/ivt304 PubMedGoogle ScholarCrossref
50.
Krzych  LJ, Wybraniec  MT, Krupka-Matuszczyk  I,  et al.  Complex assessment of the incidence and risk factors of delirium in a large cohort of cardiac surgery patients: a single-center 6-year experience.   Biomed Res Int. 2013;2013:835850. doi:10.1155/2013/835850 PubMedGoogle ScholarCrossref
51.
McCusker  J, Cole  MG, Voyer  P,  et al.  Prevalence and incidence of delirium in long-term care.   Int J Geriatr Psychiatry. 2011;26(11):1152-1161. doi:10.1002/gps.2654 PubMedGoogle ScholarCrossref
52.
Kumar  AK, Jayant  A, Arya  VK, Magoon  R, Sharma  R.  Delirium after cardiac surgery: a pilot study from a single tertiary referral center.   Ann Card Anaesth. 2017;20(1):76-82. doi:10.4103/0971-9784.197841 PubMedGoogle ScholarCrossref
53.
Benoit  AG, Campbell  BI, Tanner  JR,  et al.  Risk factors and prevalence of perioperative cognitive dysfunction in abdominal aneurysm patients.   J Vasc Surg. 2005;42(5):884-890. doi:10.1016/j.jvs.2005.07.032 PubMedGoogle ScholarCrossref
54.
Rudolph  JL, Jones  RN, Rasmussen  LS, Silverstein  JH, Inouye  SK, Marcantonio  ER.  Independent vascular and cognitive risk factors for postoperative delirium.   Am J Med. 2007;120(9):807-813. doi:10.1016/j.amjmed.2007.02.026 PubMedGoogle ScholarCrossref
55.
Goldenberg  G, Kiselev  P, Bharathan  T,  et al.  Predicting post-operative delirium in elderly patients undergoing surgery for hip fracture.   Psychogeriatrics. 2006;6(2):43-48. doi:10.1111/j.1479-8301.2006.00146.xGoogle ScholarCrossref
56.
Hein  C, Forgues  A, Piau  A, Sommet  A, Vellas  B, Nourhashémi  F.  Impact of polypharmacy on occurrence of delirium in elderly emergency patients.   J Am Med Dir Assoc. 2014;15(11):850.e11-850.e15, E15. doi:10.1016/j.jamda.2014.08.012 PubMedGoogle ScholarCrossref
57.
Kim  JY, Yoo  JH, Kim  E,  et al.  Risk factors and clinical outcomes of delirium in osteoporotic hip fractures.   J Orthop Surg (Hong Kong). 2017;25(3):2309499017739485. doi:10.1177/2309499017739485 PubMedGoogle ScholarCrossref
58.
McAlpine  JN, Hodgson  EJ, Abramowitz  S,  et al.  The incidence and risk factors associated with postoperative delirium in geriatric patients undergoing surgery for suspected gynecologic malignancies.   Gynecol Oncol. 2008;109(2):296-302. doi:10.1016/j.ygyno.2008.02.016 PubMedGoogle ScholarCrossref
59.
Kagansky  N, Rimon  E, Naor  S, Dvornikov  E, Cojocaru  L, Levy  S.  Low incidence of delirium in very old patients after surgery for hip fractures.   Am J Geriatr Psychiatry. 2004;12(3):306-314. doi:10.1097/00019442-200405000-00010 PubMedGoogle ScholarCrossref
60.
Aldemir  M, Özen  S, Kara  IH, Sir  A, Baç  B.  Predisposing factors for delirium in the surgical intensive care unit.   Crit Care. 2001;5(5):265-270. doi:10.1186/cc1044PubMedGoogle ScholarCrossref
61.
Angles  EM, Robinson  TN, Biffl  WL,  et al.  Risk factors for delirium after major trauma.   Am J Surg. 2008;196(6):864-869. doi:10.1016/j.amjsurg.2008.07.037PubMedGoogle ScholarCrossref
62.
Ansaloni  L, Catena  F, Chattat  R,  et al.  Risk factors and incidence of postoperative delirium in elderly patients after elective and emergency surgery.   Br J Surg. 2010;97(2):273-280. doi:10.1002/bjs.6843PubMedGoogle ScholarCrossref
63.
Bakker  RC, Osse  RJ, Tulen  JH, Kappetein  AP, Bogers  AJ.  Preoperative and operative predictors of delirium after cardiac surgery in elderly patients.   Eur J Cardiothorac Surg. 2012;41(3):544-549. doi:10.1093/ejcts/ezr031PubMedGoogle ScholarCrossref
64.
Banach  M, Kazmierski  J, Kowman  M,  et al.  Atrial fibrillation as a nonpsychiatric predictor of delirium after cardiac surgery: a pilot study.   Med Sci Monit. 2008;14(5):CR286-CR291.PubMedGoogle Scholar
65.
Banjongrewadee  M, Wongpakaran  N, Wongpakaran  T, Pipanmekaporn  T, Punjasawadwong  Y, Mueankwan  S.  Role of perceived stress in postoperative delirium: an investigation among elderly patients.   Aging Ment Health. 2020;24(1):148-154. doi:10.1080/13607863.2018.1523881PubMedGoogle ScholarCrossref
66.
Behrends  M, DePalma  G, Sands  L, Leung  J.  Association between intraoperative blood transfusions and early postoperative delirium in older adults.   J Am Geriatr Soc. 2013;61(3):365-370. doi:10.1111/jgs.12143PubMedGoogle ScholarCrossref
67.
Beishuizen  SJ, Scholtens  RM, van Munster  BC, de Rooij  SE.  Unraveling the relationship between delirium, brain damage, and subsequent cognitive decline in a cohort of individuals undergoing surgery for hip fracture.   J Am Geriatr Soc. 2017;65(1):130-136. doi:10.1111/jgs.14470PubMedGoogle ScholarCrossref
68.
Béland  E, Nadeau  A, Carmichael  PH,  et al.  Predictors of delirium in older patients at the emergency department: a prospective multicentre derivation study.   CJEM. 2021;23(3):330-336. doi:10.1007/s43678-020-00004-8PubMedGoogle ScholarCrossref
69.
Bell  JJ, Pulle  RC, Lee  HB, Ferrier  R, Crouch  A, Whitehouse  SL.  Diagnosis of overweight or obese malnutrition spells DOOM for hip fracture patients: a prospective audit.   Clin Nutr. 2021;40(4):1905-1910. doi:10.1016/j.clnu.2020.09.003PubMedGoogle ScholarCrossref
70.
Bisschop  PH, de Rooij  SE, Zwinderman  AH, van Oosten  HE, van Munster  BC.  Cortisol, insulin, and glucose and the risk of delirium in older adults with hip fracture.   J Am Geriatr Soc. 2011;59(9):1692-1696. doi:10.1111/j.1532-5415.2011.03575.xPubMedGoogle ScholarCrossref
71.
Bo  M, Bonetto  M, Bottignole  G,  et al.  Length of stay in the emergency department and occurrence of delirium in older medical patients.   J Am Geriatr Soc. 2016;64(5):1114-1119. doi:10.1111/jgs.14103PubMedGoogle ScholarCrossref
72.
Böhner  H, Hummel  TC, Habel  U,  et al.  Predicting delirium after vascular surgery: a model based on pre- and intraoperative data.   Ann Surg. 2003;238(1):149-156. doi:10.1097/01.sla.0000077920.38307.5fPubMedGoogle ScholarCrossref
73.
Brouquet  A, Cudennec  T, Benoist  S,  et al.  Impaired mobility, ASA status and administration of tramadol are risk factors for postoperative delirium in patients aged 75 years or more after major abdominal surgery.   Ann Surg. 2010;251(4):759-765. doi:10.1097/SLA.0b013e3181c1cfc9PubMedGoogle ScholarCrossref
74.
Bryson  GL, Wyand  A, Wozny  D, Rees  L, Taljaard  M, Nathan  H.  A prospective cohort study evaluating associations among delirium, postoperative cognitive dysfunction, and apolipoprotein E genotype following open aortic repair.   Can J Anaesth. 2011;58(3):246-255. doi:10.1007/s12630-010-9446-6PubMedGoogle ScholarCrossref
75.
Burkhart  CS, Dell-Kuster  S, Gamberini  M,  et al.  Modifiable and nonmodifiable risk factors for postoperative delirium after cardiac surgery with cardiopulmonary bypass.   J Cardiothorac Vasc Anesth. 2010;24(4):555-559. doi:10.1053/j.jvca.2010.01.003PubMedGoogle ScholarCrossref
76.
Caeiro  L, Ferro  JM, Albuquerque  R, Figueira  ML.  Delirium in the first days of acute stroke.   J Neurol. 2004;251(2):171-178. doi:10.1007/s00415-004-0294-6PubMedGoogle ScholarCrossref
77.
Caeiro  L, Ferro  JM, Claro  MI, Coelho  J, Albuquerque  R, Figueira  ML.  Delirium in acute stroke: a preliminary study of the role of anticholinergic medications.   Eur J Neurol. 2004;11(10):699-704. doi:10.1111/j.1468-1331.2004.00897.xPubMedGoogle ScholarCrossref
78.
Cai  S, Latour  JM, Lin  Y,  et al.  Preoperative cardiac function parameters as valuable predictors for nurses to recognise delirium after cardiac surgery: a prospective cohort study.   Eur J Cardiovasc Nurs. 2020;19(4):310-319. doi:10.1177/1474515119886155PubMedGoogle ScholarCrossref
79.
Caldas  JR, Panerai  RB, Bor-Seng-Shu  E,  et al.  Dynamic cerebral autoregulation: a marker of post-operative delirium?   Clin Neurophysiol. 2019;130(1):101-108. doi:10.1016/j.clinph.2018.11.008PubMedGoogle ScholarCrossref
80.
Carrasco G  M, Villarroel D  L, Calderón P  J, Martínez F  G, Andrade A  M, González T  M.  Development and validation of a clinical predictive model for delirium in hospitalized older people. Riesgo de delirium durante la hospitalización en personas mayores: desarrollo y validación de un modelo de predicción clínica.   Rev Med Chil. 2014;142(7):826-832. doi:10.4067/S0034-98872014000700002PubMedGoogle ScholarCrossref
81.
Cavallari  M, Hshieh  TT, Guttmann  CRG,  et al; SAGES Study Group.  Brain atrophy and white-matter hyperintensities are not significantly associated with incidence and severity of postoperative delirium in older persons without dementia.   Neurobiol Aging. 2015;36(6):2122-2129. doi:10.1016/j.neurobiolaging.2015.02.024PubMedGoogle ScholarCrossref
82.
Cavallari  M, Dai  W, Guttmann  CRG,  et al; SAGES Study Group.  Neural substrates of vulnerability to postsurgical delirium as revealed by presurgical diffusion MRI.   Brain. 2016;139(Pt 4):1282-1294. doi:10.1093/brain/aww010PubMedGoogle ScholarCrossref
83.
Cerejeira  J, Batista  P, Nogueira  V, Firmino  H, Vaz-Serra  A, Mukaetova-Ladinska  EB.  Low preoperative plasma cholinesterase activity as a risk marker of postoperative delirium in elderly patients.   Age Ageing. 2011;40(5):621-626. doi:10.1093/ageing/afr053PubMedGoogle ScholarCrossref
84.
Chan  CK, Sieber  FE, Blennow  K,  et al.  Association of depressive symptoms with postoperative delirium and CSF biomarkers for Alzheimer’s disease among hip fracture patients.   Am J Geriatr Psychiatry. 2021;29(12):1212-1221. doi:10.1016/j.jagp.2021.02.001PubMedGoogle ScholarCrossref
85.
Chen  W, Ke  X, Wang  X,  et al.  Prevalence and risk factors for postoperative delirium in total joint arthroplasty patients: a prospective study.   Gen Hosp Psychiatry. 2017;46:55-61. doi:10.1016/j.genhosppsych.2017.03.008PubMedGoogle ScholarCrossref
86.
Chen  Y, Zheng  J, Chen  J.  Preoperative circulating MiR-210, a risk factor for postoperative delirium among elderly patients with gastric cancer undergoing curative resection.   Curr Pharm Des. 2020;26(40):5213-5219. doi:10.2174/1381612826666200617163857PubMedGoogle ScholarCrossref
87.
Chen  Y, Qin  J.  Modified frailty index independently predicts postoperative delirium and delayed neurocognitive recovery after elective total joint arthroplasty.   J Arthroplasty. 2021;36(2):449-453. doi:10.1016/j.arth.2020.07.074PubMedGoogle ScholarCrossref
88.
Cheng  Q, Li  L, Yang  M,  et al.  Moderate hypercapnia may not contribute to postoperative delirium in patients undergoing bronchoscopic intervention.   Medicine (Baltimore). 2019;98(22):e15906. doi:10.1097/MD.0000000000015906PubMedGoogle ScholarCrossref
89.
Chou  MY, Wang  YC, Peng  LN,  et al.  Intraoperative blood transfusion predicts postoperative delirium among older patients undergoing elective orthopedic surgery: a prospective cohort study.   Int J Geriatr Psychiatry. 2019;34(6):881-888. doi:10.1002/gps.5086PubMedGoogle ScholarCrossref
90.
Chouët  J, Sacco  G, Karras  SN, Llewellyn  DJ, Sánchez-Rodríguez  D, Annweiler  C.  Vitamin D and delirium in older adults: a case-control study in geriatric acute care unit.   Front Neurol. 2020;11:1034. doi:10.3389/fneur.2020.01034PubMedGoogle ScholarCrossref
91.
Chu  CS, Liang  CK, Chou  MY,  et al.  Short-Form Mini Nutritional Assessment as a useful method of predicting the development of postoperative delirium in elderly patients undergoing orthopedic surgery.   Gen Hosp Psychiatry. 2016;38:15-20. doi:10.1016/j.genhosppsych.2015.08.006PubMedGoogle ScholarCrossref
92.
Cole  MG, McCusker  J, Voyer  P,  et al.  Subsyndromal delirium in older long-term care residents: incidence, risk factors, and outcomes.   J Am Geriatr Soc. 2011;59(10):1829-1836. doi:10.1111/j.1532-5415.2011.03595.xPubMedGoogle ScholarCrossref
93.
Colkesen  Y, Giray  S, Ozenli  Y, Sezgin  N, Coskun  I.  Relation of serum cortisol to delirium occurring after acute coronary syndromes.   Am J Emerg Med. 2013;31(1):161-165. doi:10.1016/j.ajem.2012.07.001PubMedGoogle ScholarCrossref
94.
Contín  AM, Perez-Jara  J, Alonso-Contín  A, Enguix  A, Ramos  F.  Postoperative delirium after elective orthopedic surgery.   Int J Geriatr Psychiatry. 2005;20(6):595-597. doi:10.1002/gps.1335PubMedGoogle ScholarCrossref
95.
Cunningham  EL, McGuinness  B, McAuley  DF,  et al.  CSF beta-amyloid 1-42 concentration predicts delirium following elective arthroplasty surgery in an observational cohort study.   Ann Surg. 2019;269(6):1200-1205. doi:10.1097/SLA.0000000000002684 PubMedGoogle ScholarCrossref
96.
Dahl  MH, Rønning  OM, Thommessen  B.  Delirium in acute stroke--prevalence and risk factors.   Acta Neurol Scand Suppl. 2010;(190):39-43. doi:10.1111/j.1600-0404.2010.01374.xPubMedGoogle ScholarCrossref
97.
Daoust  R, Paquet  J, Boucher  V, Pelletier  M, Gouin  É, Émond  M.  Relationship between pain, opioid treatment, and delirium in older emergency department patients.   Acad Emerg Med. 2020;27(8):708-716. doi:10.1111/acem.14033PubMedGoogle ScholarCrossref
98.
Day  C, Manning  K, Abdullah  F,  et al.  Delirium in HIV-infected patients admitted to acute medical wards post universal access to antiretrovirals in South Africa.   S Afr Med J. 2021;111(10):974-980. doi:10.7196/SAMJ.2021.v111i10.15628PubMedGoogle ScholarCrossref
99.
de la Varga-Martínez  O, Gómez-Pesquera  E, Muñoz-Moreno  MF,  et al.  Development and validation of a delirium risk prediction preoperative model for cardiac surgery patients (DELIPRECAS): an observational multicentre study.   J Clin Anesth. 2021;69:110158. doi:10.1016/j.jclinane.2020.110158PubMedGoogle ScholarCrossref
100.
de Rooij  SE, van Munster  BC, Korevaar  JC, Levi  M.  Cytokines and acute phase response in delirium.   J Psychosom Res. 2007;62(5):521-525. doi:10.1016/j.jpsychores.2006.11.013PubMedGoogle ScholarCrossref
101.
Detroyer  E, Dobbels  F, Verfaillie  E, Meyfroidt  G, Sergeant  P, Milisen  K.  Is preoperative anxiety and depression associated with onset of delirium after cardiac surgery in older patients: a prospective cohort study.   J Am Geriatr Soc. 2008;56(12):2278-2284. doi:10.1111/j.1532-5415.2008.02013.xPubMedGoogle ScholarCrossref
102.
Dillon  ST, Vasunilashorn  SM, Ngo  L,  et al.  Higher C-reactive protein levels predict postoperative delirium in older patients undergoing major elective surgery: a longitudinal nested case-control study.   Biol Psychiatry. 2017;81(2):145-153. doi:10.1016/j.biopsych.2016.03.2098PubMedGoogle ScholarCrossref
103.
Douglas  VC, Hessler  CS, Dhaliwal  G,  et al.  The AWOL tool: derivation and validation of a delirium prediction rule.   J Hosp Med. 2013;8(9):493-499. doi:10.1002/jhm.2062PubMedGoogle ScholarCrossref
104.
Du Plooy  N, Day  C, Manning  K,  et al.  Prevalence and outcome of delirium among acute general medical inpatients in Cape Town, South Africa.   S Afr Med J. 2020;110(6):519-524. PubMedGoogle Scholar
105.
Duceppe  MA, Williamson  DR, Elliott  A,  et al.  Modifiable risk factors for delirium in critically ill trauma patients: a multicenter prospective study.   J Intensive Care Med. 2019;34(4):330-336. doi:10.1177/0885066617698646PubMedGoogle ScholarCrossref
106.
Dworkin  A, Lee  DS, An  AR, Goodlin  SJ.  A simple tool to predict development of delirium after elective surgery.   J Am Geriatr Soc. 2016;64(11):e149-e153. doi:10.1111/jgs.14428PubMedGoogle ScholarCrossref
107.
Edlund  A, Lundström  M, Lundström  G, Hedqvist  B, Gustafson  Y.  Clinical profile of delirium in patients treated for femoral neck fractures.   Dement Geriatr Cogn Disord. 1999;10(5):325-329. doi:10.1159/000017163PubMedGoogle ScholarCrossref
108.
Edlund  A, Lundström  M, Brännström  B, Bucht  G, Gustafson  Y.  Delirium before and after operation for femoral neck fracture.   J Am Geriatr Soc. 2001;49(10):1335-1340. doi:10.1046/j.1532-5415.2001.49261.xPubMedGoogle ScholarCrossref
109.
Edlund  A, Lundström  M, Karlsson  S, Brännström  B, Bucht  G, Gustafson  Y.  Delirium in older patients admitted to general internal medicine.   J Geriatr Psychiatry Neurol. 2006;19(2):83-90. doi:10.1177/0891988706286509PubMedGoogle ScholarCrossref
110.
Egberts  A, Wijnbeld  EH, Fekkes  D,  et al.  Neopterin: a potential biomarker for delirium in elderly patients.   Dement Geriatr Cogn Disord. 2015;39(1-2):116-124. doi:10.1159/000366410PubMedGoogle ScholarCrossref
111.
Egberts  A, Osse  RJ, Fekkes  D, Tulen  JHM, van der Cammen  TJM, Mattace-Raso  FUS.  Differences in potential biomarkers of delirium between acutely ill medical and elective cardiac surgery patients.   Clin Interv Aging. 2019;14:271-281. doi:10.2147/CIA.S193605PubMedGoogle ScholarCrossref
112.
Eide  LS, Ranhoff  AH, Fridlund  B,  et al; CARDELIR Investigators.  Comparison of frequency, risk factors, and time course of postoperative delirium in octogenarians after transcatheter aortic valve implantation versus surgical aortic valve replacement.   Am J Cardiol. 2015;115(6):802-809. doi:10.1016/j.amjcard.2014.12.043PubMedGoogle ScholarCrossref
113.
Ely  EW, Girard  TD, Shintani  AK,  et al.  Apolipoprotein E4 polymorphism as a genetic predisposition to delirium in critically ill patients.   Crit Care Med. 2007;35(1):112-117. doi:10.1097/01.CCM.0000251925.18961.CAPubMedGoogle ScholarCrossref
114.
Fan  H, Ji  M, Huang  J,  et al.  Development and validation of a dynamic delirium prediction rule in patients admitted to the intensive care units (DYNAMIC-ICU): a prospective cohort study.   Int J Nurs Stud. 2019;93:64-73. doi:10.1016/j.ijnurstu.2018.10.008PubMedGoogle ScholarCrossref
115.
Fann  JR, Roth-Roemer  S, Burington  BE, Katon  WJ, Syrjala  KL.  Delirium in patients undergoing hematopoietic stem cell transplantation.   Cancer. 2002;95(9):1971-1981. doi:10.1002/cncr.10889PubMedGoogle ScholarCrossref
116.
Fann  JR, Hubbard  RA, Alfano  CM, Roth-Roemer  S, Katon  WJ, Syrjala  KL.  Pre- and post-transplantation risk factors for delirium onset and severity in patients undergoing hematopoietic stem-cell transplantation.   J Clin Oncol. 2011;29(7):895-901. doi:10.1200/JCO.2010.28.4521PubMedGoogle ScholarCrossref
117.
Feng  Q, Ai  M, Huang  L, Peng  Q, Ai  Y, Zhang  L.  Relationship between cerebral hemodynamics, tissue oxygen saturation, and delirium in patients with septic shock: a pilot observational cohort study.   Front Med (Lausanne). 2021;8:641104. doi:10.3389/fmed.2021.641104PubMedGoogle ScholarCrossref
118.
Fick  DM, Steis  MR, Waller  JL, Inouye  SK.  Delirium superimposed on dementia is associated with prolonged length of stay and poor outcomes in hospitalized older adults.   J Hosp Med. 2013;8(9):500-505. doi:10.1002/jhm.2077PubMedGoogle ScholarCrossref
119.
Fisher  BW, Flowerdew  G.  A simple model for predicting postoperative delirium in older patients undergoing elective orthopedic surgery.   J Am Geriatr Soc. 1995;43(2):175-178. doi:10.1111/j.1532-5415.1995.tb06385.xPubMedGoogle ScholarCrossref
120.
Fong  TG, Hshieh  TT, Wong  B,  et al.  Neuropsychological profiles of an elderly cohort undergoing elective surgery and the relationship between cognitive performance and delirium.   J Am Geriatr Soc. 2015;63(5):977-982. doi:10.1111/jgs.13383PubMedGoogle ScholarCrossref
121.
Foy  A, O’Connell  D, Henry  D, Kelly  J, Cocking  S, Halliday  J.  Benzodiazepine use as a cause of cognitive impairment in elderly hospital inpatients.   J Gerontol A Biol Sci Med Sci. 1995;50(2):M99-M106. doi:10.1093/gerona/50A.2.M99PubMedGoogle ScholarCrossref
122.
Franco  JG, Valencia  C, Bernal  C,  et al.  Relationship between cognitive status at admission and incident delirium in older medical inpatients.   J Neuropsychiatry Clin Neurosci. 2010;22(3):329-337. doi:10.1176/jnp.2010.22.3.329PubMedGoogle ScholarCrossref
123.
Freter  SH, George  J, Dunbar  MJ, Morrison  M, Macknight  C, Rockwood  K.  Prediction of delirium in fractured neck of femur as part of routine preoperative nursing care.   Age Ageing. 2005;34(4):387-388. doi:10.1093/ageing/afi099PubMedGoogle ScholarCrossref
124.
Freter  S, Dunbar  M, Koller  K, MacKnight  C, Rockwood  K.  Risk of pre-and post-operative delirium and the Delirium Elderly At Risk (DEAR) tool in hip fracture patients.   Can Geriatr J. 2015;18(4):212-216. doi:10.5770/cgj.18.185PubMedGoogle ScholarCrossref
125.
Girard  TD, Ware  LB, Bernard  GR,  et al.  Associations of markers of inflammation and coagulation with delirium during critical illness.   Intensive Care Med. 2012;38(12):1965-1973. doi:10.1007/s00134-012-2678-xPubMedGoogle ScholarCrossref
126.
Girard  TD, Thompson  JL, Pandharipande  PP,  et al.  Clinical phenotypes of delirium during critical illness and severity of subsequent long-term cognitive impairment: a prospective cohort study.   Lancet Respir Med. 2018;6(3):213-222. doi:10.1016/S2213-2600(18)30062-6PubMedGoogle ScholarCrossref
127.
Giroux  M, Sirois  MJ, Boucher  V,  et al.  Frailty assessment to help predict patients at risk of delirium when consulting the emergency department.   J Emerg Med. 2018;55(2):157-164. doi:10.1016/j.jemermed.2018.02.032PubMedGoogle ScholarCrossref
128.
Goudzwaard  JA, de Ronde-Tillmans  MJAG, de Jager  TAJ,  et al.  Incidence, determinants and consequences of delirium in older patients after transcatheter aortic valve implantation.   Age Ageing. 2020;49(3):389-394. doi:10.1093/ageing/afaa001PubMedGoogle ScholarCrossref
129.
Greene  NH, Attix  DK, Weldon  BC, Smith  PJ, McDonagh  DL, Monk  TG.  Measures of executive function and depression identify patients at risk for postoperative delirium.   Anesthesiology. 2009;110(4):788-795. doi:10.1097/ALN.0b013e31819b5ba6PubMedGoogle ScholarCrossref
130.
Gu  WJ, Zhou  JX, Ji  RQ, Zhou  LY, Wang  CM.  Incidence, risk factors, and consequences of emergence delirium after elective.   Surgeon. 2022;20(5):e214-e220. doi:10.1016/j.surge.2021.09.005PubMedGoogle ScholarCrossref
131.
Gual  N, Morandi  A, Pérez  LM,  et al.  Risk factors and outcomes of delirium in older patients admitted to postacute care with and without dementia.   Dement Geriatr Cogn Disord. 2018;45(1-2):121-129. doi:10.1159/000485794PubMedGoogle ScholarCrossref
132.
Guo  Y, Jia  P, Zhang  J, Wang  X, Jiang  H, Jiang  W.  Prevalence and risk factors of postoperative delirium in elderly hip fracture patients.   J Int Med Res. 2016;44(2):317-327. doi:10.1177/0300060515624936PubMedGoogle ScholarCrossref
133.
Guo  Z, Liu  J, Li  J,  et al.  Postoperative delirium in severely burned patients undergoing early escharotomy: incidence, risk factors, and outcomes.   J Burn Care Res. 2017;38(1):e370-e376. doi:10.1097/BCR.0000000000000397PubMedGoogle ScholarCrossref
134.
Hall  RJ, Watne  LO, Idland  AV,  et al.  Cerebrospinal fluid levels of neopterin are elevated in delirium after hip fracture.   J Neuroinflammation. 2016;13(1):170. doi:10.1186/s12974-016-0636-1PubMedGoogle ScholarCrossref
135.
Hatta  K, Kishi  Y, Wada  K,  et al.  Real-world effectiveness of ramelteon and suvorexant for delirium prevention in 948 patients with delirium risk factors.   J Clin Psychiatry. 2019;81(1):19m12865. doi:10.4088/JCP.19m12865PubMedGoogle ScholarCrossref
136.
Hayhurst  CJ, Patel  MB, McNeil  JB,  et al.  Association of neuronal repair biomarkers with delirium among survivors of critical illness.   J Crit Care. 2020;56:94-99. doi:10.1016/j.jcrc.2019.12.010PubMedGoogle ScholarCrossref
137.
He  R, Wang  F, Shen  H, Zeng  Y, LijuanZhang.  Association between increased neutrophil-to-lymphocyte ratio and postoperative delirium in elderly patients with total hip arthroplasty for hip fracture.   BMC Psychiatry. 2020;20(1):496. doi:10.1186/s12888-020-02908-2PubMedGoogle ScholarCrossref
138.
Heng  M, Eagen  CE, Javedan  H, Kodela  J, Weaver  MJ, Harris  MB.  Abnormal mini-cog is associated with higher risk of complications and delirium in geriatric patients with fracture.   J Bone Joint Surg Am. 2016;98(9):742-750. doi:10.2106/JBJS.15.00859PubMedGoogle ScholarCrossref
139.
Henjum  K, Quist-Paulsen  E, Zetterberg  H, Blennow  K, Nilsson  LNG, Watne  LO.  CSF sTREM2 in delirium-relation to Alzheimer’s disease CSF biomarkers Aβ42, t-tau and p-tau.   J Neuroinflammation. 2018;15(1):304. doi:10.1186/s12974-018-1331-1PubMedGoogle ScholarCrossref
140.
Hirsch  J, DePalma  G, Tsai  TT, Sands  LP, Leung  JM.  Impact of intraoperative hypotension and blood pressure fluctuations on early postoperative delirium after non-cardiac surgery.   Br J Anaesth. 2015;115(3):418-426. doi:10.1093/bja/aeu458PubMedGoogle ScholarCrossref
141.
Huang  HW, Zhang  GB, Li  HY,  et al.  Development of an early prediction model for postoperative delirium in neurosurgical patients admitted to the ICU after elective craniotomy (E-PREPOD-NS): a secondary analysis of a prospective cohort study.   J Clin Neurosci. 2021;90:217-224. doi:10.1016/j.jocn.2021.06.004PubMedGoogle ScholarCrossref
142.
Hughes  CG, Morandi  A, Girard  TD,  et al.  Association between endothelial dysfunction and acute brain dysfunction during critical illness.   Anesthesiology. 2013;118(3):631-639. doi:10.1097/ALN.0b013e31827bd193PubMedGoogle ScholarCrossref
143.
Hughes  CG, Pandharipande  PP, Thompson  JL,  et al.  Endothelial activation and blood-brain barrier injury as risk factors for delirium in critically ill patients.   Crit Care Med. 2016;44(9):e809-e817. doi:10.1097/CCM.0000000000001739PubMedGoogle ScholarCrossref
144.
Humbert  M, Büla  CJ, Muller  O, Krief  H, Monney  P.  Delirium in older patients undergoing aortic valve replacement: incidence, predictors, and cognitive prognosis.   BMC Geriatr. 2021;21(1):153. doi:10.1186/s12877-021-02100-5PubMedGoogle ScholarCrossref
145.
Iamaroon  A, Wongviriyawong  T, Sura-Arunsumrit  P, Wiwatnodom  N, Rewuri  N, Chaiwat  O.  Incidence of and risk factors for postoperative delirium in older adult patients undergoing noncardiac surgery: a prospective study.   BMC Geriatr. 2020;20(1):40. doi:10.1186/s12877-020-1449-8PubMedGoogle ScholarCrossref
146.
Idland  AV, Wyller  TB, Støen  R,  et al.  Preclinical amyloid-β and axonal degeneration pathology in delirium.   J Alzheimers Dis. 2017;55(1):371-379. doi:10.3233/JAD-160461PubMedGoogle ScholarCrossref
147.
Inouye  SK, Viscoli  CM, Horwitz  RI, Hurst  LD, Tinetti  ME.  A predictive model for delirium in hospitalized elderly medical patients based on admission characteristics.   Ann Intern Med. 1993;119(6):474-481. doi:10.7326/0003-4819-119-6-199309150-00005PubMedGoogle ScholarCrossref
148.
Inouye  SK, Charpentier  PA.  Precipitating factors for delirium in hospitalized elderly persons: predictive model and interrelationship with baseline vulnerability.   JAMA. 1996;275(11):852-857. doi:10.1001/jama.1996.03530350034031PubMedGoogle ScholarCrossref
149.
Inouye  SK, Zhang  Y, Jones  RN, Kiely  DK, Yang  F, Marcantonio  ER.  Risk factors for delirium at discharge: development and validation of a predictive model.   Arch Intern Med. 2007;167(13):1406-1413. doi:10.1001/archinte.167.13.1406PubMedGoogle ScholarCrossref
150.
Jankowski  CJ, Trenerry  MR, Cook  DJ,  et al.  Cognitive and functional predictors and sequelae of postoperative delirium in elderly patients undergoing elective joint arthroplasty.   Anesth Analg. 2011;112(5):1186-1193. doi:10.1213/ANE.0b013e318211501bPubMedGoogle ScholarCrossref
151.
Joosten  E, Lemiengre  J, Nelis  T, Verbeke  G, Milisen  K.  Is anaemia a risk factor for delirium in an acute geriatric population?   Gerontology. 2006;52(6):382-385. doi:10.1159/000095126PubMedGoogle ScholarCrossref
152.
Joosten  E, Demuynck  M, Detroyer  E, Milisen  K.  Prevalence of frailty and its ability to predict in hospital delirium, falls, and 6-month mortality in hospitalized older patients.   BMC Geriatr. 2014;14:1. doi:10.1186/1471-2318-14-1PubMedGoogle ScholarCrossref
153.
Juliebø  V, Bjøro  K, Krogseth  M, Skovlund  E, Ranhoff  AH, Wyller  TB.  Risk factors for preoperative and postoperative delirium in elderly patients with hip fracture.   J Am Geriatr Soc. 2009;57(8):1354-1361. doi:10.1111/j.1532-5415.2009.02377.xPubMedGoogle ScholarCrossref
154.
Kalisvaart  KJ, Vreeswijk  R, de Jonghe  JF, van der Ploeg  T, van Gool  WA, Eikelenboom  P.  Risk factors and prediction of postoperative delirium in elderly hip-surgery patients: implementation and validation of a medical risk factor model.   J Am Geriatr Soc. 2006;54(5):817-822. doi:10.1111/j.1532-5415.2006.00704.xPubMedGoogle ScholarCrossref
155.
Kang  T, Park  SY, Lee  JH,  et al.  Incidence & risk factors of postoperative delirium after spinal surgery in older patients.   Sci Rep. 2020;10(1):9232. doi:10.1038/s41598-020-66276-3PubMedGoogle ScholarCrossref
156.
Kazmierski  J, Kowman  M, Banach  M,  et al; IPDACS Study.  Incidence and predictors of delirium after cardiac surgery: Results from the IPDACS study.   J Psychosom Res. 2010;69(2):179-185. doi:10.1016/j.jpsychores.2010.02.009PubMedGoogle ScholarCrossref
157.
Kazmierski  J, Banys  A, Latek  J, Bourke  J, Jaszewski  R.  Cortisol levels and neuropsychiatric diagnosis as markers of postoperative delirium: a prospective cohort study.   Crit Care. 2013;17(2):R38. doi:10.1186/cc12548PubMedGoogle ScholarCrossref
158.
Kazmierski  J, Banys  A, Latek  J, Bourke  J, Jaszewski  R.  Raised IL-2 and TNF-α concentrations are associated with postoperative delirium in patients undergoing coronary-artery bypass graft surgery.   Int Psychogeriatr. 2014;26(5):845-855. doi:10.1017/S1041610213002378PubMedGoogle ScholarCrossref
159.
Kazmierski  J, Banys  A, Latek  J,  et al.  Mild cognitive impairment with associated inflammatory and cortisol alterations as independent risk factor for postoperative delirium.   Dement Geriatr Cogn Disord. 2014;38(1-2):65-78. doi:10.1159/000357454PubMedGoogle ScholarCrossref
160.
Kazmierski  J, Sieruta  M, Banys  A,  et al.  The assessment of the T102C polymorphism of the 5HT2a receptor gene, 3723G/A polymorphism of the NMDA receptor 3A subunit gene (GRIN3A) and 421C/A polymorphism of the NMDA receptor 2B subunit gene (GRIN2B) among cardiac surgery patients with and without delirium.   Gen Hosp Psychiatry. 2014;36(6):753-756. doi:10.1016/j.genhosppsych.2014.06.002PubMedGoogle ScholarCrossref
161.
Kennedy  M, Enander  RA, Tadiri  SP, Wolfe  RE, Shapiro  NI, Marcantonio  ER.  Delirium risk prediction, healthcare use and mortality of elderly adults in the emergency department.   J Am Geriatr Soc. 2014;62(3):462-469. doi:10.1111/jgs.12692PubMedGoogle ScholarCrossref
162.
Khan  BA, Perkins  AJ, Prasad  NK,  et al.  Biomarkers of delirium duration and delirium severity in the ICU.   Crit Care Med. 2020;48(3):353-361. doi:10.1097/CCM.0000000000004139PubMedGoogle ScholarCrossref
163.
Khan  SH, Lindroth  H, Hendrie  K,  et al.  Time trends of delirium rates in the intensive care unit.   Heart Lung. 2020;49(5):572-577. doi:10.1016/j.hrtlng.2020.03.006PubMedGoogle ScholarCrossref
164.
Kim  MY, Park  UJ, Kim  HT, Cho  WH.  DeLirium Prediction Based on Hospital Information (Delphi) in general surgery patients.   Medicine (Baltimore). 2016;95(12):e3072. doi:10.1097/MD.0000000000003072PubMedGoogle ScholarCrossref
165.
Kim  Y, Jin  Y, Jin  T, Lee  SM.  Risk factors and outcomes of sepsis-associated delirium in intensive care unit patients: a secondary data analysis.   Intensive Crit Care Nurs. 2020;59:102844. doi:10.1016/j.iccn.2020.102844PubMedGoogle ScholarCrossref
166.
Kong  S, Wang  J, Xu  H, Wang  K.  Effect of hypertension and medication use regularity on postoperative delirium after maxillofacial tumors radical surgery.   Oncotarget. 2021;12(18):1811-1820. doi:10.18632/oncotarget.28048PubMedGoogle ScholarCrossref
167.
Korevaar  JC, van Munster  BC, de Rooij  SE.  Risk factors for delirium in acutely admitted elderly patients: a prospective cohort study.   BMC Geriatr. 2005;5:6. doi:10.1186/1471-2318-5-6PubMedGoogle ScholarCrossref
168.
Koskderelioglu  A, Onder  O, Gucuyener  M, Altay  T, Kayali  C, Gedizlioglu  M.  Screening for postoperative delirium in patients with acute hip fracture: assessment of predictive factors.   Geriatr Gerontol Int. 2017;17(6):919-924. doi:10.1111/ggi.12806PubMedGoogle ScholarCrossref
169.
Kostalova  M, Bednarik  J, Mitasova  A,  et al.  Towards a predictive model for post-stroke delirium.   Brain Inj. 2012;26(7-8):962-971. doi:10.3109/02699052.2012.660510PubMedGoogle ScholarCrossref
170.
Kupiec  A, Adamik  B, Kozera  N, Gozdzik  W.  Elevated procalcitonin as a risk factor for postoperative delirium in the elderly after cardiac surgery—a prospective observational study.   J Clin Med. 2020;9(12):3837. doi:10.3390/jcm9123837PubMedGoogle ScholarCrossref
171.
Kwizera  A, Nakibuuka  J, Ssemogerere  L,  et al.  Incidence and risk factors for delirium among mechanically ventilated patients in an African intensive care setting: an observational multicenter study.   Crit Care Res Pract. 2015;2015:491780. doi:10.1155/2015/491780PubMedGoogle ScholarCrossref
172.
Lai  MM, Wong Tin Niam  DM.  Intracranial cause of delirium: computed tomography yield and predictive factors.   Intern Med J. 2012;42(4):422-427. doi:10.1111/j.1445-5994.2010.02400.xPubMedGoogle ScholarCrossref
173.
Lee  HB, Mears  SC, Rosenberg  PB, Leoutsakos  JM, Gottschalk  A, Sieber  FE.  Predisposing factors for postoperative delirium after hip fracture repair in individuals with and without dementia.   J Am Geriatr Soc. 2011;59(12):2306-2313. doi:10.1111/j.1532-5415.2011.03725.xPubMedGoogle ScholarCrossref
174.
Lee  KH, Ha  YC, Lee  YK, Kang  H, Koo  KH.  Frequency, risk factors, and prognosis of prolonged delirium in elderly patients after hip fracture surgery.   Clin Orthop Relat Res. 2011;469(9):2612-2620. doi:10.1007/s11999-011-1806-1PubMedGoogle ScholarCrossref
175.
Lee  SS, Lo  Y, Verghese  J.  Physical activity and risk of postoperative delirium.   J Am Geriatr Soc. 2019;67(11):2260-2266. doi:10.1111/jgs.16083PubMedGoogle ScholarCrossref
176.
Leung  JM, Sands  LP, Mullen  EA, Wang  Y, Vaurio  L.  Are preoperative depressive symptoms associated with postoperative delirium in geriatric surgical patients?   J Gerontol A Biol Sci Med Sci. 2005;60(12):1563-1568. doi:10.1093/gerona/60.12.1563PubMedGoogle ScholarCrossref
177.
Leung  JM, Sands  LP, Wang  Y,  et al.  Apolipoprotein E e4 allele increases the risk of early postoperative delirium in older patients undergoing noncardiac surgery.   Anesthesiology. 2007;107(3):406-411. doi:10.1097/01.anes.0000278905.07899.dfPubMedGoogle ScholarCrossref
178.
Leung  JM, Tsai  TL, Sands  LP.  Brief report: preoperative frailty in older surgical patients is associated with early postoperative delirium.   Anesth Analg. 2011;112(5):1199-1201. doi:10.1213/ANE.0b013e31820c7c06PubMedGoogle ScholarCrossref
179.
Levkoff  SE, Evans  DA, Liptzin  B,  et al.  Delirium: the occurrence and persistence of symptoms among elderly hospitalized patients.   Arch Intern Med. 1992;152(2):334-340. doi:10.1001/archinte.1992.00400140082019PubMedGoogle ScholarCrossref
180.
Lewis  EG, Banks  J, Paddick  SM,  et al.  Risk factors for delirium in older medical inpatients in Tanzania.   Dement Geriatr Cogn Disord. 2017;44(3-4):160-170. doi:10.1159/000479058PubMedGoogle ScholarCrossref
181.
Li  G, Lei  X, Ai  C, Li  T, Chen  Z.  Low plasma leptin level at admission predicts delirium in critically ill patients: a prospective cohort study.   Peptides. 2017;93:27-32. doi:10.1016/j.peptides.2017.05.002PubMedGoogle ScholarCrossref
182.
Li  X, Zhang  L, Gong  F, Ai  Y.  Incidence and risk factors for delirium in older patients following intensive care unit admission: a prospective observational study.   J Nurs Res. 2020;28(4):e101. doi:10.1097/jnr.0000000000000384PubMedGoogle ScholarCrossref
183.
Liang  CK, Chu  CL, Chou  MY,  et al.  Developing a prediction model for post-operative delirium and long-term outcomes among older patients receiving elective orthopedic surgery: a prospective cohort study in Taiwan.   Rejuvenation Res. 2015;18(4):347-355. doi:10.1089/rej.2014.1645PubMedGoogle ScholarCrossref
184.
Lin  Y, Chen  Q, Zhang  H,  et al.  Risk factors for postoperative delirium in patients with triple-branched stent graft implantation.   J Cardiothorac Surg. 2020;15(1):171. doi:10.1186/s13019-020-01217-9PubMedGoogle ScholarCrossref
185.
Lin  X, Tang  J, Liu  C,  et al.  Cerebrospinal fluid cholinergic biomarkers are associated with postoperative delirium in elderly patients undergoing total hip/knee replacement: a prospective cohort study.   BMC Anesthesiol. 2020;20(1):246. doi:10.1186/s12871-020-01166-9PubMedGoogle ScholarCrossref
186.
Limpawattana  P, Panitchote  A, Tangvoraphonkchai  K,  et al.  Delirium in critical care: a study of incidence, prevalence, and associated factors in the tertiary care hospital of older Thai adults.   Aging Ment Health. 2016;20(1):74-80. doi:10.1080/13607863.2015.1035695PubMedGoogle ScholarCrossref
187.
Lindroth  H, Bratzke  L, Twadell  S,  et al.  Predicting postoperative delirium severity in older adults: the role of surgical risk and executive function.   Int J Geriatr Psychiatry. 2019;34(7):1018-1028. doi:10.1002/gps.5104PubMedGoogle ScholarCrossref
188.
Litaker  D, Locala  J, Franco  K, Bronson  DL, Tannous  Z.  Preoperative risk factors for postoperative delirium.   Gen Hosp Psychiatry. 2001;23(2):84-89. doi:10.1016/S0163-8343(01)00117-7PubMedGoogle ScholarCrossref
189.
Ma  JR, Fan  MM, Wang  ZS.  Age, preoperative higher serum cortisol levels, and lower serum acetylcholine levels predict delirium after percutaneous coronary intervention in acute coronary syndrome patients accompanied with renal dysfunction.   Indian J Psychiatry. 2020;62(2):172-177. doi:10.4103/psychiatry.IndianJPsychiatry_37_19PubMedGoogle ScholarCrossref
190.
Ma  J, Li  C, Zhang  W,  et al.  Preoperative anxiety predicted the incidence of postoperative delirium in patients undergoing total hip arthroplasty: a prospective cohort study.   BMC Anesthesiol. 2021;21(1):48. doi:10.1186/s12871-021-01271-3PubMedGoogle ScholarCrossref
191.
Mahanna-Gabrielli  E, Zhang  K, Sieber  FE,  et al.  Frailty is associated with postoperative delirium but not with postoperative cognitive decline in older noncardiac surgery patients.   Anesth Analg. 2020;130(6):1516-1523. doi:10.1213/ANE.0000000000004773PubMedGoogle ScholarCrossref
192.
Marcantonio  ER, Juarez  G, Goldman  L,  et al.  The relationship of postoperative delirium with psychoactive medications.   JAMA. 1994;272(19):1518-1522. doi:10.1001/jama.1994.03520190064036PubMedGoogle ScholarCrossref
193.
Marcantonio  ER, Goldman  L, Orav  EJ, Cook  EF, Lee  TH.  The association of intraoperative factors with the development of postoperative delirium.   Am J Med. 1998;105(5):380-384. doi:10.1016/S0002-9343(98)00292-7PubMedGoogle ScholarCrossref
194.
Martin  NJ, Stones  MJ, Young  JE, Bédard  M.  Development of delirium: a prospective cohort study in a community hospital.   Int Psychogeriatr. 2000;12(1):117-127. doi:10.1017/S1041610200006244PubMedGoogle ScholarCrossref
195.
Martinez  JA, Belastegui  A, Basabe  I,  et al.  Derivation and validation of a clinical prediction rule for delirium in patients admitted to a medical ward: an observational study.   BMJ Open. 2012;2(5):e001599. doi:10.1136/bmjopen-2012-001599PubMedGoogle ScholarCrossref
196.
Matsuda  Y, Maeda  I, Morita  T,  et al; Phase-R Delirium Study Group.  Reversibility of delirium in Ill-hospitalized cancer patients: does underlying etiology matter?   Cancer Med. 2020;9(1):19-26. doi:10.1002/cam4.2669PubMedGoogle ScholarCrossref
197.
Matsuo  N, Morita  T, Matsuda  Y,  et al.  Predictors of delirium in corticosteroid-treated patients with advanced cancer: an exploratory, multicenter, prospective, observational study.   J Palliat Med. 2017;20(4):352-359. doi:10.1089/jpm.2016.0323PubMedGoogle ScholarCrossref
198.
Mazzola  P, Ward  L, Zazzetta  S,  et al.  Association between preoperative malnutrition and postoperative delirium after hip fracture surgery in older adults.   J Am Geriatr Soc. 2017;65(6):1222-1228. doi:10.1111/jgs.14764PubMedGoogle ScholarCrossref
199.
McAvay  GJ, Van Ness  PH, Bogardus  ST  Jr,  et al.  Depressive symptoms and the risk of incident delirium in older hospitalized adults.   J Am Geriatr Soc. 2007;55(5):684-691. doi:10.1111/j.1532-5415.2007.01150.xPubMedGoogle ScholarCrossref
200.
McManus  J, Pathansali  R, Hassan  H,  et al.  The course of delirium in acute stroke.   Age Ageing. 2009;38(4):385-389. doi:10.1093/ageing/afp038PubMedGoogle ScholarCrossref
201.
McNicoll  L, Pisani  MA, Zhang  Y, Ely  EW, Siegel  MD, Inouye  SK.  Delirium in the intensive care unit: occurrence and clinical course in older patients.   J Am Geriatr Soc. 2003;51(5):591-598. doi:10.1034/j.1600-0579.2003.00201.xPubMedGoogle ScholarCrossref
202.
McPherson  JA, Wagner  CE, Boehm  LM,  et al.  Delirium in the cardiovascular ICU: exploring modifiable risk factors.   Crit Care Med. 2013;41(2):405-413. doi:10.1097/CCM.0b013e31826ab49bPubMedGoogle ScholarCrossref
203.
Mézière  A, Paillaud  E, Belmin  J,  et al.  Delirium in older people after proximal femoral fracture repair: role of a preoperative screening cognitive test.   Ann Fr Anesth Reanim. 2013;32(9):e91-e96. doi:10.1016/j.annfar.2013.06.006PubMedGoogle ScholarCrossref
204.
Miao  S, Shen  P, Zhang  Q,  et al.  Neopterin and mini-mental state examination scores, two independent risk factors for postoperative delirium in elderly patients with open abdominal surgery.   J Cancer Res Ther. 2018;14(6):1234-1238. doi:10.4103/0973-1482.192764PubMedGoogle ScholarCrossref
205.
Miu  DK, Yeung  JC.  Incidence of post-stroke delirium and 1-year outcome.   Geriatr Gerontol Int. 2013;13(1):123-129. doi:10.1111/j.1447-0594.2012.00871.xPubMedGoogle ScholarCrossref
206.
Miu  DK, Chan  CW, Kok  C.  Delirium among elderly patients admitted to a post-acute care facility and 3-months outcome.   Geriatr Gerontol Int. 2016;16(5):586-592. doi:10.1111/ggi.12521PubMedGoogle ScholarCrossref
207.
Moorey  HC, Zaidman  S, Jackson  TA.  Delirium is not associated with anticholinergic burden or polypharmacy in older patients on admission to an acute hospital: an observational case control study.   BMC Geriatr. 2016;16(1):162. doi:10.1186/s12877-016-0336-9PubMedGoogle ScholarCrossref
208.
Morandi  A, Gunther  ML, Pandharipande  PP,  et al.  Insulin-like growth factor-1 and delirium in critically ill mechanically ventilated patients: a preliminary investigation.   Int Psychogeriatr. 2011;23(7):1175-1181. doi:10.1017/S1041610210002486PubMedGoogle ScholarCrossref
209.
Morandi  A, Barnett  N, Miller  RR  III,  et al.  Vitamin D and delirium in critically ill patients: a preliminary investigation.   J Crit Care. 2013;28(3):230-235. doi:10.1016/j.jcrc.2012.06.011PubMedGoogle ScholarCrossref
210.
Morandi  A, Hughes  CG, Thompson  JL,  et al.  Statins and delirium during critical illness: a multicenter, prospective cohort study.   Crit Care Med. 2014;42(8):1899-1909. doi:10.1097/CCM.0000000000000398PubMedGoogle ScholarCrossref
211.
Mori  S, Takeda  JRT, Carrara  FSA, Cohrs  CR, Zanei  SSV, Whitaker  IY.  Incidence and factors related to delirium in an intensive care unit.   Rev Esc Enferm USP. 2016;50(4):587-593. doi:10.1590/S0080-623420160000500007PubMedGoogle ScholarCrossref
212.
Muangpaisan  W, Wongprikron  A, Srinonprasert  V, Suwanpatoomlerd  S, Sutipornpalangkul  W, Assantchai  P.  Incidence and risk factors of acute delirium in older patients with hip fracture in Siriraj Hospital.   J Med Assoc Thai. 2015;98(4):423-430.PubMedGoogle Scholar
213.
Neerland  BE, Krogseth  M, Juliebø  V,  et al.  Perioperative hemodynamics and risk for delirium and new onset dementia in hip fracture patients; a prospective follow-up study.   PLoS One. 2017;12(7):e0180641. doi:10.1371/journal.pone.0180641PubMedGoogle ScholarCrossref
214.
Nekrosius  D, Kaminskaite  M, Jokubka  R,  et al.  Association of COMT val158met polymorphism with delirium risk and outcomes after traumatic brain injury.   J Neuropsychiatry Clin Neurosci. 2019;31(4):298-305. doi:10.1176/appi.neuropsych.18080195PubMedGoogle ScholarCrossref
215.
Neufeld  KJ, Leoutsakos  JS, Sieber  FE,  et al.  Evaluation of two delirium screening tools for detecting post-operative delirium in the elderly.   Br J Anaesth. 2013;111(4):612-618. doi:10.1093/bja/aet167PubMedGoogle ScholarCrossref
216.
Ngo  LH, Inouye  SK, Jones  RN,  et al.  Methodologic considerations in the design and analysis of nested case-control studies: association between cytokines and postoperative delirium.   BMC Med Res Methodol. 2017;17(1):88. doi:10.1186/s12874-017-0359-8PubMedGoogle ScholarCrossref
217.
Nie  H, Zhao  B, Zhang  YQ, Jiang  YH, Yang  YX.  Pain and cognitive dysfunction are the risk factors of delirium in elderly hip fracture Chinese patients.   Arch Gerontol Geriatr. 2012;54(2):e172-e174. doi:10.1016/j.archger.2011.09.012PubMedGoogle ScholarCrossref
218.
Noriega  FJ, Vidán  MT, Sánchez  E,  et al.  Incidence and impact of delirium on clinical and functional outcomes in older patients hospitalized for acute cardiac diseases.   Am Heart J. 2015;170(5):938-944. doi:10.1016/j.ahj.2015.08.007PubMedGoogle ScholarCrossref
219.
O’Regan  NA, Fitzgerald  J, Adamis  D, Molloy  DW, Meagher  D, Timmons  S.  Predictors of delirium development in older medical inpatients: readily identifiable factors at admission   J Alzheimers Dis. 2018;64(3):775-785. doi:10.3233/JAD-180178PubMedGoogle ScholarCrossref
220.
Oh  ES, Sieber  FE, Leoutsakos  JM, Inouye  SK, Lee  HB.  Sex differences in hip fracture surgery: preoperative risk factors for delirium and postoperative outcomes.   J Am Geriatr Soc. 2016;64(8):1616-1621. doi:10.1111/jgs.14243PubMedGoogle ScholarCrossref
221.
Ojagbemi  A, Owolabi  M, Bello  T, Baiyewu  O.  Stroke severity predicts poststroke delirium and its association with dementia: longitudinal observation from a low income setting.   J Neurol Sci. 2017;375:376-381. doi:10.1016/j.jns.2017.02.039PubMedGoogle ScholarCrossref
222.
Oldham  MA, Hawkins  KA, Lin  IH,  et al.  Depression predicts delirium after coronary artery bypass graft surgery independent of cognitive impairment and cerebrovascular disease: an analysis of the neuropsychiatric outcomes after heart surgery study.   Am J Geriatr Psychiatry. 2019;27(5):476-486. doi:10.1016/j.jagp.2018.12.025PubMedGoogle ScholarCrossref
223.
Pandharipande  P, Shintani  A, Peterson  J,  et al.  Lorazepam is an independent risk factor for transitioning to delirium in intensive care unit patients.   Anesthesiology. 2006;104(1):21-26. doi:10.1097/00000542-200601000-00005PubMedGoogle ScholarCrossref
224.
Pandharipande  PP, Morandi  A, Adams  JR,  et al.  Plasma tryptophan and tyrosine levels are independent risk factors for delirium in critically ill patients.   Intensive Care Med. 2009;35(11):1886-1892. doi:10.1007/s00134-009-1573-6PubMedGoogle ScholarCrossref
225.
Park  H, Kim  KW, Yoon  IY.  Smoking cessation and the risk of hyperactive delirium in hospitalized patients: a retrospective study.   Can J Psychiatry. 2016;61(10):643-651. doi:10.1177/0706743716652401PubMedGoogle ScholarCrossref
226.
Pasinska  P, Kowalska  K, Klimiec  E, Szyper-Maciejowska  A, Wilk  A, Klimkowicz-Mrowiec  A.  Frequency and predictors of post-stroke delirium in Prospective Observational Polish Study (PROPOLIS).   J Neurol. 2018;265(4):863-870. doi:10.1007/s00415-018-8782-2PubMedGoogle ScholarCrossref
227.
Patrono  D, Rigo  F, Bormida  S,  et al.  Graft factors as determinants of postoperative delirium after liver transplantation.   Updates Surg. 2020;72(4):1053-1063. doi:10.1007/s13304-020-00887-3PubMedGoogle ScholarCrossref
228.
Pedemonte  JC, Plummer  GS, Chamadia  S,  et al.  Electroencephalogram burst-suppression during cardiopulmonary bypass in elderly patients mediates postoperative delirium.   Anesthesiology. 2020;133(2):280-292. doi:10.1097/ALN.0000000000003328PubMedGoogle ScholarCrossref
229.
Pendlebury  ST, Lovett  NG, Smith  SC,  et al.  Observational, longitudinal study of delirium in consecutive unselected acute medical admissions: age-specific rates and associated factors, mortality and re-admission.   BMJ Open. 2015;5(11):e007808. doi:10.1136/bmjopen-2015-007808PubMedGoogle ScholarCrossref
230.
Peng  J, Wu  G, Chen  J, Chen  H.  Preoperative C-reactive protein/albumin ratio, a risk factor for postoperative delirium in elderly patients after total joint arthroplasty.   J Arthroplasty. 2019;34(11):2601-2605. doi:10.1016/j.arth.2019.06.042PubMedGoogle ScholarCrossref
231.
Pérez-Ros  P, Martínez-Arnau  FM, Baixauli-Alacreu  S, Caballero-Pérez  M, García-Gollarte  JF, Tarazona-Santabalbina  F.  Delirium predisposing and triggering factors in nursing home residents: a cohort trial-nested case-control study.   J Alzheimers Dis. 2019;70(4):1113-1122. doi:10.3233/JAD-190391PubMedGoogle ScholarCrossref
232.
Pioli  G, Bendini  C, Giusti  A,  et al.  Surgical delay is a risk factor of delirium in hip fracture patients with mild-moderate cognitive impairment.   Aging Clin Exp Res. 2019;31(1):41-47. doi:10.1007/s40520-018-0985-yPubMedGoogle ScholarCrossref
233.
Pipanmekaporn  T, Punjasawadwong  Y, Wongpakaran  N,  et al.  Risk factors and adverse clinical outcomes of postoperative delirium in Thai elderly patients: a prospective cohort study.   Perspect Psychiatr Care. 2021;57(3):1073-1082. doi:10.1111/ppc.12658PubMedGoogle ScholarCrossref
234.
Pollmann  CT, Mellingsæter  MR, Neerland  BE, Straume-Næsheim  T, Årøen  A, Watne  LO.  Orthogeriatric co-management reduces incidence of delirium in hip fracture patients.   Osteoporos Int. 2021;32(11):2225-2233. doi:10.1007/s00198-021-05974-8PubMedGoogle ScholarCrossref
235.
Pompei  P, Foreman  M, Rudberg  MA, Inouye  SK, Braund  V, Cassel  CK.  Delirium in hospitalized older persons: outcomes and predictors.   J Am Geriatr Soc. 1994;42(8):809-815. doi:10.1111/j.1532-5415.1994.tb06551.xPubMedGoogle ScholarCrossref
236.
Qi  J, Liu  C, Chen  L, Chen  J.  Postoperative serum albumin decrease independently predicts delirium in the elderly subjects after total joint arthroplasty.   Curr Pharm Des. 2020;26(3):386-394. doi:10.2174/1381612826666191227153150PubMedGoogle ScholarCrossref
237.
Qu  J, Chen  Y, Luo  G, Zhong  H, Xiao  W, Yin  H.  Delirium in the acute phase of ischemic stroke: incidence, risk factors, and effects on functional outcome.   J Stroke Cerebrovasc Dis. 2018;27(10):2641-2647. doi:10.1016/j.jstrokecerebrovasdis.2018.05.034PubMedGoogle ScholarCrossref
238.
Racine  AM, Fong  TG, Travison  TG,  et al.  Alzheimer’s-related cortical atrophy is associated with postoperative delirium severity in persons without dementia.   Neurobiol Aging. 2017;59:55-63. doi:10.1016/j.neurobiolaging.2017.07.010PubMedGoogle ScholarCrossref
239.
Radinovic  K, Markovic-Denic  L, Dubljanin-Raspopovic  E, Marinkovic  J, Milan  Z, Bumbasirevic  V.  Estimating the effect of incident delirium on short-term outcomes in aged hip fracture patients through propensity score analysis.   Geriatr Gerontol Int. 2015;15(7):848-855. doi:10.1111/ggi.12358PubMedGoogle ScholarCrossref
240.
Radinovic  K, Markovic Denic  L, Milan  Z, Cirkovic  A, Baralic  M, Bumbasirevic  V.  Impact of intraoperative blood pressure, blood pressure fluctuation, and pulse pressure on postoperative delirium in elderly patients with hip fracture: a prospective cohort study.   Injury. 2019;50(9):1558-1564. doi:10.1016/j.injury.2019.06.026PubMedGoogle ScholarCrossref
241.
Ranhoff  AH, Rozzini  R, Sabatini  T, Cassinadri  A, Boffelli  S, Trabucchi  M.  Delirium in a sub-intensive care unit for the elderly: occurrence and risk factors.   Aging Clin Exp Res. 2006;18(5):440-445. doi:10.1007/BF03324841PubMedGoogle ScholarCrossref
242.
Rao  A, Shi  SM, Afilalo  J,  et al.  Physical performance and risk of postoperative delirium in older adults undergoing aortic valve replacement.   Clin Interv Aging. 2020;15(15):1471-1479. doi:10.2147/CIA.S257079PubMedGoogle ScholarCrossref
243.
Ren  Q, Wen  YZ, Wang  J,  et al.  Elevated level of serum C-reactive protein predicts postoperative delirium among patients receiving cervical or lumbar surgery.   Biomed Res Int. 2020;2020:5480148. doi:10.1155/2020/5480148PubMedGoogle ScholarCrossref
244.
Ritchie  CW, Newman  TH, Leurent  B, Sampson  EL.  The association between C-reactive protein and delirium in 710 acute elderly hospital admissions.   Int Psychogeriatr. 2014;26(5):717-724. doi:10.1017/S1041610213002433PubMedGoogle ScholarCrossref
245.
Rizzi  MA, Torres Bonafonte  OH, Alquezar  A,  et al.  Prognostic value and risk factors of delirium in emergency patients with decompensated heart failure.   J Am Med Dir Assoc. 2015;16(9):799.e1-799.e6. doi:10.1016/j.jamda.2015.06.006PubMedGoogle ScholarCrossref
246.
Robinson  TN, Raeburn  CD, Tran  ZV, Angles  EM, Brenner  LA, Moss  M.  Postoperative delirium in the elderly: risk factors and outcomes.   Ann Surg. 2009;249(1):173-178. doi:10.1097/SLA.0b013e31818e4776PubMedGoogle ScholarCrossref
247.
Rudolph  JL, Jones  RN, Grande  LJ,  et al.  Impaired executive function is associated with delirium after coronary artery bypass graft surgery.   J Am Geriatr Soc. 2006;54(6):937-941. doi:10.1111/j.1532-5415.2006.00735.xPubMedGoogle ScholarCrossref
248.
Rudolph  JL, Babikian  VL, Treanor  P,  et al.  Microemboli are not associated with delirium after coronary artery bypass graft surgery.   Perfusion. 2009;24(6):409-415. doi:10.1177/0267659109358207PubMedGoogle ScholarCrossref
249.
Sánchez-Hurtado  LA, Hernández-Sánchez  N, Del Moral-Armengol  M,  et al.  Incidence of delirium in critically ill cancer patients.   Pain Res Manag. 2018;2018:4193275. doi:10.1155/2018/4193275PubMedGoogle ScholarCrossref
250.
Schoen  J, Meyerrose  J, Paarmann  H, Heringlake  M, Hueppe  M, Berger  KU.  Preoperative regional cerebral oxygen saturation is a predictor of postoperative delirium in on-pump cardiac surgery patients: a prospective observational trial.   Crit Care. 2011;15(5):R218. doi:10.1186/cc10454PubMedGoogle ScholarCrossref
251.
Schor  JD, Levkoff  SE, Lipsitz  LA,  et al.  Risk factors for delirium in hospitalized elderly.   JAMA. 1992;267(6):827-831. doi:10.1001/jama.1992.03480060073033PubMedGoogle ScholarCrossref
252.
Schreiber  MP, Colantuoni  E, Bienvenu  OJ,  et al.  Corticosteroids and transition to delirium in patients with acute lung injury.   Crit Care Med. 2014;42(6):1480-1486. doi:10.1097/CCM.0000000000000247PubMedGoogle ScholarCrossref
253.
Serafim  RB, Dutra  MF, Saddy  F,  et al.  Delirium in postoperative nonventilated intensive care patients: risk factors and outcomes.   Ann Intensive Care. 2012;2(1):51. doi:10.1186/2110-5820-2-51PubMedGoogle ScholarCrossref
254.
Seymour  CW, Pandharipande  PP, Koestner  T,  et al.  Diurnal sedative changes during intensive care: impact on liberation from mechanical ventilation and delirium.   Crit Care Med. 2012;40(10):2788-2796. doi:10.1097/CCM.0b013e31825b8adePubMedGoogle ScholarCrossref
255.
Shen  H, Shao  Y, Chen  J, Guo  J.  Insulin-like growth factor-1, a potential predicative biomarker for postoperative delirium among elderly patients with open abdominal surgery.   Curr Pharm Des. 2016;22(38):5879-5883. doi:10.2174/1381612822666160813234311PubMedGoogle ScholarCrossref
256.
Sheng  AZ, Shen  Q, Cordato  D, Zhang  YY, Yin Chan  DK.  Delirium within three days of stroke in a cohort of elderly patients.   J Am Geriatr Soc. 2006;54(8):1192-1198. doi:10.1111/j.1532-5415.2006.00806.xPubMedGoogle ScholarCrossref
257.
Shim  J, DePalma  G, Sands  LP, Leung  JM.  Prognostic significance of postoperative subsyndromal delirium.   Psychosomatics. 2015;56(6):644-651. doi:10.1016/j.psym.2015.05.002PubMedGoogle ScholarCrossref
258.
Shin  JE, Kyeong  S, Lee  JS,  et al.  A personality trait contributes to the occurrence of postoperative delirium: a prospective study.   BMC Psychiatry. 2016;16(1):371. doi:10.1186/s12888-016-1079-zPubMedGoogle ScholarCrossref
259.
Shioiri  A, Kurumaji  A, Takeuchi  T, Matsuda  H, Arai  H, Nishikawa  T.  White matter abnormalities as a risk factor for postoperative delirium revealed by diffusion tensor imaging.   Am J Geriatr Psychiatry. 2010;18(8):743-753. doi:10.1097/JGP.0b013e3181d145c5PubMedGoogle ScholarCrossref
260.
Shioiri  A, Kurumaji  A, Takeuchi  T, Nemoto  K, Arai  H, Nishikawa  T.  A decrease in the volume of gray matter as a risk factor for postoperative delirium revealed by an Atlas-based method.   Am J Geriatr Psychiatry. 2016;24(7):528-536. doi:10.1016/j.jagp.2015.09.002PubMedGoogle ScholarCrossref
261.
Sieber  FE, Mears  S, Lee  H, Gottschalk  A.  Postoperative opioid consumption and its relationship to cognitive function in older adults with hip fracture.   J Am Geriatr Soc. 2011;59(12):2256-2262. doi:10.1111/j.1532-5415.2011.03729.xPubMedGoogle ScholarCrossref
262.
Siew  ED, Fissell  WH, Tripp  CM,  et al.  Acute kidney injury as a risk factor for delirium and coma during critical illness.   Am J Respir Crit Care Med. 2017;195(12):1597-1607. doi:10.1164/rccm.201603-0476OCPubMedGoogle ScholarCrossref
263.
Singler  K, Thiem  U, Christ  M,  et al.  Aspects and assessment of delirium in old age: first data from a German interdisciplinary emergency department.   Z Gerontol Geriatr. 2014;47(8):680-685. doi:10.1007/s00391-014-0615-zPubMedGoogle ScholarCrossref
264.
Slor  CJ, de Jonghe  JF, Vreeswijk  R,  et al.  Anesthesia and postoperative delirium in older adults undergoing hip surgery.   J Am Geriatr Soc. 2011;59(7):1313-1319. doi:10.1111/j.1532-5415.2011.03452.xPubMedGoogle ScholarCrossref
265.
Slor  CJ, Witlox  J, Adamis  D,  et al.  The trajectory of C-reactive protein serum levels in older hip fracture patients with postoperative delirium.   Int J Geriatr Psychiatry. 2019;34(10):1438-1446. doi:10.1002/gps.5139PubMedGoogle ScholarCrossref
266.
Smulter  N, Lingehall  HC, Gustafson  Y,  et al.  Disturbances in oxygen balance during cardiopulmonary bypass: a risk factor for postoperative delirium.   J Cardiothorac Vasc Anesth. 2018;32(2):684-690. doi:10.1053/j.jvca.2017.08.035PubMedGoogle ScholarCrossref
267.
Soehle  M, Dittmann  A, Ellerkmann  RK, Baumgarten  G, Putensen  C, Guenther  U.  Intraoperative burst suppression is associated with postoperative delirium following cardiac surgery: a prospective, observational study.   BMC Anesthesiol. 2015;15(Apr):61. doi:10.1186/s12871-015-0051-7PubMedGoogle ScholarCrossref
268.
Soh  S, Shim  JK, Song  JW, Choi  N, Kwak  YL.  Preoperative transcranial Doppler and cerebral oximetry as predictors of delirium following valvular heart surgery: a case-control study.   J Clin Monit Comput. 2020;34(4):715-723. doi:10.1007/s10877-019-00385-xPubMedGoogle ScholarCrossref
269.
Sosa  FA, Roberti  J, Franco  MT, Kleinert  MM, Patrón  AR, Osatnik  J.  Assessment of delirium using the PRE-DELIRIC model in an intensive care unit in Argentina. Avaliação de delirium com uso do modelo PRE-DELIRIC em uma unidade de terapia intensiva na Argentina.   Rev Bras Ter Intensiva. 2018;30(1):50-56. doi:10.5935/0103-507X.20180010PubMedGoogle ScholarCrossref
270.
Srinonprasert  V, Pakdeewongse  S, Assanasen  J,  et al.  Risk factors for developing delirium in older patients admitted to general medical wards.   J Med Assoc Thai. 2011;94(suppl 1):S99-S104.PubMedGoogle Scholar
271.
Štubljar  D, Štefin  M, Tacar  MP, Cerović  O, Grosek  Š.  Prolonged hospitalization is a risk factor for delirium onset: one-day prevalence study in Slovenian intensive care units.   Acta Clin Croat. 2019;58(2):265-273. doi:10.20471/acc.2019.58.02.09PubMedGoogle ScholarCrossref
272.
Styra  R, Larsen  E, Dimas  MA,  et al.  The effect of preoperative cognitive impairment and type of vascular surgery procedure on postoperative delirium with associated cost implications.   J Vasc Surg. 2019;69(1):201-209. doi:10.1016/j.jvs.2018.05.001PubMedGoogle ScholarCrossref
273.
Susano  MJ, Grasfield  RH, Friese  M,  et al.  Brief preoperative screening for frailty and cognitive impairment predicts delirium after spine surgery.   Anesthesiology. 2020;133(6):1184-1191. doi:10.1097/ALN.0000000000003523PubMedGoogle ScholarCrossref
274.
Taipale  PG, Ratner  PA, Galdas  PM,  et al.  The association between nurse-administered midazolam following cardiac surgery and incident delirium: an observational study.   Int J Nurs Stud. 2012;49(9):1064-1073. doi:10.1016/j.ijnurstu.2012.03.008PubMedGoogle ScholarCrossref
275.
Tan  MC, Felde  A, Kuskowski  M,  et al.  Incidence and predictors of post-cardiotomy delirium.   Am J Geriatr Psychiatry. 2008;16(7):575-583. doi:10.1097/JGP.0b013e318172b418PubMedGoogle ScholarCrossref
276.
Tao  L, Xiaodong  X, Qiang  M, Jiao  L, Xu  Z.  Prediction of postoperative delirium by comprehensive geriatric assessment among elderly patients with hip fracture.   Ir J Med Sci. 2019;188(4):1311-1315. doi:10.1007/s11845-019-02011-wPubMedGoogle ScholarCrossref
277.
Thillainadesan  J, Mudge  AM, Aitken  SJ,  et al.  The prognostic performance of frailty for delirium and functional decline in vascular surgery patients.   J Am Geriatr Soc. 2021;69(3):688-695. doi:10.1111/jgs.16907PubMedGoogle ScholarCrossref
278.
Thisayakorn  P, Tangwongchai  S, Tantavisut  S,  et al.  Immune, blood cell, and blood gas biomarkers of delirium in elderly individuals with hip fracture surgery.   Dement Geriatr Cogn Disord. 2021;50(2):161-169. doi:10.1159/000517510PubMedGoogle ScholarCrossref
279.
Theologou  S, Giakoumidakis  K, Charitos  C.  Perioperative predictors of delirium and incidence factors in adult patients post cardiac surgery.   Pragmat Obs Res. 2018;9:11-19. doi:10.2147/POR.S157909PubMedGoogle ScholarCrossref
280.
Tiwary  N, Treggiari  MM, Yanez  ND,  et al.  Agreement between the mini-cog in the preoperative clinic and on the day of surgery and association with postanesthesia care unit delirium: a cohort study of cognitive screening in older adults.   Anesth Analg. 2021;132(4):1112-1119. doi:10.1213/ANE.0000000000005197PubMedGoogle ScholarCrossref
281.
Tong  C, Huang  C, Wu  J, Xu  M, Cao  H.  The prevalence and impact of undiagnosed mild cognitive impairment in elderly patients undergoing thoracic surgery: a prospective cohort study.   J Cardiothorac Vasc Anesth. 2020;34(9):2413-2418. doi:10.1053/j.jvca.2020.03.011PubMedGoogle ScholarCrossref
282.
Tripp  BA, Dillon  ST, Yuan  M,  et al.  Targeted metabolomics analysis of postoperative delirium.   Sci Rep. 2021;11(1):1521. doi:10.1038/s41598-020-80412-zPubMedGoogle ScholarCrossref
283.
Tsuruta  R, Oda  Y, Shintani  A,  et al; Japanese Epidemiology of Delirium in ICUs (JEDI) Study Investigators.  Delirium and coma evaluated in mechanically ventilated patients in the intensive care unit in Japan: a multi-institutional prospective observational study.   J Crit Care. 2014;29(3):472.e1-472.e5. doi:10.1016/j.jcrc.2014.01.021PubMedGoogle ScholarCrossref
284.
Tully  PJ, Baker  RA, Winefield  HR, Turnbull  DA.  Depression, anxiety disorders and type D personality as risk factors for delirium after cardiac surgery.   Aust N Z J Psychiatry. 2010;44(11):1005-1011.PubMedGoogle Scholar
285.
Uchida  M, Okuyama  T, Ito  Y,  et al.  Prevalence, course and factors associated with delirium in elderly patients with advanced cancer: a longitudinal observational study.   Jpn J Clin Oncol. 2015;45(10):934-940. doi:10.1093/jjco/hyv100PubMedGoogle ScholarCrossref
286.
Uguz  F, Kayrak  M, Cíçek  E, Kayhan  F, Ari  H, Altunbas  G.  Delirium following acute myocardial infarction: incidence, clinical profiles, and predictors.   Perspect Psychiatr Care. 2010;46(2):135-142. doi:10.1111/j.1744-6163.2010.00249.xPubMedGoogle ScholarCrossref
287.
van der Mast  RC, van den Broek  WW, Fekkes  D, Pepplinkhuizen  L, Habbema  JD.  Is delirium after cardiac surgery related to plasma amino acids and physical condition?   J Neuropsychiatry Clin Neurosci. 2000;12(1):57-63. doi:10.1176/jnp.12.1.57PubMedGoogle ScholarCrossref
288.
van der Wulp  K, van Wely  M, van Heijningen  L,  et al.  Delirium after transcatheter aortic valve implantation under general anesthesia: incidence, predictors, and relation to long-term survival.   J Am Geriatr Soc. 2019;67(11):2325-2330. doi:10.1111/jgs.16087PubMedGoogle ScholarCrossref
289.
Van Grootven  B, Detroyer  E, Devriendt  E,  et al.  Is preoperative state anxiety a risk factor for postoperative delirium among elderly hip fracture patients?   Geriatr Gerontol Int. 2016;16(8):948-955. doi:10.1111/ggi.12581PubMedGoogle ScholarCrossref
290.
van Munster  BC, Korevaar  JC, Zwinderman  AH, Levi  M, Wiersinga  WJ, De Rooij  SE.  Time-course of cytokines during delirium in elderly patients with hip fractures.   J Am Geriatr Soc. 2008;56(9):1704-1709. doi:10.1111/j.1532-5415.2008.01851.xPubMedGoogle ScholarCrossref
291.
van Munster  BC, Korevaar  JC, Korse  CM, Bonfrer  JM, Zwinderman  AH, de Rooij  SE.  Serum S100B in elderly patients with and without delirium.   Int J Geriatr Psychiatry. 2010;25(3):234-239. doi:10.1002/gps.2326PubMedGoogle ScholarCrossref
292.
van Munster  BC, Yazdanpanah  M, Tanck  MW,  et al.  Genetic polymorphisms in the DRD2, DRD3, and SLC6A3 gene in elderly patients with delirium.   Am J Med Genet B Neuropsychiatr Genet. 2010;153B(1):38-45. doi:10.1002/ajmg.b.30943PubMedGoogle ScholarCrossref
293.
van Munster  BC, Bisschop  PH, Zwinderman  AH,  et al.  Cortisol, interleukins and S100B in delirium in the elderly.   Brain Cogn. 2010;74(1):18-23. doi:10.1016/j.bandc.2010.05.010PubMedGoogle ScholarCrossref
294.
van Munster  BC, Thomas  C, Kreisel  SH,  et al.  Longitudinal assessment of serum anticholinergic activity in delirium of the elderly.   J Psychiatr Res. 2012;46(10):1339-1345. doi:10.1016/j.jpsychires.2012.06.015PubMedGoogle ScholarCrossref
295.
Vasunilashorn  SM, Dillon  ST, Inouye  SK,  et al.  High C-reactive protein predicts delirium incidence, duration, and feature severity after major noncardiac surgery.   J Am Geriatr Soc. 2017;65(8):e109-e116. doi:10.1111/jgs.14913PubMedGoogle ScholarCrossref
296.
Vasunilashorn  SM, Ngo  LH, Jones  RN,  et al.  The Association between C-reactive protein and postoperative delirium differs by catechol-o-methyltransferase genotype.   Am J Geriatr Psychiatry. 2019;27(1):1-8. doi:10.1016/j.jagp.2018.09.007PubMedGoogle ScholarCrossref
297.
Vaurio  LE, Sands  LP, Wang  Y, Mullen  EA, Leung  JM.  Postoperative delirium: the importance of pain and pain management.   Anesth Analg. 2006;102(4):1267-1273. doi:10.1213/01.ane.0000199156.59226.afPubMedGoogle ScholarCrossref
298.
Veliz-Reissmüller  G, Agüero Torres  H, van der Linden  J, Lindblom  D, Eriksdotter Jönhagen  M.  Pre-operative mild cognitive dysfunction predicts risk for post-operative delirium after elective cardiac surgery.   Aging Clin Exp Res. 2007;19(3):172-177. doi:10.1007/BF03324686PubMedGoogle ScholarCrossref
299.
Verloo  H, Goulet  C, Morin  D, von Gunten  A.  Association between frailty and delirium in older adult patients discharged from hospital.   Clin Interv Aging. 2016;11:55-63. doi:10.2147/CIA.S100576PubMedGoogle ScholarCrossref
300.
Villalpando-Berumen  JM, Pineda-Colorado  AM, Palacios  P, Reyes-Guerrero  J, Villa  AR, Gutiérrez-Robledo  LM.  Incidence of delirium, risk factors, and long-term survival of elderly patients hospitalized in a medical specialty teaching hospital in Mexico City.   Int Psychogeriatr. 2003;15(4):325-336. doi:10.1017/S104161020300958XPubMedGoogle ScholarCrossref
301.
Vondeling  AM, Knol  W, Egberts  TCG, Slooter  AJC.  Anticholinergic drug exposure at intensive care unit admission affects the occurrence of delirium: a prospective cohort study.   Eur J Intern Med. 2020;78:121-126. doi:10.1016/j.ejim.2020.04.062PubMedGoogle ScholarCrossref
302.
Wada  S, Inoguchi  H, Sadahiro  R,  et al.  Preoperative anxiety as a predictor of delirium in cancer patients: a prospective observational cohort study.   World J Surg. 2019;43(1):134-142. doi:10.1007/s00268-018-4761-0PubMedGoogle ScholarCrossref
303.
Wan  T, Wei  P, Yao  Y, Liu  H, Li  J.  Association of carotid plaque and serum lipoprotein-associated phospholipase A2 (LP-PLA2) with postoperative delirium in geriatric patients undergoing hip replacement: a prospective cohort study.   Med Sci Monit. 2020;26:e927763. doi:10.12659/MSM.927763PubMedGoogle ScholarCrossref
304.
Wang  J, Ji  Y, Wang  N,  et al.  Risk factors for the incidence of delirium in cerebrovascular patients in a neurosurgery intensive care unit: a prospective study.   J Clin Nurs. 2018;27(1-2):407-415. doi:10.1111/jocn.13943PubMedGoogle ScholarCrossref
305.
Wang  CM, Huang  HW, Wang  YM,  et al.  Incidence and risk factors of postoperative delirium in patients admitted to the ICU after elective intracranial surgery: a prospective cohort study.   Eur J Anaesthesiol. 2020;37(1):14-24. doi:10.1097/EJA.0000000000001074PubMedGoogle ScholarCrossref
306.
Wang  J, Ji  Y, Wang  N,  et al.  Establishment and validation of a delirium prediction model for neurosurgery patients in intensive care.   Int J Nurs Pract. 2020;26(4):e12818. doi:10.1111/ijn.12818PubMedGoogle ScholarCrossref
307.
Wang  G, Zhang  L, Qi  Y,  et al.  Development and validation of a postoperative delirium prediction model for elderly orthopedic patients in the intensive care unit.   J Healthc Eng. 2021;2021:9959077. doi:10.1155/2021/9959077PubMedGoogle ScholarCrossref
308.
Wang  ML, Min  J, Sands  LP, Leung  JM; Perioperative Medicine Research Group.  Midazolam premedication immediately before surgery is not associated with early postoperative delirium.   Anesth Analg. 2021;133(3):765-771. doi:10.1213/ANE.0000000000005482PubMedGoogle ScholarCrossref
309.
Watne  LO, Hall  RJ, Molden  E,  et al.  Anticholinergic activity in cerebrospinal fluid and serum in individuals with hip fracture with and without delirium.   J Am Geriatr Soc. 2014;62(1):94-102. doi:10.1111/jgs.12612PubMedGoogle ScholarCrossref
310.
Watne  LO, Idland  AV, Fekkes  D,  et al.  Increased CSF levels of aromatic amino acids in hip fracture patients with delirium suggests higher monoaminergic activity.   BMC Geriatr. 2016;16:149. doi:10.1186/s12877-016-0324-0PubMedGoogle ScholarCrossref
311.
Wesselink  EM, Kappen  TH, van Klei  WA, Dieleman  JM, van Dijk  D, Slooter  AJC.  Intraoperative hypotension and delirium after on-pump cardiac surgery.   Br J Anaesth. 2015;115(3):427-433. doi:10.1093/bja/aev256PubMedGoogle ScholarCrossref
312.
Wilson  K, Broadhurst  C, Diver  M, Jackson  M, Mottram  P.  Plasma insulin growth factor-1 and incident delirium in older people.   Int J Geriatr Psychiatry. 2005;20(2):154-159. doi:10.1002/gps.1265PubMedGoogle ScholarCrossref
313.
Witlox  J, Kalisvaart  KJ, de Jonghe  JF,  et al.  Cerebrospinal fluid β-amyloid and tau are not associated with risk of delirium: a prospective cohort study in older adults with hip fracture.   J Am Geriatr Soc. 2011;59(7):1260-1267. doi:10.1111/j.1532-5415.2011.03482.xPubMedGoogle ScholarCrossref
314.
Witlox  J, Adamis  D, Koenderman  L,  et al.  Preoperative cerebrospinal fluid cortisol and the risk of postoperative delirium: a prospective study of older hip fracture patients.   Dement Geriatr Cogn Disord. 2020;49(6):604-610. doi:10.1159/000512984PubMedGoogle ScholarCrossref
315.
Wood  MD, Maslove  DM, Muscedere  JG, Day  AG, Gordon Boyd  J; Cerebral Oxygenation and Neurological Outcomes Following Critical Illness (CONFOCAL) Research Group; Canadian Critical Care Trials Group.  Low brain tissue oxygenation contributes to the development of delirium in critically ill patients: a prospective observational study.   J Crit Care. 2017;41:289-295. doi:10.1016/j.jcrc.2017.06.009PubMedGoogle ScholarCrossref
316.
Wu  J, Gao  S, Zhang  S,  et al.  Perioperative risk factors for recovery room delirium after elective non-cardiovascular surgery under general anaesthesia.   Perioper Med (Lond). 2021;10(1):3. doi:10.1186/s13741-020-00174-0PubMedGoogle ScholarCrossref
317.
Xie  Z, Swain  CA, Ward  SA,  et al.  Preoperative cerebrospinal fluid β-amyloid/tau ratio and postoperative delirium.   Ann Clin Transl Neurol. 2014;1(5):319-328. doi:10.1002/acn3.58PubMedGoogle ScholarCrossref
318.
Xing  J, Yuan  Z, Jie  Y, Liu  Y, Wang  M, Sun  Y.  Risk factors for delirium: are therapeutic interventions part of it?   Neuropsychiatr Dis Treat. 2019;15:1321-1327. doi:10.2147/NDT.S192836PubMedGoogle ScholarCrossref
319.
Xu  W, Ma  H, Li  W, Zhang  C.  The risk factors of postoperative delirium in patients with hip fracture: implication for clinical management.   BMC Musculoskelet Disord. 2021;22(1):254. doi:10.1186/s12891-021-04091-1PubMedGoogle ScholarCrossref
320.
Yam  KK, Shea  YF, Chan  TC,  et al.  Prevalence and risk factors of delirium and subsyndromal delirium in Chinese older adults.   Geriatr Gerontol Int. 2018;18(12):1625-1628. doi:10.1111/ggi.13545PubMedGoogle ScholarCrossref
321.
Yoshimura  Y, Kubo  S, Shirata  K,  et al.  Risk factors for postoperative delirium after liver resection for hepatocellular carcinoma.   World J Surg. 2004;28(10):982-986. doi:10.1007/s00268-004-7344-1PubMedGoogle ScholarCrossref
322.
Yuan  Y, Li  Z, Yang  N,  et al.  Exosome α-synuclein release in plasma may be associated with postoperative delirium in hip fracture patients.   Front Aging Neurosci. 2020;12:67. doi:10.3389/fnagi.2020.00067PubMedGoogle ScholarCrossref
323.
Zaal  IJ, Spruyt  CF, Peelen  LM,  et al.  Intensive care unit environment may affect the course of delirium.   Intensive Care Med. 2013;39(3):481-488. doi:10.1007/s00134-012-2726-6PubMedGoogle ScholarCrossref
324.
Zhang  DF, Su  X, Meng  ZT,  et al.  Preoperative severe hypoalbuminemia is associated with an increased risk of postoperative delirium in elderly patients: results of a secondary analysis.   J Crit Care. 2018;44:45-50. doi:10.1016/j.jcrc.2017.09.182PubMedGoogle ScholarCrossref
325.
Zhang  Y, He  ST, Nie  B, Li  XY, Wang  DX.  Emergence delirium is associated with increased postoperative delirium in elderly: a prospective observational study.   J Anesth. 2020;34(5):675-687. doi:10.1007/s00540-020-02805-8PubMedGoogle ScholarCrossref
326.
Zhang  F, He  ST, Zhang  Y, Mu  DL, Wang  DX.  Malnutrition is not related with emergence delirium in older patients after noncardiac surgery.   BMC Geriatr. 2021;21(1):319. doi:10.1186/s12877-021-02270-2PubMedGoogle ScholarCrossref
327.
Zhang  R, Bai  L, Han  X, Huang  S, Zhou  L, Duan  J.  Incidence, characteristics, and outcomes of delirium in patients with noninvasive ventilation: a prospective observational study.   BMC Pulm Med. 2021;21(1):157. doi:10.1186/s12890-021-01517-3PubMedGoogle ScholarCrossref
328.
Zhao  Y, Xia  X, Xie  D,  et al.  Geriatric Nutritional Risk Index can predict postoperative delirium and hospital length of stay in elderly patients undergoing non-cardiac surgery.   Geriatr Gerontol Int. 2020;20(8):759-764. doi:10.1111/ggi.13963PubMedGoogle ScholarCrossref
329.
Zhao  Y, Yue  J, Lei  P,  et al.  Neutrophil-lymphocyte ratio as a predictor of delirium in older internal medicine patients: a prospective cohort study.   BMC Geriatr. 2021;21(1):334. doi:10.1186/s12877-021-02284-wPubMedGoogle ScholarCrossref
330.
Zipprich  HM, Arends  MC, Schumacher  U,  et al.  Outcome of older patients with acute neuropsychological symptoms not fulfilling criteria of delirium.   J Am Geriatr Soc. 2020;68(7):1469-1475. doi:10.1111/jgs.16422PubMedGoogle ScholarCrossref
331.
Zrour  C, Haddad  R, Zoghbi  M, Kharsa  Z, Hijazi  M, Naja  W.  Prospective, multi-centric benchmark study assessing delirium: prevalence, incidence and its correlates in hospitalized elderly Lebanese patients.   Aging Clin Exp Res. 2020;32(4):689-697. doi:10.1007/s40520-019-01242-2PubMedGoogle ScholarCrossref
332.
Ryan  DJ, O’Regan  NA, Caoimh  RO,  et al.  Delirium in an adult acute hospital population: predictors, prevalence and detection.   BMJ Open. 2013;3(1):e001772. doi:10.1136/bmjopen-2012-001772 PubMedGoogle ScholarCrossref
333.
Inouye  SK.  Prevention of delirium in hospitalized older patients: risk factors and targeted intervention strategies.   Ann Med. 2000;32(4):257-263. doi:10.3109/07853890009011770 PubMedGoogle ScholarCrossref
334.
Lahariya  S, Grover  S, Bagga  S, Sharma  A.  Delirium in patients admitted to a cardiac intensive care unit with cardiac emergencies in a developing country: incidence, prevalence, risk factor and outcome.   Gen Hosp Psychiatry. 2014;36(2):156-164. doi:10.1016/j.genhosppsych.2013.10.010 PubMedGoogle ScholarCrossref
335.
FitzGerald  JM.  Delirium clinical motor subtypes: a narrative review of the literature and insights from neurobiology.   Aging Ment Health. 2018;22(4):431-443. doi:10.1080/13607863.2017.1310802 PubMedGoogle ScholarCrossref
336.
Boettger  S, Breitbart  W.  Phenomenology of the subtypes of delirium: phenomenological differences between hyperactive and hypoactive delirium.   Palliat Support Care. 2011;9(2):129-135. doi:10.1017/S1478951510000672 PubMedGoogle ScholarCrossref
337.
Liptzin  B, Levkoff  SE.  An empirical study of delirium subtypes.   Br J Psychiatry. 1992;161:843-845. doi:10.1192/bjp.161.6.843 PubMedGoogle ScholarCrossref
338.
Stagno  D, Gibson  C, Breitbart  W.  The delirium subtypes: a review of prevalence, phenomenology, pathophysiology, and treatment response.   Palliat Support Care. 2004;2(2):171-179. doi:10.1017/S1478951504040234 PubMedGoogle ScholarCrossref
339.
American Psychiatric Association.  Diagnostic and Statistical Manual of Mental Disorders. 5th ed. American Psychiatric Association; 2013.
340.
Grover  S, Ghosh  A, Sarkar  S, Desouza  A, Yaddanapudi  LN, Basu  D.  Delirium in intensive care unit: phenomenology, subtypes, and factor structure of symptoms.   Indian J Psychol Med. 2018;40(2):169-177. doi:10.4103/IJPSYM.IJPSYM_274_17 PubMedGoogle ScholarCrossref
341.
Mattoo  SK, Grover  S, Chakravarty  K, Trzepacz  PT, Meagher  DJ, Gupta  N.  Symptom profile and etiology of delirium in a referral population in northern india: factor analysis of the DRS-R98.   J Neuropsychiatry Clin Neurosci. 2012;24(1):95-101. doi:10.1176/appi.neuropsych.11010009 PubMedGoogle ScholarCrossref
342.
Leonard  M, Donnelly  S, Conroy  M, Trzepacz  P, Meagher  DJ.  Phenomenological and neuropsychological profile across motor variants of delirium in a palliative-care unit.   J Neuropsychiatry Clin Neurosci. 2011;23(2):180-188. doi:10.1176/jnp.23.2.jnp180 PubMedGoogle ScholarCrossref
343.
Leentjens  AF, Schieveld  JN, Leonard  M, Lousberg  R, Verhey  FR, Meagher  DJ.  A comparison of the phenomenology of pediatric, adult, and geriatric delirium.   J Psychosom Res. 2008;64(2):219-223. doi:10.1016/j.jpsychores.2007.11.003 PubMedGoogle ScholarCrossref
344.
Krewulak  KD, Stelfox  HT, Leigh  JP, Ely  EW, Fiest  KM.  Incidence and prevalence of delirium subtypes in an adult ICU: a systematic review and meta-analysis.   Crit Care Med. 2018;46(12):2029-2035. doi:10.1097/CCM.0000000000003402 PubMedGoogle ScholarCrossref
345.
O’Keeffe  ST, Lavan  JN.  Clinical significance of delirium subtypes in older people.   Age Ageing. 1999;28(2):115-119. doi:10.1093/ageing/28.2.115 PubMedGoogle ScholarCrossref
346.
Gual  N, Inzitari  M, Carrizo  G,  et al.  Delirium subtypes and associated characteristics in older patients with exacerbation of chronic conditions.   Am J Geriatr Psychiatry. 2018;26(12):1204-1212. doi:10.1016/j.jagp.2018.07.003 PubMedGoogle ScholarCrossref
347.
Leonard  M, Adamis  D, Saunders  J, Trzepacz  P, Meagher  D.  A longitudinal study of delirium phenomenology indicates widespread neural dysfunction.   Palliat Support Care. 2015;13(2):187-196. doi:10.1017/S147895151300093X PubMedGoogle ScholarCrossref
348.
Shafi  MM, Santarnecchi  E, Fong  TG,  et al.  Advancing the neurophysiological understanding of delirium.   J Am Geriatr Soc. 2017;65(6):1114-1118. doi:10.1111/jgs.14748 PubMedGoogle ScholarCrossref
349.
Maldonado  JR.  Acute brain failure: pathophysiology, diagnosis, management, and sequelae of delirium.   Crit Care Clin. 2017;33(3):461-519. doi:10.1016/j.ccc.2017.03.013 PubMedGoogle ScholarCrossref
350.
Khan  BA, Zawahiri  M, Campbell  NL, Boustani  MA.  Biomarkers for delirium—a review.   J Am Geriatr Soc. 2011;59(0 2)(suppl 2):S256-S261. doi:10.1111/j.1532-5415.2011.03702.x PubMedGoogle ScholarCrossref
351.
Jalleh  R, Koh  K, Choi  B, Liu  E, Maddison  J, Hutchinson  MR.  Role of microglia and toll-like receptor 4 in the pathophysiology of delirium.   Med Hypotheses. 2012;79(6):735-739. doi:10.1016/j.mehy.2012.08.013 PubMedGoogle ScholarCrossref
352.
Hshieh  TT, Yue  J, Oh  E,  et al.  Effectiveness of multicomponent nonpharmacological delirium interventions: a meta-analysis.   JAMA Intern Med. 2015;175(4):512-520. doi:10.1001/jamainternmed.2014.7779 PubMedGoogle ScholarCrossref
353.
LaHue  SC, Maselli  J, Rogers  S,  et al.  Outcomes following implementation of a hospital-wide, multicomponent delirium care pathway.   J Hosp Med. 2021;16(7):397-403. doi:10.12788/jhm.3604 PubMedGoogle ScholarCrossref
×