Objective
To compare longitudinal changes in the hippocampal structure in subjects with very mild dementia of the Alzheimer type (DAT) treated with donepezil hydrochloride, untreated subjects with very mild DAT, and controls without dementia.
Design
MPRAGE sequences were collected approximately 2 years apart on two 1.5-T magnetic resonance imaging systems, yielding 2 cohorts. Large-deformation high-dimensional brain mapping was used to compute deformation of hippocampal subfields.
Setting
A dementia clinic at Washington University School of Medicine.
Patients or Other Participants
Subjects came from 2 sources: 18 untreated subjects with DAT and 26 controls were drawn from a previous longitudinal study; 18 treated subjects with DAT were studied prospectively, and 44 controls were drawn from a longitudinal study from the same period.
Intervention
Patients were prescribed donepezil by their physician.
Main Outcome Measures
Hippocampal volume loss and surface deformation.
Results
There was no significant cohort effect at baseline; therefore, the 2 groups of control subjects were combined. The potential confounding effect of cohort/scanner was dealt with by including it as a covariate in statistical tests. There was no significant group effect in the rate of change of hippocampal volume or subfield deformation. Further exploration showed that compared with the untreated subjects with DAT, the treated subjects with DAT did not differ in the rate of change in any of the hippocampal measures. They also did not differ from the controls, while the untreated subjects with DAT differed from the controls in the rates of change of hippocampal volume and CA1 and subiculum subfield deformations.
Conclusions
Treatment with donepezil did not alter the progression of hippocampal deformation in subjects with DAT in this study. Small sample size may have contributed to this outcome.
The effects of acetylcholinesterase (AChE) inhibitors on the symptoms of dementia of the Alzheimer type (DAT) can be highly variable.1 Although AChE inhibitors demonstrate modest overall benefits compared with placebo for stabilizing or slowing decline in mild to moderate Alzheimer disease (AD),2 summary estimates show small effect sizes.3 It is not currently possible to identify those who will respond to treatment prior to treatment.4 Cognitive improvements associated with AChE inhibitor treatment are often only temporary and when declines in cognition resume, they proceed similarly in patients who have received treatment and placebo.2-4 Moreover, there is no obvious neural mechanism by which AChE inhibitors might exert neuroprotective effects.5,6 Neuromorphometric measures are increasingly being studied as potential biomarkers for improved antemortem diagnosis of DAT and detection of disease modification following treatment.7,8 Using large-deformation high-dimensional brain mapping, we reported previously that reduced hippocampal volumes and inward deformations of the CA1 and subiculum subfields were present in subjects with very mild DAT9,10 and were correlated with a poorer response to donepezil hydrochloride treatment.11 However, while volumetric magnetic resonance imaging of the whole brain or medial temporal lobe structures is now being considered as a possible outcome measure in therapeutic trials for patients with DAT and mild cognitive impairment,12,13 few studies have assessed the effects of treatment with AChE inhibitors on changes in brain structure, such as hippocampal degeneration, associated with the disease pathophysiology.
In this study, we used large-deformation high-dimensional brain mapping to compare changes in hippocampal volume and surfaces proximal to the CA1 and subiculum subfields between healthy older adults and 2 groups of subjects with DAT: 1 group treated with donepezil in an open-label study11 and a second group from a study prior to the availability of donepezil and that was therefore untreated. Although a prospective randomized study of this kind is desirable, it would be unethical to withhold treatment with an approved treatment for patients with DAT for a period sufficient to assess the effects of treatment on brain structure. We tested the hypothesis that treatment with donepezil would alter the rate of hippocampal volume loss and surface deformation in patients with very mild DAT.
Subjects in this study were drawn from 2 sources. The first source was a previously published prospective longitudinal study in 18 subjects with very mild DAT and 26 subjects without dementia.9 These subjects with DAT had been enrolled in the study prior to the widespread use of donepezil and were therefore untreated.
The second source of subjects included 18 donepezil-treated patients with very mild DAT who were participating in a longitudinal study of the treatment of mild DAT with donepezil.11 The treating clinicians for these subjects were dementia specialists at the Memory Diagnostic Center at Washington University School of Medicine. These patients received baseline clinical assessments within 30 days of treatment initiation and every 3 months thereafter for a maximum of 2 years. Forty-four age-matched, community-dwelling, elderly subjects without dementia were selected as a control group from an ongoing longitudinal study of memory and aging at the Washington University School of Medicine Alzheimer's Disease Research Center from the same period.
Exclusion criteria for all subjects included genetic mutations linked to familial forms of dementia or clinical diagnoses of other neuropsychiatric disorders (eg, Lewy body disease, vascular dementia, depression) that could have confounded the diagnosis of DAT.
The subjects were assessed at the time of magnetic resonance scanning (within a month). The Clinical Dementia Rating (CDR) scale14 was given to assess the presence and, if present, the severity of dementia symptoms. The CDR scale rates the presence or absence of cognitive impairment. A CDR of 0 indicates no dementia and scores of 0.5, 1, 2, and 3 indicate very mild, mild, moderate, and severe dementia, respectively. Clinical Dementia Rating assessments have been shown to have high interrater reliability when used at our Alzheimer's Disease Research Center15 and in multicenter studies of DAT.16 Only subjects with DAT with a CDR of 0.5 or 0 were included in this study.
ApoE allele status was known in 100 of the 106 subjects. Fifty-nine of these 100 subjects had no ApoE4 alleles, 34 had a single ApoE4 allele, and 7 subjects had 2 ApoE4 alleles. In the group of treated subjects with DAT, 3 had no ApoE4 alleles, 7 had a single ApoE4 allele, and 2 had 2 ApoE4 alleles.
The subjects' cognitive function performance was assessed independently and blinded of the clinical assessment in a comprehensive neuropsychological battery that included measures of episodic memory, semantic memory, speeded psychomotor performance, visuospatial ability, and attention.17 This battery was used previously to describe the pattern of cognitive deficits in 407 individuals with very mild and mild DAT (CDRs of 0.5 and 1),18 and 3 factors (temporal factor, parietal factor, frontal factor) relating to the frequency of β-amyloid plaques in the temporal, parietal, and frontal lobes were revealed. A general factor score was also computed.19 In the present study, these 4 factor scores were calculated for each of the subjects using unit weightings of z scores based on means and standard deviations derived from the prior study.18 Mini-Mental State Examination scores were not available for the untreated subjects with DAT at the time of study. We therefore examined the Short Blessed Test20 and Wechsler Memory Scale logical memory21 scores as an additional comparison of the characteristics of treated and untreated subjects with DAT.
Imaging and brain mapping
The subjects from the first source were scanned approximately 2 years apart on a 1.5-T Vision system (Siemens Medical Systems, Erlangen, Germany), using a standard head coil and an MPRAGE sequence (repetition time = 9.7 milliseconds, echo time = 4.0 milliseconds, flip angle = 8°, 1 × 1 × 1 mm3 voxel resolution, scan time = 11.0 minutes) to collect one 3-dimensional T1-weighted volume.
The subjects from the second source were scanned approximately 1.5 years apart on a different 1.5-T Siemens Vision system, using a standard head coil and identical MPRAGE sequence as earlier mentioned with slightly different protocols (repetition time = 9.7 milliseconds, echo time = 4.0 milliseconds, flip angle = 10°, 1 × 1 × 1.25 mm3 voxel resolution, scan time = 6.5 minutes) to collect multiple (2-4) 3-dimensional T1-weighted image volumes. The scans for each subject were aligned with the first scan and averaged to create a low-noise image volume.22
Landmark-based, large-deformation high-dimensional diffeomorphic mapping (large-deformation high-dimensional brain mapping) was used to generate the surfaces of the hippocampus in baseline scans.10,23 For longitudinal mapping, baseline and follow-up scans were first registered using a 9-parameter affine transformation (rigid-body rotation and translation plus cardinal axis stretch)24 to adjust for changes in head position and scanner drift.25 Next, the landmarks that were placed in the baseline scans were transferred to the follow-up scans by applying the affine transformations to the baseline landmarks. Then, the large-deformation high-dimensional brain mapping procedure was applied to all of the follow-up scans (See Wang el al,9 Appendix A, for rationale for this approach).
Measurement of changes in hippocampal structure
Left and right hippocampal volumes in each subject were calculated as the volumes enclosed by the hippocampal surfaces. An average hippocampal surface constructed from 86 healthy subjects10 was used as a reference surface, from which perpendicular deformation of each subject's hippocampal surface was calculated at each surface point. Hippocampal surface zones corresponding to underlying subfields (ie, CA1, subiculum, and remainder) were obtained using methods previously described.10,26 For each subject, deformations were averaged within each surface zone to represent surface deformations for CA1, subiculum, and remainder subfields.10
Rates of change (per year) of the clinical, cognitive, and hippocampal measures for each subject were calculated by dividing the difference at the 2 assessments by the interval. Group differences in the rates of change of hippocampal volume and subfield deformation were examined with general linear models using SAS 9.1,27 where left and right sides were treated as repeated measures. Appropriate post hoc contrasts were used to examine pairwise group differences in the rates of change for treated subjects with a CDR of 0.5 vs a CDR of 0, untreated subjects with a CDR of 0.5 vs a CDR of 0, and, particularly, treated vs untreated comparisons. The analyses were also performed with sex as an additional covariate since the subjects with a CDR of 0 were mostly female (26 men, 44 women) while the subjects with a CDR of 0.5 were predominantly male (21 men, 15 women) (χ22 = 4.4; P = .11). Similar analyses were performed on the rates of change of psychometric scores (without hemisphere).
The groups of 18 untreated subjects with a CDR of 0.5 (mean [SD] age, 73.7 [4.4] years; 11 men, 7 women) and 26 untreated subjects with a CDR of 0 (mean [SD] age, 73.0 [7.0] years; 12 men, 14 women) from the first source of subjects had similar ages and sex distributions. The groups of 18 treated subjects with a CDR of 0.5 (mean [SD] age, 74.0 [5.2] years; 10 men, 8 women) and 44 treated subjects with a CDR of 0 (mean [SD] age, 74.7 [5.4] years; 14 men, 30 women) from the second source had similar ages but somewhat different sex distributions. The 2 groups of subjects without dementia did not differ in age (t68 = −0.68; P = .50) or sex distribution (χ21 = 1.4; P = .23).
The 2 groups of subjects without dementia did not differ in baseline hippocampal volume (left: t68 = −0.81; P = .42; right: t68 = −0.26; P = .80) or CA1 (left: t = −0.78; P = .44; right: t = −41; P = .68) or subiculum (left: t = −0.84; P = .40; right: t = −1.4; P = .17) subfield deformation; however, they differed in the right remainder subfield deformation (t = −4.4; P < .001), but not the left (t = −0.57; P = .59). The 2 groups of subjects without dementia differed in the rates of change of left hippocampal volume (t = 2.24; P = .03) and left and right CA1 subfield deformation (left: t = 2.28; P = .03; right: t = 2.32; P = .02). The 2 groups of subjects without dementia were combined for use as a single comparison group, and cohort source was used as a covariate in all subsequent statistical analyses. We present subject sample characteristics and hippocampal measures for the combined control cohorts and the 2 DAT groups in Table 1 and Table 2 and separately for the 2 control cohorts in Table 3. We observed that for both baseline measures and their rates of change, the variances remained about the same whether the 2 cohorts of control subjects were combined or not.
There was a group difference in the between-scan interval (F2,103 = 4.5; P = .01), with the treated subjects with a CDR of 0.5 having a shorter mean [SD] interval (1.55 [0.42] years) compared with the untreated subjects (1.96 [0.37] years; least squares means contrast P = .06) as well as the combined group of subjects without dementia (2.05 [0.71] years; contrast P = .004). Therefore, rates of change of the hippocampal volume and subfield deformations were used in statistical analyses as opposed to using the hippocampal volume and subfield deformations at each point in a repeated-measures type of analysis of variance.
Statistical comparison results for the hippocampal and psychometric measures are shown in Table 4 and Table 5, with sex and cohort used as covariates. Effect sizes (Cohen d) are also provided for the hippocampal measures (unadjusted for the covariates). At baseline, the main group effect was significant for hippocampal volume and left and right CA1 and left and right subiculum subfield deformations. Contrasts showed that while both untreated and treated groups differed from the subjects without dementia, the treated and untreated DAT groups did not differ from each other in any of these measures (as expected at baseline).
Longitudinally, there was no overall main group effect after Bonferroni corrections in the rates of change for any of the hippocampal measures. Exploratory examination of the contrasts showed that the untreated subjects with a CDR of 0.5 differed from the healthy subjects without dementia in the rates of change of hippocampal volume and CA1 and subiculum subfield deformations. The treated subjects with a CDR of 0.5 did not differ from the healthy subjects without dementia or the untreated subjects with a CDR of 0.5. Using each measure's baseline values as an additional covariate did not alter the results.
All neuropsychological battery factor scores and the Short Blessed Test and Wechsler Memory Scale logical memory scores showed main effects of group at baseline. Contrasts showed that while untreated and treated subjects with a CDR of 0.5 differed from the healthy subjects without dementia, the 2 groups of subjects with a CDR of 0.5 did not differ from each other in any of these scores at baseline. While the untreated and treated subjects with a CDR of 0.5 differed from the healthy subjects without dementia in the rates of change of the general and parietal factors, the untreated and treated subjects with a CDR of 0.5 did not differ from each other in the rates of change in any of the scores.
Patterns of rates of change on the hippocampal surfaces in subjects with a CDR of 0.5 treated with donepezil, untreated subjects, and subjects without dementia are visualized in Figure 1. Comparisons of rates of change among subjects with a CDR of 0.5 treated with donepezil, untreated subjects, and subjects without dementia are visualized in Figure 2. We observed that compared with controls, while the 2 groups with a CDR of 0.5 showed rates of change in similar regions of the CA1 subfield, the untreated subjects with a CDR of 0.5 showed additional difference in the subiculum that the treated subjects with a CDR of 0.5 did not; however, these differences were not significant between these 2 groups of subjects with a CDR of 0.5.
Since the presence of 1 or more ApoE4 alleles has been shown previously to predict a poorer response to AChE inhibitors,5,6 we examined the rates of change in the psychometric and hippocampal measures separately for the 3 treated subjects with DAT with no ApoE4 allele and 9 treated subjects with DAT with 1 or 2 ApoE4 alleles. Because of the small sample size, Wilcoxon exact tests were used. The comparisons showed that while the rates of decline for Mini-Mental State Examination (P = .04) and Wechsler Memory Scale logical memory (P = .03) scores and inward deformation in the left subiculum (P = .02) were significantly more severe in subjects with 1 or more ApoE4 alleles as compared with the 3 subjects without any ApoE4 allele, none of the other psychometric or hippocampal measures showed any significant difference in the rates of change.
Progressive hippocampal volume loss, assessed using magnetic resonance imaging, is a characteristic neuroanatomical feature of AD. However, it is unknown whether treatment with medications marketed for the treatment of AD, such as donepezil, can alter hippocampal volume loss. Volumetric magnetic resonance imaging of the whole brain or medial temporal lobe structures is now being considered as a possible outcome measure in therapeutic trials for patients with AD and mild cognitive impairment.12,13 In patients with moderate stages of amnestic mild cognitive impairment, cognitive testing may provide more predictive accuracy for disease progression than measures of ventricular volume expansion or whole-brain, entorhinal cortex, or hippocampal volume loss.28 In this study, we compared rates of change in hippocampal volume as well as CA1 and subiculum subfield deformation in donepezil-treated and untreated subjects with very mild DAT with comparison subjects without dementia. The main finding of this study was that the donepezil-treated and untreated subjects with DAT did not differ in their rates of changes of these hippocampal measures. This finding suggests that whatever symptomatic benefits might have been experienced by treatment with donepezil in our subjects were not accompanied by a parallel effect on hippocampal structure. Because treatment (or no treatment) with donepezil was naturalistic in this study and not systematically evaluated using structured instruments, the degree of symptom amelioration experienced by the donepezil-treated patients is not known.
Our findings disagree with some previous reports.29,30 In a study of hippocampal volume loss over 1-year intervals in 54 patients with DAT treated with donepezil compared with historical controls, the mean annual rate of hippocampal atrophy in the donepezil-treated group (3.82%) was significantly lower than in the historical comparison group (5.04%).29 Another report described a significant effect of donepezil treatment in 67 patients with DAT in a prospective, double-blind, placebo-controlled 6-month trial.30 In our current study, changes in hippocampal volumes over time were not hypothesized but rather were assessed in an exploratory fashion. The reasons for the discrepancy of our findings with these previous findings may be the small samples in our study, which would have precluded detecting a volume difference in slopes (expressed as percentage of change per year) of less than 1.6% (the slope difference between the treated and untreated subjects in the current study was 0.64% on the left side and 0.46% on the right side of the hippocampus).
We found that the pattern of longitudinal change for the treated subjects was more similar with the pattern for the subjects without dementia than with the untreated subjects (Figure 1). Heterogeneity in the clinical populations included in the 3 studies may also be a likely explanation. Also, different methods were used to assess time-dependent changes in hippocampal structure. The methods used in the present study were developed for the specific purpose of assessing time-dependent changes in both the volume and surface variation of the hippocampus and were shown to be capable of detecting small degrees of volume loss and surface deformation.10,26
Our study has several limitations. Although a prospective randomized, placebo-controlled study is desirable, it is unattainable today because of ethical considerations. The donepezil-treated subjects with DAT were prospectively recruited into this longitudinal study of hippocampal structure along with age-matched controls, while the untreated subjects with DAT were drawn from a previously published longitudinal study of the natural course of AD. The potential confounding effect of these 2 naturalistic cohorts was dealt with by including it as a covariate in all statistical tests and examining the cohort effect in these tests. We also observed that for both baseline measures and their rates of change, the variances remained about the same whether the 2 cohorts of control subjects were combined or not. Nonetheless, clinical differences that may have influenced the capacity of the patients to respond to treatment cannot be completely excluded as confounds. Also, the numbers of subjects included in the treated and untreated DAT groups were relatively small. Larger numbers of subjects may have allowed us to detect more subtle effects of drug treatment on the measures of hippocampal structure selected as outcome measures for the study (trend observed in Figure 2). However, the measures we selected for study were adequate to detect disease progression in untreated subjects with DAT.9 Finally, we cannot exclude the possibility that measures of neuroanatomical progression other than the selected measures of hippocampal structure may have been able to detect an effect of treatment. While the amelioration of dementia symptoms in patients with DAT is a critical measure of the utility of any treatment for AD, it is also important to assess the effects of treatment on some measure that reflects the underlying disease process. This will become especially important as putative “disease-altering” treatments are developed and tested in clinical trials. Changes in neuroanatomical structures are likely to be important indicators in such studies.
Correspondence: Lei Wang, PhD, Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, 710 N Lake Shore Dr, 1312, Chicago, IL 60611 (leiwang1@northwestern.edu).
Accepted for Publication: June 7, 2009.
Author Contributions: Dr Csernansky takes responsibility for the integrity of the data and the accuracy of the data analysis. Study concept and design: Wang, Morris, and Csernansky. Acquisition of data: Wang, Morris, and Galvin. Analysis and interpretation of data: Wang, Harms, Staggs, Xiong, Morris, Csernansky, and Galvin. Drafting of the manuscript: Wang and Galvin. Critical revision of the manuscript for important intellectual content: Wang, Harms, Staggs, Xiong, Morris, Csernansky, and Galvin. Statistical analysis: Wang, Harms, Staggs, and Xiong. Obtained funding: Morris and Csernansky. Administrative, technical, and material support: Staggs, Morris, and Csernansky. Study supervision: Wang and Galvin.
Financial Disclosure: Dr Morris consulted for Pfizer, the pharmaceutical company that markets donepezil, on October 6, 2008, for a Scientific Advisory Board Meeting.
Funding/Support: This research was supported in part by National Institutes of Health grants R01-MH60883, P01-AG03991, and P50-AG05681.
Disclaimer: The sponsors had no role in the design and conduct of the study; collection, management, analysis, and interpretation of the data; or preparation, review, or approval of the manuscript.
2.Hansen
RAGartlehner
GWebb
APMorgan
LCMoore
CGJonas
DE Efficacy and safety of donepezil, galantamine, and rivastigmine for the treatment of Alzheimer's disease: a systematic review and meta-analysis.
Clin Interv Aging 2008;3
(2)
211- 22518686744
Google Scholar 3.Raina
PSantaguida
PIsmaila
A
et al. Effectiveness of cholinesterase inhibitors and memantine for treating dementia: evidence review for a clinical practice guideline.
Ann Intern Med 2008;148
(5)
379- 39718316756
Google ScholarCrossref 4.Birks
J Cholinesterase inhibitors for Alzheimer's disease.
Cochrane Database Syst Rev 2006;
(1)
CD00559316437532
Google Scholar 5.Farlow
MRLahiri
DKPoirier
JDavignon
JSchneider
LHui
SL Treatment outcome of tacrine therapy depends on apolipoprotein genotype and gender of the subjects with Alzheimer's disease.
Neurology 1998;50
(3)
669- 6779521254
Google ScholarCrossref 6.Poirier
JDelisle
MCQuirion
R
et al. Apolipoprotein E4 allele as a predictor of cholinergic deficits and treatment outcome in Alzheimer disease.
Proc Natl Acad Sci U S A 1995;92
(26)
12260- 122648618881
Google ScholarCrossref 7.Jack
CR
JrPetersen
RCXu
Y
et al. Rate of medial temporal lobe atrophy in typical aging and Alzheimer's disease.
Neurology 1998;51
(4)
993- 9999781519
Google ScholarCrossref 8.Mungas
DReed
BRJagust
WJ
et al. Volumetric MRI predicts rate of cognitive decline related to AD and cerebrovascular disease.
Neurology 2002;59
(6)
867- 87312297568
Google ScholarCrossref 9.Wang
LSwank
JSGlick
IE
et al. Changes in hippocampal volume and shape across time distinguish dementia of the Alzheimer type from healthy aging.
Neuroimage 2003;20
(2)
667- 68214568443
Google ScholarCrossref 10.Wang
LMiller
JPGado
MH
et al. Abnormalities of hippocampal surface structure in very mild dementia of the Alzheimer type.
Neuroimage 2006;30
(1)
52- 6016243546
Google ScholarCrossref 11.Csernansky
JGWang
LMiller
JPGalvin
JEMorris
JC Neuroanatomical predictors of response to donepezil therapy in patients with dementia.
Arch Neurol 2005;62
(11)
1718- 172216286546
Google ScholarCrossref 12.Jack
CR
JrPetersen
RCGrundman
M
et al. Members of the Alzheimer's Disease Cooperative Study (ADCS), Longitudinal MRI findings from the vitamin E and donepezil treatment study for MCI.
Neurobiol Aging 2008;29
(9)
1285- 129517452062
Google ScholarCrossref 13.Modrego
PJ The effect of drugs for Alzheimer disease assessed by means of neuroradiological techniques.
Curr Med Chem 2006;13
(28)
3417- 342417168714
Google ScholarCrossref 14.Morris
JC The Clinical Dementia Rating (CDR): current version and scoring rules.
Neurology 1993;43
(11)
2412- 24148232972
Google ScholarCrossref 15.Berg
L McKeel
DW
JrMiller
JP
et al. Clinicopathologic studies in cognitively healthy aging and Alzheimer's disease: relation of histologic markers to dementia severity, age, sex, and apolipoprotein E genotype.
Arch Neurol 1998;55
(3)
326- 3359520006
Google ScholarCrossref 16.Morris
JCErnesto
CSchafer
K
et al. Clinical dementia rating training and reliability in multicenter studies: the Alzheimer's Disease Cooperative Study experience.
Neurology 1997;48
(6)
1508- 15109191756
Google ScholarCrossref 17.Storandt
MGrant
EAMiller
JPMorris
JC Rates of progression in mild cognitive impairment and early Alzheimer's disease.
Neurology 2002;59
(7)
1034- 104112370458
Google ScholarCrossref 18.Kanne
SMBalota
DAStorandt
M McKeel
DW
JrMorris
JC Relating anatomy to function in Alzheimer's disease: neuropsychological profiles predict regional neuropathology 5 years later.
Neurology 1998;50
(4)
979- 9859566382
Google ScholarCrossref 19.Rubin
EHStorandt
MMiller
JP
et al. A prospective study of cognitive function and onset of dementia in cognitively healthy elders.
Arch Neurol 1998;55
(3)
395- 4019520014
Google ScholarCrossref 20.Katzman
RBrown
TFuld
PPeck
ASchechter
RSchimmel
H Validation of a short Orientation-Memory-Concentration Test of cognitive impairment.
Am J Psychiatry 1983;140
(6)
734- 7396846631
Google Scholar 21.Wechsler
D Wechsler Memory Scale. 3rd San Antonio, TX The Psychological Corp1997;
22.Buckner
RLHead
DParker
J
et al. A unified approach for morphometric and functional data analysis in young, old, and demented adults using automated atlas-based head size normalization: reliability and validation against manual measurement of total intracranial volume.
Neuroimage 2004;23
(2)
724- 73815488422
Google ScholarCrossref 23.Csernansky
JGWang
LJoshi
SCRatnanather
JTMiller
MI Computational anatomy and neuropsychiatric disease: probabilistic assessment of variation and statistical inference of group difference, hemispheric asymmetry, and time-dependent change.
Neuroimage 2004;23
((suppl 1))
S56- S6815501101
Google ScholarCrossref 24.Freeborough
PAWoods
RPFox
NC Accurate registration of serial 3D MR brain images and its application to visualizing change in neurodegenerative disorders.
J Comput Assist Tomogr 1996;20
(6)
1012- 10228933812
Google ScholarCrossref 25.Buckner
RLSnyder
AZShannon
BJ
et al. Molecular, structural, and functional characterization of Alzheimer's disease: evidence for a relationship between default activity, amyloid, and memory.
J Neurosci 2005;25
(34)
7709- 771716120771
Google ScholarCrossref 26.Csernansky
JGWang
LSwank
J
et al. Preclinical detection of Alzheimer's disease: hippocampal shape and volume predict dementia onset in the elderly.
Neuroimage 2005;25
(3)
783- 79215808979
Google ScholarCrossref 27. SAS System for Windows [computer program]. Version 9.1.3. Cary, NC SAS Institute Inc2004;
28.Fleisher
ASSun
STaylor
C
et al. Volumetric MRI vs clinical predictors of Alzheimer disease in mild cognitive impairment.
Neurology 2008;70
(3)
191- 19918195264
Google ScholarCrossref 29.Hashimoto
MKazui
HMatsumoto
KNakano
YYasuda
MMori
E Does donepezil treatment slow the progression of hippocampal atrophy in patients with Alzheimer's disease?
Am J Psychiatry 2005;162
(4)
676- 68215800138
Google ScholarCrossref 30.Krishnan
KRCharles
HCDoraiswamy
PM
et al. Randomized, placebo-controlled trial of the effects of donepezil on neuronal markers and hippocampal volumes in Alzheimer's disease.
Am J Psychiatry 2003;160
(11)
2003- 201114594748
Google ScholarCrossref