Key PointsQuestion
What are the associations between aspirin dose and duration of use and the risk of developing hepatocellular carcinoma?
Findings
In this population-based study of 2 nationwide, prospective cohorts of 87 507 men and 45 864 women, self-reported regular use of standard dose (325 mg) aspirin tablets at least 2 or more times per week was associated with a significantly 49% reduced risk of developing hepatocellular carcinoma. The observed benefit of aspirin was both dose and duration dependent, appearing with aspirin use for 5 years or more, at a dose of 1.5 or more standard tablets per week.
Meaning
Use of at least 1.5 standard aspirin tablets per week may represent a feasible strategy for primary prevention against hepatocellular carcinoma; however, potential benefits must be carefully balanced with hazards.
Importance
Prospective data on the risk of hepatocellular carcinoma (HCC) according to dose and duration of aspirin therapy are limited.
Objective
To examine the potential benefits of aspirin use for primary HCC prevention at a range of doses and durations of use within 2 prospective, nationwide populations.
Design, Setting, and Participants
Pooled analysis of 2 prospective US cohort studies: the Nurses’ Health Study and the Health Professionals Follow-up Study. Data were accessed from November 1, 2017, through March 7, 2018. A total of 133 371 health care professionals who reported data on aspirin use, frequency, dosage, and duration of use biennially since 1980 in women and 1986 in men were included. Individuals with a cancer diagnosis at baseline (except nonmelanoma skin cancer) were excluded.
Main Outcomes and Measures
Cox proportional hazards regression models were used to calculate multivariable adjusted hazard ratios (HRs) and 95% CIs for HCC.
Results
Of the 133 371 participants, 87 507 were women and 45 864 were men; in 1996, the median time of follow-up, the mean (SD) age was 62 (8) years for women and 64 (8) years for men. Over more than 26 years of follow-up encompassing 4 232 188 person-years, 108 incident HCC cases (65 women, 43 men) were documented. Compared with nonregular use, regular aspirin use (≥2 standard-dose [325-mg] tablets per week) was associated with reduced HCC risk (adjusted HR, 0.51; 95% CI, 0.34-0.77). This benefit appeared to be dose related: compared with nonuse, the multivariable-adjusted HR for HCC was 0.87 (95% CI, 0.51-1.48) for up to 1.5 standard-dose tablets per week, 0.51 (95% CI, 0.30-0.86) for more than 1.5 to 5 tablets per week, and 0.49 (95% CI, 0.28-0.96) for more than 5 tablets per week (P for trend = .006). Significantly lower HCC risk was observed with increasing duration (P for trend = .03); this decrease was apparent with use of 1.5 or more standard-dose aspirin tablets per week for 5 or more years (adjusted HR, 0.41; 95% CI, 0.21-0.77). In contrast, use of nonaspirin nonsteroidal anti-inflammatory drugs was not significantly associated with HCC risk (adjusted HR, 1.09; 95% CI, 0.78-1.51).
Conclusions and Relevance
This study suggests that regular, long-term aspirin use is associated with a dose-dependent reduction in HCC risk, which is apparent after 5 or more years of use. Similar associations were not found with nonaspirin NSAIDs. Further research appears to be needed to clarify whether aspirin use represents a feasible strategy for primary prevention against HCC.
Hepatocellular carcinoma (HCC) represents the second leading cause of cancer death worldwide.1,2 In the United States, the incidence of HCC has risen in the past 40 years3 to an estimated 6.7 cases per 100 000 person-years in 2012.4 At the same time, rates of HCC mortality are accelerating more rapidly than those for any other cancer.5 Most patients with HCC receive the diagnosis at a late stage, with limited treatment options and median survival of less than 1 year.1,3 With such a poor prognosis, there is a need to develop effective preventive strategies to reduce the incidence and mortality of HCC.
A body of experimental6-8 and epidemiologic9,10 evidence suggests that aspirin may prevent incident HCC via inhibition of the proinflammatory cyclooxygenase-2 (COX-2) enzyme.6-8 However, to date, the optimal aspirin dosage and duration of use for chemoprevention remain undefined. Prospective evidence specifically addressing aspirin dose and duration is limited to 2 previous cohort studies that assessed aspirin use at only 1 point in time.9,10 As individual patterns of medication use may change over time, prospectively updated medication data are important for accurately estimating risk, particularly in diseases with prolonged latency.11,12 Moreover, it remains controversial whether nonaspirin nonsteroidal anti-inflammatory drugs (NSAIDs), which share several mechanisms of action with aspirin, exert similar anti-HCC effects. Some prior studies reported a null association,9,10 while others found inverse associations.13,14 Given the paucity of data and the accelerating incidence of HCC, understanding the potential chemopreventive benefits of aspirin represents an important unmet need.11
To address this issue, we examined the dose- and duration-dependent associations between aspirin use and HCC risk in 2 prospective, nationwide cohorts: the Nurses’ Health Study (NHS) and Health Professionals Follow-up Study (HPFS). These 2 populations permit a comprehensive examination of long-term aspirin use at a wide range of doses and primary HCC prevention.
The NHS enrolled 121 700 US female registered nurses, aged 30 to 55 years, in 1976; the HPFS enrolled 51 529 male health professionals, aged 40 to 75 years, in 1986.15,16 Participants returned questionnaires at enrollment and biennially thereafter, providing data on lifestyle, medical history, and disease outcomes; dietary intake was assessed every 4 years using a validated semiquantitative food frequency questionnaire.17,18 In both cohorts, follow-up rates consistently exceed 90%.19 Data were accessed from November 1, 2017, through March 7, 2018. For the current study, we included all individuals who completed the medication portion of the questionnaire when aspirin use was first assessed (1980 NHS; 1986 HPFS).20,21 Consistent with prior publications, we excluded individuals with missing aspirin information or anyone with a cancer diagnosis at baseline, except nonmelanoma skin cancer, as these tumors generally have little clinical effect, and thus are not expected to be associated with recall bias or lifestyle changes.20,22 No participants had a missing date of HCC diagnosis. The NHS and HPFS were approved by the institutional review boards of the Harvard T. H. Chan School of Public Health and Partners Healthcare, Boston, Massachusetts. These were voluntary questionnaires returned to study staff by the NHS/HPFS participants.
Assessment of Aspirin Use and Covariates
Beginning in 1980 in NHS, biennial questionnaires asked participants whether they took aspirin most weeks, number of tablets taken per week, and years of aspirin use. Beginning in 1986 in HPFS, participants were asked whether they used aspirin 2 or more times per week, and the number of tablets taken per week (beginning in 1992). In both cohorts, participants were specifically asked about standard-dose (325-mg) aspirin tablets.20,21 Between 1994 and 1998, participants were asked to convert intake of 4 low-dose (81-mg) aspirin tablets to 1 standard-dose aspirin tablet. Since 2000, participants report regular use of low-dose aspirin separately from standard-dose aspirin. Consistent with prior analyses,20,21 regular aspirin use was defined as aspirin use 2 or more times per week; nonregular use included consumption of aspirin fewer than 2 times per week or no use. Reasons for aspirin use included headache, musculoskeletal pain, and primary cardiovascular disease prevention (NHS),21 and cardiovascular disease risk reduction, pain, and headache (HPFS).20 Consistent with prior publications,20,22 covariates were selected a priori as potential confounders (eMethods in the Supplement).
Hepatocellular carcinoma diagnoses were obtained from biennial questionnaires and the National Death Index.23 Researchers obtained permission from participants or next of kin to acquire medical records, pathology reports, imaging results, and death certificates, and 2 blinded physicians abstracted data confirming each HCC diagnosis, along with anatomic features underlying cirrhosis (diagnosed histopathologically or through imaging), and presence of viral hepatitis.
Follow-up time accrued from the date of baseline questionnaire return to the date of HCC diagnosis, all-cause mortality, or end of follow-up (January 31, 2012 [HPFS] or June 1, 2012 [NHS]), whichever came first. We used Cox proportional hazards regression models conditioned on age (years), questionnaire cycle, and sex (ie, cohort) (in pooled analyses) to estimate multivariable-adjusted hazard ratios (HRs) and 95% CIs of the association between regular aspirin use and HCC risk. All relevant covariates were updated biennially and included as time-varying covariates. Consistent with prior analyses,22,24,25 we used cumulative mean values for dietary factors, physical activity, and alcohol use to minimize variance and better reflect long-term patterns. The proportionality assumption was not violated.
For dose analyses, we calculated cumulative mean aspirin intake from all questionnaires before each 2-year interval.20,21 Duration of medication use (years) was estimated by summing all previous intervals of regular use before each interval.20,21 Linear trend was assessed using the median of each category as a continuous variable. Consistent with previous analyses,20 we examined time since discontinuation of aspirin use among former aspirin users. We evaluated whether the effects of aspirin vary among strata defined by putative HCC risk factors and tested the significance of interactions using the log likelihood ratio test. We also separately examined the association between acetaminophen and nonaspirin NSAIDs and HCC risk.
As a sensitivity analysis, we assessed the latency of aspirin use and HCC risk using a lag of 4 years. Next, we excluded any individual with HCC associated with chronic viral hepatitis B or C (n = 21). Finally, we excluded any individual with HCC and confirmed cirrhosis (n = 41) or unknown cirrhosis status (n = 20). All statistical analyses were performed using SAS, version 9.4 (SAS Institute), with a 2-sided significance P value <.05.
Among 133 371 participants (87 507 women; 45 864 men), we documented 108 incident cases of HCC (65 women, 43 men; 47 with noncirrhotic HCC) over more than 26 years of follow-up, encompassing 4 232 188 person-years. At the midpoint of follow-up (1996), the mean (SD) age was 62 (8) years for women and 64 (8) years for men. Regular aspirin users were more likely to be older, former smokers, and to regularly use statins and multivitamins, compared with nonregular users (eTable 1 in the Supplement).
The age-standardized HCC incidence rate was significantly lower among regular aspirin users (2.1 cases per 100 000 person-years) compared with nonregular users (5.2 cases per 100 000 person-years, P < .001). Regular aspirin use was associated with significantly lower HCC risk compared with nonregular use (multivariable HR, 0.51; 95% CI, 0.34-0.77) (Table 1), with similar estimates in women and men. The results were unchanged after further adjustment for regular use of nonaspirin NSAIDs (ie, ≥2 tablets per week; model 3). The results were similar after further accounting for cumulative mean coffee consumption and adherence to a healthy diet (Alternate Healthy Eating Index 201024; multivariable HR, 0.49; 95% CI, 0.30-0.79). In stratified models, the inverse associations between regular aspirin use and HCC risk were consistent across all prespecified groups (all P > .05 for interaction) (eTable 2 in the Supplement).
Aspirin Dose and Duration of Use
A dose-dependent reduction in HCC risk was observed with increasing cumulative mean aspirin dose, without departures from linearity (P for trend = .006) (Table 2). The apparent benefit of aspirin emerged with use of 1.5 to fewer than 5 standard-dose aspirin tablets per week. Compared with nonusers, the multivariable HRs (model 3) in aspirin users were 0.87 (95% CI, 0.51-1.48) for 0.5 to 1.5 standard-dose tablets per week, 0.51 (95% CI, 0.30-0.86) for 1.5 to fewer than 5 tablets per week, and 0.49 (95% CI, 0.28-0.96) for 5 or more tablets per week. After further adjustment for aspirin duration (model 4), the association between aspirin dose and HCC risk remained statistically significant (P for trend = .005).
Risk estimates for HCC decreased significantly with increasing duration of regular aspirin use (P for trend = .03 among aspirin users) (Figure, A; eTable 3 in the Supplement). Compared with nonregular use, less than 5 years of aspirin use was not associated with significantly reduced HCC risk. However, the multivariable HR for HCC was 0.62 (95% CI, 0.34-1.13) for 5 to less than 10 years of use, and 0.55 (95% CI, 0.32-0.93) for 10 or more years of use. Furthermore, when former aspirin users were compared with current aspirin users (Figure, B; eTable 4 in the Supplement), increasing years since last prior use of aspirin was associated with significantly increased HCC risk (HR for discontinuation ≥8 years ago compared with current aspirin use, 1.77; 95% CI, 1.06-2.97; P for linear trend = .006), and the benefit of aspirin was no longer evident beyond 8 years since last aspirin use. A joint analysis of dose and duration (eTable 5 in the Supplement) suggested that the apparent benefit of aspirin was evident with regular use of 1.5 or more standard-dose tablets per week, for more than 5 years.
Nonaspirin NSAIDs and Acetaminophen Use
Compared with nonregular use, no HCC risk reduction was observed with regular nonaspirin NSAID use (≥2 times per week) (eTable 6 in the Supplement), nor was an association found between increasing duration of NSAID use and HCC risk (HR for ≥10 years of use compared with nonuse, 1.06; 95% CI, 0.74-1.50; P for linear trend = .20 among users). Similarly, no association was found between regular acetaminophen use and HCC risk (eTable 6 in the Supplement) or between increasing duration of acetaminophen use and HCC risk (HR for ≥10 years of use compared with nonuse, 0.88; 95% CI, 0.54-1.45; P for linear trend = .42 among users).
Although it is plausible that concurrent NSAID and aspirin use might have affected our findings, analyses mutually adjusting for the other agent did not significantly affect the estimates of hazard for each dose category of aspirin (HR for ≥5 cumulative mean weekly aspirin tablets vs nonregular use, 0.49; 95% CI, 0.28-0.96; P for dose trend = .006; Table 2), or each duration category of aspirin (HR for ≥10 years of use vs never-use, 0.55; 95% CI, 0.32-0.93; P for duration trend = .03; eTable 3 in the Supplement). Similarly, analyses mutually adjusting for regular aspirin use did not significantly affect the estimates of hazard for each duration category of nonaspirin NSAIDs (HR for ≥10 years of use compared with nonuse, 1.09; 95% CI, 0.76-1.54; P for linear trend = .19 among users). Furthermore, our results were unchanged after restricting the cohort to regular users of 1 medication (but not both). Among nonregular NSAID users, the multivariable HR with regular aspirin use was 0.48 (95% CI, 0.31-0.75); conversely, among nonregular aspirin users, the multivariable HR with regular NSAID use was 0.98 (95% CI, 0.87-1.10).
Sensitivity analyses showed that, first, our results were similar after excluding any case of HCC diagnosed within 4 years of follow-up (n = 7; multivariable HR, 0.53; 95% CI, 0.35-0.81). Second, we excluded any case of HCC associated with underlying viral hepatitis B or hepatitis C (n = 18) and observed similar results (multivariable HR, 0.60; 95% CI, 0.39-0.93). Third, we excluded ever-users of statins, and our results again were unchanged (multivariable HR, 0.49; 95% CI, 0.31-0.78). Fourth, we examined the association between regular aspirin use and risk of noncirrhotic HCC (n = 47) and found that regular aspirin use was associated with a significant reduction in noncirrhotic HCC risk (multivariable HR, 0.53; 95% CI, 0.83-0.87). Finally, we compared the associations of aspirin by HCC subtype (ie, cirrhotic vs noncirrhotic HCC) and found that the associations were similar (HR for cirrhotic HCC, 0.49; 95% CI, 0.29-0.84; HR for noncirrhotic HCC, 0.53; 95% CI, 0.83-0.87; P for heterogeneity = .53).
In 2 nationwide, prospective cohorts of US men and women, long-term, regular aspirin use (≥2 times per week) was associated with a significantly reduced risk of developing HCC. The apparent benefit of aspirin was both dose and duration dependent, appearing after 5 or more years of use, with 1.5 or more standard-dose aspirin tablets per week. Similar benefit was observed in men and women and in participants with and without underlying cirrhosis. In contrast, no significant HCC risk reduction was observed with regular use of nonaspirin NSAIDs.
Our results extend previous data suggesting that aspirin may protect against incident HCC.9,10 However, prospective evidence specifically addressing both aspirin dose and duration derive from a single published study in which current use of less than 163 mg of aspirin daily was associated with a significantly reduced HCC risk (HR, 0.39; 95% CI, 0.17-0.91), but neither a dose-response relationship nor a duration-response relationship was observed.10 While broadly consistent with our results, that analysis lacked updated dosage or duration data and could not account for additional, potentially relevant medication or dietary confounders.11 In contrast, with prospectively updated aspirin data over a long length of follow-up, our study provides more compelling evidence of a potential dose- and duration-dependent association between aspirin use and HCC risk. Our findings suggest that significant HCC risk reduction might be achieved with long-term use of dose equivalents as low as 70 mg/d or a daily 81-mg aspirin tablet.
Several lines of evidence support the presence of a dose-dependent relationship between aspirin and HCC risk. The proinflammatory COX-2 enzyme is overexpressed in inflammation-associated cancers,26-29 including HCC,6-8 and experimental data indicate that higher cumulative doses of aspirin are required to fully inhibit COX-2.30 COX-2 overexpression activates proinflammatory signaling cascades relevant to hepatocarcinogenesis, including protein kinase 3, mammalian target of rapamycin, and nuclear factor κ B pathways, which promote cellular proliferation and angiogenesis.6 Aspirin inhibits nuclear factor κ B31 and protein kinase 332 signaling, with effects that are maximized at higher doses. Finally, in HCC tumors, COX-2 overexpression is associated with reduced disease-free survival,33 while selective COX-2 inhibition reduces liver cancer cell proliferation.7
Our findings suggest that the anti-HCC effects of aspirin may require consistent use for 5 or more years, and this finding is supported by prior data.10 We observed that the benefits of aspirin progressively diminish after discontinuation and are no longer evident after more than 8 years since last use. These findings support the hypothesis that sustained aspirin use confers progressive HCC protection and are consistent with our understanding of the prolonged latency underlying hepatocarcinogenesis. Although comparable prospective data in HCC are lacking, findings from analogous studies of aspirin use for colorectal cancer prevention show that a minimum of 6 years of regular use is necessary for significant chemoprevention.34
In the absence of viral hepatitis or significant alcohol intake, the pathogenesis of HCC is likely mediated through the progression of nonalcoholic fatty liver disease (NAFLD). Accumulating evidence suggests that nearly 40% of NAFLD-associated HCCs may arise in noncirrhotic livers.22 To our knowledge, this is the first prospective US study to show chemopreventive benefits of aspirin against both noncirrhotic and cirrhotic HCC, albeit with limited numbers of cases. Although it remains unknown whether aspirin reduces NAFLD fibrosis, 2 cross-sectional studies found that aspirin use is associated with a reduced prevalence of NAFLD35 and lower serum indices of fibrosis severity.36 Collectively, these findings highlight the importance of continued efforts to understand aspirin’s hepatoprotective effects, particularly in light of the growing at-risk NAFLD population.
In the setting of chronic liver disease, any potential benefit from aspirin must be weighed against bleeding risk. In a recent study of Korean patients with chronic hepatitis B, aspirin monotherapy was not associated with significantly increased bleeding risk (HR, 1.11; 95% CI, 0.48-2.54); however, aspirin dose was not assessed.37 Within these cohorts, a dose-dependent association between regular aspirin use and bleeding risk was previously identified,38 which underscores the need for future research in populations with well-phenotyped liver disease. Nonetheless, our findings support the potential incorporation of low-dose aspirin into personalized HCC primary prevention strategies that carefully balance benefits with hazards.
Consistent with 2 prior studies,9,10 but not others,13,14 we did not observe significant HCC risk reduction with nonaspirin NSAIDs. This result might be explained by established differences in the actions of aspirin and nonaspirin NSAIDs on COX isoforms. Although aspirin irreversibly inhibits COX isoenzymes, NSAIDs do so reversibly,39 producing transient effects lasting for only a portion of the dosing interval,40 which may minimize anti-HCC effects. In addition, nonaspirin NSAIDs disrupt the intestinal barrier, increasing delivery of proinflammatory cytokines to the liver that promote a hepatic inflammatory response, whereas such effects have not been observed with aspirin.41 Finally, aspirin has numerous unique COX-independent anti-inflammatory actions. For example, aspirin blocks platelet thromboxane and thus inhibits sphingosine-1-phosphate, a bioactive lipid that promotes cellular proliferation and angiogenesis.42 Pharmacologic inhibitors of sphingosine kinase show promise experimentally for preventing HCC43 and may enhance the HCC chemotherapeutic response.44
Strengths and Limitations
Strengths of this study include a large, well-characterized population with prospectively updated aspirin data over more than 26 years of follow-up, permitting detailed assessments of the potential benefits of aspirin at a range of doses over time. We confirmed all HCC cases, without reliance on administrative codes that may not identify noncirrhotic HCC or accurately distinguish HCC from other liver cancers. Furthermore, to our knowledge, this represents the first prospective US cohort study to couple prospectively updated aspirin data with important lifestyle, dietary, and medication covariates relevant to aspirin use and HCC risk, thereby minimizing misclassification and offering more precise estimations of HCC risk.
We acknowledge several limitations. First, as an observational study, our results are not as definitive as those of a randomized clinical trial. Until recently, HCC primary prevention trials have not been feasible; however, the emergence of personalized methods for HCC risk prediction may soon offer a means to efficiently identify high-risk subpopulations in whom the benefits of aspirin might be apparent with shorter durations of use.45 Second, aspirin use was self-selected, long-term data on tolerability were lacking, and we cannot exclude the possibility of residual confounding. However, aspirin was primarily used for analgesia,46 and acetaminophen, an analgesic used for similar purposes but with a distinct mechanism of action, was not associated with HCC risk. Third, participants in these cohorts are predominantly white, and several sensitivity analyses were limited by small numbers of cases, underscoring the need for research in larger, well-phenotyped, and diverse populations. Nevertheless, our age-standardized incidence of HCC is comparable to the broader US white population.4 Moreover, estimates were unchanged after excluding cases of HCC arising within 4 years of follow-up.
Fourth, aspirin use was assessed by questionnaire, which could lead to recall bias; however, the prospective design of this study minimizes this risk, because all aspirin exposure data were collected before the diagnosis of cancer. Fifth, data regarding individual statin types or dosages were not available; however, our findings were unchanged after adjusting for statin use and excluding statin users. Finally, despite careful multivariable adjustment and ascertainment of cirrhotic HCC, these cohorts lack more-detailed clinical information regarding liver disease, including NAFLD fibrosis or cirrhosis. As patients with advanced liver disease may be advised against aspirin use, this lack of use raises the possibility of confounding by indication. However, the apparent benefits of aspirin also extended to noncirrhotic HCC, without significant heterogeneity in patterns of use. Moreover, in analyses restricted to former aspirin users, the findings were similar.
This study demonstrates that long-term aspirin use appears to be associated with a reduced risk of HCC in a dose- and duration-dependent manner. Our findings add to the growing literature suggesting that the chemopreventive effects of aspirin may extend beyond colorectal cancer.34 Research to uncover the mechanisms by which aspirin inhibits hepatocarcinogenesis may facilitate the development of HCC primary prevention strategies.
Published Online: October 4, 2018. doi:10.1001/jamaoncol.2018.4154
Correction: This article was corrected on March 7, 2019, to correct omissions in the Conflict of Interest Disclosures.
Accepted for Publication: June 29, 2018.
Corresponding Author: Andrew T. Chan, MD, MPH, Clinical and Translational Epidemiology Unit, Massachusetts General Hospital, 100 Cambridge Street, Boston, MA 02114 (achan@mgh.harvard.edu).
Author Contributions: Dr Chan had full access to all of the data in the study and takes responsibility for the integrity of the data and the accuracy of the data analysis.
Concept and design: Simon, Giovannucci, Corey, Zhang, Chan.
Acquisition, analysis, or interpretation of data: Simon, Ma, Ludvigsson, Chong, Giovannucci, Fuchs, Meyerhardt, Chung, Zhang, Chan.
Drafting of the manuscript: Simon, Ma, Chung, Zhang, Chan.
Critical revision of the manuscript for important intellectual content: Ludvigsson, Chong, Giovannucci, Fuchs, Meyerhardt, Corey, Zhang, Chan.
Statistical analysis: Simon, Ma, Zhang, Chan.
Obtained funding: Giovannucci, Fuchs, Chan.
Administrative, technical, or material support: Fuchs, Chan.
Supervision: Fuchs, Corey, Chung, Chan.
Conflict of Interest Disclosures: Dr Chan has previously served as a consultant for Bayer Pharma AG on work unrelated to this article. Dr Fuchs has been a consultant and/or a scientific advisor for Eli Lilly, Entrinsic Health, Pfizer, Merck, Sanofi, Roche, Genentech, Merrimack Pharmaceuticals, Dicerna, Bayer, Celgene, Agios, Gilead Sciences, Five Prime Therapeutics, Taiho, and KEW. No other disclosures were reported.
Funding/Support: This study was supported by infrastructure grant UM1 CA186107 from the Nurses’ Health Study program grant P01 CA87969 for cancer research from the Nurses’ Health Study, infrastructure grant UM1 CA167552 from the Health Professionals Follow-up Study, and National Institutes of Health grants K24 DK078772 (Dr Chung), K23 DK099422 (Dr Corey), K24 DK098311 (Dr Chan), and K07 CA188126 (Dr Zhang). Dr Chan is a Stuart and Suzanne Steele Massachusetts General Hospital Research Scholar.
Role of the Funder/Sponsor: The funding sources 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.
Additional Contributions: We thank the participants and staff of the Nurses’ Health Study and the Health Professionals Follow-up Study for their valuable contributions, as well as the following state cancer registries for their help: Alabama, Arizona, Arkansas, California, Colorado, Connecticut, Delaware, Florida, Georgia, Idaho, Illinois, Indiana, Iowa, Kentucky, Louisiana, Maine, Maryland, Massachusetts, Michigan, Nebraska, New Hampshire, New Jersey, New York, North Carolina, North Dakota, Ohio, Oklahoma, Oregon, Pennsylvania, Rhode Island, South Carolina, Tennessee, Texas, Virginia, Washington, and Wyoming.
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