Aggregation of Asian-American subgroups masks meaningful differences in health and health risks among Asian ethnicities: an electronic health record based cohort study
Open accessAbstract
Background: Few large cohort studies have examined the prevalence of diabetes mellitus (DM), hypertension (HTN), coronary artery disease (CAD), obesity, and smoking among middle-aged and older adults in the major Asian-American ethnic groups and Native Hawaiian/Pacific Islanders (PIs). The aim of this study was to evaluate how prevalence of these conditions and risk factors differs across Asian-American and PI ethnic groups and compares with an aggregated All Asian-American racial group. Methods: This study used a cohort of 1.4 million adults aged 45 to 84 who were Kaiser Permanente Northern California health plan members during 2016. The cohort included approximately 274,910 Asian-Americans (Chinese, Filipino, Japanese, Korean, Southeast Asian, South Asian, other), 8450 PIs, 795,080 non-Hispanic whites, 107,200 blacks, and 210,050 Latinos. We used electronic health record data to produce age-standardized prevalence estimates of DM, HTN, CAD, obesity (using standard and Asian thresholds), and smoking for men and women in all racial/ethnic subgroups and compared these subgroups to an aggregated All Asian-American racial group and to whites, blacks, and Latinos. Results: We found large differences in health burden across Asian-American ethnic subgroups. For both sexes, there were 16 and > 22 percentage point differences between the lowest and highest prevalence of DM and HTN, respectively. Obesity prevalence among Asian subgroups (based on an Asian BMI ≥ 27.5 kg/m 2 threshold) ranged from 14 to 39% among women and 21 to 45% among men. Prevalence of smoking ranged from 1 to 4% among women and 5 to 14% among men. Across all conditions and risk factors, prevalence estimates for Asian-American and PI ethnic groups significantly differed from those for the All Asian-American group. In general, Filipinos and PIs had greater health burden than All Asians, with prevalence estimates approaching those of blacks. Conclusions: In a population of middle-aged and older adult Northern California health plan members, we found substantive differences in prevalence of chronic cardiovascular conditions, obesity, and smoking across Asian-American ethnic groups and between Asian-American ethnic groups and an aggregated All Asian racial group. Our study confirms that reporting statistics for an aggregated Asian-American racial group masks meaningful differences in Asian-American ethnic group health.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Knowledge gaps about the health of single and multiracial Asian and Pacific Islander populations have persisted in part due to the problematic practice of aggregating broad and diverse Asian and Pacific Islander populations for research purposes.
“Knowledge gaps about the health of single and multiracial Asian and Pacific Islander populations have persisted in part due to the problematic practice of aggregating broad and diverse Asian and Pacific Islander populations for research purposes.”
From Prevalence of cardiovascular disease among Asian, Pacific Islander and multi-race populations in Hawai’i and California (2023) · cites this paper as [10]
Split into 2 atoms — 1 confirmed, 1 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.
Experimental — accuracy not yet measuredAggregating broad and diverse Asian and Pacific Islander populations for research purposes can result in masking the extent of health disparities across these populations, and limit efforts to identify underlying drivers of health inequity.
“This practice can result in masking the extent of health disparities across these populations, and limit efforts to identify underlying drivers of health inequity [9-11].”
From Prevalence of cardiovascular disease among Asian, Pacific Islander and multi-race populations in Hawai’i and California (2023) · cites this paper as [10]
The Conclusions (page not provided) state that aggregated Asian-American statistics mask meaningful differences between ethnic subgroups, and the Discussion reports that aggregated Asian/PI estimates underestimated prevalence for Pacific Islanders. The paper does not establish the further claim that aggregation limits efforts to identify the underlying drivers of health inequity. (LLM, conf=0.82)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
No citation lists for this paper
No citation lists for this paper yet — checked again daily.
References 31 · Cited by 232
Research works printed but not linked: 28
- [4]Holland AT Palaniappan LP Problems with the collection and interpretation of Asian-American health data: omission, aggregation, and extrapolation Ann Epidemiol 2012 22 6 397 405 10.1016/j.annepidem.2012.04.001 22625997 PMC4324759 · DOI
- [5]Centers for Medicare & Medicaid Services Medicare and Medicaid programs; electronic health record incentive program—stage 2; proposed rule Fed Regist 2012 77 45 13697 13829 22946138
- [7]Islam NS Khan S Kwon S Jang D Ro M Trinh-Shevrin C Methodological issues in the collection, analysis, and reporting of granular data in Asian American populations: historical challenges and potential solutions J Health Care Poor Underserved 2010 21 1354 1381 21099084 PMC3086449
- [8]Ghosh C Healthy people 2010 and Asian Americans/Pacific islanders: defining a baseline of information Am J Public Health 2003 93 2093 2098 10.2105/AJPH.93.12.2093 14652340 PMC1448158 · DOI
- [9]Ro MJ Yee AK Out of the shadows: Asian Americans, native Hawaiians, and Pacific islanders Am J Public Health 2010 100 776 778 10.2105/AJPH.2010.192229 20299635 PMC2853631 · DOI
- [11]IOM (Institute of Medicine). Race, Ethnicity, and Language Data: Standardization for Health Care Quality Improvement. Washington, DC: The National Academies Press, 2009. Available at https://www.nap.edu/read/12696/chapter/8. Accessed 31 July 2019. 25032349
- [12]Barnes PM Adams PF Powell-Griner E. Health characteristics of the Asian adult population: United States Advance data from vital and health statistics; no 394 2004 Hyattsville, MD National Center for Health Statistics 2008 18271366
- [13]Mui P Hill SE Thorpe RJ Overweight and obesity differences across ethnically diverse subgroups of Asian American men Am J Mens Health 2018 12 6 1958 1965 10.1177/1557988318793259 30095034 PMC6199427 · DOI
- [14]Maxwell AE Crespi CM Alano RE Sudan M Bastani R Health risk behaviors among five Asian American subgroups in California: identifying intervention priorities J Immigr Minor Health 2012 14 5 890 894 10.1007/s10903-011-9552-8 22089979 PMC3298627 · DOI
- [15]Huang B Appel HB Nicdao EG Lee HJD Ai AL Chronic conditions, behavioral health, and use of health services among Asian American men: the first nationally representative sample Am J Mens Health 2013 7 1 66 76 10.1177/1557988312460885 22992317 · DOI
- [16]Martell BN, Garrett BE, Carabello RS. Disparities in adult cigarette smoking –United States 2002–2005 and 2010–2013. MMWR. 2016:65(30). 27491017
- [17]Lee JWR Brancati FL Yeh HC Trends in the prevalence of type 2 diabetes in Asians versus whites Diabetes Care 2011 34 353 357 10.2337/dc10-0746 21216863 PMC3024348 · DOI
- [18]Choi SE Liu M Palaniappan LP Wang EJ Wong ND Gender and ethnic differences in the prevalence of type 2 diabetes among Asian subgroups in California J Diabetes Complicat 2013 27 5 429 435 10.1016/jdiacomp.2013.01.002 23743139 PMC3769447 · DOI
- [19]Mui P Bowie JV Juon HS Thorpe RJ Ethnic group differences in health outcomes among Asian American men in California Am J Mens Health 2017 11 5 1406 1414 10.1177/1557988316664508 27530820 PMC5675204 · DOI
- [20]Bloom B Black LI. Health of non-Hispanic Asian adults: United States NCHS data brief, no 247 2010 Hyattsville, MD National Center for Health Statistics 2016 27227734
- [21]Sheth T Nair C Nargundkar M Anand S Yusuf S Cardiovascular and cancer mortality among Canadians fo European, south Asian, and Chinese origin from 1979 to 1993: an analysis of 1.2 million deaths Can Med Assoc J 1999 161 132 138 10439820 PMC1230461
- [22]Jose PO Frank ATH Kapphahrik K Goldstein BA Eggleston K Hasings KG Cullen MR Palaniappan LP Cardiovascular disease mortality in Asian Americans JACC 2014 64 23 2486 2494 10.1016/j.jacc.2014.08.048 25500233 PMC4274749 · DOI
- [23]Anand S Yusuf S Vuksan V Differences in risk factors, atherosclerosis, and cardiovascular disease between ethnic groups in Canada: the study of health assessment and risk in ethnic groups (SHARE) Lancet 2000 356 279 284 10.1016/S0140-6736(00)02502-2 11071182 · DOI
- [24]Zhao B Jose PO Pu J Chung S Acheta IB Fortmann SP Palaniappan LP Racial/ethnic differences in hypertension prevalence, treatment, and control for outpatients in northern California 2010-2012 Am J Hypertesnion 2015 28 5 631 639 10.1093/ajh/hpu189 PMC4462650 25352230 · DOI
- [25]Karter AJ, Schillinger D, Adams As, Moffet HH, Liu J, Adler NE, Kanaya AM Elevated rates of diabetes in Pacific Islanders and Asian Subgroups Diabetes Care 2013; 36:574–579. PMC3579366 23069837
- [26]Wang EJ Wong EC Dixit AA Fortmann SP Linde RB Palaniappan LP Type 2 diabetes: identifying high risk Asian American subgroups in a clinical population Diabetes Res Clin Pract 2011 93 2 248 254 10.1016/j.diabres.2011.05.025 21665315 PMC3156287 · DOI
- [28]Klatsky A Klatsky AL TI Tekawa I Health problems and hospitalizations among Asian American ethnic groups Ethn Dis 2005 15 753 760 16259504
- [29]Holland AT Wong EC Lauderdale DS Palaniappan LP Spectrum of cardiovascular diseases in Asian-American racial/ethnic subgroups Ann Epidemiol 2011 21 8 608 614 10.1016/j.annepidem.2011.04.004 21737048 PMC3215504 · DOI · Paper page
- [30]Khandelwal S, Chandra M, Lo JC. Clinical characteristics, bone mineral density and non-vertebral osteoporotic fracture outcomes among post-menopausal U.S. south Asian women. Bone. 2012 Dec;51(6):1025–1028. doi: 10.1016/j.bone.2012.08.118. Epub 2012 Aug 19. PMID: 22921875. 22921875 · DOI
- [32]Wong EC Palaniappan LP Lauderdale DS Using name lists to infer Asian racial/ethnic subgroups in the healthcare setting Med Care 2010 48 6 540 546 10.1097/MLR.0b013e3181d559e9 20421828 PMC3249427 · DOI
- [33]WHO expert consultation. Appropriate body-mass index for Asian populations and its implications for policy and intervention strategies. Lancet 2004; 363(9403):157–163. 14726171
- [35]Oza-Frank R Ali MK Vaccarino V Narayan KM Asian Americans: diabetes prevalence across U.S. and World Health Organization weight classifications Diabetes Care 2009 32 9 1644 1646 10.2337/dc09-0573 19509010 PMC2732150 · DOI
- [36]Ye J, Rust G, Baltrus P, Daniels E. Cardiovascular risk factors among Asian Americans: results from a National Health Survey. Ann Epidemiol 2009 Oct;19(10):718–723. doi: 10.1016/j.annepidem.2009.03.022. Epub 2009 Jun 26. PMC4905692 19560369 · DOI
- Authors
- Gordon, N. P., Lin, T. Y., Rau, J., & Lo, J. C.
- Affiliations
- Kaiser Permanente (US)
- Kaiser Permanente Santa Clara Medical Center (US)
- Corresponding author
- Gordon, Nancy P.
- Venue
- BMC Public Health
- Published
- 2019-11-25
- Volume
- 19
- Issue
- 1
- Pages
- 1551-1551
- ISSN
- 1471-2458 (ISSN-L)
- PMC
- PMC6876105
- OpenAlex
- W2990820413
- Cited by
- 232
- References
- 31
- Citations by year
- 2026: 23 · 2025: 37 · 2024: 30 · 2023: 40 · 2022: 38 · 2021: 30 · 2020: 33 · 2018: 1
- FWCI
- 20.48
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- BMC Public Health (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Kaiser Permanente (n/a)
- Topics
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes, Cardiovascular Risks, and Lipoproteins
- Social Sciences › Health › Health disparities and outcomes
- Social Sciences › Cultural Studies › Asian American and Pacific Histories
- Keywords
- Native Hawaiians and Pacific Islanders, diabetes prevalence, hypertension prevalence, coronary artery disease prevalence, obesity prevalence, smoking prevalence, chronic cardiovascular disease, middle-aged and older adults, health disparities, Kaiser Permanente Northern California
- MeSH terms
- Aged, Aged, 80 and over, Asian, California, Chronic Disease, Female, Humans, Male, Middle Aged, Risk Factors, Cohort Studies, Prevalence, Native Hawaiian or Pacific Islander, Native Hawaiian or Other Pacific Islander, Electronic Health Records
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review