Evidence map›Paper›PMID 31206556›Full record

ArticlePloS one2019

Racial/ethnic differences in multimorbidity development and chronic disease accumulation for middle-aged adults.

Ana R Quiñones, Anda Botoseneanu, Sheila Markwardt, Corey L Nagel, Jason T Newsom, David A Dorr, Heather G Allore

Open access · goldAbstract read
In one paragraph

Article in PloS one, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 194 papers, 5 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
194citing papers in PubMed, 5 pooled it
24.4field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

194 citing papers in PubMed, 5 syntheses or guidelines pooled it, 311 citations in OpenAlex.

  1. Pooled it
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  4. Pooled it
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  6. Trial
  7. Trial
  8. Gender and racial/ethnic disparities in the life-course timing of first unpaid caregiving: a survival analysis approach.The journals of gerontology. Series B, Psychological sciences and social sciences · 2026
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  10. Historical slavery predicts contemporary disparities in mortality between Black and White Americans.Proceedings of the National Academy of Sciences of the United States of America · 2026
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  15. Discrimination and Multimorbidity Among Older Adults.Journal of racial and ethnic health disparities · 2026
    Article
  16. The toll of caregiving: life-course family care and disparities in physical functioning.The journals of gerontology. Series B, Psychological sciences and social sciences · 2026
    Article
  17. Article
  18. Rural-urban disparities in diabetes quality of care with accountable care organization participation.The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association · 2026
    Article
  19. Article
  20. Article

134 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors at 5 institutions in 1 country.

Ana R QuiñonesDepartment of Family Medicine, Oregon Health & Science University, Portland, Oregon, United States of America.ORCID 0000-0001-6554-7734
Anda BotoseneanuDepartment of Health & Human Services, University of Michigan, Dearborn, Michigan, United States of America.
Sheila MarkwardtSchool of Public Health, Oregon Health & Science University, Portland, Oregon, United States of America.
Corey L NagelCollege of Nursing, University of Arkansas for Medical Sciences, Little Rock, Arkansas, United States of America.
Jason T NewsomDepartment of Psychology, Portland State University, Portland, Oregon, United States of America.
David A DorrDepartment of Medical Informatics and Clinical Epidemiology, Oregon Health & Science University, Portland, Oregon, United States of America.
Heather G AlloreDepartment of Internal Medicine, School of Medicine, Yale University, New Haven, Connecticut, United States of America.
Oregon Health & Science University · USPortland State University · USUniversity of Arkansas for Medical Sciences · USUniversity of Michigan · USYale University · US

Funding

Yale Study Support Suite (YES3): Dashboard and Web Portal Software Supporting Research Workflow through integrated, customizable REDCap External ModulesP30AG021342 · NIA · YALE UNIVERSITY · PI Albert C Shaw · 2002 to 2026
$37.9M
Changes in Multimorbidity and Disability Among Race/Ethnic Older Adults (Administrative Supplement)R01AG055681 · NIA · OREGON HEALTH & SCIENCE UNIVERSITY · PI QUINONES, ANA ROMAN · 2017 to 2021
$2.8M
Individualized Absolute Risk calculator For Persons With Multiple Chronic ConditionsR01AG047891 · NIA · YALE UNIVERSITY · PI ALLORE, HEATHER GWYNN · 2015 to 2017
$990k
NIA NIH HHS P30 AG021342NIA NIH HHS R01 AG047891NIA NIH HHS R01 AG055681
6 · The paper itself

Abstract

backgroundMultimorbidity-having two or more coexisting chronic conditions-is highly prevalent, costly, and disabling to older adults. Questions remain regarding chronic diseases accumulation over time and whether this differs by racial and ethnic background. Answering this knowledge gap, this study identifies differences in rates of chronic disease accumulation and multimorbidity development among non-Hispanic white, non-Hispanic black, and Hispanic study participants starting in middle-age and followed up to 16 years. METHODS AND

findingsWe analyzed data from the Health and Retirement Study (HRS), a biennial, ongoing, publicly-available, longitudinal nationally-representative study of middle-aged and older adults in the United States. We assessed the change in chronic disease burden among 8,872 non-Hispanic black, non-Hispanic white, and Hispanic participants who were 51-55 years of age at their first interview any time during the study period (1998-2014) and all subsequent follow-up observations until 2014. Multimorbidity was defined as having two or more of seven somatic chronic diseases: arthritis, cancer, heart disease (myocardial infarction, coronary heart disease, angina, congestive heart failure, or other heart problems), diabetes, hypertension, lung disease, and stroke. We used negative binomial generalized estimating equation models to assess the trajectories of multimorbidity burden over time for non-Hispanic black, non-Hispanic white, and Hispanic participants. In covariate-adjusted models non-Hispanic black respondents had initial chronic disease counts that were 28% higher than non-Hispanic white respondents (IRR 1.279, 95% CI 1.201, 1.361), while Hispanic respondents had initial chronic disease counts that were 15% lower than non-Hispanic white respondents (IRR 0.852, 95% CI 0.775, 0.938). Non-Hispanic black respondents had rates of chronic disease accumulation that were 1.1% slower than non-Hispanic whites (IRR 0.989, 95% CI 0.981, 0.998) and Hispanic respondents had rates of chronic disease accumulation that were 1.5% faster than non-Hispanic white respondents (IRR 1.015, 95% CI 1.002, 1.028). Using marginal effects commands, this translates to predicted values of chronic disease for white respondents who begin the study period with 0.98 chronic diseases and end with 2.8 chronic diseases; black respondents who begin the study period with 1.3 chronic diseases and end with 3.3 chronic diseases; and Hispanic respondents who begin the study period with 0.84 chronic diseases and end with 2.7 chronic diseases.

conclusionsMiddle-aged non-Hispanic black adults start at a higher level of chronic disease burden and develop multimorbidity at an earlier age, on average, than their non-Hispanic white counterparts. Hispanics, on the other hand, accumulate chronic disease at a faster rate relative to non-Hispanic white adults. Our findings have important implications for improving primary and secondary chronic disease prevention efforts among non-Hispanic black and Hispanic Americans to stave off greater multimorbidity-related health impacts.

Indexed as

Black or African AmericanChronic DiseaseEthnicityFemaleHispanic or LatinoHumansMaleMiddle AgedMultimorbidityRacial GroupsUnited StatesWhite People

Identifiers

PMID31206556
PMCPMC6576751
OpenAlexW2951725337

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.