ArticlePloS one2019
Racial/ethnic differences in multimorbidity development and chronic disease accumulation for middle-aged adults.
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.
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.
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.
Who cites it
194 citing papers in PubMed, 5 syntheses or guidelines pooled it, 311 citations in OpenAlex.
- Effectiveness and Experiences of Self-Management Interventions in Adults With Multiple Long-Term Conditions: A Mixed Methods Systematic Review.Journal of evaluation in clinical practice · 2026Pooled it
- Older adults and online health misinformation: a systematic literature review.BMC psychology · 2026Pooled it
- Fear of falling risk after hip surgery in older adults: an updated sex-specific systematic review with GRADE and PAF assessment.BMC geriatrics · 2026Pooled it
- Reporting and representation of underserved groups in intervention studies for patients with multiple long-term conditions: a systematic review.Journal of the Royal Society of Medicine · 2024Pooled it
- Inequalities in the progress of multiple chronic conditions: A systematic review of longitudinal studies.PloS one · 2022Pooled it
- Assessing Mediation and Moderation of an Efficacious Physical Activity Intervention for African American Men Living with HIV: The Influence of Self-Efficacy in Behavior Change.AIDS and behavior · 2026Trial
- Health effects and cost-effectiveness of a multilevel physical activity intervention in low-income older adults; results from the PEP4PA cluster randomized controlled trial.The international journal of behavioral nutrition and physical activity · 2022Trial
- 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 · 2026Article
- Structural and social determinants of health shape the impact of neurodegeneration and cerebrovascular pathology on cognitive functioning in black adults.Social science & medicine (1982) · 2026Article
- 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 · 2026Article
- Cross-Sectional Study of Emergency Room Visits Among Hispanic Immigrants by Country of Origin.Journal of racial and ethnic health disparities · 2026Article
- Understanding Motivation to Participate in Clinical Trials: Insights to Diversify Clinical Research Using Health Information National Trends Survey.Clinical and translational science · 2026Article
- Facilitators and barriers affecting healthy lifestyle behaviors among suburban Javanese women living in Indonesia: a qualitative study.BMC public health · 2026Article
- Factors Associated with Emergency Department Utilization among Older Black Adults with Chronic Illness in the United States.Journal of racial and ethnic health disparities · 2026Article
- Discrimination and Multimorbidity Among Older Adults.Journal of racial and ethnic health disparities · 2026Article
- The toll of caregiving: life-course family care and disparities in physical functioning.The journals of gerontology. Series B, Psychological sciences and social sciences · 2026Article
- Race differences in the effect of obesity on inflammation among Black and White older adults who quit smoking: a longitudinal analysis of the Health and Retirement study.Annals of behavioral medicine : a publication of the Society of Behavioral Medicine · 2026Article
- 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 · 2026Article
- Editorial: Racial and ethnic inequalities in multiple long-term conditions: current trends and viable solutions.Frontiers in public health · 2026Article
- Trends in respiratory failure mortality in the United States from 1999 to 2023.Frontiers in medicine · 2026Article
134 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors at 5 institutions in 1 country.
Funding
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
Identifiers
What OpenQuestion holds
Registered trials
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.