ArticleJAMA network open2023
Trajectories of Chronic Disease and Multimorbidity Among Middle-aged and Older Patients at Community Health Centers.
Article in JAMA network open, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 32 papers, 2 of them syntheses that pooled it.
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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.
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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.
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Who cites it
32 citing papers in PubMed, 2 syntheses or guidelines pooled it, 35 citations in OpenAlex.
- A Systematic Review and Meta-Analysis of the Global Prevalence of Dry Mouth in Older Adults.Gerodontology · 2026Pooled it
- Risk of new diagnoses and exacerbations of chronic conditions after SARS-CoV-2 infection: a systematic review update.Epidemiologic reviews · 2026Pooled it
- Person-Centered Care Planning for People With Multiple Chronic Conditions: An Environmental Scan of Models and Approaches.Learning health systems · 2026Article
- Cervical Cancer Screening and Prevention among Latinas in the United States among a Network of Community Health Centers.Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology · 2026Article
- Establishment of the China Elderly Comorbidity Medical Database (CECMed) and its application in machine learning-based prediction.BMC geriatrics · 2026Article
- Multimorbidity Trajectories Across Three National Ageing Cohorts: Early Branching States and Persistent Cardiometabolic-Musculoskeletal Profiles.Journal of clinical medicine · 2026Article
- Comorbidity patterns of chronic respiratory diseases in older Chinese adults: A repeated cross-sectional study from CHARLS.Medicine · 2026Article
- Time toxicity in chronic disease comorbidity care: A concept analysis using Walker and Avant's approach.International journal of nursing sciences · 2026Article
- Prevalence and determinants of multimorbidity among resettled Bhutanese older adults in Ohio, USA.BMC public health · 2026Article
- Associations of childhood smoking initiation age with cardiometabolic multi-morbidity and mortality: a multi-national cohort study.BMC public health · 2026Article
- Predictors and Consequences of Poor Health Trajectories Among US Adults Ages 50-64: A Latent Class Growth Analysis.Journal of general internal medicine · 2026Article
- Cross-sectional trends in healthy lifestyles among the oldest-old in China, 1998-2018.BMC geriatrics · 2025Article
- Comorbidity trajectories before and after the diagnosis of heart failure: A UK Biobank cohort study.European journal of heart failure · 2025Article
- Dynamics of multimorbidity patterns in older population across socioeconomic areas.Communications medicine · 2025Article
- Article
- Contribution of chronic conditions to mortality: Differences by race and ethnicity.Aging and health research · 2025Article
- Insurance Instability Among Community-Based Health Center Patients with Diabetes Post-Affordable Care Act Medicaid Expansion.Journal of the American Board of Family Medicine : JABFM · 2025Article
- Diabetes Complications Among Community-Based Health Center Patients with Varying Multimorbidity Patterns.Journal of general internal medicine · 2025Article
- Charting the Pathways of Cardiometabolic Multimorbidity: A Systematic Review of Clinical Trajectories.Journal of clinical medicine · 2025Review
- Impact of surrogates for insulin resistance on mortality and life expectancy in primary care: a nationwide cross-sectional study with registry linkage (LIPIDOGRAM2015).The Lancet regional health. Europe · 2025Article
Corrections and comments
- Erratum issued
Authors and funding
7 authors at 2 institutions in 1 country.
Funding
Abstract
Importance: Health-related consequences of multimorbidity (≥2 chronic diseases) are well documented. However, the extent and rate of accumulation of chronic diseases among US patients seeking care in safety-net clinics are not well understood. These insights are needed to enable clinicians, administrators, and policy makers to mobilize resources for prevention of disease escalations in this population. Objectives: To identify the patterns and rate of chronic disease accumulation among middle-aged and older patients seeking care in community health centers, as well as any sociodemographic differences. Design, Setting, and Participants: This cohort study used electronic health record data from January 1, 2012, to December 31, 2019, on 725 107 adults aged 45 years or older with 2 or more ambulatory care visits in 2 or more distinct years at 657 primary care clinics in the Advancing Data Value Across a National Community Health Center network in 26 US states. Statistical analysis was performed from September 2021 to February 2023. Exposures: Race and ethnicity, age, insurance coverage, and federal poverty level (FPL). Main Outcomes and Measures: Patient-level chronic disease burden, operationalized as the sum of 22 chronic diseases recommended by the Multiple Chronic Conditions Framework. Linear mixed models with patient-level random effects adjusted for demographic characteristics and ambulatory visit frequency with time interactions were estimated to compare accrual by race and ethnicity, age, income, and insurance coverage. Results: The analytic sample included 725 107 patients (417 067 women [57.5%]; 359 255 [49.5%] aged 45-54 years, 242 571 [33.5%] aged 55-64 years, and 123 281 [17.0%] aged ≥65 years). On average, patients started with a mean (SD) of 1.7 (1.7) morbidities and ended with 2.6 (2.0) morbidities over a mean (SD) of 4.2 (2.0) years of follow-up. Compared with non-Hispanic White patients, patients in racial and ethnic minoritized groups had marginally lower adjusted annual rates of accrual of conditions (-0.03 [95% CI, -0.03 to -0.03] for Spanish-preferring Hispanic patients; -0.02 [95% CI, -0.02 to -0.01] for English-preferring Hispanic patients; -0.01 [95% CI, -0.01 to -0.01] for non-Hispanic Black patients; and -0.04 [95% CI, -0.05 to -0.04] for non-Hispanic Asian patients). Older patients accrued conditions at higher annual rates compared with patients 45 to 50 years of age (0.03 [95% CI, 0.02-0.03] for 50-55 years; 0.03 [95% CI, 0.03-0.04] for 55-60 years; 0.04 [95% CI, 0.04-0.04] for 60-65 years; and 0.05 [95% CI, 0.05-0.05] for ≥65 years). Compared with those with higher income (always ≥138% of the FPL), patients with income less than 138% of the FPL (0.04 [95% CI, 0.04-0.05]), mixed income (0.01 [95% CI, 0.01-0.01]), or unknown income levels (0.04 [95% CI, 0.04-0.04]) had higher annual accrual rates. Compared with continuously insured patients, continuously uninsured and discontinuously insured patients had lower annual accrual rates (continuously uninsured, -0.003 [95% CI, -0.005 to -0.001]; discontinuously insured, -0.004 [95% CI, -0.005 to -0.003]). Conclusions and Relevance: This cohort study of middle-aged patients seeking care in community health centers suggests that disease accrued at high rates for patients' chronological age. Targeted efforts for chronic disease prevention are needed for patients near or below the poverty line.
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