Evidence map›Paper›PMID 40874930›Full record

ArticleAging2025

Longitudinal relationship between social and CVD risk factors in older adults with prediabetes: the HRS 2006-2016.

Obinna Ekwunife, Yilin Xu, Raphael Fraser, Jennifer Campbell, Rebekah J Walker, David Jacobs, Leonard E Egede

Abstract read
In one paragraph

Article in Aging, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Obinna EkwunifeDivision of Population Health, Department of Medicine, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, NY 14203, USA.
Yilin XuDivision of Population Health, Department of Medicine, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, NY 14203, USA.
Raphael FraserDivision of Population Health, Department of Medicine, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, NY 14203, USA.
Jennifer CampbellDivision of Population Health, Department of Medicine, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, NY 14203, USA.
Rebekah J WalkerDivision of Population Health, Department of Medicine, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, NY 14203, USA.
David JacobsDivision of Outcomes and Practice Advancement, Department of Pharmacy Practice, School of Pharmacy, University at Buffalo, Buffalo, NY 14214, USA.
Leonard E EgedeDivision of Population Health, Department of Medicine, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, NY 14203, USA.

Funding

HRS Yrs29-34: Y33 SSA CoFundingU01AG009740 · NIA · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI Jessica Faul, KENNETH M LANGA · 1990 to 2026
$555.8M
HOME DM-BAT: Home-based Diabetes-Modified Behavioral Activation Treatment for Low Income Seniors with T2DM Diversity SupplementR01DK118038 · NIDDK · STATE UNIVERSITY OF NEW YORK AT BUFFALO · PI EGEDE, LEONARD E. · 2019 to 2023
$3.5M
Financial Incentives And Nurse Coaching to Enhance Diabetes Outcomes (FINANCE-DM) - Diversity SupplementR01DK120861 · NIDDK · STATE UNIVERSITY OF NEW YORK AT BUFFALO · PI EGEDE, LEONARD E. · 2019 to 2023
$3.4M
Lowering the Impact of Food insecurity in African American Adults with Type 2 Diabetes Mellitus (LIFT-DM) - Diversity SupplementR01MD013826 · NIMHD · STATE UNIVERSITY OF NEW YORK AT BUFFALO · PI EGEDE, LEONARD E., WALKER, REBEKAH J · 2019 to 2023
$3.4M
Structural Racism and Disparities in Social Risk, Human Capital, Health Care Resources, and Health Outcomes: A Multi-level Analysis of Pathways and Policy Levers for ChangeR01MD017574 · NIMHD · STATE UNIVERSITY OF NEW YORK AT BUFFALO · PI Leonard E. Egede, Sebastian Linde · 2023 to 2026
$2.5M
Impact of structural racism on hospital/clinic closures, community assets, and health outcomes in urban communitiesR01MD018012 · NIMHD · STATE UNIVERSITY OF NEW YORK AT BUFFALO · PI Leonard E. Egede, Sebastian Linde · 2023 to 2026
$2.4M
Cardiovascular Risk Reduction for Adults with Food Insecurity Using Structured Incentives (CVD-FIT)R01MD018721 · NIMHD · STATE UNIVERSITY OF NEW YORK AT BUFFALO · PI Rebekah J Walker · 2024 to 2026
$2.0M
Integrative Informatics Approach to Predict Readmissions and Improve Outcomes in COPDK23HL153582 · NHLBI · STATE UNIVERSITY OF NEW YORK AT BUFFALO · PI JACOBS, DAVID · 2021 to 2025
$962k
Conditional Cash Transfer Intervention to Improve Health Outcomes among Inner-City African Americans with T2DMK01DK131319 · NIDDK · STATE UNIVERSITY OF NEW YORK AT BUFFALO · PI Jennifer Annette Campbell · 2022 to 2026
$682k
NHLBI NIH HHS K23 HL153582NIA NIH HHS U01 AG009740NIDDK NIH HHS K01 DK131319NIDDK NIH HHS L30 DK130040NIDDK NIH HHS R01 DK118038NIDDK NIH HHS R01 DK120861NIMHD NIH HHS R01 MD013826NIMHD NIH HHS R01 MD017574NIMHD NIH HHS R01 MD018012NIMHD NIH HHS R01 MD018721
6 · The paper itself

Abstract

backgroundThis study examines how multiple social risk factors influence cardiovascular disease (CVD) risk control over time in older adults with prediabetes using a nationally representative cohort.

methodsData from the Health and Retirement Study (HRS) included 5,086 U.S. adults aged 50+ with prediabetes. Five social risk domains (economic stability, environment, education, healthcare, and social context) were examined as independent variables, while CVD risk factors included glycemic control (HbA1c), systolic blood pressure (SBP), and cholesterol ratio (total cholesterol/high-density lipoprotein). Mixed-effects models assessed relationships between social risk factors and CVD outcomes, adjusting for age, gender, race, and marital status.

resultsThe sample had an average age of 68.6 years, with 60.2% female, and 70.97% identifying as non-Hispanic Black. Average HbA1c was 5.7, SBP 129.4, and cholesterol ratio 3.85. Limited education was consistently associated with increased CVD risk-HbA1c (β = 0.03, 95% CI: 0.01-0.06, p < 0.001), SBP (β = 4.34, 95% CI: 2.96-5.71, p < 0.001), and cholesterol ratio (β = 0.08, 95% CI: 0.01-0.16, p < 0.05) -in the fully adjusted model. Medication cost-related non-adherence was significantly associated with higher HbA1c levels (β = 0.03, 95% CI: 0.002-0.06, p < 0.05). Difficulty paying bills and lack of health insurance were both significantly associated with higher cholesterol levels (β = 0.03, 95% CI: 0.002-0.06, p < 0.05) and (β = 0.22, 95% CI: 0.15-0.30, p < 0.001), respectively.

conclusionsSocial risk factors, particularly limited education, significantly impact CVD risk in older adults with prediabetes.

Indexed as

Cardiovascular DiseasesPrediabetic StateAgedBlood PressureCholesterolEducational StatusFemaleGlycated HemoglobinHeart Disease Risk FactorsHumansLongitudinal StudiesMaleMiddle AgedRisk FactorsUnited StatesCholesterolGlycated Hemoglobincardiovascular healthhealth equitypopulation healthprediabetessocial determinants of health

Identifiers

PMID40874930
PMCPMC12422790

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.