Evidence map›Paper›PMID 42819221›Full record

ArticleFrontiers in public health2026

Severe vision impairment is associated with cumulative social risk among adults in Puerto Rico: a population-based study.

Mariola A Busquets, Ibrahim D Ali, Andrea N Ponce, Jeremy D Keenan, Luma Al-Attar

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Article in Frontiers in public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Mariola A BusquetsSchool of Medicine, University of Puerto Rico, San Juan, PR, United States.
Ibrahim D AliDepartment of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States.
Andrea N PonceDepartment of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States.
Jeremy D KeenanFrancis I. Proctor Foundation, University of California, San Francisco, San Francisco, CA, United States.
Luma Al-AttarDepartment of Ophthalmology, University of Puerto Rico, San Juan, PR, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Social determinants of health (SDoH) are increasingly recognized as drivers of population health, but their association with severe vision impairment has not been examined in Puerto Rico, a U. S. territory with a particularly high reported prevalence of severe vision impairment. Methods: We conducted a population-based, cross-sectional analysis of 4,558 noninstitutionalized adults aged ≥18 years who participated in the 2023 Behavioral Risk Factor Surveillance System (BRFSS) in Puerto Rico. Responses were dichotomized into five SDoH exposure variables representing Healthy People 2030 domains: economic instability, low educational attainment, insufficient social support, limited health care access, and unstable built environment. These were summed to construct a cumulative Social Risk Index (range, 0 to ≥4). Modified Poisson regression with robust variance estimation was used to estimate adjusted prevalence ratios (aPR) and 95% confidence intervals (CI) for the association between each exposure variable and self-reported severe vision impairment, adjusted for age, sex, marital status, and insurance coverage. Analytic weights were incorporated to account for the complex survey design. Results: Among 4,558 respondents (mean age, 50 years; 53.3% female), 880 reported severe vision impairment (survey-weighted prevalence, 19.8%). After adjustment, severe vision impairment was more prevalent among individuals experiencing an unstable built environment (aPR, 2.02; 95% CI, 1.70-2.40), limited health care access (aPR, 1.95; 95% CI, 1.53-2.50), economic instability (aPR, 1.68; 95% CI, 1.40-2.01), insufficient social support (aPR, 1.33; 95% CI, 1.10-1.61), and low educational attainment (aPR, 1.30; 95% CI, 1.06-1.60). A graded increase in prevalence was observed with higher cumulative Social Risk Index scores, from aPR 1.28 (95% CI, 1.03-1.59) for one social risk factor to aPR 3.00 (95% CI, 2.13-4.23) for four or more factors. Discussion: Self-reported severe vision impairment in Puerto Rico was associated with multiple individual social determinants and increased monotonically with cumulative social risk. Identifying social risk factors associated with severe vision impairment may help direct eye health resources toward the populations in which it is most prevalent. Further research is needed to clarify the mechanisms linking social determinants to vision loss.

Indexed as

Social Determinants of HealthVision DisordersAdolescentAdultAgedBehavioral Risk Factor Surveillance SystemCross-Sectional StudiesFemaleHumansLow Socioeconomic StatusMaleMiddle AgedPrevalencePuerto RicoRisk FactorsSocial Supportblindnesshealth equityhealth surveillancepopulation-basedPuerto Ricosocial determinants of healthvision impairment

Identifiers

PMID42819221
PMCPMC13623729

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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.