Clustering of Social Determinants of Health and their Association with Adverse Cardiovascular Outcomes in Atrial Fibrillation in UK Biobank
Zhou, Y.; Houle, J.; Raparelli, V.; Norris, C. M.; Pilote, L.
Show abstract
BackgroundDespite improvements in diagnostic and therapeutic options, individuals with atrial fibrillation (AF) remain at high risk for major adverse cardiovascular events (MACE). Social determinants of health (SDOH) are strongly associated with cardiovascular outcomes, yet the complex patterns through which these factors cluster to create distinct vulnerability profiles remain poorly understood. MethodsWe conducted a latent class analysis utilizing data from the UK Biobank cohort, examining 15 SDOH indicators across economic, psychological, and neighborhood domains among 3,842 participants with AF (35.1% female). Multi-group latent class analysis (LCA) evaluated differences in vulnerability pattern distribution, and explored whether SDOH clusters of vulnerability varies by sex. Cox proportional hazards models assessed the association between identified SDOH clusters and composite cardiovascular outcomes comprising major adverse cardiovascular events (MACE) and all-cause mortality. ResultsWe identified five distinct SDOH vulnerability clusters based on multi-group LCA: 1) low vulnerability across all domains; 2) primarily economic vulnerability; 3) primarily neighborhood-related vulnerability; 4) economic and neighborhood vulnerability with favorable psychological conditions; and 5) high vulnerability across all domains. Male participants demonstrated a higher representation in more advantaged profiles than their female counterpart (Cluster 1: 37.0% vs. 26.6%; Cluster 4: 25.3% vs. 14.1%). Female participants exhibited the greater representation in the overall highest vulnerability cluster(Cluster 5: 35.1% vs. 25.2%) as compared with male participants. Compared to Cluster 1, individuals with AF from classes with adverse economic conditions (Cluster 2, 4 and 5) had a higher risk of MACE events with individuals in Cluster 5 having twice the risk. No sex interactions were observed with SDOH clusters in their association with MACE. ConclusionsWe identified five distinct SDOH vulnerability patterns among individuals with AF, revealing economic determinants as pivotal drivers of cardiovascular risk. These findings provide an evidence-based framework for implementing precision medicine approaches that incorporate comprehensive SDOH assessment into AF clinical management.
Matching journals
The top 6 journals account for 50% of the predicted probability mass.
Similar papers in this journal
Similar papers in this journal
- Effect of an intensive lifestyle intervention on the structural and functional substrate for atrial fibrillation in people with metabolic syndrome 93%
- Familial risk of myocardial infarction with non-obstructive and obstructive coronary arteries-A nation-wide cohort study 93%
- Polygenic prediction of coronary heart disease among 130,000 Mexican adults 92%
Similar papers in this journal
- Sex and racial differences in cardiovascular disease risk in patients with atrial fibrillation 94%
- Actionable absolute risk prediction of atherosclerotic cardiovascular disease: a behavior-management approach based on data from 464,547 UK Biobank participants 93%
- Genetic loci associated with prevalent and incident myocardial infarction and coronary heart disease in the Cohorts for Heart and Aging Research in Genomic Epidemiology (CHARGE) Consortium 93%
Similar papers in this journal
- Association of Physical Activity with the Incidence of Atrial Fibrillation in Persons >65 Years Old: The Atherosclerosis Risk In Communities (ARIC) Study 94%
- Dynamic Predictive Accuracy of Electrocardiographic Biomarkers of Sudden Cardiac Death within a Survival Framework: The Atherosclerosis Risk in Communities (ARIC) study 93%
- Combining Genetic Proxies of Drug Targets and Time-to-event analyses From Longitudinal Observational Data To Identify Target Patient Populations 93%
Similar papers in this journal
- Premature Ventricular Contractions During the Recovery Phase of Exercise Are Only Associated with Increased Cardiovascular Mortality when Present Together with Echocardiographic Abnormalities 92%
- Comparison of COVID-19 outcomes among shielded and non-shielded populations: A general population cohort study of 1.3 million 91%
- Klotho plasma levels are an independent predictor of mortality in women with acute coronary syndrome 91%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.