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Background: Deep neural networks have been used to estimate age from ECGs, the electrocardiographic age (ECG-age), which predicts adverse outcomes. However, this prediction ability has been restricted to clinical settings or relatively short periods. We hypothesized that ECG-age is associated with death and cardiovascular outcomes in the long-standing community-based FHS (Framingham Heart Study).
Methods: We tested the association of ECG-age with chronological age in the FHS cohorts in ECGs from 1986 to 2021. We calculated the gap between chronological and ECG-age (Δage) and classified individuals as having normal, accelerated, or decelerated aging, if Δage was within, higher, or lower than the mean absolute error of the model, respectively. We assessed the associations of Δage, accelerated and decelerated aging with death or cardiovascular outcomes (atrial fibrillation, myocardial infarction, and heart failure) using Cox proportional hazards models adjusted for age, sex, and clinical factors.
Results: The study population included 9877 FHS participants (mean age, 55±13 years; 54.9% women) with 34 948 ECGs. ECG-age was correlated to chronological age (r=0.81; mean absolute error, 9±7 years). After 17±8 years of follow-up, every 10-year increase of Δage was associated with 18% increase in all-cause mortality (hazard ratio [HR], 1.18 [95% CI, 1.12-1.23]), 23% increase in atrial fibrillation risk (HR, 1.23 [95% CI, 1.17-1.29]), 14% increase in myocardial infarction risk (HR, 1.14 [95% CI, 1.05-1.23]), and 40% increase in heart failure risk (HR, 1.40 [95% CI, 1.30-1.52]), in multivariable models. In addition, accelerated aging was associated with a 28% increase in all-cause mortality (HR, 1.28 [95% CI, 1.14-1.45]), whereas decelerated aging was associated with a 16% decrease (HR, 0.84 [95% CI, 0.74-0.95]).
Conclusions: ECG-age was highly correlated with chronological age in FHS. The difference between ECG-age and chronological age was associated with death, myocardial infarction, atrial fibrillation, and heart failure. Given the wide availability and low cost of ECG, ECG-age could be a scalable biomarker of cardiovascular risk.
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http://dx.doi.org/10.1161/CIRCOUTCOMES.122.009821 | DOI Listing |
Menopause
September 2025
Epidemiology Division, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada.
Objective: The objective of the present work is to: (1) describe the trends in obesity among premenopausal and postmenopausal women in the United States between 1999 and 2018, and (2) describe the effect of aging on body mass index in women, using novel BMI-for-age percentile curves.
Methods: Data from the National Health and Nutrition Examination Survey (NHANES) collected between 1999 and 2018, including self-identified female participants older than 20 years, was used. Menopause status was self-reported, and body mass index (BMI, kg/m2) was calculated based on measured height and weight.
J Gerontol B Psychol Sci Soc Sci
September 2025
Department of Psychology, Friedrich Schiller University Jena, Jena, Germany.
Objective: Emotional aging research has been dominated by the idea of age-related improvements in emotional experience. However, current mixed empirical findings call for a more differentiated, context-dependent approach. It has been proposed that age-related improvements in emotional experience are present in benign contexts and when age-related gains (e.
View Article and Find Full Text PDFSemin Vasc Surg
September 2025
Division of Vascular and Endovascular Surgery, Department of Surgery, Northwell Health, Manhasset, NY; Zucker School of Medicine at Hofstra, Hempstead, NY. Electronic address:
Peripheral arterial disease (PAD) is a prevalent and debilitating condition in elderly patients, often leading to critical limb threatening ischemia (CLTI) and major amputations. While endovascular interventions are usually preferred for their lower perioperative risk, open surgical revascularization should also be considered due to its durability and superior patency in complex disease patterns. Age alone does not determine suitability for surgery; rather, candidacy hinges on frailty, functional status, comorbidities, and anatomical considerations.
View Article and Find Full Text PDFBackground And Aims: The role of anti-Müllerian hormone (AMH), a potential marker of the hypothalamic-pituitary-ovarian axis, is not well established in adolescent females. Typical epidemiologic studies use secondary sexual characteristics or chronological age as predictors for AMH. Skeletal maturity, an indicator of bone development, however, has not been examined in association with AMH in adolescent females.
View Article and Find Full Text PDFAnn Pediatr Endocrinol Metab
August 2025
Department of Pediatrics, Hanyang University Hospital, Seoul, Korea.
Purpose: Both premature adrenarche (PA) and obesity are closely linked to increases in bone age (BA). However, the mechanisms underlying these associations are unclear as research data, particularly in boys, are lacking. Therefore, our aim in this study was to test for an association between obesity and BA progression in boys with PA and to assess the role of adrenal androgen in the mediation of any identified association.
View Article and Find Full Text PDF