ArticleJAMA cardiology2020
Polygenic Risk, Fitness, and Obesity in the Coronary Artery Risk Development in Young Adults (CARDIA) Study.
Article in JAMA cardiology, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.
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.
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.
Who cites it
15 citing papers in PubMed, 29 citations in OpenAlex.
- The inflammatory proteome, obesity, and medical weight loss and regain in humans.Obesity (Silver Spring, Md.) · 2023Trial
- Sex-stratified polygenic risk scores for coronary artery disease incidence: Insights from a 20-year cohort study.BMC cardiovascular disorders · 2026Article
- Genetic Predisposition to Excess Body Weight and Survival in Women Diagnosed With Breast Cancer.JAMA network open · 2026Article
- The Genetic Blueprint of Obesity: From Pathogenesis to Novel Therapies.Obesity reviews : an official journal of the International Association for the Study of Obesity · 2025Review
- Polygenic prediction of body mass index and obesity through the life course and across ancestries.Nature medicine · 2025Article
- Breaking binary in cardiovascular disease risk prediction.NPJ cardiovascular health · 2025Review
- Human metabolic chambers reveal a coordinated metabolic-physiologic response to nutrition.JCI insight · 2024Article
- The clinical, mechanistic, and social impacts of air pollution on atopic dermatitis.The Journal of allergy and clinical immunology · 2024Review
- Metabolic liability for weight gain in early adulthood.Cell reports. Medicine · 2024Article
- Polygenic risk scores enhance prediction of body mass index increase in individuals with a first episode of psychosis.European psychiatry : the journal of the Association of European Psychiatrists · 2023Article
- Robust Bioinformatics Approaches Result in the First Polygenic Risk Score for BMI in Greek Adults.Journal of personalized medicine · 2023Article
- Dietary metabolic signatures and cardiometabolic risk.European heart journal · 2023Article
- The Value of Rare Genetic Variation in the Prediction of Common Obesity in European Ancestry Populations.Frontiers in endocrinology · 2022Article
- Assessing the Added Value of Vital Signs Extracted from Electronic Health Records in Healthcare Risk Adjustment Models.Risk management and healthcare policy · 2022Article
- The Coronary Artery Risk Development In Young Adults (CARDIA) Study: JACC Focus Seminar 8/8.Journal of the American College of Cardiology · 2021Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
12 authors at 9 institutions in 1 country.
Funding
Abstract
Importance: Obesity is a major determinant of disease burden worldwide. Polygenic risk scores (PRSs) have been posited as key predictors of obesity. How a PRS can be translated to the clinical encounter (especially in the context of fitness, activity, and parental history of overweight) remains unclear. Objective: To quantify the relative importance of a PRS, fitness, activity, parental history of overweight, and body mass index (BMI) (calculated as weight in kilograms divided by height in meters squared) in young adulthood on BMI trends over 25 years. Design, Setting, and Participants: This population-based prospective cohort study at 4 US centers included white individuals and black individuals with assessments of polygenic risk of obesity, fitness, activity, and BMI in young adulthood (in their 20s) and up to 25 years of follow-up. Data collected between March 1985 and August 2011 were analyzed from April 25, 2019, to September 29, 2019. Main Outcomes and Measures: Body mass index at the initial visit and 25 years later. Results: This study evaluated an obesity PRS from a recently reported study of 1608 white individuals (848 women [52.7%]) and 909 black individuals (548 women [60.3%]) across the United States. At baseline (year 0), mean (SD) overall BMI was 24.2 (4.5), which increased to 29.6 (6.9) at year 25. Among white individuals, the PRS (combined with age, sex, self-reported parental history of overweight, and principal components of ancestry) explained 11.9% (at year 0) and 13.6% (at year 25) of variation in BMI. Although the addition of fitness increased the explanatory capability of the model (24.0% variance at baseline and up to 18.1% variance in BMI at year 25), baseline BMI in young adulthood was the strongest factor, explaining 52.3% of BMI in midlife in combination with age, sex, and self-reported parental history of overweight. Accordingly, models that included baseline BMI (especially BMI surveillance over time) were better in predicting BMI at year 25 compared with the PRS. In fully adjusted models, the effect sizes for fitness and the PRS on BMI were comparable in opposing directions. The added explanatory capacity of the PRS among black individuals was lower than among white individuals. Among white individuals, addition of baseline BMI and surveillance of BMI over time was associated with improved precision of predicted BMI at year 25 (mean error in predicted BMI 0 kg/m2 [95% CI, -11.4 to 11.4] to 0 kg/m2 [95% CI, -8.5 to 8.5] for baseline BMI and mean error 0 kg/m2 [95% CI, -5.3 to 5.3] for BMI surveillance). Conclusions and Relevance: Cardiorespiratory fitness in young adulthood and a PRS are modestly associated with midlife BMI, although future BMI is associated with BMI in young adulthood. Fitness has a comparable association with future BMI as does the PRS. Caution should be exercised in the widespread use of polygenic risk for obesity prevention in adults, and close clinical surveillance and fitness may have prime roles in limiting the adverse consequences of elevated BMI on health.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.