ArticlePreventive medicine2022
Cardiovascular mortality risk prediction using objectively measured physical activity phenotypes in NHANES 2003-2006.
Article in Preventive medicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.
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Who cites it
7 citing papers in PubMed, 12 citations in OpenAlex.
- Accelerometer-derived "Weekend Warrior" physical activity and all-cause and cardiovascular mortality across CKM stages 0-3.Renal failure · 2026Article
- Joint non-linear dose-response associations of device-measured physical activity and cardiorespiratory fitness with cardiovascular disease: a cohort and Mendelian randomisation study.British journal of sports medicine · 2026Article
- Exploring Links between Brain Image-Derived Phenotypes and Accelerometer-Measured Physical Activity in the UK Biobank.bioRxiv : the preprint server for biology · 2026Article
- Predictive performance of wearable sensors for mortality risk in older adults: a model development and validation study.medRxiv : the preprint server for health sciences · 2025Article
- Associations between physical activity and CVD-related metabolomic and proteomic biomarkers.PloS one · 2025Article
- Accelerometer-based physical activity, air pollution and risk of dementia subtypes: a prospective study using UK biobank.Frontiers in public health · 2025Article
- Accelerometer-derived physical activity and mortality in individuals with type 2 diabetes.Nature communications · 2024Article
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Authors and funding
5 authors at 5 institutions in 1 country.
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Abstract
Increased physical activity (PA) has been associated with a decreased risk of cardiovascular disease (CVD) and mortality. However, most previous studies use self-reported PA instead of objectively measured PA assessed by wearable accelerometers. To the best of our knowledge, there have not been studies that quantified the univariate and multivariate ability of objectively measured PA summaries to predict the risk of CVD mortality. We investigate the ability of objectively measured PA summary variables to predict CVD mortality: as individual predictors, as part of the best multivariate model incorporating traditional predictors, and as additions to the best multivariate model using only traditional CVD predictors. Data were collected in the National Health and Nutrition Examination Survey 2003-2006 waves for US participants aged 50-85. The predictive ability was measured using Concordance, sometimes referred to as the C-statistic. Specifically, we calculated 10-fold cross-validated concordance (CVC) in survey-weighted Cox proportional hazard models. The best univariate predictor of CVD mortality was total activity count (outperformed age). In multivariate models, two of the eight predictors identified using the improvement in CVC threshold of 0.001 were PA measures (CVC = 0.844). The best model without physical activity (7 predictors) had CVC of 0.830. The addition of PA measures to the best traditional model was significantly better at predicting CVD mortality (P < 0.001). Accelerometer-derived PA measures have excellent cardiovascular mortality prediction performance. Wearable accelerometers have a potential for assessment of individuals' CVD mortality risks.
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