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July 13, 2026Journal of the American Heart Association0 citationsOpen Access

Associations of Physical Activity With Mortality Across Cardiovascular–Kidney–Metabolic Syndrome Stages: Evidence From NHANES 1999 to 2018

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YXYangjie XiaoCCCheng ChengLZLi Zhang

Key Points

  • This research aims to explore how physical activity levels impact mortality rates across different stages of cardiovascular-kidney-metabolic syndrome.
  • Analyzed data from 19,930 adults with CKM stages 0 to 4 from NHANES (1999-2018) with mortality follow-up through 2019.
  • Assessed physical activity by duration (minutes/week) and volume (metabolic equivalent of task-min/week) across various domains.
  • Used survey-weighted Cox models to analyze dose-response associations and interactions.
  • Found that 2,759 deaths occurred during follow-up, with mortality increasing sharply across CKM stages.
  • Higher physical activity was linked to lower mortality rates, significantly in CKM stages 3-4, with HRs ranging from 0.690 to 0.745 for all-cause mortality.
  • Recreational physical activity showed the strongest inverse association with CKM-related mortality, with HRs of 0.550 to 0.740.

Abstract

BACKGROUND: Cardiovascular-kidney-metabolic (CKM) syndrome integrates cardiovascular, renal, and metabolic dysfunction and is associated with high mortality. Stage-stratified evidence linking physical activity (PA) to mortality remains limited. METHODS: We analyzed 19 930 adults with CKM stages 0 to 4 from the NHANES (National Health and Nutrition Examination Survey, 1999-2018), with mortality follow-up through 2019. PA was assessed by duration (minute/week) and volume (metabolic equivalent of task-min/week) across recreational, transport, and occupational domains. Survey-weighted Cox models with restricted cubic splines characterized dose-response associations, defined restricted cubic spline-derived reference ranges, and tested interactions. RESULTS: During follow-up, 2759 deaths occurred (997 CKM related). Mortality increased sharply with CKM stage (all cause: 2.7% in CKM 0-1, 7.0% in CKM 2, and 33.5%-39.2% in CKM 3-4; CKM-related: <2% in CKM 0-2 and 14.2%-15.5% in CKM 3-4). Higher PA was associated with lower mortality across stages, with the largest absolute differences in CKM 3-4. Associations were nonlinear and L-shaped. In CKM 3-4, total PA near the reference range (≈500 min/week or ≈2000 metabolic equivalent of task-min/week) was associated with lower all-cause mortality (hazard ratio HR, 0.745-0.700) and CKM-related mortality (HR, 0.739-0.690), whereas recreational PA (≈250 min/week or ≈1000 metabolic equivalent of task-min/week) showed the strongest inverse associations (all-cause HR, 0.740-0.702; CKM-related HR, 0.568-0.550). Occupational PA displayed a U-/J-shaped pattern. Interactions were strongest for renal dysfunction, particularly proteinuria. CONCLUSIONS: Modest, attainable PA-especially recreational activity-was associated with lower all-cause and CKM-related mortality, with the greatest differences in CKM stages 3 to 4.

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Cite This Study

Xiao et al. (2026) studied this question.

synapsesocial.com/papers/6a54807d475c38bf615a54d7https://doi.org/10.1161/jaha.125.047359
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