# Rest-activity rhythms and cardiovascular events in cardiovascular–kidney–metabolic syndrome: evidence from two nationwide cohorts

**Authors:** Bingtao Weng, Haizhen Chen, Han Chen, Ningjian Wang, Hongliang Feng, Kehua Yang, Xiao Tan

PMC · DOI: 10.1016/j.ajpc.2026.101414 · American Journal of Preventive Cardiology · 2026-01-10

## TL;DR

This study shows that disrupted daily rest-activity rhythms are linked to worse outcomes in people with cardiovascular-kidney-metabolic syndrome, suggesting they could help identify high-risk individuals.

## Contribution

The study provides new evidence that circadian rest–activity rhythm parameters improve prediction of cardiovascular events and mortality in CKM syndrome.

## Key findings

- Higher relative amplitude of rest-activity rhythms was linked to slower CKM progression and lower cardiovascular and mortality risks.
- Intradaily variability in rest-activity rhythms was associated with increased all-cause mortality.
- Adding circadian rhythm parameters improved mortality prediction models.

## Abstract

•Using two large cohorts, associations between CRAR patterns and CKM progression were analyzed.•Adverse CRAR patterns may raise cardiovascular and mortality risks, possibly via inflammatory pathways.•Incorporating CRAR parameters may enhance predictive performance and effectively identify high-risk individuals.•CRAR may play an important role in preventing cardiovascular events in early CKM (0–3) and in reducing mortality in advanced CKM (1–4).

Using two large cohorts, associations between CRAR patterns and CKM progression were analyzed.

Adverse CRAR patterns may raise cardiovascular and mortality risks, possibly via inflammatory pathways.

Incorporating CRAR parameters may enhance predictive performance and effectively identify high-risk individuals.

CRAR may play an important role in preventing cardiovascular events in early CKM (0–3) and in reducing mortality in advanced CKM (1–4).

Circadian rest–activity rhythm (CRAR) is a modifiable determinant of metabolic and cardiovascular health, yet its role in cardiovascular events and mortality among individuals with cardiovascular–kidney–metabolic (CKM) syndrome remains unclear.

Accelerometer-derived CRAR parameters were analyzed in two nationally representative cohorts. Primary outcomes included cardiovascular incidence among participants with CKM stages 0–3 and all-cause and cardiovascular mortality among those with stages 1–4. Multinomial logistic and Cox proportional hazards models assessed associations of CRAR with CKM progression and subsequent outcomes. Mediation analyses examined inflammatory biomarkers, and improvements in prediction were evaluated using changes in C-statistics.

Among 74,777 participants, higher relative amplitude (RA) tertiles were associated with slower CKM progression and lower risks of cardiovascular incidence (T2: HR 0.87, 95% CI 0.82–0.93; T3: HR 0.79, 95% CI 0.73–0.85), all-cause mortality (T2: HR 0.70, 95% CI 0.64–0.77; T3: HR 0.60, 95% CI 0.54–0.67), and cardiovascular mortality (T2: HR 0.70, 95% CI 0.57–0.86; T3: HR 0.45, 95% CI 0.34–0.61). Higher intradaily variability (IV) was associated with increased all-cause mortality (T2: HR 1.12, 95% CI 1.02–1.22; T3: HR 1.19, 95% CI 1.08–1.30). Inflammatory biomarkers modestly mediated these associations (1%–5%). Optimal thresholds were RA = 0.87 for cardiovascular incidence, RA = 0.81 and IV = 0.68 for mortality. Adding CRAR to basic models improved prediction of all-cause and cardiovascular mortality (ΔC-statistic = 0.019 and 0.017). Results were validated in an independent cohort of 6046 participants.

Adverse CRAR is associated with CKM progression and elevated risks of cardiovascular events and mortality, highlighting its utility in identifying high-risk individuals and guiding targeted interventions through risk stratification and incremental prediction.

Image, graphical abstract

## Linked entities

- **Diseases:** cardiovascular–kidney–metabolic syndrome (MONDO:0976301)

## Full-text entities

- **Diseases:** Inflammatory (MESH:D007249), cardiovascular-kidney-metabolic (CKM) syndrome (MESH:D007674)

## Full text

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## Figures

5 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12830231/full.md

## References

52 references — full list in the complete paper: https://tomesphere.com/paper/PMC12830231/full.md

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Source: https://tomesphere.com/paper/PMC12830231