Associations of cumulative exposure and dynamic trajectories of the normalized creatinine-to-cystatin C ratio with incident cardiovascular disease in middle-aged and older Chinese adults with metabolic dysfunction-associated steatotic liver disease:

The normalized creatinine-to-cystatin C ratio (NCCR) serves as an indirect indicator of skeletal muscle mass and has been linked to metabolic health. However, its cumulative exposure and dynamic trajectories as they relate to incident cardiovascular disease (CVD) remain unknown in individuals with metabolic dysfunction-associated steatotic liver disease (MASLD). This nationwide prospective cohort study included 1,428 middle-aged and older Chinese adults with MASLD from the China Health and Retirement Longitudinal Study (2011–2020). Cumulative NCCR was calculated from 2012 and 2015 measurements. K-means clustering identified NCCR trajectory patterns. The primary outcome was incident CVD, assessed using Cox regression, restricted cubic splines, and Kaplan–Meier curves. Subgroup and sensitivity analyses evaluated the robustness of the findings. Over a median 7.77-year follow-up, 470 (32.91%) CVD events occurred. In fully adjusted models, higher cumulative NCCR exposure was independently associated with a 16% lower risk of incident CVD per 10-units increase (HR = 0.84 per 10-units increase, 95%CI: 0.76–0.94, P = 0.002). Compared with the lowest tertile, the highest tertile had a 34% risk reduction (HR = 0.66, 95%CI: 0.52–0.84, P = 0.001; P for trend = 0.001). K-means clustering identified two distinct NCCR trajectory patterns, with Cluster 2 showing a persistently higher NCCR trajectory and a significantly lower CVD risk (23% reduction) compared to Cluster 1 (HR = 0.77; 95% CI: 0.63–0.95; P = 0.015). Restricted cubic spline analysis revealed a linear inverse association between cumulative NCCR and incident CVD risk (P for non-linearity = 0.224). Kaplan–Meier analysis confirmed that participants with the highest cumulative NCCR or a persistently higher NCCR trajectory had the lowest cumulative incidence of CVD (log-rank P = 0.0028 and 0.0045, respectively). Subgroup and interaction analyses demonstrated generally consistent effect across most subgroups, with no significant interactions detected (all P for interaction > 0.05). Sensitivity analyses further confirmed the robustness of these findings. Higher cumulative NCCR exposure is independently associated with lower incident CVD risk in middle-aged and older Chinese adults with MASLD. NCCR distinct trajectory patterns were differentially associated with CVD risk, positioning this ratio as a independent association in this population. Associations of cumulative exposure and dynamic trajectories of the NCCR with incident CVD in middle-aged and older Chinese adults with MASLD: a nationwide cohort study

Authors

Institutions

Publication Details

Journal
BMC Cardiovascular Disorders
Published
2026-08-17
DOI
https://doi.org/10.1186/s12872-026-06481-6
Primary Topic
Nutrition and Health in Aging
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Associations of cumulative exposure and dynamic trajectories of the normalized creatinine-to-cystatin C ratio with incident cardiovascular disease in middle-aged and older Chinese adults with metabolic dysfunction-associated steatotic liver disease:

Chuantie Chen, Yuanyuan Chen
BMC Cardiovascular Disorders
Nutrition and Health in Aging
article

Associations of cumulative exposure and dynamic trajectories of the normalized creatinine-to-cystatin C ratio with incident cardiovascular disease in middle-aged and older Chinese adults with metabolic dysfunction-associated steatotic liver disease:

Chuantie Chen, Yuanyuan Chen
article en

Abstract

The normalized creatinine-to-cystatin C ratio (NCCR) serves as an indirect indicator of skeletal muscle mass and has been linked to metabolic health. However, its cumulative exposure and dynamic trajectories as they relate to incident cardiovascular disease (CVD) remain unknown in individuals with metabolic dysfunction-associated steatotic liver disease (MASLD). This nationwide prospective cohort study included 1,428 middle-aged and older Chinese adults with MASLD from the China Health and Retirement Longitudinal Study (2011–2020). Cumulative NCCR was calculated from 2012 and 2015 measurements. K-means clustering identified NCCR trajectory patterns. The primary outcome was incident CVD, assessed using Cox regression, restricted cubic splines, and Kaplan–Meier curves. Subgroup and sensitivity analyses evaluated the robustness of the findings. Over a median 7.77-year follow-up, 470 (32.91%) CVD events occurred. In fully adjusted models, higher cumulative NCCR exposure was independently associated with a 16% lower risk of incident CVD per 10-units increase (HR = 0.84 per 10-units increase, 95%CI: 0.76–0.94, P = 0.002). Compared with the lowest tertile, the highest tertile had a 34% risk reduction (HR = 0.66, 95%CI: 0.52–0.84, P = 0.001; P for trend = 0.001). K-means clustering identified two distinct NCCR trajectory patterns, with Cluster 2 showing a persistently higher NCCR trajectory and a significantly lower CVD risk (23% reduction) compared to Cluster 1 (HR = 0.77; 95% CI: 0.63–0.95; P = 0.015). Restricted cubic spline analysis revealed a linear inverse association between cumulative NCCR and incident CVD risk (P for non-linearity = 0.224). Kaplan–Meier analysis confirmed that participants with the highest cumulative NCCR or a persistently higher NCCR trajectory had the lowest cumulative incidence of CVD (log-rank P = 0.0028 and 0.0045, respectively). Subgroup and interaction analyses demonstrated generally consistent effect across most subgroups, with no significant interactions detected (all P for interaction > 0.05). Sensitivity analyses further confirmed the robustness of these findings. Higher cumulative NCCR exposure is independently associated with lower incident CVD risk in middle-aged and older Chinese adults with MASLD. NCCR distinct trajectory patterns were differentially associated with CVD risk, positioning this ratio as a independent association in this population. Associations of cumulative exposure and dynamic trajectories of the NCCR with incident CVD in middle-aged and older Chinese adults with MASLD: a nationwide cohort study

BMC Cardiovascular Disorders
Southern University of Science and Technology (CN), Longgang Central Hospital (CN), Shenzhen Second People's Hospital (CN), Shenzhen Third People’s Hospital (CN)
Good health and well-being
Openalex Percentile: Top 10%
Nutrition and Health in Aging
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.