Association of high remnant cholesterol inflammatory index reversal with subsequent cardiovascular disease in middle-aged and older Chinese adults: a 2015-wave landmark cohort analysis of CHARLS

The remnant cholesterol inflammatory index (RCII) integrates remnant cholesterol and high-sensitivity C-reactive protein (hsCRP), but the prognostic relevance of longitudinal RCII change remains uncertain. We conducted a 2015-wave landmark cohort analysis of the China Health and Retirement Longitudinal Study. Participants aged 45 years or older whose 2011 RCII met a study-specific high-RCII definition (sample-derived 75th percentile) entered the post-landmark analysis only if they remained alive, cardiovascular disease (CVD)-free, observable, and trajectory-evaluable through the 2015 wave. Reversal was RCII below the fixed 2011 threshold at the 2015 wave; persistent high RCII was the reference. Incident CVD was ascertained through the 2020 wave. Missing covariates were multiply imputed (60 data sets). Associations were estimated using modified Poisson regression, inverse-probability weighting (IPTW), augmented inverse-probability weighting (AIPW), and sensitivity analyses. Among 1,221 participants, 791 had persistent high RCII and 430 had reversal; CVD occurred in 189 (23.9%) and 70 (16.3%), respectively. Fully adjusted modified Poisson regression showed lower subsequent CVD risk with reversal (risk ratio [RR] 0.75, 95% confidence interval [CI] 0.58–0.97; P = 0.029). IPTW yielded standardized risks of 23.2% versus 17.7% (risk difference − 5.5% points, 95% CI -10.6 to -0.4), and AIPW yielded 23.2% versus 17.4% (risk difference − 5.8% points, 95% CI -10.9 to -0.7). Estimates were similar after excluding extreme hsCRP values, omitting physical activity, and adjusting for updated 2015 covariates. The alternative 90th-percentile definition did not reproduce the primary association (RR 1.09, 95% CI 0.77–1.54). Within this selected landmark cohort and under the study-specific 75th-percentile definition, observed RCII reversal was associated with lower subsequent CVD risk. This threshold-dependent finding should be regarded as an exploratory conditional observational association; it does not estimate an RCII-lowering intervention effect and should not be generalized directly to all Chinese middle-aged and older adults, all individuals with high baseline RCII, or alternative definitions of high RCII.

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Journal
Lipids in Health and Disease
Published
2026-09-14
DOI
https://doi.org/10.1186/s12944-026-03058-2
Primary Topic
Inflammatory Biomarkers in Disease Prognosis
Type
article
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article

Association of high remnant cholesterol inflammatory index reversal with subsequent cardiovascular disease in middle-aged and older Chinese adults: a 2015-wave landmark cohort analysis of CHARLS

Xinhua Wu, Ying Yang, Chuanwei Zhao, Yane Yang et al.
Lipids in Health and Disease
Inflammatory Biomarkers in Disease Prognosis
article

Association of high remnant cholesterol inflammatory index reversal with subsequent cardiovascular disease in middle-aged and older Chinese adults: a 2015-wave landmark cohort analysis of CHARLS

Xinhua Wu, Ying Yang, Chuanwei Zhao, Yane Yang, Honglin Li
article en

Abstract

The remnant cholesterol inflammatory index (RCII) integrates remnant cholesterol and high-sensitivity C-reactive protein (hsCRP), but the prognostic relevance of longitudinal RCII change remains uncertain. We conducted a 2015-wave landmark cohort analysis of the China Health and Retirement Longitudinal Study. Participants aged 45 years or older whose 2011 RCII met a study-specific high-RCII definition (sample-derived 75th percentile) entered the post-landmark analysis only if they remained alive, cardiovascular disease (CVD)-free, observable, and trajectory-evaluable through the 2015 wave. Reversal was RCII below the fixed 2011 threshold at the 2015 wave; persistent high RCII was the reference. Incident CVD was ascertained through the 2020 wave. Missing covariates were multiply imputed (60 data sets). Associations were estimated using modified Poisson regression, inverse-probability weighting (IPTW), augmented inverse-probability weighting (AIPW), and sensitivity analyses. Among 1,221 participants, 791 had persistent high RCII and 430 had reversal; CVD occurred in 189 (23.9%) and 70 (16.3%), respectively. Fully adjusted modified Poisson regression showed lower subsequent CVD risk with reversal (risk ratio [RR] 0.75, 95% confidence interval [CI] 0.58–0.97; P = 0.029). IPTW yielded standardized risks of 23.2% versus 17.7% (risk difference − 5.5% points, 95% CI -10.6 to -0.4), and AIPW yielded 23.2% versus 17.4% (risk difference − 5.8% points, 95% CI -10.9 to -0.7). Estimates were similar after excluding extreme hsCRP values, omitting physical activity, and adjusting for updated 2015 covariates. The alternative 90th-percentile definition did not reproduce the primary association (RR 1.09, 95% CI 0.77–1.54). Within this selected landmark cohort and under the study-specific 75th-percentile definition, observed RCII reversal was associated with lower subsequent CVD risk. This threshold-dependent finding should be regarded as an exploratory conditional observational association; it does not estimate an RCII-lowering intervention effect and should not be generalized directly to all Chinese middle-aged and older adults, all individuals with high baseline RCII, or alternative definitions of high RCII.

Lipids in Health and Disease
Tengzhou Central People's Hospital (CN), Baoshan University (CN), Dali University (CN)
Good health and well-being
Openalex Percentile: Top 13%
Inflammatory Biomarkers in Disease Prognosis
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