Evidence map›Paper›PMID 41381692›Full record

ArticleScientific reports2025

Remnant cholesterol inflammatory index and cardiovascular disease among adults with cardiovascular-kidney-metabolic syndrome stages 0-3: a nationwide prospective cohort study.

Zhuojing Yang, Li Niu, Yuyan Zhao, Xiaoyi Cao, Lili Wang, Qian Zhao, Jingjing Fan, Juzi Wang

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Features of Lipid Disorders in Cardiovascular-Kidney-Metabolic Syndrome.International journal of molecular sciences · 2026
    Review
  2. Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Zhuojing Yang *The nursing Department of Shanxi Provincial People's Hospital, Shanxi Medical University, Taiyuan, 030012, Shanxi, China.
Li Niu *School of Nursing, Shanxi Medical University, Yingze District, 56Xinjian South Road, Taiyuan, 030001, Shanxi, China.
Yuyan Zhao *School of Nursing, Shanxi University of Chinese Medicine, Jinzhong, 030619, Shanxi, China.
Xiaoyi CaoSchool of Nursing, Shanxi University of Chinese Medicine, Jinzhong, 030619, Shanxi, China.
Lili WangThe nursing Department of Shanxi Provincial People's Hospital, Shanxi Medical University, Taiyuan, 030012, Shanxi, China.
Qian ZhaoThe nursing Department of Shanxi Provincial People's Hospital, Shanxi Medical University, Taiyuan, 030012, Shanxi, China.
Jingjing FanDepartment of Gastrointestinal Pancreatic Surgery, ShanxiProvincial People's Hospital, Taiyuan, 030012, China. 13546310238@qq.com.
Juzi WangThe nursing Department of Shanxi Provincial People's Hospital, Shanxi Medical University, Taiyuan, 030012, Shanxi, China. yzj17835262022@163.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The remnant cholesterol inflammatory index (RCII), integrating lipid and inflammatory pathways, may serve as a novel biomarker for cardiovascular risk. Yet, its role in adults across cardiovascular-kidney-metabolic (CKM) syndrome stages 0–3 remains unclear. We included 6,062 participants aged ≥ 45 years and free of cardiovascular disease at baseline from the China Health and Retirement Longitudinal Study (CHARLS). RCII was calculated as remnant cholesterol × high-sensitivity C-reactive protein/10 and log-transformed (lnRCII). Incident cardiovascular disease (CVD) events were ascertained through follow-up interviews (2011–2020). Cox proportional hazards models estimated hazard ratios (HRs) for CVD across lnRCII tertiles and per 1-standard-deviation (SD) increase, adjusting sequentially for demographic and lifestyle factors. Restricted cubic splines, Kaplan–Meier curves, and subgroup analyses were performed. During a median 9-year follow-up, 1751 CVD events occurred (cumulative incidence 28.9%). Higher lnRCII was consistently associated with elevated CVD risk. Each 1-SD increment corresponded to a 9% higher risk in crude and minimally adjusted models (HR  1.09, 95% CI 1.06–1.12), and a 5% higher risk after full adjustment (HR 1.05, 95% CI 1.01–1.08). Cox proportional hazards regression analysis demonstrated that, after adjustment for confounders, the risk of CVD was significantly higher in Q3 than in Q1 (HR 1.22, 95% CI 1.09–1.37, P < 0.001). Spline analysis indicated a linear dose–response, and subgroup findings were broadly consistent across demographic and clinical strata. In additional analyses, lnRCII’s ability to identify cardiovascular events is very poor (AUC = 0.557). After adding lnRCII to the traditional risk model, the C index, net reclassification improvement and comprehensive identification improvement have little change. Elevated lnRCII was associated with an increased risk of incident CVD among adults with CKM stages 0–3. However, its predictive performance was limited, so RCII should currently be regarded as an epidemiologic marker rather than a stand-alone tool for individual risk stratification.

Indexed as

Cardiovascular DiseasesCholesterolInflammationKidney DiseasesMetabolic SyndromeAgedBiomarkersChinaC-Reactive ProteinFemaleHumansIncidenceLongitudinal StudiesMaleMiddle AgedProportional Hazards ModelsBiomarkersCholesterolC-Reactive ProteinCardiovascular diseaseCardiovascular-kidney-metabolic syndromeChina health and retirement longitudinal studyHigh sensitivity C-reactive proteinRemnant cholesterol inflammatory index

Identifiers

PMID41381692
PMCPMC12820035

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.