Evidence map›Paper›PMID 41668088›Full record

ArticleLipids in health and disease2026

Association of C-reactive protein/high-density lipoprotein cholesterol ratio with stroke in Chinese adults across different glycemic status.

Wei Huang, Jun Gu, Xueli Sun, Zhimei Shen, Qin Yin, Xu Wang

Abstract read
In one paragraph

Article in Lipids in health and disease, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Wei Huang *Health Management Center, Northern Jiangsu People's Hospital Affiliated to Yangzhou University, Yangzhou, China.
Jun Gu *Department of Orthopedics, Wuxi 9th People's Hospital Affiliated to Soochow University, Wuxi, China.
Xueli SunHealth Management Center, Northern Jiangsu People's Hospital Affiliated to Yangzhou University, Yangzhou, China.
Zhimei ShenHealth Management Center, Northern Jiangsu People's Hospital Affiliated to Yangzhou University, Yangzhou, China.
Qin YinDepartment of Orthopedics, Wuxi 9th People's Hospital Affiliated to Soochow University, Wuxi, China. yq1989njmu@163.com.
Xu WangDepartment of Traumatic Surgery, Northern Jiangsu People's Hospital, Yangzhou University, Yangzhou, China. wangxusb1990@163.com.

Funding

Northern Jiangsu People's Hospital Project SBQN24008Yangzhou Basic Research Program (Collaborative Project): Youth Health Project 2024-3-01
6 · The paper itself

Abstract

backgroundStroke is a leading public health burden in China, highlighting the need for accessible biomarkers to support risk stratification. The C-reactive protein/high-density lipoprotein cholesterol ratio (CHR), integrating inflammatory and lipid pathways, has emerged as a novel composite biomarker, yet its association with stroke across different clinical subgroups, particularly in the Chinese population with varying glycemic status, remains inadequately explored.

methodsThe analysis was conducted using the longitudinal observation dataset (five waves) of the China Health and Retirement Longitudinal Study (CHARLS), collected from 2011 to 2020. It included 10,484 community-dwelling adults aged ≥ 45 years. Incident stroke risk was modeled with Cox regression. Receiver operating characteristic (ROC) assessed predictive performance, and Restricted Cubic Splines (RCS) examined non-linearity.

resultsThe cumulative incidence of stroke over the 9-year observation period was 9.19%, accounting for a total of 963 cases. In fully adjusted analyses, CHR per IQR increase was weakly associated with higher stroke risk in prediabetes (HR 1.06, 95% CI 1.00-1.13) and diabetes, but not in normal glucose regulation (NGR). Compared with Q1, Q4 showed higher risk in NGR (HR 1.94, 95%CI 1.36-2.77) and in prediabetes (HR 1.40, 95%CI 1.02-1.93); in NGR, a stronger association was observed in those aged < 60 years (Q4 vs. Q1: HR 2.77, 95% CI 1.61-4.76). RCS suggested non-linear associations, with a pattern consistent with a J-shaped curve in NGR and weaker nonlinearity in prediabetes. Sensitivity analyses yielded broadly consistent patterns, particularly for the elevated risk in the highest CHR quartile in NGR. Discrimination was low for CHR in predicting stroke based on ROC analysis (AUC 0.572; 95% CI 0.533-0.598).

conclusionsHigher CHR was associated with an increased risk of stroke in Chinese adults, with heterogeneity across glycemic status, showing stronger and nonlinear (J-shaped) associations in NGR than in diabetes. CHR demonstrated limited discriminative ability for stroke, suggesting its utility may lie in risk stratification rather than standalone prediction.

Indexed as

Cholesterol, HDLC-Reactive ProteinStrokeAgedBiomarkersBlood GlucoseChinaDiabetes MellitusEast Asian PeopleFemaleHumansIncidenceLongitudinal StudiesMaleMiddle AgedPrediabetic StateBiomarkersBlood GlucoseCholesterol, HDLC-Reactive ProteinBlood glucoseC-reactive proteinHigh-density lipoprotein cholesterolLongitudinal studyStroke

Identifiers

PMID41668088
PMCPMC12998288

What Socratic holds

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LicenceCC BY-NC-ND
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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 Socratic graph.