Evidence map›Paper›PMID 40696331›Full record

ArticleBMC endocrine disorders2025

Association between hs-CRP/HDL-C ratio and risk of prediabetes or diabetes: a cross-sectional study based on NHANES 2015-2023.

Huihui Sun, Jinzhi Yang, Li Ma, Yali Wu

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Article in BMC endocrine disorders, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

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0cells of the map it votes in
7citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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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

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3 · Its place in the literature

Who cites it

7 citing papers in PubMed.

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4 · The record

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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

4 authors.

Huihui SunHangzhou Linping Hospital of Traditional Chinese Medicine, No.101 Yuncheng Street, Linping District, Hangzhou City, Zhejiang province, 311106, China.
Jinzhi YangHangzhou Linping Hospital of Traditional Chinese Medicine, No.101 Yuncheng Street, Linping District, Hangzhou City, Zhejiang province, 311106, China.
Li MaHangzhou Linping Hospital of Traditional Chinese Medicine, No.101 Yuncheng Street, Linping District, Hangzhou City, Zhejiang province, 311106, China.
Yali WuHangzhou Linping Hospital of Traditional Chinese Medicine, No.101 Yuncheng Street, Linping District, Hangzhou City, Zhejiang province, 311106, China. jianlong0214@yeah.net.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe hs-CRP/HDL-C ratio is a novel marker reflecting inflammation and lipid metabolism disorders, but systematic investigations regarding its association with prediabetes and diabetes are still lacking. This study aimed to explore the association between the hs-CRP/HDL-C ratio and the presence of prediabetes and diabetes, thereby providing a theoretical basis for identifying individuals with dysglycemia at an earlier stage.

methodsA total of 18,472 eligible adult participants were included based on NHANES data from 2015 to 2023. The hs-CRP/HDL-C ratio was divided into quartiles, and its association with the odds of prediabetes and diabetes was evaluated using multivariable logistic regression and restricted cubic spline (RCS) analysis. Subgroup analyses were performed to explore the predictive value of the ratio across different population subgroups. All statistical analyses were weighted to enhance the representativeness of the findings.

resultsA significant positive association was observed between the hs-CRP/HDL-C ratio and the odds of prediabetes and diabetes. Compared to individuals with normal glucose levels, those with prediabetes and diabetes had significantly elevated hs-CRP/HDL-C ratios (both p < 0.001). An increasing trend in the prevalence of prediabetes and diabetes was observed with rising hs-CRP/HDL-C ratio (28.72-44.10% and 4.38-17.34%, respectively). In Model 3, after full adjustment, each unit increase in the hs-CRP/HDL-C ratio was associated with a 13.3% higher odds of prediabetes (OR = 1.133, 95% CI: 1.082-1.184, p < 0.001) and a 26.9% higher odds of diabetes (OR = 1.269, 95% CI: 1.186-1.351, p < 0.001). The RCS analysis revealed a significant nonlinear association between the hs-CRP/HDL-C ratio and the risks of prediabetes and diabetes, with apparent inflection points near 0.614 and 1.168 (Model 3). Additionally, receiver operating characteristic (ROC) analysis showed that the hs-CRP/HDL-C ratio had better discriminatory performance than either hs-CRP or HDL-C alone in predicting prediabetes (AUC = 0.751) and diabetes (AUC = 0.857). Subgroup analyses further demonstrated notable heterogeneity in the predictive value of this indicator across various demographic and clinical strata.

conclusionOur findings suggest that the hs-CRP/HDL-C ratio is significantly associated with the presence of prediabetes and diabetes in a nonlinear dose-response pattern, indicating its potential as a marker associated with glycemic disorders. CLINICAL TRIAL NUMBER: Not applicable.

Indexed as

BiomarkersCholesterol, HDLC-Reactive ProteinDiabetes MellitusPrediabetic StateAdultAgedCross-Sectional StudiesFemaleFollow-Up StudiesHumansMaleMiddle AgedNutrition SurveysPrevalencePrognosisBiomarkersCholesterol, HDLC-Reactive ProteinDiabeteshs-CRP/HDL-CNHANESPrediabetes

Identifiers

PMID40696331
PMCPMC12281851

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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.