Evidence map›Paper›PMID 41641247›Full record

ArticleFrontiers in medicine2025

Correlation between systemic inflammation markers and insulin resistance in type 2 diabetes mellitus patients and its diagnostic value analysis.

Yongcheng Jiang, Meiping Yan, Hang Li, Yiwei Zhu, Zhijing Liang, Xinjing Chen, Yiming Deng, Lei He

Abstract read
In one paragraph

Article in Frontiers in medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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

What it found

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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

1 citing paper in PubMed.

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4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

8 authors.

Yongcheng Jiang *The Second School of Clinical Medicine, Southern Medical University, Guangzhou, Guangdong, China.
Meiping Yan *Department of Endocrinology, Zhujiang Hospital, Southern Medical University, Guangzhou, Guangdong, China.
Hang Li *The Second School of Clinical Medicine, Southern Medical University, Guangzhou, Guangdong, China.
Yiwei ZhuThe Second School of Clinical Medicine, Southern Medical University, Guangzhou, Guangdong, China.
Zhijing LiangThe First School of Clinical Medicine, Southern Medical University, Guangzhou, Guangdong, China.
Xinjing ChenThe Second School of Clinical Medicine, Southern Medical University, Guangzhou, Guangdong, China.
Yiming DengThe Second School of Clinical Medicine, Southern Medical University, Guangzhou, Guangdong, China.
Lei HeDepartment of Endocrinology, Zhujiang Hospital, Southern Medical University, Guangzhou, Guangdong, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Insulin resistance (IR) is a central pathophysiological feature of type 2 diabetes mellitus (T2DM) and is closely associated with chronic low-grade inflammation. Simple systemic inflammatory markers derived from routine laboratory testing may reflect this inflammatory-metabolic state; however, their clinical relevance in relation to IR remains incompletely defined. Methods: In this retrospective cross-sectional study, 2,177 patients with T2DM and 327 age- and sex-matched healthy controls were included. Insulin resistance was assessed using the homeostasis model assessment index (HOMA-IR), and patients with T2DM were classified as insulin-resistant or non-insulin-resistant based on established criteria. Systemic inflammatory markers, including the neutrophil-to-lymphocyte ratio (NLR), high-sensitivity C-reactive protein (hs-CRP), and white blood cell count (WBC), were analysed. Associations with IR were examined using correlation analysis and multivariable logistic regression. Receiver operating characteristic (ROC) curve analysis was performed to evaluate discriminative performance. Results: Levels of NLR, hs-CRP, and WBC were significantly higher in patients with T2DM than in healthy controls and were further elevated in insulin-resistant patients. All three markers were positively correlated with HOMA-IR, with NLR showing the strongest association ( Conclusion: Systemic inflammatory markers, particularly NLR, are significantly associated with insulin resistance in patients with T2DM. Although the discriminative performance of NLR was modest, its simplicity, low cost, and availability from routine complete blood counts support its potential role as a complementary marker associated with IR rather than a standalone diagnostic tool. Prospective studies are needed to clarify temporal relationships and validate these findings across diverse populations.

Indexed as

diabetesdiabetes mellitusinflammation markersinsulin resistance in type 2type 2 diabetes mellitus

Identifiers

PMID41641247
PMCPMC12865817

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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.