Evidence map›Paper›PMID 42910738›Full record

ArticleJournal of diabetes investigation2026

Association between the cholesterol-high-density lipoprotein-glucose index and the incidence of new-onset diabetes in patients with chronic gastrointestinal diseases: A prospective cohort study.

Liyan Lv, Juhua Wu, Xiaoqing Lin, Shiqian Lan, Yinping Sun

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Article in Journal of diabetes investigation, 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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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Liyan LvDigestive Medicine Center, Longyan First Affiliated Hospital of Fujian Medical University, Longyan, Fujian, China.
Juhua WuDigestive Medicine Center, Longyan First Affiliated Hospital of Fujian Medical University, Longyan, Fujian, China.
Xiaoqing LinDepartment of Anesthesiology, Longyan First Affiliated Hospital of Fujian Medical University, Longyan, Fujian, China.
Shiqian LanDigestive Medicine Center, Longyan First Affiliated Hospital of Fujian Medical University, Longyan, Fujian, China.
Yinping SunDigestive Medicine Center, Longyan First Affiliated Hospital of Fujian Medical University, Longyan, Fujian, China.ORCID https://orcid.org/0009-0004-9746-6516

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

aimsThis study aimed to investigate the association between the cholesterol-high-density lipoprotein-glucose (CHG) index and the incidence of diabetes in patients with chronic gastrointestinal diseases (CGID).

methodsThis study utilized data from the China Health and Retirement Longitudinal Study (CHARLS) for the period 2011-2020. The association between the CHG index and new-onset diabetes was assessed using Cox proportional hazards models. Restrictive cubic spline (RCS) analysis was used to examine the dose-response relationship, and time-window analysis assessed the time-dependence of predictive performance. The independent contributions of individual components of the CHG index were investigated using a two-axis decomposition (metabolic burden axis and lipid protection axis).

resultsThis study enrolled 1,870 CGID patients who were free of diabetes at baseline. During the follow-up period, 289 participants (15.5%) developed new-onset diabetes. CHG index was associated with the risk of new-onset diabetes (HR per 1-SD increase = 1.44, 95% CI: 1.28-1.61). RCS analysis showed no nonlinear relationship (P-nonlinear = 0.773). Time-window analysis showed that the predictive performance of the CHG index increased over time (HR for 0-5 years = 1.33 vs HR for 5-9 years = 1.62, P-interaction <0.001). Two-axis decomposition analysis revealed that the 'high metabolic burden-low lipid protection' group had the highest risk of diabetes (HR = 2.00).

conclusionsThe CHG index is an independent risk factor for new-onset diabetes in CGID patients, showing a linear dose-response relationship and time-dependent predictive performance.

Indexed as

cholesterol‐high‐density lipoprotein‐glucose indexchronic gastrointestinal diseasesnew‐onset diabetes

Identifiers

PMID42910738
PMCPMC13689282

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