Evidence map›Paper›PMID 42485574›Full record

ArticleArchives of endocrinology and metabolism2026

Association between triglyceride to high-density lipoprotein cholesterol ratio and new-onset diabetes mellitus.

Chunhui Yin, Qi Qi, Xinyu Wu, Lei Li, Yue Jiang, Jing Yu, Yun Zhang, Quanle Han, Shouling Wu, Kangbo Li

Abstract read
In one paragraph

Article in Archives of endocrinology and metabolism, 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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0citing papers in PubMed
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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

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

10 authors.

Chunhui YinDepartment of Cardiology, Tangshan Gongren Hospital, Tangshan, China.ORCID 0009-0009-2558-8596
Qi QiDepartment of Cardiology, Tangshan Gongren Hospital, Tangshan, China.ORCID 0009-0005-5107-7168
Xinyu WuDepartment of Cardiology, Tangshan Gongren Hospital, Tangshan, China.ORCID 0009-0009-4602-5282
Lei LiDepartment of Cardiology, Tangshan Gongren Hospital, Tangshan, China.ORCID 0009-0000-7420-5496
Yue JiangTangshan Gongren Hospital Catheterization Unit Tangshan China Catheterization Unit, Tangshan Gongren Hospital, Tangshan, China.ORCID 0009-0003-7496-4101
Jing YuCatheterization Unit, Tangshan Gongren Hospital, Tangshan, China.ORCID 0009-0005-5580-6073
Yun ZhangDepartment of Geriatrics, Tangshan Gongren Hospital, Tangshan, China.ORCID 0009-0001-3882-2216
Quanle HanDepartment of Cardiology, Tangshan Gongren Hospital, Tangshan, China.ORCID 0000-0002-3200-9224
Shouling WuDepartment of Cardiology, Kailuan General Hospital, Tangshan, China.ORCID 0000-0002-2921-7583
Kangbo LiSchool of Clinical Medicine, North China University of Science and Technology, Tangshan, China.ORCID 0000-0003-0186-32653

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveTo examine the association between triglyceride to high-density lipoprotein cholesterol (TG/HDL-C) ratio and the onset of diabetes mellitus (DM) within an ongoing prospective cohort in China. SUBJECTS AND

methodsParticipants were categorized into four groups according to their TG/HDL-C ratio quartiles. Kaplan-Meier estimator determined the cumulative incidence during follow-up and generated time-to-event curves. Additionally, a Cox proportional hazards regression analysis assessed the hazard ratios (HRs) and their corresponding 95% confidence intervals (CIs) for new-onset DM. A sensitivity analysis was also performed to mitigate the possible effects of reverse causation.

resultsDuring a median follow-up duration of 13.67 years, 38,210 individuals developed DM. Kaplan-Meier curves revealed that the cumulative DM incidence across quartiles 1 to 4 was 40.95%, 42.04%, 41.42%, and 44.38%, respectively. The risk of developing DM increased over time according to the baseline TG/HDL-C ratio quartiles. After adjusting for potential confounding variables, the HRs reached 1.045 (95% CI, 1.015-1.076), 1.026 (95% CI, 0.996-1.058), and 1.095 (95% CI, 1.058-1.133) for quartiles 2, 3, and 4, respectively (P for trend < 0.001). These findings were consistent in sensitivity analyses, with HRs of 1.045 (95% CI, 1.016-1.075), 1.026 (95% CI, 0.996-1.058), and 1.095 (95% CI, 1.058-1.133) for quartiles 2, 3, and 4, respectively (P for trend < 0.0001).

conclusionTG/HDL-C ratio is significantly and positively associated with new-onset DM.

Indexed as

Cholesterol, HDLDiabetes MellitusTriglyceridesAdultBiomarkersChinaFemaleFollow-Up StudiesHumansIncidenceKaplan-Meier EstimateMaleMiddle AgedProportional Hazards ModelsProspective StudiesRisk FactorsBiomarkersCholesterol, HDLTriglyceridesdiabetes mellitusinsulin resistanceTriglyceride to high-density lipoprotein cholesterol ratio

Identifiers

PMID42485574
PMCPMC13390902

What Socratic holds

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LicenceCC BY
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Registered trials

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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.