Evidence map›Paper›PMID 40346160›Full record

ArticleScientific reports2025

Association of total cholesterol to high-density lipoprotein cholesterol ratio with diabetes risk: a retrospective study of Chinese individuals.

Zhiqiang Zhang, Hejun Chen, Lei Chen, Wenyan Liang, Tenglong Hu, Na Sun, Yangyu Zhao, Xiqing Wei

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
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

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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

4 citing papers in PubMed.

  1. Association Between Total Cholesterol-to-High-Density Lipoprotein Ratio and Gestational Hypertension: A Case-Control Study.Medical science monitor : international medical journal of experimental and clinical research · 2026
    Article
  2. Article
  3. Review
  4. Article
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

8 authors.

Zhiqiang Zhang *Department of Cardiology, Affiliated Hospital of Jining Medical University, Clinical Medical College, Jining Medical University, Jining, 272000, China.
Hejun Chen *Graduate School of Tianjin Medical University, Tianjin Medical University, Tianjin, 300070, Tianjin, China.
Lei ChenDepartment of Cardiology, Affiliated Hospital of Jining Medical University, Clinical Medical College, Jining Medical University, Jining, 272000, China.
Wenyan LiangDepartment of Cardiology, Affiliated Hospital of Jining Medical University, Clinical Medical College, Jining Medical University, Jining, 272000, China.
Tenglong HuDepartment of Cardiology, Affiliated Hospital of Jining Medical University, Clinical Medical College, Jining Medical University, Jining, 272000, China.
Na SunDepartment of Cardiology, Affiliated Hospital of Jining Medical University, Clinical Medical College, Jining Medical University, Jining, 272000, China.
Yangyu ZhaoDepartment of Cardiology, Affiliated Hospital of Jining Medical University, Clinical Medical College, Jining Medical University, Jining, 272000, China.
Xiqing WeiDepartment of Cardiology, Affiliated Hospital of Jining Medical University, Clinical Medical College, Jining Medical University, Jining, 272000, China. weixiqing512@163.com.

Funding

Jining City Science and Technology Key Research and Development Program No. 2021YXNS069Shandong Province Traditional Chinese Medicine Science & Technology Project No. Z2023116
6 · The paper itself

Abstract

A common complication of type 2 diabetes is hypercholesterolemia in many patients. It is still unclear, nevertheless, how high-density lipoprotein cholesterol ratio (TC/HDL-C), total cholesterol, and diabetes are related. The purpose of this study is to look at the prediction ability and causal relationship between TC/HDL-C and diabetes. This study included 117,268 subjects who were undergoing physical examinations. The subjects were grouped into four equal groups according to the TC/HDL-C quartiles; the main outcome was the occurrence of diabetes events. TC/HDL-C is calculated as total cholesterol divided by high-density lipoprotein cholesterol. In 3.1 years (± 0.95) of follow-up, 795 women (0.68%) and 1,894 men (1.62%) received new diabetes diagnoses. TC/HDL-C is an independent predictor of new-onset diabetes, according to multivariable Cox regression analysis (HR 1.27 per SD increase, 95% CI: 1.09-1.48, P for trend < 0.001). It turned out that a cutoff value of 3.55 (area under the curve 0.64, sensitivity 0.66, specificity 0.56), was ideal for TC/HDL-C in predicting new-onset diabetes. A subgroup analysis demonstrated that the younger population had a significantly higher risk of TC/HDL-C-related diabetes than the middle-aged group (interaction P < 0.05). After controlling for confounding variables, this Chinese cohort study reveals a direct correlation between TC/HDL-C and diabetes, with a stronger independent association observed in younger and middle-aged individuals.

Indexed as

CholesterolCholesterol, HDLDiabetes Mellitus, Type 2AdultAgedChinaEast Asian PeopleFemaleHumansMaleMiddle AgedRetrospective StudiesRisk FactorsCholesterolCholesterol, HDLCohort studyDiabetesRisk factorTC/HDL-CTotal cholesterol: high-density lipoprotein cholesterol ratio

Identifiers

PMID40346160
PMCPMC12064768

What Socratic holds

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LicenceCC BY-NC-ND
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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.