Evidence map›Paper›PMID 40830768›Full record

ArticleBMC nephrology2025

Association between the triglyceride to high-density lipoprotein cholesterol ratio and diabetes mellitus likelihood in patients with chronic kidney disease.

Mijie Guan, Shuang Cui, Haiying Song, Haofei Hu, Bo Hu

Abstract read
In one paragraph

Article in BMC nephrology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

5 authors.

Mijie Guan *Department of Nephrology, The First Affiliated Hospital of Jinan University, Jinan University, No.613 West Huangpu Avenue Tianhe District, Guangzhou, Guangdong Province, 510630, China.
Shuang Cui *Department of Nephrology, The First Affiliated Hospital of Jinan University, Jinan University, No.613 West Huangpu Avenue Tianhe District, Guangzhou, Guangdong Province, 510630, China.
Haiying SongDepartment of Nephrology, Shenzhen Second People's Hospital, No.3002 Sungang West Road, Futian District, Shenzhen, Guangdong Province, 518000, China. songhaiying808@126.com.
Haofei HuDepartment of Nephrology, Shenzhen Second People's Hospital, No.3002 Sungang West Road, Futian District, Shenzhen, Guangdong Province, 518000, China. huhaofei0319@126.com.
Bo HuDepartment of Nephrology, The First Affiliated Hospital of Jinan University, Jinan University, No.613 West Huangpu Avenue Tianhe District, Guangzhou, Guangdong Province, 510630, China. hubo26@163.com.

Funding

the Fundamental Research Funds for the Central Universities Grant No. 21624316the Sanming Project of Medicine in Shenzhen Grant No. SZSM202211013the Shenzhen Key Medical Discipline Construction Fund Grant No. SZXK009
6 · The paper itself

Abstract

backgroundPatients with chronic kidney disease (CKD) are at an increased risk of diabetes mellitus (DM) and dyslipidemia, yet the specific relationship between lipid profiles, particularly triglyceride-to-high-density lipoprotein cholesterol ratio (TG/HDL-C ratio), and DM likelihood in this population has not been thoroughly elucidated.

methodsWe conducted a cross-sectional analysis of 20,310 unselected patients with CKD enrolled from 2006 to 2015. The relationship between the TG/HDL-C ratio and the likelihood of DM was evaluated using binary logistic regression. Sensitivity and subgroup analyses were performed, and a generalized additive model with smooth curve fitting assessed potential non-linear associations. We also performed the receiver operating characteristic (ROC) curve and decision curve analysis to assess the determination and clinical use, respectively.

resultsAmong the participants (mean age 60.907 ± 10.044 years; 79.580% male), 1,758 (8.656%) had DM. The median TG/HDL-C ratio was 0.655(interquartile range 0.465-0.920). After adjusting for covariates, a significant positive association was found between the TG/HDL-C ratio and DM likelihood (odds ratio [OR], 1.494; 95% confidence interval [CI], 1.354-1.648; P < 0.001). A non-linear relationship was observed with an inflection point at a TG/HDL-C ratio of 1.030. The ORs below and above this point were 1.866 (95% CI, 1.472-2.365) and 1.297 (95% CI, 1.094-1.538), respectively. The area under curve (AUC) of the nomogram was of 0.580 (95% CI, 0.566-0.594). Subgroup analyses indicated a stronger association in patients without hypertension, in female and patients with AF.

conclusionThe TG/HDL-C ratio is independently associated with DM likelihood in patients with CKD, exhibiting a non-linear relationship particularly significant when the ratio is below 1.030. The TG/HDL-C ratio may serve as a useful marker for DM likelihood assessment in CKD patients, though prospective studies are needed to determine its role in prevention strategies. CLINICAL TRIAL NUMBER: Not applicable.

Indexed as

Cholesterol, HDLDiabetes MellitusRenal Insufficiency, ChronicTriglyceridesAgedCross-Sectional StudiesDyslipidemiasFemaleHumansMaleMiddle AgedCholesterol, HDLTriglyceridesChronic kidney diseaseCross-sectional studyDiabetesNon-linearTriglyceride to high-density lipoprotein cholesterol ratio

Identifiers

PMID40830768
PMCPMC12362956

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.