Evidence map›Paper›PMID 40950562›Full record

ArticleJournal of multidisciplinary healthcare2025

Is Lipid a Missing Link Between Renal Function and Diabetes Risk? Insights from a Mediation Analysis Based on the Cohort Study.

Xiaomin Liang, Haofei Hu, Ying Li, Shuiqing Gui

Abstract read
In one paragraph

Article in Journal of multidisciplinary healthcare, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

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

4 authors.

Xiaomin Liang *Department of Critical Care Medicine, Shenzhen Second People's Hospital, The First Affiliated Hospital of Shenzhen University, Shenzhen, Guangdong, 518000, People's Republic of China.ORCID 0000-0003-1933-4353
Haofei Hu *Department of Nephrology, Shenzhen Second People's Hospital, The First Affiliated Hospital of Shenzhen University, Shenzhen, Guangdong, 518000, People's Republic of China.ORCID 0000-0001-6061-6796
Ying LiDepartment of Critical Care Medicine, Shenzhen Second People's Hospital, The First Affiliated Hospital of Shenzhen University, Shenzhen, Guangdong, 518000, People's Republic of China.
Shuiqing GuiDepartment of Critical Care Medicine, Shenzhen Second People's Hospital, The First Affiliated Hospital of Shenzhen University, Shenzhen, Guangdong, 518000, People's Republic of China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Purpose: Both renal function impairment and lipid abnormalities are recognized risk factors for diabetes. However, the potential mediating role of lipid parameters in the relationship between renal function and diabetes risk remains unexplored. This study aimed to investigate whether and to what extent lipid parameters mediate the association between renal function and diabetes risk. Patients and Methods: We conducted a cohort study including adults from 32 sites across 11 Chinese cities between 2010 and 2016. Renal function was assessed by estimated glomerular filtration rate (eGFR). Lipid parameters included triglyceride glucose (TyG), triglyceride glucose- body mass index (TyG-BMI), triglyceride/ high-density lipoprotein cholesterol (TG/HDL-c), and atherogenic index of plasma (AIP). Cox proportional hazards models were used to examine the relationship between eGFR and diabetes risk. Subgroup analyses were performed to identify potential effect modifiers. Mediation analyses quantified the proportion of eGFR's effect on diabetes risk mediated through each lipid parameter. Results: Among 115,488 participants (54.07% male, mean age 44.12 ± 12.95 years) followed for 3.10 ± 0.95 years, 2659 (2.30%) developed diabetes. After multivariable adjustment, higher eGFR was inversely associated with diabetes risk (HR=0.98, 95% CI: 0.98-0.98). This association was more pronounced in females, participants <60 years, those with BMI <25 kg/m², SBP <140 mmHg, non-smokers, non-drinkers, ALT <40 U/L, and AST <40 U/L. Mediation analyses revealed that TyG, TyG-BMI, TG/HDL-c, and AIP mediated 23.14%, 21.05%, 3.54%, and 12.49% of the eGFR-diabetes relationship, respectively. Conclusion: Reduced renal function, as indicated by lower eGFR, is associated with increased diabetes risk. This relationship is partially mediated through lipid metabolism pathways, suggesting lipid may represent a missing link between renal function and diabetes risk.

Indexed as

diabetesestimated glomerular filtration ratelipidmediationrenal function

Identifiers

PMID40950562
PMCPMC12423442

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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 OpenQuestion graph.