Evidence map›Paper›PMID 41918219›Full record

ArticlePsychological medicine2026

Triglyceride-glucose index, genetic predisposition, and incident depression: a prospective cohort study from the UK Biobank.

Wei Hu, Tian-Shu Liu, Zhen-Zhen Shen, Ge Tian, Cun-Xian Jia, Bao-Peng Liu

Abstract read
In one paragraph

Article in Psychological medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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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

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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

1 citing paper in PubMed.

  1. Article
4 · The record

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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

6 authors.

Wei HuDepartment of Epidemiology, School of Public Health, Cheeloo College of Medicine, https://ror.org/0207yh398Shandong University, Jinan, China.ORCID 0009-0005-4493-2859
Tian-Shu LiuDepartment of Epidemiology, School of Public Health, Cheeloo College of Medicine, https://ror.org/0207yh398Shandong University, Jinan, China.ORCID 0000-0002-5518-0817
Zhen-Zhen ShenDepartment of Epidemiology, School of Public Health, Cheeloo College of Medicine, https://ror.org/0207yh398Shandong University, Jinan, China.ORCID 0009-0003-7192-1464
Ge TianDepartment of Epidemiology, School of Public Health, Cheeloo College of Medicine, https://ror.org/0207yh398Shandong University, Jinan, China.
Cun-Xian JiaDepartment of Epidemiology, School of Public Health, Cheeloo College of Medicine, https://ror.org/0207yh398Shandong University, Jinan, China.
Bao-Peng LiuDepartment of Epidemiology, School of Public Health, Cheeloo College of Medicine, https://ror.org/0207yh398Shandong University, Jinan, China.ORCID 0000-0003-1277-7397

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe triglyceride-glucose (TyG) index, a surrogate marker for insulin resistance, has been associated with depressive symptoms, but findings are inconsistent and predominantly based on cross-sectional studies. This study investigated whether the TyG index is associated with incident depression independent of genetic predisposition and explored potential risk factors underlying this association.

methodsA total of 335,586 UK Biobank participants without baseline depression were included. Incident depression cases were extracted by linking electronic health records. Polygenic risk scores quantified genetic predisposition. Cox proportional hazards models examined the associations. We further evaluated the contribution of socioeconomic status (education, employment, and Townsend Deprivation Index), lifestyle factors (smoking, alcohol consumption, physical activity, and sleep duration), biological indicators (body mass index and total cholesterol), and health conditions (hypertension, diabetes, and cardiovascular disease). No preregistered protocol was used.

resultsDuring a mean follow-up of 13.1 years, 14,096 (4.2%) individuals developed depression. Compared with the lowest TyG quartile (Q1), the fully adjusted hazard ratios (95% confidence intervals) for Q2, Q3, and Q4 were 1.051 (1.000-1.104), 1.078 (1.025-1.134), and 1.144 (1.086-1.206), respectively (

conclusionsA higher TyG index was associated with increased risk of incident depression, independent of genetic predisposition.

Indexed as

Blood GlucoseDepressionGenetic Predisposition to DiseaseTriglyceridesAdultAgedBiological Specimen BanksFemaleGenetic Risk ScoreHumansIncidenceMaleMiddle AgedProspective StudiesRisk FactorsUK BiobankBlood GlucoseTriglyceridesdepressiongenetic predispositionincidencerisk factorstriglyceride–glucose index

Identifiers

PMID41918219
PMCPMC13079221

What Socratic holds

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LicenceCC BY-NC-ND
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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.