Evidence map›Paper›PMID 40281472›Full record

ArticleBMC cancer2025

Association between triglyceride-glucose related indicators, genetic risk, and incident breast cancer among postmenopausal women in UK Biobank.

Zhen Li, Zengle Zhao, Tongchao Zhang, Xiaorong Yang, Hao Chen, Xiaolin Yin, Hao Bai, Xinjie Liu, Tongmin Chang, Yuan Zhang and 1 more

Abstract read
In one paragraph

Article in BMC cancer, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing 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

7 citing papers in PubMed.

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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

11 authors.

Zhen LiDepartment of Epidemiology and Health Statistics, School of Public Health, Cheeloo College of Medicine, Shandong University, 107 Wenhua West Road, Jinan, Shandong, 250012, China.
Zengle ZhaoDepartment of Epidemiology and Health Statistics, School of Public Health, Cheeloo College of Medicine, Shandong University, 107 Wenhua West Road, Jinan, Shandong, 250012, China.
Tongchao ZhangClinical Epidemiology Unit, Qilu Hospital of Shandong University, Jinan, China.
Xiaorong YangClinical Epidemiology Unit, Qilu Hospital of Shandong University, Jinan, China.
Hao ChenClinical Epidemiology Unit, Qilu Hospital of Shandong University, Jinan, China.
Xiaolin YinClinical Epidemiology Unit, Qilu Hospital of Shandong University, Jinan, China.
Hao BaiClinical Epidemiology Unit, Qilu Hospital of Shandong University, Jinan, China.
Xinjie LiuDepartment of Epidemiology and Health Statistics, School of Public Health, Cheeloo College of Medicine, Shandong University, 107 Wenhua West Road, Jinan, Shandong, 250012, China.
Tongmin ChangDepartment of Epidemiology and Health Statistics, School of Public Health, Cheeloo College of Medicine, Shandong University, 107 Wenhua West Road, Jinan, Shandong, 250012, China.
Yuan ZhangClinical Epidemiology Unit, Qilu Hospital of Shandong University, Jinan, China. zhangyuan@qiluhospital.com.
Ming LuDepartment of Epidemiology and Health Statistics, School of Public Health, Cheeloo College of Medicine, Shandong University, 107 Wenhua West Road, Jinan, Shandong, 250012, China. lvming@sdu.edu.cn.ORCID http://orcid.org/0000-0002-8685-6322

Funding

ECCM Program of Clinical Research Center of Shandong University 2021SDUCRCE001National Key Research and Development Program of China 2021YFF1201101TaiShan Scholars tstp20230654
6 · The paper itself

Abstract

backgroundThe potential links between triglyceride-glucose (TyG) related indicators and breast cancer incidence after menopause have been less well studied, and the joint associations between genetic risk, TyG related indicators, and breast cancer are unknown.

methodsSimple surrogate indicators of insulin resistance including TyG, TyG-waist circumference (TyG-WC), TyG-waist to height ratio (TyG-WHtR), TyG-waist to hip ratio (TyG-WHR), TyG-body mass index (TyG-BMI). Genetic susceptibility in breast cancer was estimated by categorizing polygenic risk scores (PRS). For estimating the associations, we used Cox proportional hazards regression modeling. Correlation shapes were evaluated using restricted cubic splines (RCS). Mediation analyses for assessing the role of sex hormone-binding globulin (SHBG), C-reactive protein (CRP), testosterone, and glycosylated hemoglobin (HbA1c) in mediating the associations were conducted.

resultsThe study included 83,873 UK biobank participants who were followed for a median of 13.8 years, with 3,561 new cases of postmenopausal breast cancer. Genetic risk and TyG related indicators were monotonically related to breast cancer, with additive but not multiplicative interactions between them. The highest quartiles of TyG, TyG-WC, TyG-WHtR, TyG-WHR, and TyG-BMI were significantly associated with increased breast cancer risk with hazard ratio (95% confidence interval) were 1.12 (1.01-1.25), 1.35 (1.23-1.49), 1.16 (1.05-1.28), 1.22(1.12-1.33), and 1.31 (1.19-1.44), respectively. TyG-WC was nonlinearly linked to breast cancer (P for nonlinear = 0.006). Individuals with high genetic risk and high TyG related indicators exhibited a substantially elevated breast cancer risk by 4- to 5-fold compared with reference group. The associations were mainly mediated by SHBG, CRP, and testosterone, with mediation proportions ranging from 10.24% to 68.29%.

conclusionsTyG related factors are linked to incident postmenopausal breast cancer, and the combined effects with genetic risk significantly optimize risk stratification. High levels of TyG related indicators may amplify the influence of genetic factors on postmenopausal breast cancer.

trial registrationNot applicable.

Indexed as

Blood GlucoseBreast NeoplasmsGenetic Predisposition to DiseasePostmenopauseTriglyceridesAgedBiological Specimen BanksBody Mass IndexC-Reactive ProteinFemaleGlycated HemoglobinHumansIncidenceInsulin ResistanceMiddle AgedProportional Hazards ModelsBlood GlucoseC-Reactive ProteinGlycated HemoglobinSex Hormone-Binding GlobulinTestosteroneTriglyceridesBreast cancerInsulin resistanceObesityPolygenic risk scoreTyG index

Identifiers

PMID40281472
PMCPMC12032665

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
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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.