Evidence map›Paper›PMID 42039359›Full record

ReviewFrontiers in cardiovascular medicine2026

The causal role of genetically predicted obesity-related traits in heart failure: systematic review and meta-analysis of Mendelian randomization studies.

Xiuli Shi, Xuefeng Wang, Yixuan Li, Hao Luo, Yihang Li, Na Lai, Xiang Zheng, Ting Zhang, Yongqiu Zeng, Kai Guo and 1 more

Abstract readReview
In one paragraph

Review in Frontiers in cardiovascular medicine, 2026. 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

11 authors.

Xiuli ShiSchool of Clinical Medicine, Xi'an Medical University, Xi'an, Shaanxi, China.
Xuefeng WangDepartment of Cardiology, The Affiliated Hospital, Southwest Medical University, Luzhou, Sichuan, China.
Yixuan LiCollege of Basic Sciences, Southwest Medical University, Luzhou, Sichuan, China.
Hao LuoDepartment of Cardiology, The Affiliated Hospital, Southwest Medical University, Luzhou, Sichuan, China.
Yihang LiCollege of Basic Sciences, Southwest Medical University, Luzhou, Sichuan, China.
Na LaiCollege of Basic Sciences, Southwest Medical University, Luzhou, Sichuan, China.
Xiang ZhengCollege of Basic Sciences, Southwest Medical University, Luzhou, Sichuan, China.
Ting ZhangCollege of Basic Sciences, Southwest Medical University, Luzhou, Sichuan, China.
Yongqiu ZengCollege of Basic Sciences, Southwest Medical University, Luzhou, Sichuan, China.
Kai GuoCollege of Basic Sciences, Southwest Medical University, Luzhou, Sichuan, China.
Ji LiDepartment of Cardiology, The Affiliated Hospital, Southwest Medical University, Luzhou, Sichuan, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Obesity is a major public health concern and has been implicated in the pathogenesis of heart failure (HF). However, the causal nature of this relationship remains to be comprehensively elucidated through robust genetic epidemiological approaches. Objective: This systematic review and meta-analysis aimed to synthesize evidence from Mendelian randomization (MR) studies regarding the causal effects of genetically predicted obesity and related anthropometric traits on HF and its subtypes. Methods: A comprehensive literature search was conducted across PubMed, Google Scholar, Web of Science, Embase, and the Cochrane Library for studies published up to October 2025. Study quality was assessed, and random-effects meta-analysis were performed where applicable. Result: Genetically predicted adult BMI was significantly associated with increased HF risk across European (OR Conclusion: This study provides robust MR evidence supporting a causal role of multiple obesity-related traits, particularly adult BMI, in the development of HF across diverse populations. Further MR studies in non-European populations and investigations into specific pathways are warranted to enhance generalizability and mechanistic understanding. Systematic Review Registration: crd.york.ac.uk/PROSPERO/display_record.php?RecordID=576216 identifier, CRD42024576216.

Indexed as

heart failureMendelian randomizationmeta-analysisobesitysystematic review

Identifiers

PMID42039359
PMCPMC13105879

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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 OpenQuestion graph.