Evidence map›Paper›PMID 42545500›Full record

ArticleMolecular genetics and genomics : MGG2026

Cross-population proteome-wide mendelian randomization study identifies likely causal proteins for cardiovascular diseases.

Hua Zhong, Jingjing Zhu, Shuai Liu, Hoi Tung Hilton Wong, Yiqiang Zhang, Hung N Luu, Qing Wu, Xuexia Wang, Lang Wu

Abstract read
In one paragraph

Article in Molecular genetics and genomics : MGG, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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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

9 authors.

Hua Zhong *Department of Interdisciplinary Oncology, LSU-LCMC Health Cancer Center, School of Medicine, Louisiana State University Health Sciences Center, New Orleans, LA, USA.
Jingjing Zhu *Department of Interdisciplinary Oncology, LSU-LCMC Health Cancer Center, School of Medicine, Louisiana State University Health Sciences Center, New Orleans, LA, USA.
Shuai Liu *Department of Interdisciplinary Oncology, LSU-LCMC Health Cancer Center, School of Medicine, Louisiana State University Health Sciences Center, New Orleans, LA, USA.
Hoi Tung Hilton WongBiochemistry Program, Department of Chemistry, Colleges of Arts and Sciences, University of Hawai'i at Mānoa, Honolulu, HI, USA.
Yiqiang ZhangDepartment of Anatomy, Biochemistry and Physiology, John A. Burns School of Medicine, University of Hawai'i at Mānoa, Honolulu, HI, USA.
Hung N LuuDr. Mary and Ron Neal Cancer Center, Houston Methodist Research Institute, Houston, TX, USA.
Qing WuDepartment of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, OH, USA.
Xuexia WangDepartment of Biostatistics, Florida International University, Miami, FL, USA.
Lang WuDepartment of Interdisciplinary Oncology, LSU-LCMC Health Cancer Center, School of Medicine, Louisiana State University Health Sciences Center, New Orleans, LA, USA. lwu3@lsuhsc.edu.ORCID http://orcid.org/0000-0001-9938-3627

Funding

Pacific Center for Genome ResearchU54HG013243 · NHGRI · UNIVERSITY OF HAWAII AT MANOA · PI Alexandra Margaret Lynn Binder, Youping Deng · 2023 to 2026
$10.8M
Uncovering causal protein markers to improve prostate cancer etiology understanding and risk prediction in Africans and EuropeansR01CA263494 · NCI · UNIVERSITY OF HAWAII AT MANOA · PI Chong Wu, Lang Wu · 2022 to 2026
$3.5M
UCLA LIFT-UP (Leveraging Institutional support For Talented, Upcoming Physicians and/or Scientists)U24DK132746 · NIDDK · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI OBIDIUGWU KENRIK DURU, CAROL M MANGIONE · 2022 to 2026
$3.2M
Uncovering Causal Protein Markers to Characterize Pancreatic Cancer Etiology and Improve Risk PredictionU01CA293883 · NCI · UNIVERSITY OF HAWAII AT MANOA · PI WU, CHONG, WU, LANG · 2024 to 2025
$1.4M
Division of Cancer Epidemiology and Genetics, National Cancer Institute R01CA263494Division of Cancer Epidemiology and Genetics, National Cancer Institute U01CA293883NCI NIH HHS R01 CA263494NCI NIH HHS U01 CA293883NHGRI NIH HHS U54 HG013243NHGRI NIH HHS U54HG013243NIDDK NIH HHS U24 DK132746UCLA LIFT-UP U24DK132746-01
6 · The paper itself

Abstract

Blood proteins may play causal roles in cardiovascular diseases (CVDs) such as heart failure (HF) and peripheral artery disease (PAD). Proteome-wide Mendelian randomization (MR) has been widely used to prioritize drug targets for CVD in European populations, but its application to non-European populations remains limited. We conducted a proteome-wide MR analysis to evaluate the potential causal effects of 2,922 plasma proteins on five CVDs-atrial fibrillation (AF), coronary artery disease (CAD), HF, ischemic heart disease (IHD), and PAD. Analyses were performed across African (n = 931), East Asian (n = 262), and European (n = 10,840) populations using genetic instrument data from the UK Biobank cohort. Significant associations were further examined with genetic colocalization to strengthen causal inference. Using MR and colocalization analyses, we identified 53 significant protein-CVD associations across multi-populations, including 16 in African, six in East Asian, and 31 in European populations, respectively. Cross-population comparisons revealed four protein-CVD associations unique to African population and another four specific to East Asian population. Integration with clinical trial data prioritized 14 protein-disease pairs as promising candidates for therapeutic development or drug repurposing. Our findings highlight the value of proteome-wide MR in evaluating drug target applicability across populations. Several protein-disease associations were population-specific, emphasizing the need for inclusive genetic research to inform precision medicine in CVD prevention and treatment.

Indexed as

Blood ProteinsCardiovascular DiseasesMendelian Randomization AnalysisProteomeBlack PeopleEast Asian PeopleGenetic Predisposition to DiseaseGenome-Wide Association StudyHumansPolymorphism, Single NucleotideWhite PeopleBlood ProteinsProteomeCardiovascular diseasesDifferent populationsDrug targetsProteomeTwo-sample Mendelian randomization

Identifiers

PMID42545500
PMCPMC13433639

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.