Multi-ancestry proteome-phenome-wide Mendelian randomization offers a comprehensive protein-disease atlas and potential therapeutic targets
Open accessAbstract
Circulating proteins influence disease risk and are valuable drug targets. To enhance the discovery of protein-phenotype associations and identify potential therapeutic targets across diverse populations, we conducted proteome-phenome-wide Mendelian randomization in three ancestries, followed by comprehensive sensitivity analyses. We tested the potential causal effects of up to 2,265 unique proteins on a curated list of 355 distinct phenotypes, assessing 726,035 protein-phenotype pairs in European, 33,078 in African, and 115,352 in East Asian ancestries. Notably, 119 proteins were instrumentable only in African ancestry and 17 proteins only in East Asian ancestry due to allele frequency differences that are common in these ancestries but rare in European ancestry. We identified 3,949, 56, and 325 unique protein-phenotype pairs in European, African, and East Asian ancestries, respectively, and assessed their druggability using multiple databases. We highlighted the causal role of IL1RL1 in inflammatory bowel diseases, supported by multiple orthogonal lines of evidence. Taken together, this study underscores the importance of multi-ancestry inclusion and offers a comprehensive atlas of protein-phenotype associations across three ancestries, enhancing our understanding of proteins involved in disease etiology and potential therapeutic targets. Results are available at the Common Metabolic Diseases Knowledge Portal ( https://broad.io/protein_mr_atlas ).
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Abundance at week 12 of proteins previously reported to be associated with lung function and transplant-free survival in patients with IPF, such as ADAMTSL2, COL6A3, CCN3, COL24A1, KRT19, and LTBP2, were associated with change in FVC.
“We further found that the abundance at week 12 of proteins previously reported to be associated with lung function38 and transplant-free survival39 in patients with IPF, such as ADAMTSL2, COL6A3, CCN3, COL24A1, KRT19 and LTBP2, were associated change in FVC”
From A generative AI-discovered TNIK inhibitor for idiopathic pulmonary fibrosis: a randomized phase 2a trial (2025) · cites this paper as [38]
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“We can leverage these proteomic GWAS to find causal proteins for diseases and prioritize drug targets through Mendelian randomization (MR) 15,16 .”
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Xu, Z., Ren, F., Wang, P., Cao, J., Tan, C., Ma, D., Zhao, L., Dai, J., Ding, Y., Fang, H., et al. (2025) · Nature Medicine · doi:10.1038/s41591-025-03743-2 · Cited by 180 · see citing works
“We further found that the abundance at week 12 of proteins previously reported to be associated with lung function 38 and transplant-free survival 39 in patients with IPF, such as ADAMTSL2, COL6A3, CCN3, COL24A1, KRT19 and LTBP2, were associated change in FVC (Extended Data Fig.”
- Authors
- Su, C.-Y., van der Graaf, A., Zhang, W., Jang, D.-K., Selber-Hnatiw, S., Yang, T.-Y., Butler-Laporte, G., Liang, K. Y. H., Matsuda, F., Costanzo, M. C., Burtt, N. P., Flannick, J., Zhou, S., Mooser, V., Lu, T., & Yoshiji, S.
- Affiliations
- McGill Genome Centre (CA)
- Montreal Heart Institute (CA)
- Kyoto University (JP)
- Jewish General Hospital (CA)
- Broad Institute (US)
- University of Wisconsin–Madison (US)
- Corresponding author
- Lu, Tianyuan
- Yoshiji, Satoshi
- ORCID
- Venue
- medRxiv
- Publisher
- openRxiv
- Published
- 2024-10-21
- OpenAlex
- W4403599112
- Cited by
- 17
- References
- 6
- Citations by year
- 2026: 9 · 2025: 7 · 2023: 1
- Type
- posted content
- Language
- en
- Open access
- green
- doi.org
- Licence
- Locations
- medRxiv (acceptedVersion, cc-by-nc-nd)
- Funders
- University of Wisconsin-Madison
- Servier
- Canadian Institutes of Health Research (187673)
- Fonds de Recherche du Québec - Santé
- Japan Society for the Promotion of Science
- Division of Graduate Education
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Associations and Epidemiology
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Bioinformatics and Genomic Networks
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic and phenotypic traits in livestock
- Keywords
- circulating proteins, African ancestry, East Asian ancestry, European ancestry, druggability, therapeutic target, ST2, inflammatory bowel disease, allele frequency differences
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