Mapping genetic determinants of 184 circulating proteins in 26,494 individuals to connect proteins and disease.
Erin Macdonald-DunlopiD, Lucija KlarićiD, Lasse FolkerseniD, Paul R. H. J. TimmersiD, Stefan GustafssoniD, Jing Hua ZhaoiD, Niclas ErikssoniD, Anne RichmondiD, Stefan EnrothiD, Niklas MattssoniD, Daria V. ZhernakovaiD, Anette KalnapenkisiD, Martin MagnussoniD, Eleanor WheeleriD, Shih‐Jen HwangiD, Yan CheniD, Andrew P. MorrisiD, Bram Peter PrinsiD, Urmo VõsaiD, Nicholas J. WarehamiD, John DaneshiD, Johan SundströmiD, Bruna GiganteiD, Damiano BaldassarreiD, Rona J. StrawbridgeiD, , James F. WilsoniD
Abstract
We performed the largest genome-wide meta-analysis (GWAMA) (Max N=26,494) of the levels of 184 cardiovascular-related plasma protein levels to date and reported 592 independent loci (pQTL) associated with the level of at least one protein (1308 significant associations, median 6 per protein). We estimated that only between 8-37% of testable pQTL overlap with established expression quantitative trait loci (eQTL) using multiple methods, while 132 out of 1064 lead variants show evidence for transcription factor binding, and found that 75% of our pQTL are known DNA methylation QTL. We highlight the variation in genetic architecture between proteins and that proteins share genetic architecture with cardiometabolic complex traits. Using cis-instrument Mendelian randomisation (MR), we infer causal relationships for 11 proteins, recapitulating the previously reported relationship between PCSK9 and LDL cholesterol, replicating previous pQTL MR findings and discovering 16 causal relationships between protein levels and disease. Our MR results highlight IL2-RA as a candidate for drug repurposing for Crohns Disease as well as 2 novel therapeutic targets: IL-27 (Crohns disease) and TNFRSF14 (Inflammatory bowel disease, Multiple sclerosis and Ulcerative colitis). We have demonstrated the discoveries possible using our pQTL and highlight the potential of this work as a resource for genetic epidemiology.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 10
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Dual site proteomic analyses reveal potential drug targets for cardiovascular disease
Christopher Aldous Oldnall, Koy Chong Ng Kee Kwong, … Andrew D. Bretherick·medRxiv·Jul 27, 2024
- Proteome-wide Mendelian randomization identifies candidate causal proteins for cardiovascular diseases
Chen Li, Nicolas De Jay, … Erika M. Kvikstad·Advanced GeneticsPeer-reviewed·Mar 10, 2025
- Genomic evaluation of circulating proteins for drug target characterisation and precision medicine
Lasse Folkersen, Stefan Gustafsson, … Anders Mälarstig·bioRxiv·Apr 3, 2020
- Multi-Tissue Profiling Reveals tissue-specific protein regulation and relationships Between Protein Quantitative Trait Loci (pQTLs) and Cardiometabolic Disease
April E. Hartley, Katyayani Sukhavasi, … Yalda Jamshidi·bioRxiv·Jun 30, 2025
- Integrative analysis of the plasma proteome and polygenic risk of cardiometabolic diseases
Scott C. Ritchie, Samuel A. Lambert, … Michael Inouye·Nature MetabolismPeer-reviewed·Nov 8, 2021
- Genetic mechanisms of 184 neuro-related proteins in human plasma
Linda Repetto, Jiantao Chen, … Xia Shen·Nature Human BehaviourPeer-reviewed·Aug 29, 2024