Multiomics integration prioritizes potential drug targets for multiple sclerosis
Abstract
Multiple sclerosis (MS) is an immune-mediated disease with no current cure. Drug discovery and repurposing are essential to enhance treatment efficacy and safety. We utilized summary statistics for protein quantitative trait loci (pQTL) of 2,004 plasma and 1,443 brain proteins, a genome-wide association study of MS susceptibility with 14,802 cases and 26,703 controls, both bulk and cell-type specific transcriptome data, and external pQTL data in blood and brain. Our integrative analysis included a proteome-wide association study to identify MS-associated proteins, followed by summary-data-based Mendelian randomization to determine potential causal associations. We used the HEIDI test and Bayesian colocalization analysis to distinguish pleiotropy from linkage. Proteins passing all analyses were prioritized as potential drug targets. We further conducted pathway annotations and protein–protein interaction network analysis (PPI) and verified our findings at mRNA and protein levels. We tested hundreds of MS-associated proteins and confirmed 18 potential causal proteins (nine in plasma and nine in brain). Among these, we found 78 annotated pathways and 16 existing non-MS drugs targeting six proteins. We also identified intricateAQ PPIs among seven potential drug targets and 19 existing MS drug targets, as well as PPIs of four targets across plasma and brain. We identified two targets using bulk mRNA expression data and four targets expressed in MS-related cell types. We finally verified 10 targets using external pQTL data. We prioritized 18 potential drug targets in plasma and brain, elucidating the underlying pathology and providing evidence for potential drug discovery and repurposing in MS.
Article Details
Journal Info
Proceedings of the National Academy of Sciences
National Academy of Sciences
Authors (8)
Yuan Jiang
Qianwen Liu
Department of Clinical Neuroscience, The Karolinska Neuroimmunology & Multiple Sclerosis Centre, Centre for Molecular Medicine, Karolinska Institutet
Pernilla Stridh
Department of Clinical Neuroscience, The Karolinska Neuroimmunology & Multiple Sclerosis Centre, Centre for Molecular Medicine, Karolinska Institutet
Ingrid Kockum
Department of Clinical Neuroscience, The Karolinska Neuroimmunology & Multiple Sclerosis Centre, Centre for Molecular Medicine, Karolinska Institutet
Tomas Olsson
Lars Alfredsson
Lina-Marcela Diaz-Gallo
Department of Medicine, Division of Rheumatology, Centre for Molecular Medicine, Karolinska Institutet, Stockholm 17177, Sweden
Xia Jiang
Department of Clinical Neuroscience, The Karolinska Neuroimmunology & Multiple Sclerosis Centre, Centre for Molecular Medicine, Karolinska Institutet