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Author Spotlight: Integrated Multi-Omics Analysis for Unveiling Multicellular Immune Signatures in Clinical Heart Attack Cohorts
Published on: September 20, 2024
Multiomics integration prioritizes potential drug targets for multiple sclerosis
Yuan Jiang1, Qianwen Liu1, Pernilla Stridh1
1Department of Clinical Neuroscience, The Karolinska Neuroimmunology & Multiple Sclerosis Centre, Centre for Molecular Medicine, Karolinska Institutet, Stockholm 17177, Sweden.
This study identified 18 potential causal proteins in plasma and brain for multiple sclerosis (MS) drug discovery. Findings support repurposing existing drugs and developing new therapies for this immune-mediated disease.
Area of Science:
- Genetics and Genomics
- Neuroimmunology
- Pharmacology
Background:
- Multiple sclerosis (MS) is an immune-mediated neurological disorder lacking a definitive cure.
- Enhancing treatment efficacy and safety through novel drug discovery and repurposing is critical for managing MS.
- Understanding the genetic and proteomic underpinnings of MS is essential for identifying new therapeutic targets.
Purpose of the Study:
- To identify potential causal proteins associated with multiple sclerosis (MS) susceptibility using integrated omics data.
- To explore the utility of these identified proteins as targets for drug discovery and repurposing in MS.
- To elucidate the molecular pathways and interactions involved in MS pathogenesis.
Main Methods:
- Integrative analysis of genome-wide association study (GWAS) data, protein quantitative trait loci (pQTL) from plasma and brain, and transcriptome data (bulk and cell-type specific).
- Proteome-wide association study (PWAS) and summary-data-based Mendelian randomization (SMR) to identify and assess causality of MS-associated proteins.
- HEIDI and Bayesian colocalization analyses to differentiate pleiotropy from linkage, followed by pathway and protein-protein interaction (PPI) network analysis.
Main Results:
- Identified 18 potential causal proteins for MS, with nine each in plasma and brain, through rigorous statistical analyses.
- Annotated 78 pathways and identified 16 existing non-MS drugs targeting six of the prioritized proteins, suggesting repurposing opportunities.
- Revealed intricate protein-protein interactions (PPIs) among potential drug targets and existing MS drugs, highlighting interconnected biological networks.
Conclusions:
- Prioritized 18 proteins in plasma and brain as potential therapeutic targets for multiple sclerosis (MS).
- Provided evidence for drug repurposing by linking identified targets to existing medications and exploring PPI networks.
- This research offers a foundation for developing novel therapeutic strategies and improving existing treatments for MS by elucidating underlying molecular mechanisms.
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