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नेपालमा पिसाब नलीको संक्रमण र एन्टिबायोटिक प्रतिरोधको बढ्दो संकटFrontline Perspectives on Nursing Leadership in NepalProtecting the Smallest Lungs from the Hidden Grip of RSV in KathmanduThe Heavy Burden of Bullying on Student Wellbeing in NepalThe Emerging Landscape of Thyroid Health in Central NepalHow a Recent Western Nepal Study is Redefining Anemia DiagnosisHow H. Pylori is Impacting the Health of Karnali’s High-Altitude CommunitiesSweet Poison, Bitter Reality: The Unseen Diabetes Epidemic Among Nepal’s YouthHow Missing Checklists and Protocols are Costing Lives in Nepal’s ERsWhy Your Lungs May Hold the Secret to Your Stress Levelsनेपालमा पिसाब नलीको संक्रमण र एन्टिबायोटिक प्रतिरोधको बढ्दो संकटFrontline Perspectives on Nursing Leadership in NepalProtecting the Smallest Lungs from the Hidden Grip of RSV in KathmanduThe Heavy Burden of Bullying on Student Wellbeing in NepalThe Emerging Landscape of Thyroid Health in Central NepalHow a Recent Western Nepal Study is Redefining Anemia DiagnosisHow H. Pylori is Impacting the Health of Karnali’s High-Altitude CommunitiesSweet Poison, Bitter Reality: The Unseen Diabetes Epidemic Among Nepal’s YouthHow Missing Checklists and Protocols are Costing Lives in Nepal’s ERsWhy Your Lungs May Hold the Secret to Your Stress Levels

A genomic-led strategy to anticipate drug safety effects.

Researchers

Brian R Ferolito, Andrea R V R Horimoto, Kai Gravel-Pucillo, Daniel J Golden, Hesam Dashti, Claudia Giambartolomei, Danielle Rasooly, Rachael Matty, Liam Gaziano, Yakov Tsepilov, Lauren Costa, Nicole Kosik, Harris Ioannidis, Mohd Karim, Giovanna Winicki, Fiona Hunter, Claudia Langenberg, John C Whittaker, Tianxi Cai, Gina M Peloso, Barbara Zdrazil, Maya Ghoussaini, Andrew R Leach, Sumitra Muralidhar, Ines A Smit, Juan P Casas, J Michael Gaziano, Kelly Cho, Alexandre C Pereira

Abstract

Safety-related issues account for approximately 25% of failures in new drug discovery programs. On top of that, many are discovered during post-marketing surveillance, significantly limiting drug utility and application. To proactively address these concerns, we developed a genetics-led strategy leveraging Mendelian Randomization (MR) across large-scale genetic datasets from the Million Veteran Program, FinnGen, and UK Biobank. By mapping genetic variants associated with gene expression and protein abundance to 1,449 harmonized human phenotypes, we systematically identified potential adverse drug reactions (ADR). Our extensive MR analysis, encompassing 16,915 protein-coding genes, demonstrated the capacity to predict hundreds of known ADR for approved medications, with approximately 40% corroborated by FDA Adverse Event Reporting System (FAERS) data. Additionally, we found significant enrichment of identified gene-mechanism pairs in clinical trials terminated early due to safety concerns, highlighting the clinical utility of genetics-informed safety prediction. Notably, immune-related pathways were prominently associated with ADR, indicating particular sensitivity within immune modulation targets. Our comprehensive atlas, integrating genetic evidence with pharmacological mechanisms, provides a robust predictive framework for anticipating drug safety, potentially enhancing decision-making in drug development and pharmacovigilance. An interactive web interface allowing filtering by gene, phenotype, drug phase, and mechanism of action is available at https://shiny.parse-health.org/safety/.
Source: PubMed (PMID: 42461796)View Original on PubMed