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Human Genetics and Genomics for Drug Target Identification and Prioritization: Open Targets’ Perspective

Ellen M. McDonagh, Gosia Trynka, Mark I. McCarthy, Emily Holzinger, Khader Shameer, Nikolina Nakić, Xinli Hu, Helena Cornu, Ian Dunham, David G. Hulcoop

2024Annual Review of Biomedical Data Science31 citationsDOIOpen Access PDF

Abstract

Open Targets, a consortium among academic and industry partners, focuses on using human genetics and genomics to provide insights to key questions that build therapeutic hypotheses. Large-scale experiments generate foundational data, and open-source informatic platforms systematically integrate evidence for target–disease relationships and provide dynamic tooling for target prioritization. A locus-to-gene machine learning model uses evidence from genome-wide association studies (GWAS Catalog, UK BioBank, and FinnGen), functional genomic studies, epigenetic studies, and variant effect prediction to predict potential drug targets for complex diseases. These predictions are combined with genetic evidence from gene burden analyses, rare disease genetics, somatic mutations, perturbation assays, pathway analyses, scientific literature, differential expression, and mouse models to systematically build target–disease associations ( https://platform.opentargets.org ). Scored target attributes such as clinical precedence, tractability, and safety guide target prioritization. Here we provide our perspective on the value and impact of human genetics and genomics for generating therapeutic hypotheses.

Topics & Concepts

GenomicsGenome-wide association studyPrioritizationComputational biologyBiobankIdentification (biology)Genetic associationPrecision medicineLocus (genetics)BiologyHuman geneticsHuman genomeGeneticsGenomeGeneEconomicsBotanyManagement scienceGenotypeSingle-nucleotide polymorphismComputational Drug Discovery MethodsBioinformatics and Genomic NetworksGene expression and cancer classification
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