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A network-guided protocol to discover susceptibility genes in genome-wide association studies using stability selection

We present a network-based protocol to discover susceptibility genes in case-control genome-wide association studies (GWASs). In short, this protocol looks for biomarkers that are informative of disease status and interconnected in an underlying biological network. This boosts discovery and interpre...

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Detalles Bibliográficos
Autores principales: Climente-González, Héctor, Azencott, Chloé-Agathe, Yamada, Makoto
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9850185/
https://www.ncbi.nlm.nih.gov/pubmed/36609152
http://dx.doi.org/10.1016/j.xpro.2022.101998
Descripción
Sumario:We present a network-based protocol to discover susceptibility genes in case-control genome-wide association studies (GWASs). In short, this protocol looks for biomarkers that are informative of disease status and interconnected in an underlying biological network. This boosts discovery and interpretability. Moreover, the protocol tackles the instability of network methods, producing a stable set of genes most likely to replicate in external cohorts. To apply the procedure to a provided GWAS dataset, install the required software and execute our command-line tool. For complete details on the use and execution of this protocol, please refer to Climente-González et al.(1)