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Systematic comparison of multi-omics survival models reveals a widespread lack of noise resistance

As observed in several previous studies, integrating more molecular modalities in multi-omics cancer survival models may not always improve model accuracy. In this study, we compared eight deep learning and four statistical integration techniques for survival prediction on 17 multi-omics datasets, e...

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Detalles Bibliográficos
Autores principales: Wissel, David, Rowson, Daniel, Boeva, Valentina
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10162996/
https://www.ncbi.nlm.nih.gov/pubmed/37159669
http://dx.doi.org/10.1016/j.crmeth.2023.100461