DeepProg: an ensemble of deep-learning and machine-learning models for prognosis prediction using multi-omics data

DeepProg: an ensemble of deep-learning and machine-learning models for prognosis prediction using multi-omics data

Abstract Multi-omics data are good resources for prognosis and survival prediction; however, these are difficult to integrate computationally. We introduce DeepProg, a novel ensemble framework of deep-learning and machine-learning approaches that robustly predicts patient survival subtypes using mul...

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Bibliographic Details
Main Authors: Olivier B. Poirion, Zheng Jing, Kumardeep Chaudhary, Sijia Huang, Lana X. Garmire
Format: Article
Language:English
Published: BMC 2021-07-01
Series:Genome Medicine
Subjects:
Survival
Prognosis
multi-omics
Cancer
Ensemble learning
Deep learning
Online Access:https://doi.org/10.1186/s13073-021-00930-x

Internet

https://doi.org/10.1186/s13073-021-00930-x

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