Multi-omics-based pan-cancer prognosis prediction using an ensemble of deep-learning and machine-learning models Olivier Poirion 1 , Kumardeep Chaudhary 2 , Sijia Huang 3 , Lana X. Garmire 4* 1 University of California San Diego, Center for Epigenomics, 9500 Gilman Dr, La Jolla, CA 92093, USA 2 Icahn School of Medicine at Mount Sinai, Department of Genetics and Genomic Sciences, 1 Gustave L. Levy Pl, New York, NY 10029, USA 3 University of Pennsylvania, Department of Biostatistics, Epidemiology and Informatics Philadelphia, PA, 19104, USA 3 University of Michigan, Department of Computational Medicine and Bioinformatics, Ann Arbor, MI 48105, USA * Corresponding author. Emails: LXG: lgarmire@med.umich.edu All rights reserved. No reuse allowed without permission. not certified by peer review) is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. The copyright holder for this preprint (which was this version posted October 25, 2019. . https://doi.org/10.1101/19010082 doi: medRxiv preprint