MiMSI - a deep multiple instance learning framework improves microsatellite instability detection from tumor next-generation sequencing
John Ziegler, Jaclyn Frances Hechtman, Ryan N. Ptashkin, Gowtham Jayakumaran, Sumit Middha, Shweta S. Chavan, Chad Vanderbilt, Deborah F. DeLair, Jacklyn Casanova, Jinru Shia, Nicole DeGroat, Ryma Benayed, Marc Ladanyi, Michael F. Berger, Thomas J. Fuchs, Ahmet Zehir
MiMSI improves MSI detection in low tumor purity samples using deep learning and multiple instance learning, achieving higher sensitivity and auROC than existing methods.
bioRxiv · Sep 16, 2020 · PreprintBioinformatics