Predicting Synthetic Lethality in Human Cancers Via Multi-Graph Ensemble Neural Network
Mincai Lai,
Guangyao Chen,
Haochen Yang,
J. Yang,
Zhihao Jiang,
M. Wu,
J. Zheng
November 2021
Abstract
This paper proposes a multi-graph ensemble neural network for predicting synthetic lethality relationships in cancer. By combining graph neural networks with heterogeneous biological knowledge, the model improves prediction performance over prior methods and offers a path toward more interpretable drug-discovery support.
Publication
43th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)
Mincai Lai
Developer
Mincai Lai is a Computer Science M.S graduate Class 2022 at ShanghaiTech University. He is currently a developer at ByteDance.
Guangyao Chen
Alumni
Guangyao Chen graduated from ShanghaiTech University and is now with Yuanlan Private Fund.
Haochen Yang
Ph.D Candidate
Haochen Yang graduated as a Computer Science M.S Class 2020 at ShanghaiTech University.
Assistant Professor
Zhihao Jiang is the director of Human-Cyber-Physical Systems Lab at ShanghaiTech University.