Predicting Synthetic Lethality in Human Cancers Via Multi-Graph Ensemble Neural Network

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
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
Guangyao Chen
Alumni

Guangyao Chen graduated from ShanghaiTech University and is now with Yuanlan Private Fund.

Haochen Yang
Haochen Yang
Ph.D Candidate

Haochen Yang graduated as a Computer Science M.S Class 2020 at ShanghaiTech University.

Zhihao Jiang
Zhihao Jiang
Assistant Professor

Zhihao Jiang is the director of Human-Cyber-Physical Systems Lab at ShanghaiTech University.

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