MDSVDNV: predicting microbe–drug associations by singular value decomposition and Node2vec

H Tan, Z Zhang, X Liu, Y Chen, Z Yang… - Frontiers in …, 2024 - frontiersin.org
Introduction Recent researches have demonstrated that microbes are crucial for the growth
and development of the human body, the movement of nutrients, and human health …

LCASPMDA: a computational model for predicting potential microbe-drug associations based on learnable graph convolutional attention networks and self-paced …

Z Yang, L Wang, X Zhang, B Zeng, Z Zhang… - Frontiers in …, 2024 - frontiersin.org
Introduction Numerous studies show that microbes in the human body are very closely
linked to the human host and can affect the human host by modulating the efficacy and …

OGNNMDA: a computational model for microbe-drug association prediction based on ordered message-passing graph neural networks

J Zhao, L Kuang, A Hu, Q Zhang, D Yang… - Frontiers in …, 2024 - frontiersin.org
In recent years, many excellent computational models have emerged in microbe-drug
association prediction, but their performance still has room for improvement. This paper …