 The full potential of single cell INA sequencing applied to precision medicine has yet to be reached. Here, we propose a drug recommendation system ASCAD, which predicts drugs by considering cell clusters to address the intercellular heterogeneity within each patient. This article was authored by Bing He, Yao Xiao, Hao Deng Liang, and others.