Update publication. We report an integrate strategy that combines fast liquid chromatography (LC) separation, deep learning-based retention time (RT) prediction and MS1-only acquisition for sensitive and rapid single-cell proteome analysis. Finally, SCP-MS1 was applied to sorafenib resistant HepG2 cells.