CHEK1 and breast cancer: Molecular docking suggested that Olaparib and LY294002 can form favorable interactions with the CHEK1 active pocket.<h4>Conclusions</h4>The study identified CHEK1 as a key diagnostic gene for BC through 127 ML algorithms and SMR causal inference.