Systems and methods for identifying clinically relevant Synthetic Lethal interactions SLi by analyzing large and diverse cohorts of clinically relevant cancer data, utilizing a data driven approach, termed SLICK, are provided. Further provided are system and methods of utilizing SLICK to uncover therapeutic possibilities in cancer.