Machine learning prediction of pathological complete response and overall survival of breast cancer patients in an underserved inner-city population.

Tumor subtypes and imaging characteristics were top predictors of pCR in our inner-city population. Insurance status, race, tumor subtypes and pCR were associated with OS. Machine learning models accurately predicted pCR and OS.