Abstract #0286

Convolutional neural network uses pre-chemotherapy breast MRI data to predict which tumors will exhibit a pathologic complete response post-chemotherapy

Sarah Eskreis-Winkler^1,2, Harini Veeraraghavan², Natsuko Onishi², Shreena Shah¹, Meredith Sadinski², Danny Martinez², Yi Wang¹, Elizabeth Morris², and Elizabeth Sutton²

¹Weill Cornell Medicine, New York, NY, United States, ²Memorial Sloan Kettering Cancer Center, New York, NY, United States

In this study, we evaluate the performance of a convolutional neural network (CNN) to predict pathologic complete response based on pre-treatment breast MRI images. We achieved moderate accuracy in this initial feasibility study. Future work with larger patient datasets will improve CNN performance.

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