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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-Winkler1,2, 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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