Predicting microsatellite instability and key biomarkers in colorectal cancer from H&E‐stained images: achieving state‐of‐the‐art predictive performance with fewer data using Swin Transformer

• Main Authors: Bangwei Guo (Author), Xingyu Li (Author), Miaomiao Yang (Author), Jitendra Jonnagaddala (Author), Hong Zhang (Author), Xu Steven Xu (Author)
• Format: Book
• Published: Wiley, 2023-05-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

Abstract Many artificial intelligence models have been developed to predict clinically relevant biomarkers for colorectal cancer (CRC), including microsatellite instability (MSI). However, existing deep learning networks require large training datasets, which are often hard to obtain. In this study,...