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Self-supervised attention-based deep learning for pan-cancer mutation prediction from histopathology

Abstract The histopathological phenotype of tumors reflects the underlying genetic makeup. Deep learning can predict genetic alterations from pathology slides, but it is unclear how well these predictions generalize to external datasets. We performed a systematic study on Deep-Learning-based predict...

Whakaahuatanga katoa

I tiakina i:
Ngā taipitopito rārangi puna kōrero
Ngā kaituhi matua: Oliver Lester Saldanha, Chiara M. L. Loeffler, Jan Moritz Niehues, Marko van Treeck, Tobias P. Seraphin, Katherine Jane Hewitt, Didem Cifci, Gregory Patrick Veldhuizen, Siddhi Ramesh, Alexander T. Pearson, Jakob Nikolas Kather
Hōputu: Artigo
Reo:Inglês
I whakaputaina: Nature Portfolio 2023-03-01
Rangatū:npj Precision Oncology
Urunga tuihono:https://doi.org/10.1038/s41698-023-00365-0
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