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Self-supervised attention-based deep learning for pan-cancer mutation prediction from histopathology2023 npj Precision Oncology article Computer Science AI in cancer detection Open access cited by 1 patent
Oliver Lester Saldanha, Chiara Maria Lavinia Loeffler, Jan Niehues, Marko van Treeck, Tobias Paul Seraphin, Katherine Jane Hewitt, +5 more
88citations -
Self-supervised deep learning for pan-cancer mutation prediction from histopathology2022 bioRxiv (Cold Spring Harbor Laboratory) preprint Computer Science AI in cancer detection Open access
Oliver Lester Saldanha, Chiara Maria Lavinia Loeffler, Jan Niehues, Marko van Treeck, Tobias Paul Seraphin, Katherine Jane Hewitt, +5 more
10citations -
Deep learning-based phenotyping reclassifies combined hepatocellular-cholangiocarcinoma2023 Nature Communications article Computer Science AI in cancer detection Open access cited by 1 patent
Julien Caldéraro, Narmin Ghaffari Laleh, Qinghe Zeng, Pascale Maillé, Loëtitia Favre, Anaïs Pujals, +79 more
85citations -
Predicting Mutational Status of Driver and Suppressor Genes Directly from Histopathology With Deep Learning: A Systematic Study Across 23 Solid Tumor Types
Chiara Maria Lavinia Loeffler, Nadine Therese Gaisa, Hannah Sophie Muti, Marko van Treeck, Amelie Echle, Narmin Ghaffari Laleh, +5 more
26citations -
Artificial Intelligence–based Detection of FGFR3 Mutational Status Directly from Routine Histology in Bladder Cancer: A Possible Preselection for Molecular Testing?2021 European Urology Focus article Computer Science AI in cancer detection Open access cited by 1 patent
Chiara Maria Lavinia Loeffler, Nadina Ortiz Bruechle, Max Jung, Lancelot Seillier, Michael Rose, Narmin Ghaffari Laleh, +5 more
90citations -
DeepMed: A unified, modular pipeline for end-to-end deep learning in computational pathology2021 bioRxiv (Cold Spring Harbor Laboratory) preprint Computer Science AI in cancer detection Open access
Marko van Treeck, Didem Çifçi, Narmin Ghaffari Laleh, Oliver Lester Saldanha, Chiara Maria Lavinia Loeffler, Katherine Jane Hewitt, +9 more
13citations -
The Aachen Protocol for Deep Learning Histopathology: A hands-on guide for data preprocessing2020 Zenodo (CERN European Organization for Nuclear Research) article Computer Science AI in cancer detection Open access
Hannah Sophie Muti, Chiara Maria Lavinia Loeffler, Amelie Echle, Lara Rosaline Heij, Roman David Buelow, Jeremias Krause, +8 more
29citations -
The future of artificial intelligence in digital pathology - results of a survey across stakeholder groups2021 bioRxiv (Cold Spring Harbor Laboratory) preprint Computer Science AI in cancer detection Open access
Céline N. Heinz, Amelie Echle, Sebastian Foersch, Andrey Bychkov, Jakob Nikolas Kather
1citations
19 results