A deep learning framework for efficient pathology image analysis

Authors: Neidlinger, Peter, Lenz, Tim, Foersch, Sebastian, Loeffler, Chiara M. L., Clusmann, Jan, Gustav, Marco, Shaktah, Lawrence A., Langer, Rupert, Dislich, Bastian, Boardman, Lisa A., French, Amy J., Goode, Ellen L., Gsur, Andrea, Brezina, Stefanie, Gunter, Marc J., Steinfelder, Robert, Behrens, Hans-Michael, Röcken, Christoph, Harrison, Tabitha, Peters, Ulrike, Phipps, Amanda I., Curigliano, Giuseppe, Fusco, Nicola, Marra, Antonio, Hoffmeister, Michael, Brenner, Hermann, Kather, Jakob Nikolas

Subject Terms: Computer Science - Computer Vision and Pattern Recognition

Access URL: http://arxiv.org/abs/2502.13027

Influence of surface topography on junction strength of modular hip endoprostheses

Authors: Denkena, Berend, Hurschler, Christof, Bergmann, Benjamin, Legutko, Beate, Gustav, Marco, Welke, Bastian

Source: Procedia CIRP. 110:64-69

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100187668686.0x000001&indx=1&recIds=ETOCvdc_100187668686.0x000001

Prediction of homologous recombination deficiency from routine histology with attention-based multiple instance learning in nine different tumor types.

Authors: Loeffler, Chiara Maria Lavinia, El Nahhas, Omar S. M., Muti, Hannah Sophie, Carrero, Zunamys I., Seibel, Tobias, van Treeck, Marko, Cifci, Didem, Gustav, Marco, Bretz, Kevin, Gaisa, Nadine T., Lehmann, Kjong-Van, Leary, Alexandra, Selenica, Pier, Reis-Filho, Jorge S., Ortiz-Bruechle, Nadina, Kather, Jakob Nikolas

Source: BMC Biology; 10/8/2024, Vol. 22 Issue 1, p1-14, 14p

Subject Terms: HOMOLOGOUS recombination, RECEIVER operating characteristic curves, WHOLE genome sequencing, DNA repair, DEEP learning

Deep learning for dual detection of microsatellite instability and POLE mutations in colorectal cancer histopathology.

Authors: Gustav, Marco, Reitsam, Nic Gabriel, Carrero, Zunamys I., Loeffler, Chiara M. L., van Treeck, Marko, Yuan, Tanwei, West, Nicholas P., Quirke, Philip, Brinker, Titus J., Brenner, Hermann, Favre, Loëtitia, Märkl, Bruno, Stenzinger, Albrecht, Brobeil, Alexander, Hoffmeister, Michael, Calderaro, Julien, Pujals, Anaïs, Kather, Jakob Nikolas

Source: NPJ Precision Oncology; 5/23/2024, Vol. 8 Issue 1, p1-11, 11p

Subject Terms: DEEP learning, DNA mismatch repair, COLORECTAL cancer, MICROSATELLITE repeats, DNA polymerases, COLON tumors, HEREDITARY nonpolyposis colorectal cancer

676 Potential Workflow to Identify Immunogenic POLE-Mutant Colorectal Carcinomas in a Routine Diagnostic Setting.

Authors: Reitsam, Nic, Schneider, Kathrin, Grosser, Bianca, Kazdal, Daniel, Gustav, Marco, Kather, Jakob, Märkl, Bruno, Stenzinger, Albrecht, Dintner, Sebastian

Source: Laboratory Investigation (00236837); 2025 Supplement, Vol. 105 Issue 3, pN.PAG-N.PAG, 1p