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Gabriel Dernbach

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Technische Universität Berlin
Explaining Deep Neural Networks

Marchstraße 23, 10587 Berlin

Gabriel Dernbach

Doctoral Researcher

Research project: “Linking Tissue Morphologies to Driver Mutations in Non-small-cell Lung Cancer”

Marvin Sextro, Gabriel Dernbach, Kai Standvoss, Simon Schallenberg, Frederick Klauschen, Klaus-Robert Müller, Maximilian Alber, Lukas Ruff

xCG: Explainable Cell Graphs for Survival Prediction in Non-Small Cell Lung Cancer

November 12, 2024
https://ui.adsabs.harvard.edu/link_gateway/2024arXiv241107643S/doi:10.48550/arXiv.2411.07643

Gabriel Dernbach, Daniel Kazdal, Lukas Ruff, Maximilian Alber, Eva Romanovsky, Simon Schallenberg, Petros Christopoulos, Cleo-Aron Weis, Thomas Muley, Marc A. Schneider, Peter Schirmacher, Michael Thomas, Klaus-Robert Müller, Jan Budczies, Albrecht Stenzinger, Frederick Klauschen

Dissecting AI-based mutation prediction in lung adenocarcinoma: A comprehensive real-world study

September 14, 2024
https://doi.org/10.1016/j.ejca.2024.114292

Simon Schallenberg, Gabriel Dernbach, Sharon Ruane, Cornelius Böhm, Lukas Ruff, Kai Standvoss, Sandip Ghosh, Marco Frentsch, Mihnea Dragomir, Rebecca Fritz, Ines Koch, Corinna Friedrich, Il-Kang Na, Sabine Merkelbach-Bruse, Alexander Quaas, Nikolaj Frost, Kyrill Boschung, Winfried Randerath, Georg Schlachtenberger, Matthias Heldwein, Ulrich Keilholz, Khosro Hekmat, Jens Rückert; Reinhard Büttner, Angela Vasaturo, David Horst, Maximilian Alber, Frederick Klauschen

AI-driven, mIF-based cell-omics reveals spatially resolved cell signature for outcome prediction in NSCLC patients

March 22, 2024
https://doi.org/10.1158/1538-7445.AM2024-5222

Jonas Dippel, Barbara Feulner, Tobias Winterhoff, Simon Schallenberg, Gabriel Dernbach, Andreas Kunft, Stephan Tietz, Philipp Jurmeister, David Horst, Lukas Ruff, Klaus-Robert Müller, Frederick Klauschen, Maximilian Alber

RUDOLFV: A FOUNDATION MODEL BY PATHOLOGISTS FOR PATHOLOGISTS

January 23, 2024
https://doi.org/10.48550/arXiv.2401.04079

Philipp Keyl, Philip Bischoff, Gabriel Dernbach, Michael Bockmayr, Rebecca Fritz, David Horst, Nils Blüthgen, Gregoire Montavon, Klaus-Robert Müller, Frederick Klauschen

Single-cell gene regulatory network prediction by explainable AI

2023
https://academic.oup.com/nar/article/51/4/e20/6984592