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Anzahl der Publikationen: 11
Zeitschriftenartikel
Hauser, Katja; Kurz, Alexander; Haggenmueller, Sarah; Maron, Roman C.; Kalle, Christof von; Utikal, Jochen S.; Meier, Friedegund; Hobelsberger, Sarah; Gellrich, Frank F.; Sergon, Mildred; Hauschild, Axel; French, Lars E.; Heinzerling, Lucie; Schlager, Justin G.; Ghoreschi, Kamran; Schlaak, Max; Hilke, Franz J.; Poch, Gabriela; Kutzner, Heinz; Berking, Carola; Heppt, Markus V.; Erdmann, Michael; Haferkamp, Sebastian; Schadendorf, Dirk; Sondermann, Wiebke; Goebeler, Matthias; Schilling, Bastian; Kather, Jakob N.; Froehling, Stefan; Lipka, Daniel B.; Hekler, Achim; Krieghoff-Henning, Eva und Brinker, Titus J.
(2022):
Explainable artificial intelligence in skin cancer recognition: A systematic review.
In: European Journal of Cancer, Bd. 167: S. 54-69
Heilig, Christoph E.; Lassmann, Andreas; Mughal, Sadaf S.; Mock, Andreas; Pirmann, Sebastian; Teleanu, Veronica; Renner, Marcus; Andresen, Carolin; Kohler, Bruno C.; Aybey, Bogac; Bauer, Sebastian; Siveke, Jens T.; Hamacher, Rainer; Folprecht, Gunnar; Richter, Stephan; Schrock, Evelin; Brandts, Christian H.; Ahrens, Marit; Hohenberger, Peter; Egerer, Gerlinde; Kindler, Thomas; Boerries, Melanie; Illert, Anna L.; Bubnoff, Nikolas von; Apostolidis, Leonidas; Jost, Philipp J.; Westphalen, C. Benedikt; Weichert, Wilko; Keilholz, Ulrich; Klauschen, Frederick; Beck, Katja; Winter, Ulrike; Richter, Daniela; Mohrmann, Lino; Bitzer, Michael; Schulze-Osthoff, Klaus; Brors, Benedikt; Mechtersheimer, Gunhild; Kreutzfeldt, Simon; Heining, Christoph; Lipka, Daniel B.; Stenzinger, Albrecht; Schlenk, Richard F.; Horak, Peter; Glimm, Hanno; Hubschmann, Daniel und Frohling, Stefan
(2022):
Gene expression-based prediction of pazopanib efficacy in sarcoma.
In: European Journal of Cancer, Bd. 172: S. 107-118
Maron, Roman C.; Hekler, Achim; Haggenmueller, Sarah; Kalle, Christof von; Utikal, Jochen S.; Mueller, Verena; Gaiser, Maria; Meier, Friedegund; Hobelsberger, Sarah; Gellrich, Frank F.; Sergon, Mildred; Hauschild, Axel; French, Lars E.; Heinzerling, Lucie; Schlager, Justin G.; Ghoreschi, Kamran; Schlaak, Max; Hilke, Franz J.; Poch, Gabriela; Korsing, Soren; Berking, Carola; Heppt, Markus V.; Erdmann, Michael; Haferkamp, Sebastian; Schadendorf, Dirk; Sondermann, Wiebke; Goebeler, Matthias; Schilling, Bastian; Kather, Jakob N.; Froehling, Stefan; Lipka, Daniel B.; Krieghoff-Henning, Eva und Brinker, Titus J.
(2022):
Model soups improve performance of dermoscopic skin cancer classifiers.
In: European Journal of Cancer, Bd. 173: S. 307-316
Möhrmann, Lino; Werner, Maximilian; Oles, Malgorzata; Mock, Andreas; Uhrig, Sebastian; Jahn, Arne; Kreutzfeldt, Simon; Fröhlich, Martina; Hutter, Barbara; Paramasivam, Nagarajan; Richter, Daniela; Beck, Katja; Winter, Ulrike; Pfütze, Katrin; Heilig, Christoph E.; Teleanu, Veronica; Lipka, Daniel B.; Zapatka, Marc; Hanf, Dorothea; List, Catrin; Allgäuer, Michael; Penzel, Roland; Ruter, Gina; Jelas, Ivan; Hamacher, Rainer; Falkenhorst, Johanna; Wagner, Sebastian; Brandts, Christian H.; Boerries, Melanie; Illert, Anna L.; Metzeler, Klaus H.; Westphalen, C. Benedikt; Desuki, Alexander; Kindler, Thomas; Folprecht, Gunnar; Weichert, Wilko; Brors, Benedikt; Stenzinger, Albrecht; Schroeck, Evelin; Huebschmann, Daniel; Horak, Peter; Heining, Christoph; Froehling, Stefan und Glimm, Hanno
(2022):
Comprehensive genomic and epigenomic analysis in cancer of unknown primary guides molecularly- informed therapies despite heterogeneity.
In: Nature Communications, Bd. 13, Nr. 1, 4485
Haggenmueller, Sarah; Maron, Roman C.; Hekler, Achim; Utikal, Jochen S.; Barata, Catarina; Barnhill, Raymond L.; Beltraminelli, Helmut; Berking, Carola; Betz-Stablein, Brigid; Blum, Andreas; Braun, Stephan A.; Carr, Richard; Combalia, Marc; Fernandez-Figueras, Maria-Teresa; Ferrara, Gerardo; Fraitag, Sylvie; French, Lars E.; Gellrich, Frank F.; Ghoreschi, Kamran; Goebeler, Matthias; Guitera, Pascale; Haenssle, Holger A.; Haferkamp, Sebastian; Heinzerling, Lucie; V. Heppt, Markus; Hilke, Franz J.; Hobelsberger, Sarah; Krahl, Dieter; Kutzner, Heinz; Lallas, Aimilios; Liopyris, Konstantinos; Llamas-Velasco, Mar; Malvehy, Josep; Meier, Friedegund; Mueller, Cornelia S. L.; Navarini, Alexander A.; Navarrete-Dechent, Cristian; Perasole, Antonio; Poch, Gabriela; Podlipnik, Sebastian; Requena, Luis; Rotemberg, Veronica M.; Saggini, Andrea; Sangueza, Omar P.; Santonja, Carlos; Schadendorf, Dirk; Schilling, Bastian; Schlaak, Max; Schlager, Justin G.; Sergon, Mildred; Sondermann, Wiebke; Soyer, H. Peter; Starz, Hans; Stolz, Wilhelm; Vale, Esmeralda; Weyers, Wolfgang; Zink, Alexander; Krieghoff-Henning, Eva; Kather, Jakob N.; Kalle, Christof von; Lipka, Daniel B.; Froehling, Stefan; Hauschild, Axel; Kittler, Harald und Brinker, Titus J.
(2021):
Original Research Skin cancer classification via convolutional neural networks: systematic review of studies involving human experts.
In: European Journal of Cancer, Bd. 156: S. 202-216
Hoehn, Julia; Hekler, Achim; Krieghoff-Henning, Eva; Kather, Jakob Nikolas; Utikal, Jochen Sven; Meier, Friedegund; Gellrich, Frank Friedrich; Hauschild, Axel; French, Lars; Schlager, Justin Gabriel; Ghoreschi, Kamran; Wilhelm, Tabea; Kutzner, Heinz; Heppt, Markus; Haferkamp, Sebastian; Sondermann, Wiebke; Schadendorf, Dirk; Schilling, Bastian; Maron, Roman C.; Schmitt, Max; Jutzi, Tanja; Froehling, Stefan; Lipka, Daniel B. und Brinker, Titus Josef
(2021):
Integrating Patient Data Into Skin Cancer Classification Using Convolutional Neural Networks: Systematic Review.
In: Journal of Medical Internet Research, Bd. 23, Nr. 7, e20708
Hoehn, Julia; Krieghoff-Henning, Eva; Jutzi, Tanja B.; Kalle, Christof von; Utikal, Jochen S.; Meier, Friedegund; Gellrich, Frank F.; Hobelsberger, Sarah; Hauschild, Axel; Schlager, Justin G.; French, Lars; Heinzerling, Lucie; Schlaak, Max; Ghoreschi, Kamran; Hilke, Franz J.; Poch, Gabriela; Kutzner, Heinz; Heppt, Markus V.; Haferkamp, Sebastian; Sondermann, Wiebke; Schadendorf, Dirk; Schilling, Bastian; Goebeler, Matthias; Hekler, Achim; Froehling, Stefan; Lipka, Daniel B.; Kather, Jakob N.; Krahl, Dieter; Ferrara, Gerardo; Haggenmueller, Sarah und Brinker, Titus J.
(2021):
Original Research Combining CNN-based histologic whole slide image analysis and patient data to improve skin cancer classification.
In: European Journal of Cancer, Bd. 149: S. 94-101
Horak, Peter; Heining, Christoph; Kreutzfeldt, Simon; Hutter, Barbara; Mock, Andreas; Huellein, Jennifer; Froehlich, Martina; Uhrig, Sebastian; Jahn, Arne; Rump, Andreas; Gieldon, Laura; Moehrmann, Lino; Hanf, Dorothea; Teleanu, Veronica; Heilig, Christoph E.; Lipka, Daniel B.; Allgaeuer, Michael; Ruhnke, Leo; Lassmann, Andreas; Endris, Volker; Neumann, Olaf; Penzel, Roland; Beck, Katja; Richter, Daniela; Winter, Ulrike; Wolf, Stephan; Pfuetze, Katrin; Geoerg, Christina; Meissburger, Bettina; Buchhalter, Ivo; Augustin, Marinela; Aulitzky, Walter E.; Hohenberger, Peter; Kroiss, Matthias; Schirmacher, Peter; Schlenk, Richard F.; Keilholz, Ulrich; Klauschen, Frederick; Folprecht, Gunnar; Bauer, Sebastian; Siveke, Jens Thomas; Brandts, Christian H.; Kindler, Thomas; Boerries, Melanie; Illert, Anna L.; Bubnoff, Nikolas von; Jost, Philipp J.; Spiekermann, Karsten; Bitzer, Michael; Schulze-Osthoff, Klaus; Kalle, Christof von; Klink, Barbara; Brors, Benedikt; Stenzinger, Albrecht; Schroeck, Evelin; Huebschmann, Daniel; Weichert, Wilko; Glimm, Hanno und Froehling, Stefan
(2021):
Comprehensive Genomic and Transcriptomic Analysis for Guiding Therapeutic Decisions in Patients with Rare Cancers.
In: Cancer Discovery, Bd. 11, Nr. 11: S. 2780-2795
Maron, Roman C.; Schlager, Justin G.; Haggenmüller, Sarah; Kalle, Christof von; Utikal, Jochen S.; Meier, Friedegund; Gellrich, Frank F.; Hobelsberger, Sarah; Hauschild, Axel; French, Lars; Heinzerling, Lucie; Schlaak, Max; Ghoreschi, Kamran; Hilke, Franz J.; Poch, Gabriela; Heppt, Markus V.; Berking, Carola; Haferkamp, Sebastian; Sondermann, Wiebke; Schadendorf, Dirk; Schilling, Bastian; Goebeler, Matthias; Krieghoff-Henning, Eva; Hekler, Achim; Fröhling, Stefan; Lipka, Daniel B.; Kather, Jakob N. und Brinker, Titus J.
(2021):
Original Research A benchmark for neural network robustness in skin cancer classification.
In: European Journal of Cancer, Bd. 155: S. 191-199
Hekler, Achim; Kather, Jakob N.; Krieghoff-Henning, Eva; Utikal, Jochen S.; Meier, Friedegund; Gellrich, Frank F.; Upmeier Zu Belzen, Julius; French, Lars; Schlager, Justin G.; Ghoreschi, Kamran; Wilhelm, Tabea; Kutzner, Heinz; Berking, Carola; Heppt, Markus V.; Haferkamp, Sebastian; Sondermann, Wiebke; Schadendorf, Dirk; Schilling, Bastian; Izar, Benjamin; Maron, Roman; Schmitt, Max; Froehling, Stefan; Lipka, Daniel B. und Brinker, Titus J.
(Mai 2020):
Effects of Label Noise on Deep Learning-Based Skin Cancer Classification.
In: Frontiers in Medicine, Bd. 7, 177: S. 1-7
[PDF, 615kB]
Grigoryan, Ani; Guidi, Novella; Senger, Katharina; Liehr, Thomas; Soller, Karin; Marka, Gina; Vollmer, Angelika; Markaki, Yolanda; Leonhardt, Heinrich; Buske, Christian; Lipka, Daniel B.; Plass, Christoph; Zheng, Yi; Mulaw, Medhanie A.; Geiger, Hartmut und Florian, Maria Carolina
(2018):
LaminA/C regulates epigenetic and chromatin architecture changes upon aging of hematopoietic stem cells.
In: Genome Biology
19:189
[PDF, 5MB]