Hidden Variables in Deep Learning Digital Pathology and Their Potential to Cause Batch Effects: Prediction Model Study

Authors: Schmitt, Max, Maron, Roman Christoph, Hekler, Achim, Stenzinger, Albrecht, Hauschild, Axel, Weichenthal, Michael, Tiemann, Markus, Krahl, Dieter, Kutzner, Heinz, Utikal, Jochen Sven, Haferkamp, Sebastian, Kather, Jakob Nikolas, Klauschen, Frederick, Krieghoff-Henning, Eva, Fröhling, Stefan, von Kalle, Christof, Brinker, Titus Josef

Source: Journal of Medical Internet Research, Vol 23, Iss 2, p e23436 (2021)

Subject Terms: Computer applications to medicine. Medical informatics, R858-859.7, Public aspects of medicine, RA1-1270

File Description: electronic resource

Relation: https://www.jmir.org/2021/2/e23436; https://doaj.org/toc/1438-8871

Access URL: https://doaj.org/article/7ac96db279834caea802ad0d28cd54e2

Non Hodgkin T cell lymphoma: an atypical clinical presentation

Authors: Maio, Paula, Bento, Diogo, Vieira, Raquel, Afonso, Ana, Sachse, Fernanda, Kutzner, Heinz

Source: Anais Brasileiros de Dermatologia. April 2013 88(2)

Subject Terms: Cytotoxicity, immunologic, Leprosy, Lymphoma, T-Cell, cutaneous, Paraneoplastic polyneuropathy

File Description: text/html

Access URL: http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0365-05962013000200264

Cuticular Poroma: A Rare Poroma Variant Simulating a Malignant Neoplasm That Often Harbors YAP1::NUTM1 Fusions Similar to Their Conventional Counterparts

Authors: Kolm, Isabel, Konstantinova, Anastasia M., Kutzner, Heinz, Barghorn, Andre, Vanecek, Tomas, Mangana, Joanna, Kazakov, Dmitry V.

Source: American journal of dermatopathology. 45(8):544-548

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A 3-dimensional histology computer model of malignant melanoma and its implications for digital pathology

Authors: Kurz, Alexander, Krahl, Dieter, Kutzner, Heinz, Barnhill, Raymond, Perasole, Antonio, Figueras, Maria Teresa Fernandez, Ferrara, Gerardo, Braun, Stephan A., Starz, Hans, Llamas-Velasco, Mar, Utikal, Jochen Sven, Fröhling, Stefan, von Kalle, Christof, Kather, Jakob Nikolas, Schneider, Lucas, Brinker, Titus J.

Source: In European Journal of Cancer November 2023 193

Genetic and methylation profiles distinguish benign, malignant and spitzoid melanocytic tumors

Authors: Zaremba, Anne, Jansen, Philipp, Murali, Rajmohan, Mayakonda, Anand, Riedel, Anna, Philip, Manuel, Rose, Christian, Schaller, Jörg, Müller, Hansgeorg, Kutzner, Heinz, Möller, Inga, Stadtler, Nadine, Kretz, Julia, Sucker, Antje, Bankfalvi, Agnes, Livingstone, Elisabeth, Zimmer, Lisa, Horn, Susanne, Paschen, Annette, Plass, Christoph, Schadendorf, Dirk, Hadaschik, Eva, Lutsik, Pavlo, Griewank, Klaus

Source: International journal of cancer. 151(9):1542-1554

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100187494882.0x000001&indx=1&recIds=ETOCvdc_100187494882.0x000001

Dataset for the Reporting of Merkel Cell Carcinoma

Authors: Busam, Klaus J., Judge, Meagan J., Bichakjian, Christopher K., Coit, Daniel, Kutzner, Heinz, Requena, Luis, Scolyer, Richard A., Stefanato, Catherine M., Wood, Benjamin A., Walsh, Noreen M.

Source: American journal of surgical pathology. 46(11):1583-1591

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Explainable artificial intelligence in skin cancer recognition: A systematic review

Authors: Hauser, Katja, Kurz, Alexander, Haggenmüller, Sarah, Maron, Roman C., von Kalle, Christof, 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., Fröhling, Stefan, Lipka, Daniel B., Hekler, Achim, Krieghoff-Henning, Eva, Brinker, Titus J.

Source: European journal of cancer. 167:54-69

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METABOLIC SIGNATURE OF ATYPICAL FIBROXANTHOMA AND PLEOMORPHIC DERMAL SARCOMA: EXPRESSION OF HYPOXIA-INDUCIBLE FACTOR-1A AND SEVERAL OF ITS DOWNSTREAM TARGETS

Authors: Toberer, Ferdinand, Winkler, Julia K., Haenssle, Holger A., Heinzel-Gutenbrunner, Monika, Enk, Alexander, Hartschuh, Wolfgang, Helmbold, Peter, Kutzner, Heinz, Helbig, Doris

Source: Acta dermatovenerologica Croatica. 30(1):25-31

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Rubella vaccine–induced granulomas are a novel phenotype with incomplete penetrance of genetic defects in cytotoxicity

Authors: Groß, Miriam, Speckmann, Carsten, May, Annette, Gajardo-Carrasco, Tania, Wustrau, Katharina, Maier, Sarah Lena, Panning, Marcus, Huzly, Daniela, Agaimy, Abbas, Bryceson, Yenan T., Choo, Sharon, Chow, C.W., Dückers, Gregor, Fasth, Anders, Fraitag, Sylvie, Gräwe, Katja, Haxelmans, Sabine, Holzinger, Dirk, Hudowenz, Ole, Hübschen, Judith M., Khurana, Claudia, Kienle, Korbinian, Klifa, Roman, Korn, Klaus, Kutzner, Heinz, Lämmermann, Tim, Ledig, Svea, Lipsker, Dan, Meeths, Marie, Naumann-Bartsch, Nora, Rascon, Jelena, Schänzer, Anne, Seidl, Maximilian, Tesi, Bianca, Vauloup-Fellous, Christelle, Vollmer-Kary, Beate, Warnatz, Klaus, Wehr, Claudia, Neven, Bénédicte, Vargas, Pablo, Sepulveda, Fernando E., Lehmberg, Kai, Schmitt-Graeff, Annette, Ehl, Stephan

Source: In The Journal of Allergy and Clinical Immunology January 2022 149(1):388-399

Skin cancer classification via convolutional neural networks: systematic review of studies involving human experts

Authors: Haggenmüller, 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, Heppt, Markus V., Hilke, Franz J., Hobelsberger, Sarah, Krahl, Dieter, Kutzner, Heinz, Lallas, Aimilios, Liopyris, Konstantinos, Llamas-Velasco, Mar, Malvehy, Josep, Meier, Friedegund, Müller, Cornelia S.L., Navarini, Alexander A., Navarrete-Dechent, Cristián, 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., von Kalle, Christof, Lipka, Daniel B., Fröhling, Stefan, Hauschild, Axel, Kittler, Harald, Brinker, Titus J.

Source: In European Journal of Cancer October 2021 156:202-216

Deep learning approach to predict sentinel lymph node status directly from routine histology of primary melanoma tumours

Authors: Brinker, Titus J., Kiehl, Lennard, Schmitt, Max, Jutzi, Tanja B., Krieghoff-Henning, Eva I., Krahl, Dieter, Kutzner, Heinz, Gholam, Patrick, Haferkamp, Sebastian, Klode, Joachim, Schadendorf, Dirk, Hekler, Achim, Fröhling, Stefan, Kather, Jakob N., Haggenmüller, Sarah, von Kalle, Christof, Heppt, Markus, Hilke, Franz, Ghoreschi, Kamran, Tiemann, Markus, Wehkamp, Ulrike, Hauschild, Axel, Weichenthal, Michael, Utikal, Jochen S.

Source: In European Journal of Cancer September 2021 154:227-234

Combining CNN-based histologic whole slide image analysis and patient data to improve skin cancer classification

Authors: Höhn, Julia, Krieghoff-Henning, Eva, Jutzi, Tanja B., von Kalle, Christof, 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, Fröhling, Stefan, Lipka, Daniel B., Kather, Jakob N., Krahl, Dieter, Ferrara, Gerardo, Haggenmüller, Sarah, Brinker, Titus J.

Source: In European Journal of Cancer May 2021 149:94-101

Robustness of convolutional neural networks in recognition of pigmented skin lesions

Authors: Maron, Roman C., Haggenmüller, Sarah, von Kalle, Christof, Utikal, Jochen S., Meier, Friedegund, Gellrich, Frank F., Hauschild, Axel, French, Lars E., Schlaak, Max, Ghoreschi, Kamran, Kutzner, Heinz, Heppt, Markus V., Haferkamp, Sebastian, Sondermann, Wiebke, Schadendorf, Dirk, Schilling, Bastian, Hekler, Achim, Krieghoff-Henning, Eva, Kather, Jakob N., Fröhling, Stefan, Lipka, Daniel B., Brinker, Titus J.

Source: In European Journal of Cancer March 2021 145:81-91

Multicentric dermatofibrosarcoma protuberans in a child with severe combined immunodeficiency due to adenosine deaminase deficiency

Authors: Wahjudi, Tatjana D., Kutzner, Heinz, Bleeke, Matthias, Hoeger, Peter H.

Source: Pediatric dermatology. 38(4):875-878

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100128498485.0x000001&indx=1&recIds=ETOCvdc_100128498485.0x000001

Frequent activating PIK3CA mutations in sporadic angiolipoma

Authors: Saggini, Andrea, Santonja, Carlos, Nájera, Laura, Palmedo, Gabriele, Kutzner, Heinz

Source: Journal of cutaneous pathology. 48(2):211-216

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100113511661.0x000001&indx=1&recIds=ETOCvdc_100113511661.0x000001

A Problem of Classification: 2 Cases of Epstein–Barr Virus + Primary Cutaneous Plasmacytoma Arising in Immunocompetent Elderly Patients

Authors: Robson, Alistair, Kempf, Werner, Kolm, Isabel, Kutzner, Heinz, Willsmore, Zena, Moonim, Mufaddal

Source: American journal of dermatopathology. 43(12):e237-e240

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100194450646.0x000001&indx=1&recIds=ETOCvdc_100194450646.0x000001

A previously undescribed variant of cutaneous clear‐cell squamous cell carcinoma with psammomatous calcification and intratumoral giant cell granulomas

Authors: Rongioletti, Franco, Ferreli, Caterina, Atzori, Laura, Smoller, Bruce R., Faa, Gavino, Kutzner, Heinz, Pilloni, Luca

Source: Journal of cutaneous pathology. 48(1):106-109

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100149865600.0x000001&indx=1&recIds=ETOCvdc_100149865600.0x000001

Diagnostic performance of artificial intelligence for histologic melanoma recognition compared to 18 international expert pathologists

Authors: Brinker, Titus J., Schmitt, Max, Krieghoff-Henning, Eva I., Barnhill, Raymond, Beltraminelli, Helmut, Braun, Stephan A., Carr, Richard, Fernandez-Figueras, Maria-Teresa, Ferrara, Gerardo, Fraitag, Sylvie, Gianotti, Raffaele, Llamas-Velasco, Mar, Müller, Cornelia S.L., Perasole, Antonio, Requena, Luis, Sangueza, Omar P., Santonja, Carlos, Starz, Hans, Vale, Esmeralda, Weyers, Wolfgang, Hekler, Achim, Kather, Jakob N., Fröhling, Stefan, Krahl, Dieter, Holland-Letz, Tim, Utikal, Jochen S., Saggini, Andrea, Kutzner, Heinz

Source: Journal of the American Academy of Dermatology. 86(3):640-642

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100155895474.0x000001&indx=1&recIds=ETOCvdc_100155895474.0x000001

Überdiagnose von Melanomen – Ursachen, Konsequenzen und Lösungsansätze

Authors: Kutzner, Heinz, Jutzi, Tanja B., Krahl, Dieter, Krieghoff‐Henning, Eva I., Heppt, Markus V., Hekler, Achim, Schmitt, Max, Maron, Roman C. R., Fröhling, Stefan, Kalle, Christof, Brinker, Titus J.

Source: Journal der Deutschen Dermatologischen Gesellschaft. 18(11):1236-1244

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100110336976.0x000001&indx=1&recIds=ETOCvdc_100110336976.0x000001

Overdiagnosis of melanoma – causes, consequences and solutions

Authors: Kutzner, Heinz, Jutzi, Tanja B., Krahl, Dieter, Krieghoff‐Henning, Eva I., Heppt, Markus V., Hekler, Achim, Schmitt, Max, Maron, Roman C. R., Fröhling, Stefan, Kalle, Christof, Brinker, Titus J.

Source: Journal der Deutschen Dermatologischen Gesellschaft. 18(11):1236-1243

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100110336973.0x000001&indx=1&recIds=ETOCvdc_100110336973.0x000001