Outcome and biomarker supervised deep learning for survival prediction in two multicenter breast cancer series

by Dmitrii Bychkov, Heikki Joensuu, Stig Nordling, Aleksei Tiulpin, Hakan Kücükel, Mikael Lundin, Harri Sihto, Jorma Isola, Tiina Lehtimäki, Pirkko-Liisa Kellokumpu-Lehtinen, Karl von Smitten, Johan Lundin, Nina Linder
Published 2022-01-01

Outcome and biomarker supervised deep learning for survival prediction in two multicenter breast cancer series

by Dmitrii Bychkov, Heikki Joensuu, Stig Nordling, Aleksei Tiulpin, Hakan Kücükel, Mikael Lundin, Harri Sihto, Jorma Isola, Tiina Lehtimäki, Pirkko-Liisa Kellokumpu-Lehtinen, Karl von Smitten, Johan Lundin, Nina Linder
Published 2022-01-01

Deep learning identifies morphological features in breast cancer predictive of cancer ERBB2 status and trastuzumab treatment efficacy

by Dmitrii Bychkov, Nina Linder, Aleksei Tiulpin, Hakan Kücükel, Mikael Lundin, Stig Nordling, Harri Sihto, Jorma Isola, Tiina Lehtimäki, Pirkko-Liisa Kellokumpu-Lehtinen, Karl von Smitten, Heikki Joensuu, Johan Lundin
Published 2021-02-01

Heterogeneity of breast cancer associations with five susceptibility loci by clinical and pathological characteristics.

by Montserrat Garcia-Closas, Per Hall, Heli Nevanlinna, Karen Pooley, Jonathan Morrison, Douglas A Richesson, Stig E Bojesen, Børge G Nordestgaard, Christen K Axelsson, Jose I Arias, Roger L Milne, Gloria Ribas, Anna González-Neira, Javier Benítez, Pilar Zamora, Hiltrud Brauch, Christina Justenhoven, Ute Hamann, Yon-Dschun Ko, Thomas Bruening, Susanne Haas, Thilo Dörk, Peter Schürmann, Peter Hillemanns, Natalia Bogdanova, Michael Bremer, Johann Hinrich Karstens, Rainer Fagerholm, Kirsimari Aaltonen, Kristiina Aittomäki, Karl von Smitten, Carl Blomqvist, Arto Mannermaa, Matti Uusitupa, Matti Eskelinen, Maria Tengström, Veli-Matti Kosma, Vesa Kataja, Georgia Chenevix-Trench, Amanda B Spurdle, Jonathan Beesley, Xiaoqing Chen, Australian Ovarian Cancer Management Group, Kathleen Cuningham Foundation Consortium for Research into Familial Breast Cancer, Peter Devilee, Christi J van Asperen, Catharina E Jacobi, Rob A E M Tollenaar, Petra E A Huijts, Jan G M Klijn, Jenny Chang-Claude, Silke Kropp, Tracy Slanger, Dieter Flesch-Janys, Elke Mutschelknauss, Ramona Salazar, Shan Wang-Gohrke, Fergus Couch, Ellen L Goode, Janet E Olson, Celine Vachon, Zachary S Fredericksen, Graham G Giles, Laura Baglietto, Gianluca Severi, John L Hopper, Dallas R English, Melissa C Southey, Christopher A Haiman, Brian E Henderson, Laurence N Kolonel, Loic Le Marchand, Daniel O Stram, David J Hunter, Susan E Hankinson, David G Cox, Rulla Tamimi, Peter Kraft, Mark E Sherman, Stephen J Chanock, Jolanta Lissowska, Louise A Brinton, Beata Peplonska, Jan G M Klijn, Maartje J Hooning, Han Meijers-Heijboer, J Margriet Collee, Ans van den Ouweland, Andre G Uitterlinden, Jianjun Liu, Low Yen Lin, Li Yuqing, Keith Humphreys, Kamila Czene, Angela Cox, Sabapathy P Balasubramanian, Simon S Cross, Malcolm W R Reed, Fiona Blows, Kristy Driver, Alison Dunning, Jonathan Tyrer, Bruce A J Ponder, Suleeporn Sangrajrang, Paul Brennan, James McKay, Fabrice Odefrey, Valerie Gabrieau, Alice Sigurdson, Michele Doody, Jeffrey P Struewing, Bruce Alexander, Douglas F Easton, Paul D Pharoah
Published 2008-04-01

Identification and characterization of novel associations in the CASP8/ALS2CR12 region on chromosome 2 with breast cancer risk.

by Lin, Wei-Yu, Camp, Nicola J, Ghoussaini, Maya, Beesley, Jonathan, Michailidou, Kyriaki, Hopper, John L, Apicella, Carmel, Southey, Melissa C, Stone, Jennifer, Schmidt, Marjanka K, Broeks, Annegien, Van't Veer, Laura J, Th Rutgers, Emiel J, Muir, Kenneth, Lophatananon, Artitaya, Stewart-Brown, Sarah, Siriwanarangsan, Pornthep, Fasching, Peter A, Haeberle, Lothar, Ekici, Arif B, Beckmann, Matthias W, Peto, Julian, Dos-Santos-Silva, Isabel, Fletcher, Olivia, Johnson, Nichola, Bolla, Manjeet K, Wang, Qin, Dennis, Joe, Sawyer, Elinor J, Cheng, Timothy, Tomlinson, Ian, Kerin, Michael J, Miller, Nicola, Marmé, Frederik, Surowy, Harald M, Burwinkel, Barbara, Guénel, Pascal, Truong, Thérèse, Menegaux, Florence, Mulot, Claire, Bojesen, Stig E, Nordestgaard, Børge G, Nielsen, Sune F, Flyger, Henrik, Benitez, Javier, Zamora, M Pilar, Arias Perez, Jose Ignacio, Menéndez, Primitiva, González-Neira, Anna, Pita, Guillermo, Alonso, M Rosario, Alvarez, Nuria, Herrero, Daniel, Anton-Culver, Hoda, Brenner, Hermann, Dieffenbach, Aida Karina, Arndt, Volker, Stegmaier, Christa, Meindl, Alfons, Lichtner, Peter, Schmutzler, Rita K, Müller-Myhsok, Bertram, Brauch, Hiltrud, Brüning, Thomas, Ko, Yon-Dschun, GENICA Network, Tessier, Daniel C, Vincent, Daniel, Bacot, Francois, Nevanlinna, Heli, Aittomäki, Kristiina, Blomqvist, Carl, Khan, Sofia, Matsuo, Keitaro, Ito, Hidemi, Iwata, Hiroji, Horio, Akiyo, Bogdanova, Natalia V, Antonenkova, Natalia N, Dörk, Thilo, Lindblom, Annika, Margolin, Sara, Mannermaa, Arto, Kataja, Vesa, Kosma, Veli-Matti, Hartikainen, Jaana M, kConFab Investigators, Australian Ovarian Cancer Study Group, Wu, Anna H, Tseng, Chiu-Chen, Van Den Berg, David, Stram, Daniel O, Neven, Patrick, Wauters, Els, Wildiers, Hans, Lambrechts, Diether, Chang-Claude, Jenny, Rudolph, Anja, Seibold, Petra, Flesch-Janys, Dieter, Radice, Paolo, Peterlongo, Paolo, Manoukian, Siranoush, Bonanni, Bernardo, Couch, Fergus J, Wang, Xianshu, Vachon, Celine, Purrington, Kristen, Giles, Graham G, Milne, Roger L, Mclean, Catriona, Haiman, Christopher A, Henderson, Brian E, Schumacher, Fredrick, Le Marchand, Loic, Simard, Jacques, Goldberg, Mark S, Labrèche, France, Dumont, Martine, Teo, Soo Hwang, Yip, Cheng Har, Hassan, Norhashimah, Vithana, Eranga Nishanthie, Kristensen, Vessela, Zheng, Wei, Deming-Halverson, Sandra, Shrubsole, Martha J, Long, Jirong, Winqvist, Robert, Pylkäs, Katri, Jukkola-Vuorinen, Arja, Kauppila, Saila, Andrulis, Irene L, Knight, Julia A, Glendon, Gord, Tchatchou, Sandrine, Devilee, Peter, Tollenaar, Robert AEM, Seynaeve, Caroline, Van Asperen, Christi J, García-Closas, Montserrat, Figueroa, Jonine, Lissowska, Jolanta, Brinton, Louise, Czene, Kamila, Darabi, Hatef, Eriksson, Mikael, Brand, Judith S, Hooning, Maartje J, Hollestelle, Antoinette, Van Den Ouweland, Ans MW, Jager, Agnes, Li, Jingmei, Liu, Jianjun, Humphreys, Keith, Shu, Xiao-Ou, Lu, Wei, Gao, Yu-Tang, Cai, Hui, Cross, Simon S, Reed, Malcolm WR, Blot, William, Signorello, Lisa B, Cai, Qiuyin, Pharoah, Paul DP, Perkins, Barbara, Shah, Mitul, Blows, Fiona M, Kang, Daehee, Yoo, Keun-Young, Noh, Dong-Young, Hartman, Mikael, Miao, Hui, Chia, Kee Seng, Putti, Thomas Choudary, Hamann, Ute, Luccarini, Craig, Baynes, Caroline, Ahmed, Shahana, Maranian, Mel, Healey, Catherine S, Jakubowska, Anna, Lubinski, Jan, Jaworska-Bieniek, Katarzyna, Durda, Katarzyna, Sangrajrang, Suleeporn, Gaborieau, Valerie, Brennan, Paul, Mckay, James, Slager, Susan, Toland, Amanda E, Yannoukakos, Drakoulis, Shen, Chen-Yang, Hsiung, Chia-Ni, Wu, Pei-Ei, Ding, Shian-Ling, Ashworth, Alan, Jones, Michael, Orr, Nick, Swerdlow, Anthony J, Tsimiklis, Helen, Makalic, Enes, Schmidt, Daniel F, Bui, Quang M, Chanock, Stephen J, Hunter, David J, Hein, Rebecca, Dahmen, Norbert, Beckmann, Lars, Aaltonen, Kirsimari, Muranen, Taru A, Heikkinen, Tuomas, Irwanto, Astrid, Rahman, Nazneen, Turnbull, Clare A, Breast and Ovarian Cancer Susceptibility (BOCS) Study, Waisfisz, Quinten, Meijers-Heijboer, Hanne EJ, Adank, Muriel A, Van Der Luijt, Rob B, Hall, Per, Chenevix-Trench, Georgia, Dunning, Alison, Easton, Douglas F, Cox, Angela
Published 2014