Deep learning-based classification and mutation prediction from histopathological images of hepatocellular carcinoma

被引:58
作者
Liao, Haotian [1 ,2 ,3 ]
Long, Yuxi [4 ]
Han, Ruijiang [4 ]
Wang, Wei [4 ]
Xu, Lin [1 ,2 ,3 ]
Liao, Mingheng [1 ,2 ,3 ]
Zhang, Zhen [6 ]
Wu, Zhenru [7 ]
Shang, Xuequn [4 ,5 ]
Li, Xuefeng [8 ,9 ]
Peng, Jiajie [4 ,5 ]
Yuan, Kefei [1 ,2 ,3 ]
Zeng, Yong [1 ,2 ,3 ]
机构
[1] Sichuan Univ, West China Hosp, State Key Lab Biotherapy, Dept Liver Surg & Liver Transplantat, Chengdu, Peoples R China
[2] Sichuan Univ, West China Hosp, Canc Ctr, Chengdu, Peoples R China
[3] Collaborat Innovat Ctr Biotherapy, Chengdu, Peoples R China
[4] Northwestern Polytech Univ, Sch Comp Sci, Xian, Peoples R China
[5] Northwestern Polytech Univ, Key Lab Big Data Storage & Management, Minist Ind & Informat Technol, Xian, Peoples R China
[6] Sichuan Univ, West China Hosp, Dept Radiol, Chengdu, Peoples R China
[7] Sichuan Univ, West China Hosp, Lab Pathol, Dept Pathol, Chengdu, Peoples R China
[8] Guangzhou Med Univ, Sch Basic Med Sci, Guangzhou, Peoples R China
[9] Shenzhen Univ, Affiliated Hosp 3, Shenzhen Luohu Peoples Hosp, Shenzhen, Peoples R China
来源
CLINICAL AND TRANSLATIONAL MEDICINE | 2020年 / 10卷 / 02期
关键词
artificial Intelligence; convolutional neural network; hepatocellular carcinoma; pathology; SOMATIC MUTATIONS;
D O I
10.1002/ctm2.102
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
引用
收藏
页数:8
相关论文
共 19 条
  • [1] Targeting mutant p53 for efficient cancer therapy
    Bykov, Vladimir J. N.
    Eriksson, Sofi E.
    Bianchi, Julie
    Wiman, Klas G.
    [J]. NATURE REVIEWS CANCER, 2018, 18 (02) : 89 - 102
  • [2] Molecular and histological correlations in liver cancer
    Calderaro, Julien
    Ziol, Marianne
    Paradis, Valerie
    Zucman-Rossi, Jessica
    [J]. JOURNAL OF HEPATOLOGY, 2019, 71 (03) : 616 - 630
  • [3] Histological subtypes of hepatocellular carcinoma are related to gene mutations and molecular tumour classification
    Calderaro, Julien
    Couchy, Gabrielle
    Imbeaud, Sandrine
    Amaddeo, Giuliana
    Letouze, Eric
    Blanc, Jean-Frederic
    Laurent, Christophe
    Hajji, Yacine
    Azoulay, Daniel
    Bioulac-Sage, Paulette
    Nault, Jean-Charles
    Zucman-Rossi, Jessica
    [J]. JOURNAL OF HEPATOLOGY, 2017, 67 (04) : 727 - 738
  • [4] The cBio Cancer Genomics Portal: An Open Platform for Exploring Multidimensional Cancer Genomics Data
    Cerami, Ethan
    Gao, Jianjiong
    Dogrusoz, Ugur
    Gross, Benjamin E.
    Sumer, Selcuk Onur
    Aksoy, Buelent Arman
    Jacobsen, Anders
    Byrne, Caitlin J.
    Heuer, Michael L.
    Larsson, Erik
    Antipin, Yevgeniy
    Reva, Boris
    Goldberg, Arthur P.
    Sander, Chris
    Schultz, Nikolaus
    [J]. CANCER DISCOVERY, 2012, 2 (05) : 401 - 404
  • [5] Classification and mutation prediction from non-small cell lung cancer histopathology images using deep learning
    Coudray, Nicolas
    Ocampo, Paolo Santiago
    Sakellaropoulos, Theodore
    Narula, Navneet
    Snuderl, Matija
    Fenyo, David
    Moreira, Andre L.
    Razavian, Narges
    Tsirigos, Aristotelis
    [J]. NATURE MEDICINE, 2018, 24 (10) : 1559 - +
  • [6] β-Catenin Activation Promotes Immune Escape and Resistance to Anti-PD-1 Therapy in Hepatocellular Carcinoma
    de Galarreta, Marina Ruiz
    Bresnahan, Erin
    Molina-Sanchez, Pedro
    Lindblad, Katherine E.
    Maier, Barbara
    Sia, Daniela
    Puigvehi, Marc
    Miguela, Vernica
    Casanova-Acebes, Maria
    Dhainaut, Maxime
    Villacorta-Martin, Carlos
    Singhi, Aatur D.
    Moghe, Akshata
    von Felden, Johann
    Grinspan, Lauren Tal
    Wang, Shuang
    Kamphorst, Alice O.
    Monga, Satdarshan P.
    Brown, Brian D.
    Villanueva, Augusto
    Llovet, Josep M.
    Merad, Miriam
    Lujambio, Amaia
    [J]. CANCER DISCOVERY, 2019, 9 (08) : 1124 - 1141
  • [7] de La Coste A, 1998, P NATL ACAD SCI USA, V95, P8847
  • [8] European Assoc Study Liver, 2018, J HEPATOL, V69, P182, DOI 10.1016/j.jhep.2018.03.019
  • [9] Integrative Analysis of Complex Cancer Genomics and Clinical Profiles Using the cBioPortal
    Gao, Jianjiong
    Aksoy, Buelent Arman
    Dogrusoz, Ugur
    Dresdner, Gideon
    Gross, Benjamin
    Sumer, S. Onur
    Sun, Yichao
    Jacobsen, Anders
    Sinha, Rileen
    Larsson, Erik
    Cerami, Ethan
    Sander, Chris
    Schultz, Nikolaus
    [J]. SCIENCE SIGNALING, 2013, 6 (269) : pl1
  • [10] GOODE A, 2007, CMUCS08136