Deep Muitiple Instance Learning-Enabled Gene Mutation Prediction of Lung Cancer from Histopathology Images

被引:0
|
作者
Xiong, S. [1 ,2 ]
Zhao, Y. [3 ]
Ren, Q. [3 ]
Li, M. [4 ]
Yang, L. [5 ]
Wu, D. [5 ]
Tang, K. [6 ]
Pan, X. [7 ]
Chen, F. [8 ]
Wang, W. [9 ,10 ]
Jin, S. [11 ,12 ]
Liu, X. [1 ,2 ,13 ]
Lin, G. [14 ]
Yao, W. [15 ]
Cai, L. [16 ]
Yang, Y. [17 ]
Liu, J. [18 ]
Wu, J. [19 ]
Fu, W. [20 ]
Sun, K. [3 ]
Li, F. [1 ,2 ]
Cheng, B. [1 ,2 ]
Zhan, S. [1 ,2 ]
Wang, H. [1 ,2 ]
Yu, Z. [1 ,2 ]
Liu, X. [1 ,2 ,13 ]
Zhong, R. [1 ,2 ]
Wang, H. [1 ,2 ]
He, P.
Zheng, Y. [1 ,2 ]
Liang, P. [1 ,2 ]
Chen, L. [22 ]
Hou, T. [22 ]
He, B. [3 ,21 ]
Song, J. [23 ]
Wu, L. [9 ,10 ]
Hu, C. [4 ]
He, J. [1 ,2 ]
Yao, J. [3 ]
Liang, W. [1 ,2 ]
机构
[1] Guangzhou Med Univ, Affiliated Hosp 1, China State Key Lab Resp Dis, Guangzhou, Peoples R China
[2] Guangzhou Med Univ, Affiliated Hosp 1, Natl Clin Res Ctr Resp Dis, Guangzhou, Peoples R China
[3] Tencent, AI Lab, Shenzhen, Peoples R China
[4] Cent South Univ, Xiangya Hosp, Branch Natl Clin Res Ctr Resp Dis, Natl Key Clin Specialty, Changsha, Peoples R China
[5] Jinan Univ, Clin Med Coll 2, Shenzhen Peoples Hosp, Shenzhen, Peoples R China
[6] Sun Yat Sen Univ, Affiliated Hosp 1, Guangzhou, Peoples R China
[7] Fujian Med Univ, Fujian Prov Hosp, Shengli Clin Med Coll, Fuzhou, Peoples R China
[8] Hainan Gen Hosp, Haikou, Hainan, Peoples R China
[9] Cent South Univ, Xiangya Sch Med, Hunan Canc Hosp, Changsha, Peoples R China
[10] Cent South Univ, Xiangya Sch Med, Affiliated Canc Hosp, Changsha, Peoples R China
[11] Chinese Acad Med Sci & Peking Union Med Coll, Natl Clin Res Ctr Canc, Natl Canc Ctr, Canc Hosp, Shenzhen, Peoples R China
[12] Chinese Acad Med Sci & Peking Union Med Coll, Shenzhen Hosp, Shenzhen, Peoples R China
[13] Cent South Univ, XiangYa Hosp 2, Changsha, Peoples R China
[14] Fujian Med Univ, Fujian Canc Hosp, Fujian Key Lab Adv Technol Canc Screening & Early, Clin Oncol Sch, Fuzhou, Peoples R China
[15] Univ Elect Sci & Technol China, Sichuan Canc Hosp & Inst & Canc, Peoples Hosp Sichuan Prov 2, Chengdu, Peoples R China
[16] Guangdong Sanjiu Brain Hosp, Guangzhou, Peoples R China
[17] Southwest Jiaotong Univ, Affiliated Hosp, Chengdu Peoples Hosp 3, Chengdu, Peoples R China
[18] Hong Kong Univ Sci & Technol, Peking Univ Shenzhen Hosp, Shenzhen Peking Univ, Med Ctr, Shenzhen, Peoples R China
[19] Xiamen Univ, Affiliated Hosp 1, Xiamen, Peoples R China
[20] Guangzhou Med Univ, Affiliated Canc Hosp & Inst, Guangzhou, Peoples R China
[21] Guangzhou Med Univ, Affiliated Hosp 1, Guangzhou, Peoples R China
[22] Burning Rock Biotech, Guangzhou, Peoples R China
[23] Monash Univ, Melbourne, Vic, Australia
关键词
gene mutation prediction; histopathology image; deep; learning;
D O I
暂无
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
OA03.05
引用
收藏
页码:S14 / S15
页数:2
相关论文
共 50 条
  • [41] DEEP LEARNING-ENABLED BLASTOCYST PREDICTION SYSTEM FOR CLEAVAGE STAGE EMBRYO SELECTION.
    Bormann, C. L.
    Kanakasabapathy, M.
    Souter, I.
    Dimitriadis, I.
    Dickinson, K. A.
    Pooniwala, R.
    Gupta, R.
    Yogesh, V.
    Shafiee, H.
    FERTILITY AND STERILITY, 2019, 111 (04) : E29 - E29
  • [42] Deep Learning-Enabled Mobile Application for On-Site Nitrogen Prediction in Strawberry Cultivation
    Singh, Naseeb
    Mahore, Vijay
    Kaur, Simardeep
    Ajaykumar, Kethavath
    Choudhary, Vinod
    JOURNAL OF BIOSYSTEMS ENGINEERING, 2024, 49 (04) : 399 - 418
  • [43] Deep learning-based survival prediction for multiple cancer types using histopathology images
    Wulczyn, Ellery
    Steiner, David F.
    Xu, Zhaoyang
    Sadhwani, Apaar
    Wang, Hongwu
    Flament-Auvigne, Isabelle
    Mermel, Craig H.
    Chen, Po-Hsuan Cameron
    Liu, Yun
    Stumpe, Martin C.
    PLOS ONE, 2020, 15 (06):
  • [44] Deep learning-enabled pelvic ultrasound images for accurate diagnosis of ovarian cancer in China: a retrospective, multicentre, diagnostic study
    Gao, Yue
    Zeng, Shaoqing
    Xu, Xiaoyan
    Li, Huayi
    Yao, Shuzhong
    Song, Kun
    Li, Xiao
    Chen, Lingxi
    Tang, Junying
    Xing, Hui
    Yu, Zhiying
    Zhang, Qinghua
    Zeng, Shue
    Yi, Cunjian
    Xie, Hongning
    Xiong, Xiaoming
    Cai, Guangyao
    Wang, Zhi
    Wu, Yuan
    Chi, Jianhua
    Jiao, Xiaofei
    Qin, Yan
    Mao, Xiaogang
    Chen, Yu
    Jin, Xin
    Mo, Qingqing
    Chen, Pingbo
    Huang, Yi
    Shi, Yushuang
    Wang, Junmei
    Zhou, Yimin
    Ding, Shuping
    Zhu, Shan
    Liu, Xin
    Dong, Xiangyi
    Cheng, Lin
    Zhu, Linlin
    Cheng, Huanhuan
    Cha, Li
    Hao, Yanli
    Jin, Chunchun
    Zhang, Ludan
    Zhou, Peng
    Sun, Meng
    Xu, Qin
    Chen, Kehua
    Gao, Zeyan
    Zhang, Xu
    Ma, Yuanyuan
    Liu, Yan
    LANCET DIGITAL HEALTH, 2022, 4 (03): : E179 - E187
  • [45] Self-supervised attention-based deep learning for pan-cancer mutation prediction from histopathology
    Saldanha, Oliver Lester
    Loeffler, Chiara M. L.
    Niehues, Jan Moritz
    van Treeck, Marko
    Seraphin, Tobias P.
    Hewitt, Katherine Jane
    Cifci, Didem
    Veldhuizen, Gregory Patrick
    Ramesh, Siddhi
    Pearson, Alexander T.
    Kather, Jakob Nikolas
    NPJ PRECISION ONCOLOGY, 2023, 7 (01)
  • [46] Deep Learning-enabled Detection of Acute Ischemic Stroke using Brain Computed Tomography Images
    Babutain, Khalid
    Hussain, Muhammad
    Aboalsamh, Hatim
    Al-Hameed, Majed
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2021, 12 (12) : 386 - 397
  • [47] AI-enabled prediction of lung cancer specific hot spot gene alterations from histology images
    Shafi, Gowhar
    Shivamurthy, Shiva
    Ulle, Anand
    Chinglemba, Chongtham Cha
    Haldar, Sumit
    Moubeen, Fauzul
    Uttarwar, Mohan
    CANCER RESEARCH, 2023, 83 (07)
  • [48] Deep learning techniques for prediction of pneumonia from lung CT images
    Meena, K.
    Veeramakali, T.
    Singh, Ngangbam Herojit
    Jayakumar, L.
    Muthuvel, P.
    SOFT COMPUTING, 2023, 27 (12) : 8481 - 8491
  • [49] Application of Deep Learning in Histopathology Images of Breast Cancer: A Review
    Zhao, Yue
    Zhang, Jie
    Hu, Dayu
    Qu, Hui
    Tian, Ye
    Cui, Xiaoyu
    MICROMACHINES, 2022, 13 (12)
  • [50] Prediction of gene mutation from colorectal adenocarcinoma whole slide images via integrated deep learning pipeline
    Tien, Geng-Yun
    Lai, Liang-Chuan
    Lu, Tzu-Pin
    Tsai, Mong-Hsun
    Chen, Hsiang-Han
    Chuang, Eric Y.
    CANCER RESEARCH, 2024, 84 (06)