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
  • [21] Histopathology images-based deep learning prediction of prognosis and therapeutic response in small cell lung cancer
    Yibo Zhang
    Zijian Yang
    Ruanqi Chen
    Yanli Zhu
    Li Liu
    Jiyan Dong
    Zicheng Zhang
    Xujie Sun
    Jianming Ying
    Dongmei Lin
    Lin Yang
    Meng Zhou
    npj Digital Medicine, 7
  • [22] Histopathology images-based deep learning prediction of prognosis and therapeutic response in small cell lung cancer
    Zhang, Yibo
    Yang, Zijian
    Chen, Ruanqi
    Zhu, Yanli
    Liu, Li
    Dong, Jiyan
    Zhang, Zicheng
    Sun, Xujie
    Ying, Jianming
    Lin, Dongmei
    Yang, Lin
    Zhou, Meng
    NPJ DIGITAL MEDICINE, 2024, 7 (01)
  • [23] Nuclei instance segmentation from histopathology images using Bayesian dropout based deep learning
    Naga Raju Gudhe
    Veli-Matti Kosma
    Hamid Behravan
    Arto Mannermaa
    BMC Medical Imaging, 23
  • [24] Nuclei instance segmentation from histopathology images using Bayesian dropout based deep learning
    Gudhe, Naga Raju
    Kosma, Veli-Matti
    Behravan, Hamid
    Mannermaa, Arto
    BMC MEDICAL IMAGING, 2023, 23 (01)
  • [25] Deep Learning-Enabled Semantic Inference of Individual Building Damage Magnitude from Satellite Images
    Wheeler, Bradley J.
    Karimi, Hassan A.
    ALGORITHMS, 2020, 13 (08)
  • [26] UC-NfNet: Deep learning-enabled assessment of ulcerative colitis from colonoscopy images
    Turan, Mehmet
    Durmus, Furkan
    MEDICAL IMAGE ANALYSIS, 2022, 82
  • [27] Survival Time Prediction From Unannotated Lung Cancer Histopathology Images
    Fetisov, Nikolai
    Hall, Lawrence O.
    Goldgof, Dmitry B.
    Schabath, Matthew B.
    MEDICAL IMAGING 2022: DIGITAL AND COMPUTATIONAL PATHOLOGY, 2022, 12039
  • [28] Prediction of clinically actionable genetic alterations from colorectal cancer histopathology images using deep learning
    Hyun-Jong Jang
    Ahwon Lee
    J Kang
    In Hye Song
    Sung Hak Lee
    World Journal of Gastroenterology, 2020, (40) : 6207 - 6223
  • [29] Prediction of clinically actionable genetic alterations from colorectal cancer histopathology images using deep learning
    Jang, Hyun-Jong
    Lee, Ahwon
    Kang, J.
    Song, In Hye
    Lee, Sung Hak
    WORLD JOURNAL OF GASTROENTEROLOGY, 2020, 26 (40) : 6207 - 6223
  • [30] Prediction of gene expression-based breast cancer proliferation scores from histopathology whole slide images using deep learning
    Ekholm, Andreas
    Wang, Yinxi
    Vallon-Christersson, Johan
    Boissin, Constance
    Rantalainen, Mattias
    BMC CANCER, 2024, 24 (01)