Deep neural network trained on gigapixel images improves lymph node metastasis detection in clinical settings.

Autor: Huang SC; Department of Anatomic Pathology, Linkou Chang Gung Memorial Hospital, Chang Gung University, College of Medicine, Taoyuan, Taiwan.; Graduate Institute of Clinical Medical Sciences, College of Medicine, Chang Gung University, Taoyuan, Taiwan., Chen CC; aetherAI Co., Ltd., Taipei, Taiwan., Lan J; Department of Anatomic Pathology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University, College of Medicine, Kaohsiung, Taiwan., Hsieh TY; Department of Anatomic Pathology, Keelung Chang Gung Memorial Hospital, Chang Gung University, College of Medicine, Keelung, Taiwan., Chuang HC; Department of Anatomic Pathology, Chiayi Chang Gung Memorial Hospital, Chang Gung University, College of Medicine, Chiayi, Taiwan., Chien MY; aetherAI Co., Ltd., Taipei, Taiwan., Ou TS; aetherAI Co., Ltd., Taipei, Taiwan., Chen KH; Department of Anatomic Pathology, Linkou Chang Gung Memorial Hospital, Chang Gung University, College of Medicine, Taoyuan, Taiwan., Wu RC; Department of Anatomic Pathology, Linkou Chang Gung Memorial Hospital, Chang Gung University, College of Medicine, Taoyuan, Taiwan., Liu YJ; Department of Anatomic Pathology, Linkou Chang Gung Memorial Hospital, Chang Gung University, College of Medicine, Taoyuan, Taiwan., Cheng CT; Department of Surgery, Linkou Chang Gung Memorial Hospital, Chang Gung University, College of Medicine, Taoyuan, Taiwan., Huang YJ; Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan., Tao LW; Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan., Hwu AF; Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan., Lin IC; Department of Anatomic Pathology, Linkou Chang Gung Memorial Hospital, Chang Gung University, College of Medicine, Taoyuan, Taiwan., Hung SH; Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan., Yeh CY; aetherAI Co., Ltd., Taipei, Taiwan. joeyeh@aetherai.com., Chen TC; Department of Anatomic Pathology, Linkou Chang Gung Memorial Hospital, Chang Gung University, College of Medicine, Taoyuan, Taiwan. ctc323@cgmh.org.tw.

Publikováno v: Nature communications [Nat Commun] 2022 Jun 10; Vol. 13 (1), pp. 3347. Date of Electronic Publication: 2022 Jun 10.