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

Authors :
Shih-Chiang Huang
Chi-Chung Chen
Jui Lan
Tsan-Yu Hsieh
Huei-Chieh Chuang
Meng-Yao Chien
Tao-Sheng Ou
Kuang-Hua Chen
Ren-Chin Wu
Yu-Jen Liu
Chi-Tung Cheng
Yu-Jen Huang
Liang-Wei Tao
An-Fong Hwu
I-Chieh Lin
Shih-Hao Hung
Chao-Yuan Yeh
Tse-Ching Chen
Source :
Nature Communications, Vol 13, Iss 1, Pp 1-14 (2022)
Publication Year :
2022
Publisher :
Nature Portfolio, 2022.

Abstract

The pathological identification of lymph node metastasis in whole-slide images is demanding and tedious. Here, the authors design an artificial-intelligence-assisted assessment workflow to facilitate the routine counting of metastatic LNs.

Subjects

Subjects :
Science

Details

Language :
English
ISSN :
20411723
Volume :
13
Issue :
1
Database :
Directory of Open Access Journals
Journal :
Nature Communications
Publication Type :
Academic Journal
Accession number :
edsdoj.0db83b824f164dc8aa922136ad40ffa3
Document Type :
article
Full Text :
https://doi.org/10.1038/s41467-022-30746-1