Automatic recognition of tumour-infiltrating lymphocytes in pathological biopsy images of the gastric mucosa

doi:10.3748/wjg.120382

Advanced Search

BPG is committed to discovery and dissemination of knowledge

Home / Archive / Volume 32, Issue 32

This Article

(16)

(17)

(0)

(9)

(135)

Peer-Review Report of This Article

CrossCheck and Google Search of This Article

Academic Rules and Norms of This Article

Citation of this article

Corresponding Author of This Article

Research Domain of This Article

Article-Type of This Article

Open-Access Policy of This Article

Times Cited Counts in Google of This Article

Journal Information of This Article

Publication Name

World Journal of Gastroenterology

ISSN

1007-9327

Publisher of This Article

Baishideng Publishing Group Inc, 7041 Koll Center Parkway, Suite 160, Pleasanton, CA 94566, USA

Retrospective Study

Copyright: ©Author(s) 2026. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution-NonCommercial (CC BY-NC 4.0) license. No commercial re-use. See permissions. Published by Baishideng Publishing Group Inc.

World J Gastroenterol. Aug 28, 2026; 32(32): 120382
Published online Aug 28, 2026. doi: 10.3748/wjg.120382

Table 2 Confusion matrix of the gastric-tumour-infiltrating lymphocytes-convolutional neural network model on the test set, n (%)

Actual label/predicted label	TIL	Non-TIL	Total	Recall (%)	Miss rate (%)	TNR (%)
TIL	7632 (24.5)	98 (0.3)	7730 (24.8)	98.7	1.3	-
Non-TIL	0 (0.0)	23374 (75.2)	23374 (75.2)	100.0	0.0	100.0
Total	7632 (24.5)	23472 (75.5)	31104 (100)	-	-	-
Precision (%)	100.0	99.6	-	-	-	-
False discovery rate (%)	0.0	0.4	-	-	-	-

This table is based on statistics from 31104 valid image patches in the test set. TNR: True negative rate (specificity); TIL: Tumour-infiltrating lymphocyte.

Full Size Table

Citation: Fan Y, Wang SN, Jiang B, Li YY, Zhu CY, Liao XH, Zhang FS, Wang YK. Automatic recognition of tumour-infiltrating lymphocytes in pathological biopsy images of the gastric mucosa. World J Gastroenterol 2026; 32(32): 120382
URL: https://www.wjgnet.com/1007-9327/full/v32/i32/120382.htm
DOI: https://dx.doi.org/10.3748/wjg.120382

Fan Y, Wang SN, Jiang B, Li YY, Zhu CY, Liao XH, Zhang FS, Wang YK. Automatic recognition of tumour-infiltrating lymphocytes in pathological biopsy images of the gastric mucosa. World J Gastroenterol 2026; 32(32): 120382 [DOI: 10.3748/wjg.120382]

All content on this site: Copyright © 1993-2026 Baishideng Publishing Group Inc, its licensors, and contributors. All rights are reserved, including those for text and data mining, AI training, and similar technologies. For all open access content, the relevant licensing terms apply.