Artificial intelligence− enhanced white-light colonoscopy with attention guidance predicts colorectal cancer invasion depth

X Luo, J Wang, Z Han, Y Yu, Z Chen, F Huang… - Gastrointestinal …, 2021 - Elsevier
Background and Aims Endoscopic submucosal dissection (ESD) and EMR are applied in
treating superficial colorectal neoplasms but are contraindicated by deeply invasive …

Real-time automated diagnosis of colorectal cancer invasion depth using a deep learning model with multimodal data (with video)

Z Lu, Y Xu, L Yao, W Zhou, W Gong, G Yang… - Gastrointestinal …, 2022 - Elsevier
Background and Aims The optical diagnosis of colorectal cancer (CRC) invasion depth with
white light (WL) and image-enhanced endoscopy (IEE) remains challenging. We aimed to …

[HTML][HTML] A deep learning method for delineating early gastric cancer resection margin under chromoendoscopy and white light endoscopy

P An, D Yang, J Wang, L Wu, J Zhou, Z Zeng, X Huang… - Gastric Cancer, 2020 - Springer
Background Accurate delineation of cancer margins is critical for endoscopic curative
resection. This study aimed to train and validate real-time fully convolutional networks for …

[HTML][HTML] Diagnostic performance of artificial intelligence to identify deeply invasive colorectal cancer on non-magnified plain endoscopic images

Y Nakajima, X Zhu, D Nemoto, Q Li… - Endoscopy …, 2020 - thieme-connect.com
Background and study aims Colorectal cancers (CRC) with deep submucosal invasion (T1b)
could be metastatic lesions. However, endoscopic images of T1b CRC resemble those of …

[HTML][HTML] Automated classification of colorectal neoplasms in white-light colonoscopy images via deep learning

YJ Yang, BJ Cho, MJ Lee, JH Kim, H Lim… - Journal of clinical …, 2020 - mdpi.com
Background: Classification of colorectal neoplasms during colonoscopic examination is
important to avoid unnecessary endoscopic biopsy or resection. This study aimed to develop …

Computer-aided diagnosis system using only white-light endoscopy for the prediction of invasion depth in colorectal cancer

M Tokunaga, T Matsumura, R Nankinzan… - Gastrointestinal …, 2021 - Elsevier
Background and Aims Endoscopic treatment is recommended for low-grade dysplasia
(LGD), high-grade dysplasia (HGD), and colorectal cancer (CRC) with submucosal (SM) …

[HTML][HTML] Diagnosis of depth of submucosal invasion in colorectal cancer with AI using deep learning

S Minami, K Saso, N Miyoshi, S Fujino, S Kato… - Cancers, 2022 - mdpi.com
Simple Summary In contrast to shallow submucosal invasion, colorectal cancer with deep
submucosal invasion requires surgical colectomy. However, accurately diagnosing the …

A deep learning-based system for identifying differentiation status and delineating the margins of early gastric cancer in magnifying narrow-band imaging endoscopy

T Ling, L Wu, Y Fu, Q Xu, P An, J Zhang, S Hu… - …, 2021 - thieme-connect.com
Background Accurate identification of the differentiation status and margins for early gastric
cancer (EGC) is critical for determining the surgical strategy and achieving curative resection …

[HTML][HTML] Diagnostic evaluation of a deep learning model for optical diagnosis of colorectal cancer

D Zhou, F Tian, X Tian, L Sun, X Huang, F Zhao… - Nature …, 2020 - nature.com
Colonoscopy is commonly used to screen for colorectal cancer (CRC). We develop a deep
learning model called CRCNet for optical diagnosis of CRC by training on 464,105 images …

[HTML][HTML] The role of artificial intelligence in prospective real-time histological prediction of colorectal lesions during colonoscopy: a systematic review and meta …

B Vadhwana, M Tarazi, V Patel - Diagnostics, 2023 - mdpi.com
Artificial intelligence (AI) presents a novel platform for improving disease diagnosis.
However, the clinical utility of AI remains limited to discovery studies, with poor translation to …