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The role of deep learning in diagnosing colorectal cancer.

作者信息

Bousis Dimitrios, Verras Georgios-Ioannis, Bouchagier Konstantinos, Antzoulas Andreas, Panagiotopoulos Ioannis, Katinioti Anastasia, Kehagias Dimitrios, Kaplanis Charalampos, Kotis Konstantinos, Anagnostopoulos Christos-Nikolaos, Mulita Francesk

机构信息

Department of Internal Medicine, General University Hospital of Patras, Patras, Greece.

Department of Surgery, General University Hospital of Patras, Patras, Greece.

出版信息

Prz Gastroenterol. 2023;18(3):266-273. doi: 10.5114/pg.2023.129494. Epub 2023 Jul 17.

DOI:10.5114/pg.2023.129494
PMID:37937113
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10626379/
Abstract

Colon cancer is a major public health issue, affecting a growing number of individuals worldwide. Proper and early diagnosis of colon cancer is the necessary first step toward effective treatment and/or prevention of future disease relapse. Artificial intelligence and its subtypes, deep learning in particular, tend nowadays to have an expanding role in all fields of medicine, and diagnosing colon cancer is no exception. This report aims to summarize the entire application spectrum of deep learning in all diagnostic tests regarding colon cancer, from endoscopy and histologic examination to medical imaging and screening serologic tests.

摘要

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本文引用的文献

[1]
Colon Cancer Diagnosis Based on Machine Learning and Deep Learning: Modalities and Analysis Techniques.

Sensors (Basel). 2022-11-28

[2]
Diagnosis of Depth of Submucosal Invasion in Colorectal Cancer with AI Using Deep Learning.

Cancers (Basel). 2022-10-31

[3]
Weakly Supervised Learning using Attention gates for colon cancer histopathological image segmentation.

Artif Intell Med. 2022-11

[4]
Artificial intelligence and colon capsule endoscopy: Automatic detection of ulcers and erosions using a convolutional neural network.

J Gastroenterol Hepatol. 2022-12

[5]
Small bowel obstruction in a 42-year-old patient? Be aware of Meckel's diverticulum.

Prz Gastroenterol. 2022

[6]
Deep Neural Network for the Prediction of KRAS Genotype in Rectal Cancer.

J Am Coll Surg. 2022-9-1

[7]
Evaluating the Microsatellite Instability of Colorectal Cancer Based on Multimodal Deep Learning Integrating Histopathological and Molecular Data.

Front Oncol. 2022-7-5

[8]
A Smarter Health through the Internet of Surgical Things.

Sensors (Basel). 2022-6-17

[9]
Performance of a Deep Learning System for Automatic Diagnosis of Protruding Lesions in Colon Capsule Endoscopy.

Diagnostics (Basel). 2022-6-12

[10]
Colon Cancer: From Epidemiology to Prevention.

Metabolites. 2022-5-30

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