Cargando…

Applications of Artificial Intelligence in Screening, Diagnosis, Treatment, and Prognosis of Colorectal Cancer

Colorectal cancer (CRC) is one of the most common cancers worldwide. Accurate early detection and diagnosis, comprehensive assessment of treatment response, and precise prediction of prognosis are essential to improve the patients’ survival rate. In recent years, due to the explosion of clinical and...

Descripción completa

Detalles Bibliográficos
Autores principales: Qiu, Hang, Ding, Shuhan, Liu, Jianbo, Wang, Liya, Wang, Xiaodong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8947571/
https://www.ncbi.nlm.nih.gov/pubmed/35323346
http://dx.doi.org/10.3390/curroncol29030146
_version_ 1784674471535181824
author Qiu, Hang
Ding, Shuhan
Liu, Jianbo
Wang, Liya
Wang, Xiaodong
author_facet Qiu, Hang
Ding, Shuhan
Liu, Jianbo
Wang, Liya
Wang, Xiaodong
author_sort Qiu, Hang
collection PubMed
description Colorectal cancer (CRC) is one of the most common cancers worldwide. Accurate early detection and diagnosis, comprehensive assessment of treatment response, and precise prediction of prognosis are essential to improve the patients’ survival rate. In recent years, due to the explosion of clinical and omics data, and groundbreaking research in machine learning, artificial intelligence (AI) has shown a great application potential in clinical field of CRC, providing new auxiliary approaches for clinicians to identify high-risk patients, select precise and personalized treatment plans, as well as to predict prognoses. This review comprehensively analyzes and summarizes the research progress and clinical application value of AI technologies in CRC screening, diagnosis, treatment, and prognosis, demonstrating the current status of the AI in the main clinical stages. The limitations, challenges, and future perspectives in the clinical implementation of AI are also discussed.
format Online
Article
Text
id pubmed-8947571
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-89475712022-03-25 Applications of Artificial Intelligence in Screening, Diagnosis, Treatment, and Prognosis of Colorectal Cancer Qiu, Hang Ding, Shuhan Liu, Jianbo Wang, Liya Wang, Xiaodong Curr Oncol Review Colorectal cancer (CRC) is one of the most common cancers worldwide. Accurate early detection and diagnosis, comprehensive assessment of treatment response, and precise prediction of prognosis are essential to improve the patients’ survival rate. In recent years, due to the explosion of clinical and omics data, and groundbreaking research in machine learning, artificial intelligence (AI) has shown a great application potential in clinical field of CRC, providing new auxiliary approaches for clinicians to identify high-risk patients, select precise and personalized treatment plans, as well as to predict prognoses. This review comprehensively analyzes and summarizes the research progress and clinical application value of AI technologies in CRC screening, diagnosis, treatment, and prognosis, demonstrating the current status of the AI in the main clinical stages. The limitations, challenges, and future perspectives in the clinical implementation of AI are also discussed. MDPI 2022-03-07 /pmc/articles/PMC8947571/ /pubmed/35323346 http://dx.doi.org/10.3390/curroncol29030146 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Review
Qiu, Hang
Ding, Shuhan
Liu, Jianbo
Wang, Liya
Wang, Xiaodong
Applications of Artificial Intelligence in Screening, Diagnosis, Treatment, and Prognosis of Colorectal Cancer
title Applications of Artificial Intelligence in Screening, Diagnosis, Treatment, and Prognosis of Colorectal Cancer
title_full Applications of Artificial Intelligence in Screening, Diagnosis, Treatment, and Prognosis of Colorectal Cancer
title_fullStr Applications of Artificial Intelligence in Screening, Diagnosis, Treatment, and Prognosis of Colorectal Cancer
title_full_unstemmed Applications of Artificial Intelligence in Screening, Diagnosis, Treatment, and Prognosis of Colorectal Cancer
title_short Applications of Artificial Intelligence in Screening, Diagnosis, Treatment, and Prognosis of Colorectal Cancer
title_sort applications of artificial intelligence in screening, diagnosis, treatment, and prognosis of colorectal cancer
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8947571/
https://www.ncbi.nlm.nih.gov/pubmed/35323346
http://dx.doi.org/10.3390/curroncol29030146
work_keys_str_mv AT qiuhang applicationsofartificialintelligenceinscreeningdiagnosistreatmentandprognosisofcolorectalcancer
AT dingshuhan applicationsofartificialintelligenceinscreeningdiagnosistreatmentandprognosisofcolorectalcancer
AT liujianbo applicationsofartificialintelligenceinscreeningdiagnosistreatmentandprognosisofcolorectalcancer
AT wangliya applicationsofartificialintelligenceinscreeningdiagnosistreatmentandprognosisofcolorectalcancer
AT wangxiaodong applicationsofartificialintelligenceinscreeningdiagnosistreatmentandprognosisofcolorectalcancer