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Artificial intelligence assists precision medicine in cancer treatment
Cancer is a major medical problem worldwide. Due to its high heterogeneity, the use of the same drugs or surgical methods in patients with the same tumor may have different curative effects, leading to the need for more accurate treatment methods for tumors and personalized treatments for patients....
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9846804/ https://www.ncbi.nlm.nih.gov/pubmed/36686757 http://dx.doi.org/10.3389/fonc.2022.998222 |
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author | Liao, Jinzhuang Li, Xiaoying Gan, Yu Han, Shuangze Rong, Pengfei Wang, Wei Li, Wei Zhou, Li |
author_facet | Liao, Jinzhuang Li, Xiaoying Gan, Yu Han, Shuangze Rong, Pengfei Wang, Wei Li, Wei Zhou, Li |
author_sort | Liao, Jinzhuang |
collection | PubMed |
description | Cancer is a major medical problem worldwide. Due to its high heterogeneity, the use of the same drugs or surgical methods in patients with the same tumor may have different curative effects, leading to the need for more accurate treatment methods for tumors and personalized treatments for patients. The precise treatment of tumors is essential, which renders obtaining an in-depth understanding of the changes that tumors undergo urgent, including changes in their genes, proteins and cancer cell phenotypes, in order to develop targeted treatment strategies for patients. Artificial intelligence (AI) based on big data can extract the hidden patterns, important information, and corresponding knowledge behind the enormous amount of data. For example, the ML and deep learning of subsets of AI can be used to mine the deep-level information in genomics, transcriptomics, proteomics, radiomics, digital pathological images, and other data, which can make clinicians synthetically and comprehensively understand tumors. In addition, AI can find new biomarkers from data to assist tumor screening, detection, diagnosis, treatment and prognosis prediction, so as to providing the best treatment for individual patients and improving their clinical outcomes. |
format | Online Article Text |
id | pubmed-9846804 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-98468042023-01-19 Artificial intelligence assists precision medicine in cancer treatment Liao, Jinzhuang Li, Xiaoying Gan, Yu Han, Shuangze Rong, Pengfei Wang, Wei Li, Wei Zhou, Li Front Oncol Oncology Cancer is a major medical problem worldwide. Due to its high heterogeneity, the use of the same drugs or surgical methods in patients with the same tumor may have different curative effects, leading to the need for more accurate treatment methods for tumors and personalized treatments for patients. The precise treatment of tumors is essential, which renders obtaining an in-depth understanding of the changes that tumors undergo urgent, including changes in their genes, proteins and cancer cell phenotypes, in order to develop targeted treatment strategies for patients. Artificial intelligence (AI) based on big data can extract the hidden patterns, important information, and corresponding knowledge behind the enormous amount of data. For example, the ML and deep learning of subsets of AI can be used to mine the deep-level information in genomics, transcriptomics, proteomics, radiomics, digital pathological images, and other data, which can make clinicians synthetically and comprehensively understand tumors. In addition, AI can find new biomarkers from data to assist tumor screening, detection, diagnosis, treatment and prognosis prediction, so as to providing the best treatment for individual patients and improving their clinical outcomes. Frontiers Media S.A. 2023-01-04 /pmc/articles/PMC9846804/ /pubmed/36686757 http://dx.doi.org/10.3389/fonc.2022.998222 Text en Copyright © 2023 Liao, Li, Gan, Han, Rong, Wang, Li and Zhou https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Oncology Liao, Jinzhuang Li, Xiaoying Gan, Yu Han, Shuangze Rong, Pengfei Wang, Wei Li, Wei Zhou, Li Artificial intelligence assists precision medicine in cancer treatment |
title | Artificial intelligence assists precision medicine in cancer treatment |
title_full | Artificial intelligence assists precision medicine in cancer treatment |
title_fullStr | Artificial intelligence assists precision medicine in cancer treatment |
title_full_unstemmed | Artificial intelligence assists precision medicine in cancer treatment |
title_short | Artificial intelligence assists precision medicine in cancer treatment |
title_sort | artificial intelligence assists precision medicine in cancer treatment |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9846804/ https://www.ncbi.nlm.nih.gov/pubmed/36686757 http://dx.doi.org/10.3389/fonc.2022.998222 |
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