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The Role of Radiomics in Lung Cancer: From Screening to Treatment and Follow-Up
PURPOSE: Lung cancer represents the first cause of cancer-related death in the world. Radiomics studies arise rapidly in this late decade. The aim of this review is to identify important recent publications to be synthesized into a comprehensive review of the current status of radiomics in lung canc...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8131863/ https://www.ncbi.nlm.nih.gov/pubmed/34026602 http://dx.doi.org/10.3389/fonc.2021.603595 |
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author | El Ayachy, Radouane Giraud, Nicolas Giraud, Paul Durdux, Catherine Giraud, Philippe Burgun, Anita Bibault, Jean Emmanuel |
author_facet | El Ayachy, Radouane Giraud, Nicolas Giraud, Paul Durdux, Catherine Giraud, Philippe Burgun, Anita Bibault, Jean Emmanuel |
author_sort | El Ayachy, Radouane |
collection | PubMed |
description | PURPOSE: Lung cancer represents the first cause of cancer-related death in the world. Radiomics studies arise rapidly in this late decade. The aim of this review is to identify important recent publications to be synthesized into a comprehensive review of the current status of radiomics in lung cancer at each step of the patients’ care. METHODS: A literature review was conducted using PubMed/Medline for search of relevant peer-reviewed publications from January 2012 to June 2020 RESULTS: We identified several studies at each point of patient’s care: detection and classification of lung nodules (n=16), determination of histology and genomic (n=10) and finally treatment outcomes predictions (=23). We reported the methodology of those studies and their results and discuss the limitations and the progress to be made for clinical routine applications. CONCLUSION: Promising perspectives arise from machine learning applications and radiomics based models in lung cancers, yet further data are necessary for their implementation in daily care. Multicentric collaboration and attention to quality and reproductivity of radiomics studies should be further consider. |
format | Online Article Text |
id | pubmed-8131863 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-81318632021-05-20 The Role of Radiomics in Lung Cancer: From Screening to Treatment and Follow-Up El Ayachy, Radouane Giraud, Nicolas Giraud, Paul Durdux, Catherine Giraud, Philippe Burgun, Anita Bibault, Jean Emmanuel Front Oncol Oncology PURPOSE: Lung cancer represents the first cause of cancer-related death in the world. Radiomics studies arise rapidly in this late decade. The aim of this review is to identify important recent publications to be synthesized into a comprehensive review of the current status of radiomics in lung cancer at each step of the patients’ care. METHODS: A literature review was conducted using PubMed/Medline for search of relevant peer-reviewed publications from January 2012 to June 2020 RESULTS: We identified several studies at each point of patient’s care: detection and classification of lung nodules (n=16), determination of histology and genomic (n=10) and finally treatment outcomes predictions (=23). We reported the methodology of those studies and their results and discuss the limitations and the progress to be made for clinical routine applications. CONCLUSION: Promising perspectives arise from machine learning applications and radiomics based models in lung cancers, yet further data are necessary for their implementation in daily care. Multicentric collaboration and attention to quality and reproductivity of radiomics studies should be further consider. Frontiers Media S.A. 2021-05-05 /pmc/articles/PMC8131863/ /pubmed/34026602 http://dx.doi.org/10.3389/fonc.2021.603595 Text en Copyright © 2021 El Ayachy, Giraud, Giraud, Durdux, Giraud, Burgun and Bibault 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 El Ayachy, Radouane Giraud, Nicolas Giraud, Paul Durdux, Catherine Giraud, Philippe Burgun, Anita Bibault, Jean Emmanuel The Role of Radiomics in Lung Cancer: From Screening to Treatment and Follow-Up |
title | The Role of Radiomics in Lung Cancer: From Screening to Treatment and Follow-Up |
title_full | The Role of Radiomics in Lung Cancer: From Screening to Treatment and Follow-Up |
title_fullStr | The Role of Radiomics in Lung Cancer: From Screening to Treatment and Follow-Up |
title_full_unstemmed | The Role of Radiomics in Lung Cancer: From Screening to Treatment and Follow-Up |
title_short | The Role of Radiomics in Lung Cancer: From Screening to Treatment and Follow-Up |
title_sort | role of radiomics in lung cancer: from screening to treatment and follow-up |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8131863/ https://www.ncbi.nlm.nih.gov/pubmed/34026602 http://dx.doi.org/10.3389/fonc.2021.603595 |
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