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Radiomics in the Setting of Neoadjuvant Radiotherapy: A New Approach for Tailored Treatment

SIMPLE SUMMARY: This review based on a literature search aims at showing the impact of Texture Analysis in the prediction of response to neoadjuvant radiotherapy and/or chemoradiotherapy. The manuscript explores radiomics approaches in different fields of neoadjuvant radiotherapy, including esophage...

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Autores principales: Nardone, Valerio, Boldrini, Luca, Grassi, Roberta, Franceschini, Davide, Morelli, Ilaria, Becherini, Carlotta, Loi, Mauro, Greto, Daniela, Desideri, Isacco
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8303203/
https://www.ncbi.nlm.nih.gov/pubmed/34298803
http://dx.doi.org/10.3390/cancers13143590
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author Nardone, Valerio
Boldrini, Luca
Grassi, Roberta
Franceschini, Davide
Morelli, Ilaria
Becherini, Carlotta
Loi, Mauro
Greto, Daniela
Desideri, Isacco
author_facet Nardone, Valerio
Boldrini, Luca
Grassi, Roberta
Franceschini, Davide
Morelli, Ilaria
Becherini, Carlotta
Loi, Mauro
Greto, Daniela
Desideri, Isacco
author_sort Nardone, Valerio
collection PubMed
description SIMPLE SUMMARY: This review based on a literature search aims at showing the impact of Texture Analysis in the prediction of response to neoadjuvant radiotherapy and/or chemoradiotherapy. The manuscript explores radiomics approaches in different fields of neoadjuvant radiotherapy, including esophageal cancer, lung cancer, sarcoma and rectal cancer in order to shed a light in the setting of neoadjuvant radiotherapy that can be used to tailor the best subsequent therapeutical strategy. ABSTRACT: Introduction: Neoadjuvant radiotherapy is currently used mainly in locally advanced rectal cancer and sarcoma and in a subset of non-small cell lung cancer and esophageal cancer, whereas in other diseases it is under investigation. The evaluation of the efficacy of the induction strategy is made possible by performing imaging investigations before and after the neoadjuvant therapy and is usually challenging. In the last decade, texture analysis (TA) has been developed to help the radiologist to quantify and identify the parameters related to tumor heterogeneity, which cannot be appreciated by the naked eye. The aim of this narrative is to review the impact of TA on the prediction of response to neoadjuvant radiotherapy and or chemoradiotherapy. Materials and Methods: Key references were derived from a PubMed query. Hand searching and ClinicalTrials.gov were also used. Results: This paper contains a narrative report and a critical discussion of radiomics approaches in different fields of neoadjuvant radiotherapy, including esophageal cancer, lung cancer, sarcoma, and rectal cancer. Conclusions: Radiomics can shed a light on the setting of neoadjuvant therapies that can be used to tailor subsequent approaches or even to avoid surgery in the future. At the same, these results need to be validated in prospective and multicenter trials.
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spelling pubmed-83032032021-07-25 Radiomics in the Setting of Neoadjuvant Radiotherapy: A New Approach for Tailored Treatment Nardone, Valerio Boldrini, Luca Grassi, Roberta Franceschini, Davide Morelli, Ilaria Becherini, Carlotta Loi, Mauro Greto, Daniela Desideri, Isacco Cancers (Basel) Review SIMPLE SUMMARY: This review based on a literature search aims at showing the impact of Texture Analysis in the prediction of response to neoadjuvant radiotherapy and/or chemoradiotherapy. The manuscript explores radiomics approaches in different fields of neoadjuvant radiotherapy, including esophageal cancer, lung cancer, sarcoma and rectal cancer in order to shed a light in the setting of neoadjuvant radiotherapy that can be used to tailor the best subsequent therapeutical strategy. ABSTRACT: Introduction: Neoadjuvant radiotherapy is currently used mainly in locally advanced rectal cancer and sarcoma and in a subset of non-small cell lung cancer and esophageal cancer, whereas in other diseases it is under investigation. The evaluation of the efficacy of the induction strategy is made possible by performing imaging investigations before and after the neoadjuvant therapy and is usually challenging. In the last decade, texture analysis (TA) has been developed to help the radiologist to quantify and identify the parameters related to tumor heterogeneity, which cannot be appreciated by the naked eye. The aim of this narrative is to review the impact of TA on the prediction of response to neoadjuvant radiotherapy and or chemoradiotherapy. Materials and Methods: Key references were derived from a PubMed query. Hand searching and ClinicalTrials.gov were also used. Results: This paper contains a narrative report and a critical discussion of radiomics approaches in different fields of neoadjuvant radiotherapy, including esophageal cancer, lung cancer, sarcoma, and rectal cancer. Conclusions: Radiomics can shed a light on the setting of neoadjuvant therapies that can be used to tailor subsequent approaches or even to avoid surgery in the future. At the same, these results need to be validated in prospective and multicenter trials. MDPI 2021-07-17 /pmc/articles/PMC8303203/ /pubmed/34298803 http://dx.doi.org/10.3390/cancers13143590 Text en © 2021 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
Nardone, Valerio
Boldrini, Luca
Grassi, Roberta
Franceschini, Davide
Morelli, Ilaria
Becherini, Carlotta
Loi, Mauro
Greto, Daniela
Desideri, Isacco
Radiomics in the Setting of Neoadjuvant Radiotherapy: A New Approach for Tailored Treatment
title Radiomics in the Setting of Neoadjuvant Radiotherapy: A New Approach for Tailored Treatment
title_full Radiomics in the Setting of Neoadjuvant Radiotherapy: A New Approach for Tailored Treatment
title_fullStr Radiomics in the Setting of Neoadjuvant Radiotherapy: A New Approach for Tailored Treatment
title_full_unstemmed Radiomics in the Setting of Neoadjuvant Radiotherapy: A New Approach for Tailored Treatment
title_short Radiomics in the Setting of Neoadjuvant Radiotherapy: A New Approach for Tailored Treatment
title_sort radiomics in the setting of neoadjuvant radiotherapy: a new approach for tailored treatment
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8303203/
https://www.ncbi.nlm.nih.gov/pubmed/34298803
http://dx.doi.org/10.3390/cancers13143590
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