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A New Challenge for Radiologists: Radiomics in Breast Cancer

INTRODUCTION: Over the last decade, the field of medical imaging experienced an exponential growth, leading to the development of radiomics, with which innumerable quantitative features are obtained from digital medical images, providing a comprehensive characterization of the tumor. This review aim...

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Autores principales: Crivelli, Paola, Ledda, Roberta Eufrasia, Parascandolo, Nicola, Fara, Alberto, Soro, Daniela, Conti, Maurizio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6196984/
https://www.ncbi.nlm.nih.gov/pubmed/30402486
http://dx.doi.org/10.1155/2018/6120703
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author Crivelli, Paola
Ledda, Roberta Eufrasia
Parascandolo, Nicola
Fara, Alberto
Soro, Daniela
Conti, Maurizio
author_facet Crivelli, Paola
Ledda, Roberta Eufrasia
Parascandolo, Nicola
Fara, Alberto
Soro, Daniela
Conti, Maurizio
author_sort Crivelli, Paola
collection PubMed
description INTRODUCTION: Over the last decade, the field of medical imaging experienced an exponential growth, leading to the development of radiomics, with which innumerable quantitative features are obtained from digital medical images, providing a comprehensive characterization of the tumor. This review aims to assess the role of this emerging diagnostic tool in breast cancer, focusing on the ability of radiomics to predict malignancy, response to neoadjuvant chemotherapy, prognostic factors, molecular subtypes, and risk of recurrence. EVIDENCE ACQUISITION: A literature search on PubMed and on Cochrane database websites to retrieve English-written systematic reviews, review articles, meta-analyses, and randomized clinical trials published from August 2013 up to July 2018 was carried out. RESULTS: Twenty papers (19 retrospective and 1 prospective studies) conducted with different conventional imaging modalities were included. DISCUSSION: The integration of quantitative information with clinical, histological, and genomic data could enable clinicians to provide personalized treatments for breast cancer patients. Current limitations of a routinely application of radiomics are represented by the limited knowledge of its basics concepts among radiologists and by the lack of efficient and standardized systems of feature extraction and data sharing.
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spelling pubmed-61969842018-11-06 A New Challenge for Radiologists: Radiomics in Breast Cancer Crivelli, Paola Ledda, Roberta Eufrasia Parascandolo, Nicola Fara, Alberto Soro, Daniela Conti, Maurizio Biomed Res Int Review Article INTRODUCTION: Over the last decade, the field of medical imaging experienced an exponential growth, leading to the development of radiomics, with which innumerable quantitative features are obtained from digital medical images, providing a comprehensive characterization of the tumor. This review aims to assess the role of this emerging diagnostic tool in breast cancer, focusing on the ability of radiomics to predict malignancy, response to neoadjuvant chemotherapy, prognostic factors, molecular subtypes, and risk of recurrence. EVIDENCE ACQUISITION: A literature search on PubMed and on Cochrane database websites to retrieve English-written systematic reviews, review articles, meta-analyses, and randomized clinical trials published from August 2013 up to July 2018 was carried out. RESULTS: Twenty papers (19 retrospective and 1 prospective studies) conducted with different conventional imaging modalities were included. DISCUSSION: The integration of quantitative information with clinical, histological, and genomic data could enable clinicians to provide personalized treatments for breast cancer patients. Current limitations of a routinely application of radiomics are represented by the limited knowledge of its basics concepts among radiologists and by the lack of efficient and standardized systems of feature extraction and data sharing. Hindawi 2018-10-08 /pmc/articles/PMC6196984/ /pubmed/30402486 http://dx.doi.org/10.1155/2018/6120703 Text en Copyright © 2018 Paola Crivelli et al. https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Review Article
Crivelli, Paola
Ledda, Roberta Eufrasia
Parascandolo, Nicola
Fara, Alberto
Soro, Daniela
Conti, Maurizio
A New Challenge for Radiologists: Radiomics in Breast Cancer
title A New Challenge for Radiologists: Radiomics in Breast Cancer
title_full A New Challenge for Radiologists: Radiomics in Breast Cancer
title_fullStr A New Challenge for Radiologists: Radiomics in Breast Cancer
title_full_unstemmed A New Challenge for Radiologists: Radiomics in Breast Cancer
title_short A New Challenge for Radiologists: Radiomics in Breast Cancer
title_sort new challenge for radiologists: radiomics in breast cancer
topic Review Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6196984/
https://www.ncbi.nlm.nih.gov/pubmed/30402486
http://dx.doi.org/10.1155/2018/6120703
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