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Radiomics and Magnetic Resonance Imaging of Rectal Cancer: From Engineering to Clinical Practice
While cross-sectional imaging has seen continuous progress and plays an undiscussed pivotal role in the diagnostic management and treatment planning of patients with rectal cancer, a largely unmet need remains for improved staging accuracy, assessment of treatment response and prediction of individu...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8146913/ https://www.ncbi.nlm.nih.gov/pubmed/33922483 http://dx.doi.org/10.3390/diagnostics11050756 |
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author | Coppola, Francesca Giannini, Valentina Gabelloni, Michela Panic, Jovana Defeudis, Arianna Lo Monaco, Silvia Cattabriga, Arrigo Cocozza, Maria Adriana Pastore, Luigi Vincenzo Polici, Michela Caruso, Damiano Laghi, Andrea Regge, Daniele Neri, Emanuele Golfieri, Rita Faggioni, Lorenzo |
author_facet | Coppola, Francesca Giannini, Valentina Gabelloni, Michela Panic, Jovana Defeudis, Arianna Lo Monaco, Silvia Cattabriga, Arrigo Cocozza, Maria Adriana Pastore, Luigi Vincenzo Polici, Michela Caruso, Damiano Laghi, Andrea Regge, Daniele Neri, Emanuele Golfieri, Rita Faggioni, Lorenzo |
author_sort | Coppola, Francesca |
collection | PubMed |
description | While cross-sectional imaging has seen continuous progress and plays an undiscussed pivotal role in the diagnostic management and treatment planning of patients with rectal cancer, a largely unmet need remains for improved staging accuracy, assessment of treatment response and prediction of individual patient outcome. Moreover, the increasing availability of target therapies has called for developing reliable diagnostic tools for identifying potential responders and optimizing overall treatment strategy on a personalized basis. Radiomics has emerged as a promising, still fully evolving research topic, which could harness the power of modern computer technology to generate quantitative information from imaging datasets based on advanced data-driven biomathematical models, potentially providing an added value to conventional imaging for improved patient management. The present study aimed to illustrate the contribution that current radiomics methods applied to magnetic resonance imaging can offer to managing patients with rectal cancer. |
format | Online Article Text |
id | pubmed-8146913 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-81469132021-05-26 Radiomics and Magnetic Resonance Imaging of Rectal Cancer: From Engineering to Clinical Practice Coppola, Francesca Giannini, Valentina Gabelloni, Michela Panic, Jovana Defeudis, Arianna Lo Monaco, Silvia Cattabriga, Arrigo Cocozza, Maria Adriana Pastore, Luigi Vincenzo Polici, Michela Caruso, Damiano Laghi, Andrea Regge, Daniele Neri, Emanuele Golfieri, Rita Faggioni, Lorenzo Diagnostics (Basel) Review While cross-sectional imaging has seen continuous progress and plays an undiscussed pivotal role in the diagnostic management and treatment planning of patients with rectal cancer, a largely unmet need remains for improved staging accuracy, assessment of treatment response and prediction of individual patient outcome. Moreover, the increasing availability of target therapies has called for developing reliable diagnostic tools for identifying potential responders and optimizing overall treatment strategy on a personalized basis. Radiomics has emerged as a promising, still fully evolving research topic, which could harness the power of modern computer technology to generate quantitative information from imaging datasets based on advanced data-driven biomathematical models, potentially providing an added value to conventional imaging for improved patient management. The present study aimed to illustrate the contribution that current radiomics methods applied to magnetic resonance imaging can offer to managing patients with rectal cancer. MDPI 2021-04-23 /pmc/articles/PMC8146913/ /pubmed/33922483 http://dx.doi.org/10.3390/diagnostics11050756 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 Coppola, Francesca Giannini, Valentina Gabelloni, Michela Panic, Jovana Defeudis, Arianna Lo Monaco, Silvia Cattabriga, Arrigo Cocozza, Maria Adriana Pastore, Luigi Vincenzo Polici, Michela Caruso, Damiano Laghi, Andrea Regge, Daniele Neri, Emanuele Golfieri, Rita Faggioni, Lorenzo Radiomics and Magnetic Resonance Imaging of Rectal Cancer: From Engineering to Clinical Practice |
title | Radiomics and Magnetic Resonance Imaging of Rectal Cancer: From Engineering to Clinical Practice |
title_full | Radiomics and Magnetic Resonance Imaging of Rectal Cancer: From Engineering to Clinical Practice |
title_fullStr | Radiomics and Magnetic Resonance Imaging of Rectal Cancer: From Engineering to Clinical Practice |
title_full_unstemmed | Radiomics and Magnetic Resonance Imaging of Rectal Cancer: From Engineering to Clinical Practice |
title_short | Radiomics and Magnetic Resonance Imaging of Rectal Cancer: From Engineering to Clinical Practice |
title_sort | radiomics and magnetic resonance imaging of rectal cancer: from engineering to clinical practice |
topic | Review |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8146913/ https://www.ncbi.nlm.nih.gov/pubmed/33922483 http://dx.doi.org/10.3390/diagnostics11050756 |
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