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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
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.
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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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