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Radiomic Features from Post-Operative (18)F-FDG PET/CT and CT Imaging Associated with Locally Recurrent Rectal Cancer: Preliminary Findings

Locally Recurrent Rectal Cancer (LRRC) remains a major clinical concern; it rapidly invades pelvic organs and nerve roots, causing severe symptoms. Curative-intent salvage therapy offers the only potential for cure but it has a higher chance of success when LRRC is diagnosed at an early stage. Imagi...

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Autores principales: Cuicchi, Dajana, Mottola, Margherita, Castellucci, Paolo, Bevilacqua, Alessandro, Cattabriga, Arrigo, Cocozza, Maria Adriana, Cardelli, Stefano, Dajti, Gerti, Mattoni, Susanna, Golfieri, Rita, Fanti, Stefano, Cappelli, Alberta, Coppola, Francesca, Poggioli, Gilberto
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10004457/
https://www.ncbi.nlm.nih.gov/pubmed/36902845
http://dx.doi.org/10.3390/jcm12052058
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author Cuicchi, Dajana
Mottola, Margherita
Castellucci, Paolo
Bevilacqua, Alessandro
Cattabriga, Arrigo
Cocozza, Maria Adriana
Cardelli, Stefano
Dajti, Gerti
Mattoni, Susanna
Golfieri, Rita
Fanti, Stefano
Cappelli, Alberta
Coppola, Francesca
Poggioli, Gilberto
author_facet Cuicchi, Dajana
Mottola, Margherita
Castellucci, Paolo
Bevilacqua, Alessandro
Cattabriga, Arrigo
Cocozza, Maria Adriana
Cardelli, Stefano
Dajti, Gerti
Mattoni, Susanna
Golfieri, Rita
Fanti, Stefano
Cappelli, Alberta
Coppola, Francesca
Poggioli, Gilberto
author_sort Cuicchi, Dajana
collection PubMed
description Locally Recurrent Rectal Cancer (LRRC) remains a major clinical concern; it rapidly invades pelvic organs and nerve roots, causing severe symptoms. Curative-intent salvage therapy offers the only potential for cure but it has a higher chance of success when LRRC is diagnosed at an early stage. Imaging diagnosis of LRRC is very challenging due to fibrosis and inflammatory pelvic tissue, which can mislead even the most expert reader. This study exploited a radiomic analysis to enrich, through quantitative features, the characterization of tissue properties, thus favoring an accurate detection of LRRC by Computed Tomography (CT) and [Formula: see text] F-FDG-Positron Emission Tomography/CT (PET/CT). Of 563 eligible patients undergoing radical resection (R0) of primary RC, 57 patients with suspected LRRC were included, 33 of which were histologically confirmed. After manually segmenting suspected LRRC in CT and PET/CT, 144 Radiomic Features (RFs) were generated, and RFs were investigated for univariate significant discriminations (Wilcoxon rank-sum test, p < 0.050) of LRRC from NO LRRC. Five RFs in PET/CT (p < 0.017) and two in CT (p < 0.022) enabled, individually, a clear distinction of the groups, and one RF was shared by PET/CT and CT. As well as confirming the potential role of radiomics to advance LRRC diagnosis, the aforementioned shared RF describes LRRC as tissues having high local inhomogeneity due to the evolving tissue’s properties.
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spelling pubmed-100044572023-03-11 Radiomic Features from Post-Operative (18)F-FDG PET/CT and CT Imaging Associated with Locally Recurrent Rectal Cancer: Preliminary Findings Cuicchi, Dajana Mottola, Margherita Castellucci, Paolo Bevilacqua, Alessandro Cattabriga, Arrigo Cocozza, Maria Adriana Cardelli, Stefano Dajti, Gerti Mattoni, Susanna Golfieri, Rita Fanti, Stefano Cappelli, Alberta Coppola, Francesca Poggioli, Gilberto J Clin Med Article Locally Recurrent Rectal Cancer (LRRC) remains a major clinical concern; it rapidly invades pelvic organs and nerve roots, causing severe symptoms. Curative-intent salvage therapy offers the only potential for cure but it has a higher chance of success when LRRC is diagnosed at an early stage. Imaging diagnosis of LRRC is very challenging due to fibrosis and inflammatory pelvic tissue, which can mislead even the most expert reader. This study exploited a radiomic analysis to enrich, through quantitative features, the characterization of tissue properties, thus favoring an accurate detection of LRRC by Computed Tomography (CT) and [Formula: see text] F-FDG-Positron Emission Tomography/CT (PET/CT). Of 563 eligible patients undergoing radical resection (R0) of primary RC, 57 patients with suspected LRRC were included, 33 of which were histologically confirmed. After manually segmenting suspected LRRC in CT and PET/CT, 144 Radiomic Features (RFs) were generated, and RFs were investigated for univariate significant discriminations (Wilcoxon rank-sum test, p < 0.050) of LRRC from NO LRRC. Five RFs in PET/CT (p < 0.017) and two in CT (p < 0.022) enabled, individually, a clear distinction of the groups, and one RF was shared by PET/CT and CT. As well as confirming the potential role of radiomics to advance LRRC diagnosis, the aforementioned shared RF describes LRRC as tissues having high local inhomogeneity due to the evolving tissue’s properties. MDPI 2023-03-06 /pmc/articles/PMC10004457/ /pubmed/36902845 http://dx.doi.org/10.3390/jcm12052058 Text en © 2023 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 Article
Cuicchi, Dajana
Mottola, Margherita
Castellucci, Paolo
Bevilacqua, Alessandro
Cattabriga, Arrigo
Cocozza, Maria Adriana
Cardelli, Stefano
Dajti, Gerti
Mattoni, Susanna
Golfieri, Rita
Fanti, Stefano
Cappelli, Alberta
Coppola, Francesca
Poggioli, Gilberto
Radiomic Features from Post-Operative (18)F-FDG PET/CT and CT Imaging Associated with Locally Recurrent Rectal Cancer: Preliminary Findings
title Radiomic Features from Post-Operative (18)F-FDG PET/CT and CT Imaging Associated with Locally Recurrent Rectal Cancer: Preliminary Findings
title_full Radiomic Features from Post-Operative (18)F-FDG PET/CT and CT Imaging Associated with Locally Recurrent Rectal Cancer: Preliminary Findings
title_fullStr Radiomic Features from Post-Operative (18)F-FDG PET/CT and CT Imaging Associated with Locally Recurrent Rectal Cancer: Preliminary Findings
title_full_unstemmed Radiomic Features from Post-Operative (18)F-FDG PET/CT and CT Imaging Associated with Locally Recurrent Rectal Cancer: Preliminary Findings
title_short Radiomic Features from Post-Operative (18)F-FDG PET/CT and CT Imaging Associated with Locally Recurrent Rectal Cancer: Preliminary Findings
title_sort radiomic features from post-operative (18)f-fdg pet/ct and ct imaging associated with locally recurrent rectal cancer: preliminary findings
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10004457/
https://www.ncbi.nlm.nih.gov/pubmed/36902845
http://dx.doi.org/10.3390/jcm12052058
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