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Ability of Delta Radiomics to Predict a Complete Pathological Response in Patients with Loco-Regional Rectal Cancer Addressed to Neoadjuvant Chemo-Radiation and Surgery

SIMPLE SUMMARY: The present study aimed to investigate the possible use of MRI delta texture analysis (D-TA) in order to predict the extent of pathological response in patients with locally advanced rectal cancer addressed to neoadjuvant chemo-radiotherapy (C-RT) followed by surgery. We found that D...

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Autores principales: Nardone, Valerio, Reginelli, Alfonso, Grassi, Roberta, Vacca, Giovanna, Giacobbe, Giuliana, Angrisani, Antonio, Clemente, Alfredo, Danti, Ginevra, Correale, Pierpaolo, Carbone, Salvatore Francesco, Pirtoli, Luigi, Bianchi, Lorenzo, Vanzulli, Angelo, Guida, Cesare, Grassi, Roberto, Cappabianca, Salvatore
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9221458/
https://www.ncbi.nlm.nih.gov/pubmed/35740669
http://dx.doi.org/10.3390/cancers14123004
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author Nardone, Valerio
Reginelli, Alfonso
Grassi, Roberta
Vacca, Giovanna
Giacobbe, Giuliana
Angrisani, Antonio
Clemente, Alfredo
Danti, Ginevra
Correale, Pierpaolo
Carbone, Salvatore Francesco
Pirtoli, Luigi
Bianchi, Lorenzo
Vanzulli, Angelo
Guida, Cesare
Grassi, Roberto
Cappabianca, Salvatore
author_facet Nardone, Valerio
Reginelli, Alfonso
Grassi, Roberta
Vacca, Giovanna
Giacobbe, Giuliana
Angrisani, Antonio
Clemente, Alfredo
Danti, Ginevra
Correale, Pierpaolo
Carbone, Salvatore Francesco
Pirtoli, Luigi
Bianchi, Lorenzo
Vanzulli, Angelo
Guida, Cesare
Grassi, Roberto
Cappabianca, Salvatore
author_sort Nardone, Valerio
collection PubMed
description SIMPLE SUMMARY: The present study aimed to investigate the possible use of MRI delta texture analysis (D-TA) in order to predict the extent of pathological response in patients with locally advanced rectal cancer addressed to neoadjuvant chemo-radiotherapy (C-RT) followed by surgery. We found that D-TA may really predict the frequency of pCR in this patient setting and, thus, it may be investigated as a potential item to identify candidate patients who may benefit from an aggressive radical surgery. ABSTRACT: We performed a pilot study to evaluate the use of MRI delta texture analysis (D-TA) as a methodological item able to predict the frequency of complete pathological responses and, consequently, the outcome of patients with locally advanced rectal cancer addressed to neoadjuvant chemoradiotherapy (C-RT) and subsequently, to radical surgery. In particular, we carried out a retrospective analysis including 100 patients with locally advanced rectal adenocarcinoma who received C-RT and then radical surgery in three different oncological institutions between January 2013 and December 2019. Our experimental design was focused on the evaluation of the gross tumor volume (GTV) at baseline and after C-RT by means of MRI, which was contoured on T2, DWI, and ADC sequences. Multiple texture parameters were extracted by using a LifeX Software, while D-TA was calculated as percentage of variations in the two time points. Both univariate and multivariate analysis (logistic regression) were, therefore, carried out in order to correlate the above-mentioned TA parameters with the frequency of pathological responses in the examined patients’ population focusing on the detection of complete pathological response (pCR, with no viable cancer cells: TRG 1) as main statistical endpoint. ROC curves were performed on three different datasets considering that on the 21 patients, only 21% achieved an actual pCR. In our training dataset series, pCR frequency significantly correlated with ADC GLCM-Entropy only, when univariate and binary logistic analysis were performed (AUC for pCR was 0.87). A confirmative binary logistic regression analysis was then repeated in the two remaining validation datasets (AUC for pCR was 0.92 and 0.88, respectively). Overall, these results support the hypothesis that D-TA may have a significant predictive value in detecting the occurrence of pCR in our patient series. If confirmed in prospective and multicenter trials, these results may have a critical role in the selection of patients with locally advanced rectal cancer who may benefit form radical surgery after neoadjuvant chemoradiotherapy.
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spelling pubmed-92214582022-06-24 Ability of Delta Radiomics to Predict a Complete Pathological Response in Patients with Loco-Regional Rectal Cancer Addressed to Neoadjuvant Chemo-Radiation and Surgery Nardone, Valerio Reginelli, Alfonso Grassi, Roberta Vacca, Giovanna Giacobbe, Giuliana Angrisani, Antonio Clemente, Alfredo Danti, Ginevra Correale, Pierpaolo Carbone, Salvatore Francesco Pirtoli, Luigi Bianchi, Lorenzo Vanzulli, Angelo Guida, Cesare Grassi, Roberto Cappabianca, Salvatore Cancers (Basel) Article SIMPLE SUMMARY: The present study aimed to investigate the possible use of MRI delta texture analysis (D-TA) in order to predict the extent of pathological response in patients with locally advanced rectal cancer addressed to neoadjuvant chemo-radiotherapy (C-RT) followed by surgery. We found that D-TA may really predict the frequency of pCR in this patient setting and, thus, it may be investigated as a potential item to identify candidate patients who may benefit from an aggressive radical surgery. ABSTRACT: We performed a pilot study to evaluate the use of MRI delta texture analysis (D-TA) as a methodological item able to predict the frequency of complete pathological responses and, consequently, the outcome of patients with locally advanced rectal cancer addressed to neoadjuvant chemoradiotherapy (C-RT) and subsequently, to radical surgery. In particular, we carried out a retrospective analysis including 100 patients with locally advanced rectal adenocarcinoma who received C-RT and then radical surgery in three different oncological institutions between January 2013 and December 2019. Our experimental design was focused on the evaluation of the gross tumor volume (GTV) at baseline and after C-RT by means of MRI, which was contoured on T2, DWI, and ADC sequences. Multiple texture parameters were extracted by using a LifeX Software, while D-TA was calculated as percentage of variations in the two time points. Both univariate and multivariate analysis (logistic regression) were, therefore, carried out in order to correlate the above-mentioned TA parameters with the frequency of pathological responses in the examined patients’ population focusing on the detection of complete pathological response (pCR, with no viable cancer cells: TRG 1) as main statistical endpoint. ROC curves were performed on three different datasets considering that on the 21 patients, only 21% achieved an actual pCR. In our training dataset series, pCR frequency significantly correlated with ADC GLCM-Entropy only, when univariate and binary logistic analysis were performed (AUC for pCR was 0.87). A confirmative binary logistic regression analysis was then repeated in the two remaining validation datasets (AUC for pCR was 0.92 and 0.88, respectively). Overall, these results support the hypothesis that D-TA may have a significant predictive value in detecting the occurrence of pCR in our patient series. If confirmed in prospective and multicenter trials, these results may have a critical role in the selection of patients with locally advanced rectal cancer who may benefit form radical surgery after neoadjuvant chemoradiotherapy. MDPI 2022-06-18 /pmc/articles/PMC9221458/ /pubmed/35740669 http://dx.doi.org/10.3390/cancers14123004 Text en © 2022 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
Nardone, Valerio
Reginelli, Alfonso
Grassi, Roberta
Vacca, Giovanna
Giacobbe, Giuliana
Angrisani, Antonio
Clemente, Alfredo
Danti, Ginevra
Correale, Pierpaolo
Carbone, Salvatore Francesco
Pirtoli, Luigi
Bianchi, Lorenzo
Vanzulli, Angelo
Guida, Cesare
Grassi, Roberto
Cappabianca, Salvatore
Ability of Delta Radiomics to Predict a Complete Pathological Response in Patients with Loco-Regional Rectal Cancer Addressed to Neoadjuvant Chemo-Radiation and Surgery
title Ability of Delta Radiomics to Predict a Complete Pathological Response in Patients with Loco-Regional Rectal Cancer Addressed to Neoadjuvant Chemo-Radiation and Surgery
title_full Ability of Delta Radiomics to Predict a Complete Pathological Response in Patients with Loco-Regional Rectal Cancer Addressed to Neoadjuvant Chemo-Radiation and Surgery
title_fullStr Ability of Delta Radiomics to Predict a Complete Pathological Response in Patients with Loco-Regional Rectal Cancer Addressed to Neoadjuvant Chemo-Radiation and Surgery
title_full_unstemmed Ability of Delta Radiomics to Predict a Complete Pathological Response in Patients with Loco-Regional Rectal Cancer Addressed to Neoadjuvant Chemo-Radiation and Surgery
title_short Ability of Delta Radiomics to Predict a Complete Pathological Response in Patients with Loco-Regional Rectal Cancer Addressed to Neoadjuvant Chemo-Radiation and Surgery
title_sort ability of delta radiomics to predict a complete pathological response in patients with loco-regional rectal cancer addressed to neoadjuvant chemo-radiation and surgery
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9221458/
https://www.ncbi.nlm.nih.gov/pubmed/35740669
http://dx.doi.org/10.3390/cancers14123004
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