Cargando…

Contrast Administration Impacts CT-Based Radiomics of Colorectal Liver Metastases and Non-Tumoral Liver Parenchyma Revealing the “Radiological” Tumour Microenvironment

The impact of the contrast medium on the radiomic textural features (TF) extracted from the CT scan is unclear. We investigated the modification of TFs of colorectal liver metastases (CLM), peritumoral tissue, and liver parenchyma. One hundred and sixty-two patients with 409 CLMs undergoing resectio...

Descripción completa

Detalles Bibliográficos
Autores principales: Fiz, Francesco, Costa, Guido, Gennaro, Nicolò, la Bella, Ludovico, Boichuk, Alexandra, Sollini, Martina, Politi, Letterio S., Balzarini, Luca, Torzilli, Guido, Chiti, Arturo, Viganò, Luca
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8305553/
https://www.ncbi.nlm.nih.gov/pubmed/34202253
http://dx.doi.org/10.3390/diagnostics11071162
_version_ 1783727601374724096
author Fiz, Francesco
Costa, Guido
Gennaro, Nicolò
la Bella, Ludovico
Boichuk, Alexandra
Sollini, Martina
Politi, Letterio S.
Balzarini, Luca
Torzilli, Guido
Chiti, Arturo
Viganò, Luca
author_facet Fiz, Francesco
Costa, Guido
Gennaro, Nicolò
la Bella, Ludovico
Boichuk, Alexandra
Sollini, Martina
Politi, Letterio S.
Balzarini, Luca
Torzilli, Guido
Chiti, Arturo
Viganò, Luca
author_sort Fiz, Francesco
collection PubMed
description The impact of the contrast medium on the radiomic textural features (TF) extracted from the CT scan is unclear. We investigated the modification of TFs of colorectal liver metastases (CLM), peritumoral tissue, and liver parenchyma. One hundred and sixty-two patients with 409 CLMs undergoing resection (2017–2020) into a single institution were considered. We analyzed the following volumes of interest (VOIs): The CLM (Tumor-VOI); a 5-mm parenchyma rim around the CLM (Margin-VOI); and a 2-mL sample of parenchyma distant from CLM (Liver-VOI). Forty-five TFs were extracted from each VOI (LIFEx(®®)). Contrast enhancement affected most TFs of the Tumor-VOI (71%) and Margin-VOI (62%), and part of those of the Liver-VOI (44%, p = 0.010). After contrast administration, entropy increased and energy decreased in the Tumor-VOI (0.93 ± 0.10 vs. 0.85 ± 0.14 in pre-contrast; 0.14 ± 0.03 vs. 0.18 ± 0.04, p < 0.001) and Margin-VOI (0.89 ± 0.11 vs. 0.85 ± 0.12; 0.16 ± 0.04 vs. 0.18 ± 0.04, p < 0.001), while remaining stable in the Liver-VOI. Comparing the VOIs, pre-contrast Tumor and Margin-VOI had similar entropy and energy (0.85/0.18 for both), while Liver-VOI had lower values (0.76/0.21, p < 0.001). In the portal phase, a gradient was observed (entropy: Tumor > Margin > Liver; energy: Tumor < Margin < Liver, p < 0.001). Contrast enhancement affected TFs of CLM, while it did not modify entropy and energy of parenchyma. TFs of the peritumoral tissue had modifications similar to the Tumor-VOI despite its radiological aspect being equal to non-tumoral parenchyma.
format Online
Article
Text
id pubmed-8305553
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-83055532021-07-25 Contrast Administration Impacts CT-Based Radiomics of Colorectal Liver Metastases and Non-Tumoral Liver Parenchyma Revealing the “Radiological” Tumour Microenvironment Fiz, Francesco Costa, Guido Gennaro, Nicolò la Bella, Ludovico Boichuk, Alexandra Sollini, Martina Politi, Letterio S. Balzarini, Luca Torzilli, Guido Chiti, Arturo Viganò, Luca Diagnostics (Basel) Article The impact of the contrast medium on the radiomic textural features (TF) extracted from the CT scan is unclear. We investigated the modification of TFs of colorectal liver metastases (CLM), peritumoral tissue, and liver parenchyma. One hundred and sixty-two patients with 409 CLMs undergoing resection (2017–2020) into a single institution were considered. We analyzed the following volumes of interest (VOIs): The CLM (Tumor-VOI); a 5-mm parenchyma rim around the CLM (Margin-VOI); and a 2-mL sample of parenchyma distant from CLM (Liver-VOI). Forty-five TFs were extracted from each VOI (LIFEx(®®)). Contrast enhancement affected most TFs of the Tumor-VOI (71%) and Margin-VOI (62%), and part of those of the Liver-VOI (44%, p = 0.010). After contrast administration, entropy increased and energy decreased in the Tumor-VOI (0.93 ± 0.10 vs. 0.85 ± 0.14 in pre-contrast; 0.14 ± 0.03 vs. 0.18 ± 0.04, p < 0.001) and Margin-VOI (0.89 ± 0.11 vs. 0.85 ± 0.12; 0.16 ± 0.04 vs. 0.18 ± 0.04, p < 0.001), while remaining stable in the Liver-VOI. Comparing the VOIs, pre-contrast Tumor and Margin-VOI had similar entropy and energy (0.85/0.18 for both), while Liver-VOI had lower values (0.76/0.21, p < 0.001). In the portal phase, a gradient was observed (entropy: Tumor > Margin > Liver; energy: Tumor < Margin < Liver, p < 0.001). Contrast enhancement affected TFs of CLM, while it did not modify entropy and energy of parenchyma. TFs of the peritumoral tissue had modifications similar to the Tumor-VOI despite its radiological aspect being equal to non-tumoral parenchyma. MDPI 2021-06-25 /pmc/articles/PMC8305553/ /pubmed/34202253 http://dx.doi.org/10.3390/diagnostics11071162 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 Article
Fiz, Francesco
Costa, Guido
Gennaro, Nicolò
la Bella, Ludovico
Boichuk, Alexandra
Sollini, Martina
Politi, Letterio S.
Balzarini, Luca
Torzilli, Guido
Chiti, Arturo
Viganò, Luca
Contrast Administration Impacts CT-Based Radiomics of Colorectal Liver Metastases and Non-Tumoral Liver Parenchyma Revealing the “Radiological” Tumour Microenvironment
title Contrast Administration Impacts CT-Based Radiomics of Colorectal Liver Metastases and Non-Tumoral Liver Parenchyma Revealing the “Radiological” Tumour Microenvironment
title_full Contrast Administration Impacts CT-Based Radiomics of Colorectal Liver Metastases and Non-Tumoral Liver Parenchyma Revealing the “Radiological” Tumour Microenvironment
title_fullStr Contrast Administration Impacts CT-Based Radiomics of Colorectal Liver Metastases and Non-Tumoral Liver Parenchyma Revealing the “Radiological” Tumour Microenvironment
title_full_unstemmed Contrast Administration Impacts CT-Based Radiomics of Colorectal Liver Metastases and Non-Tumoral Liver Parenchyma Revealing the “Radiological” Tumour Microenvironment
title_short Contrast Administration Impacts CT-Based Radiomics of Colorectal Liver Metastases and Non-Tumoral Liver Parenchyma Revealing the “Radiological” Tumour Microenvironment
title_sort contrast administration impacts ct-based radiomics of colorectal liver metastases and non-tumoral liver parenchyma revealing the “radiological” tumour microenvironment
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8305553/
https://www.ncbi.nlm.nih.gov/pubmed/34202253
http://dx.doi.org/10.3390/diagnostics11071162
work_keys_str_mv AT fizfrancesco contrastadministrationimpactsctbasedradiomicsofcolorectallivermetastasesandnontumoralliverparenchymarevealingtheradiologicaltumourmicroenvironment
AT costaguido contrastadministrationimpactsctbasedradiomicsofcolorectallivermetastasesandnontumoralliverparenchymarevealingtheradiologicaltumourmicroenvironment
AT gennaronicolo contrastadministrationimpactsctbasedradiomicsofcolorectallivermetastasesandnontumoralliverparenchymarevealingtheradiologicaltumourmicroenvironment
AT labellaludovico contrastadministrationimpactsctbasedradiomicsofcolorectallivermetastasesandnontumoralliverparenchymarevealingtheradiologicaltumourmicroenvironment
AT boichukalexandra contrastadministrationimpactsctbasedradiomicsofcolorectallivermetastasesandnontumoralliverparenchymarevealingtheradiologicaltumourmicroenvironment
AT sollinimartina contrastadministrationimpactsctbasedradiomicsofcolorectallivermetastasesandnontumoralliverparenchymarevealingtheradiologicaltumourmicroenvironment
AT politiletterios contrastadministrationimpactsctbasedradiomicsofcolorectallivermetastasesandnontumoralliverparenchymarevealingtheradiologicaltumourmicroenvironment
AT balzariniluca contrastadministrationimpactsctbasedradiomicsofcolorectallivermetastasesandnontumoralliverparenchymarevealingtheradiologicaltumourmicroenvironment
AT torzilliguido contrastadministrationimpactsctbasedradiomicsofcolorectallivermetastasesandnontumoralliverparenchymarevealingtheradiologicaltumourmicroenvironment
AT chitiarturo contrastadministrationimpactsctbasedradiomicsofcolorectallivermetastasesandnontumoralliverparenchymarevealingtheradiologicaltumourmicroenvironment
AT viganoluca contrastadministrationimpactsctbasedradiomicsofcolorectallivermetastasesandnontumoralliverparenchymarevealingtheradiologicaltumourmicroenvironment