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The impact of radiomics in diagnosis and staging of pancreatic cancer

INTRODUCTION: Pancreatic cancer (PC) is one of the most aggressive tumours, and better risk stratification among patients is required to provide tailored treatment. The meaning of radiomics and texture analysis as predictive techniques are not already systematically assessed. The aim of this study i...

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Autores principales: Casà, Calogero, Piras, Antonio, D’Aviero, Andrea, Preziosi, Francesco, Mariani, Silvia, Cusumano, Davide, Romano, Angela, Boskoski, Ivo, Lenkowicz, Jacopo, Dinapoli, Nicola, Cellini, Francesco, Gambacorta, Maria Antonietta, Valentini, Vincenzo, Mattiucci, Gian Carlo, Boldrini, Luca
Formato: Online Artículo Texto
Lenguaje:English
Publicado: SAGE Publications 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8943316/
https://www.ncbi.nlm.nih.gov/pubmed/35342883
http://dx.doi.org/10.1177/26317745221081596
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author Casà, Calogero
Piras, Antonio
D’Aviero, Andrea
Preziosi, Francesco
Mariani, Silvia
Cusumano, Davide
Romano, Angela
Boskoski, Ivo
Lenkowicz, Jacopo
Dinapoli, Nicola
Cellini, Francesco
Gambacorta, Maria Antonietta
Valentini, Vincenzo
Mattiucci, Gian Carlo
Boldrini, Luca
author_facet Casà, Calogero
Piras, Antonio
D’Aviero, Andrea
Preziosi, Francesco
Mariani, Silvia
Cusumano, Davide
Romano, Angela
Boskoski, Ivo
Lenkowicz, Jacopo
Dinapoli, Nicola
Cellini, Francesco
Gambacorta, Maria Antonietta
Valentini, Vincenzo
Mattiucci, Gian Carlo
Boldrini, Luca
author_sort Casà, Calogero
collection PubMed
description INTRODUCTION: Pancreatic cancer (PC) is one of the most aggressive tumours, and better risk stratification among patients is required to provide tailored treatment. The meaning of radiomics and texture analysis as predictive techniques are not already systematically assessed. The aim of this study is to assess the role of radiomics in PC. METHODS: A PubMed/MEDLINE and Embase systematic review was conducted to assess the role of radiomics in PC. The search strategy was ‘radiomics [All Fields] AND (“pancreas” [MeSH Terms] OR “pancreas” [All Fields] OR “pancreatic” [All Fields])’ and only original articles referred to PC in humans in the English language were considered. RESULTS: A total of 123 studies and 183 studies were obtained using the mentioned search strategy on PubMed and Embase, respectively. After the complete selection process, a total of 56 papers were considered eligible for the analysis of the results. Radiomics methods were applied in PC for assessment technical feasibility and reproducibility aspects analysis, risk stratification, biologic or genomic status prediction and treatment response prediction. DISCUSSION: Radiomics seems to be a promising approach to evaluate PC from diagnosis to treatment response prediction. Further and larger studies are required to confirm the role and allowed to include radiomics parameter in a comprehensive decision support system.
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spelling pubmed-89433162022-03-25 The impact of radiomics in diagnosis and staging of pancreatic cancer Casà, Calogero Piras, Antonio D’Aviero, Andrea Preziosi, Francesco Mariani, Silvia Cusumano, Davide Romano, Angela Boskoski, Ivo Lenkowicz, Jacopo Dinapoli, Nicola Cellini, Francesco Gambacorta, Maria Antonietta Valentini, Vincenzo Mattiucci, Gian Carlo Boldrini, Luca Ther Adv Gastrointest Endosc Systematic Review INTRODUCTION: Pancreatic cancer (PC) is one of the most aggressive tumours, and better risk stratification among patients is required to provide tailored treatment. The meaning of radiomics and texture analysis as predictive techniques are not already systematically assessed. The aim of this study is to assess the role of radiomics in PC. METHODS: A PubMed/MEDLINE and Embase systematic review was conducted to assess the role of radiomics in PC. The search strategy was ‘radiomics [All Fields] AND (“pancreas” [MeSH Terms] OR “pancreas” [All Fields] OR “pancreatic” [All Fields])’ and only original articles referred to PC in humans in the English language were considered. RESULTS: A total of 123 studies and 183 studies were obtained using the mentioned search strategy on PubMed and Embase, respectively. After the complete selection process, a total of 56 papers were considered eligible for the analysis of the results. Radiomics methods were applied in PC for assessment technical feasibility and reproducibility aspects analysis, risk stratification, biologic or genomic status prediction and treatment response prediction. DISCUSSION: Radiomics seems to be a promising approach to evaluate PC from diagnosis to treatment response prediction. Further and larger studies are required to confirm the role and allowed to include radiomics parameter in a comprehensive decision support system. SAGE Publications 2022-03-16 /pmc/articles/PMC8943316/ /pubmed/35342883 http://dx.doi.org/10.1177/26317745221081596 Text en © The Author(s), 2022 https://creativecommons.org/licenses/by-nc/4.0/This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (https://creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access page (https://us.sagepub.com/en-us/nam/open-access-at-sage).
spellingShingle Systematic Review
Casà, Calogero
Piras, Antonio
D’Aviero, Andrea
Preziosi, Francesco
Mariani, Silvia
Cusumano, Davide
Romano, Angela
Boskoski, Ivo
Lenkowicz, Jacopo
Dinapoli, Nicola
Cellini, Francesco
Gambacorta, Maria Antonietta
Valentini, Vincenzo
Mattiucci, Gian Carlo
Boldrini, Luca
The impact of radiomics in diagnosis and staging of pancreatic cancer
title The impact of radiomics in diagnosis and staging of pancreatic cancer
title_full The impact of radiomics in diagnosis and staging of pancreatic cancer
title_fullStr The impact of radiomics in diagnosis and staging of pancreatic cancer
title_full_unstemmed The impact of radiomics in diagnosis and staging of pancreatic cancer
title_short The impact of radiomics in diagnosis and staging of pancreatic cancer
title_sort impact of radiomics in diagnosis and staging of pancreatic cancer
topic Systematic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8943316/
https://www.ncbi.nlm.nih.gov/pubmed/35342883
http://dx.doi.org/10.1177/26317745221081596
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