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De Robertis et al. Art Int Surg 2023;3:166-79                                   Artificial
               DOI: 10.20517/ais.2023.18
                                                                               Intelligence Surgery



               Review                                                                        Open Access



               The role of radiomics in hepato-bilio-pancreatic
               surgery: a literature review


               Riccardo De Robertis  , Marco Todesco, Daniele Autelitano, Flavio Spoto, Mirko D’Onofrio

               Department of Radiology, Ospedale G.B. Rossi-University of Verona, Verona 37134, Italy.
               Correspondence to: Dr. Riccardo De Robertis, Department of Radiology, Ospedale G.B. Rossi-University of Verona, Piazzale L.A.
               Scuro 10, Verona 37134, Italy. E-mail: riccardo.derobertislombardi@univr.it

               How to cite this article: De Robertis R, Todesco M, Autelitano D, Spoto F, D’Onofrio M. The role of radiomics in hepato-bilio-
               pancreatic surgery: a literature review. Art Int Surg 2023;3:166-79. https://dx.doi.org/10.20517/ais.2023.18

               Received: 19 May 2023  First Decision: 25 Jul 2023  Revised: 30 Jul 2023  Accepted: 7 Sep 2023  Published: 11 Sep 2023

               Academic Editors: Nikdokht Rashidian, Andrew A. Gumbs  Copy Editor: Pei-Yun Wang  Production Editor: Pei-Yun Wang

               Abstract
               Radiomics is an advanced computational analysis of biomedical images that aims to obtain a detailed, objective,
               and multidimensional characterization of biological tissues. Radiomics features ultimately represent the
               physiopathology of the tissue under study and can be used to characterize and quantify the spatial distribution and
               interactions between the voxels that compose a biomedical image. The aim of this paper was to review the current
               role of radiomics in hepato-bilio-pancreatic surgery by analyzing systematic reviews, meta-analyses and the most
               relevant published series. Literature data revealed that radiomics is a promising tool in improving the non-invasive
               characterization and preoperative staging of hepato-bilio-pancreatic neoplasms. Nevertheless, there are major
               limitations in this approach, mainly linked to the lack of standardization in image acquisition, that result in a
               significant translational gap between research and clinical practice.

               Keywords: Radiomics, liver, pancreas, bile ducts, computed tomography, magnetic resonance imaging



               INTRODUCTION
               Hepato-bilio-pancreatic (HBP) surgery comprises demanding and complex procedures, the planning of
               which requires highly specific radiological skills for diagnosis, staging, and evaluation of treatment response.
               The interpretation of imaging results, in view of the clinical findings, relies heavily on the training and
               experience of the radiologist; as such, the conventional process of image interpretation has limited







                           © The Author(s) 2023. Open Access This article is licensed under a Creative Commons Attribution 4.0
                           International License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, sharing,
                           adaptation, distribution and reproduction in any medium or format, for any purpose, even commercially, as
               long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and
               indicate if changes were made.

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