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      A first look into radiomics application in testicular imaging: A systematic review

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          Abstract

          The aim of this systematic review was to evaluate the state of the art of radiomics in testicular imaging by assessing the quality of radiomic workflow using the Radiomics Quality Score (RQS) and the Quality Assessment of Diagnostic Accuracy Studies-2 (QUADAS-2). A systematic literature search was performed to find potentially relevant articles on the applications of radiomics in testicular imaging, and 6 final articles were extracted. The mean RQS was 11,33 ± 3,88 resulting in a percentage of 31,48% ± 10,78%. Regarding QUADAS-2 criteria, no relevant biases were found in the included papers in the patient selection, index test, reference standard criteria and flow-and-timing domain. In conclusion, despite the publication of promising studies, radiomic research on testicular imaging is in its very beginning and still hindered by methodological limitations, and the potential applications of radiomics for this field are still largely unexplored.

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          Most cited references48

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          The PRISMA statement for reporting systematic reviews and meta-analyses of studies that evaluate healthcare interventions: explanation and elaboration

          Systematic reviews and meta-analyses are essential to summarise evidence relating to efficacy and safety of healthcare interventions accurately and reliably. The clarity and transparency of these reports, however, are not optimal. Poor reporting of systematic reviews diminishes their value to clinicians, policy makers, and other users. Since the development of the QUOROM (quality of reporting of meta-analysis) statement—a reporting guideline published in 1999—there have been several conceptual, methodological, and practical advances regarding the conduct and reporting of systematic reviews and meta-analyses. Also, reviews of published systematic reviews have found that key information about these studies is often poorly reported. Realising these issues, an international group that included experienced authors and methodologists developed PRISMA (preferred reporting items for systematic reviews and meta-analyses) as an evolution of the original QUOROM guideline for systematic reviews and meta-analyses of evaluations of health care interventions. The PRISMA statement consists of a 27-item checklist and a four-phase flow diagram. The checklist includes items deemed essential for transparent reporting of a systematic review. In this explanation and elaboration document, we explain the meaning and rationale for each checklist item. For each item, we include an example of good reporting and, where possible, references to relevant empirical studies and methodological literature. The PRISMA statement, this document, and the associated website (www.prisma-statement.org/) should be helpful resources to improve reporting of systematic reviews and meta-analyses.
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            QUADAS-2: a revised tool for the quality assessment of diagnostic accuracy studies.

            In 2003, the QUADAS tool for systematic reviews of diagnostic accuracy studies was developed. Experience, anecdotal reports, and feedback suggested areas for improvement; therefore, QUADAS-2 was developed. This tool comprises 4 domains: patient selection, index test, reference standard, and flow and timing. Each domain is assessed in terms of risk of bias, and the first 3 domains are also assessed in terms of concerns regarding applicability. Signalling questions are included to help judge risk of bias. The QUADAS-2 tool is applied in 4 phases: summarize the review question, tailor the tool and produce review-specific guidance, construct a flow diagram for the primary study, and judge bias and applicability. This tool will allow for more transparent rating of bias and applicability of primary diagnostic accuracy studies.
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              Radiomics: Images Are More than Pictures, They Are Data

              This report describes the process of radiomics, its challenges, and its potential power to facilitate better clinical decision making, particularly in the care of patients with cancer.
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                Author and article information

                Contributors
                Journal
                Front Radiol
                Front Radiol
                Front. Radiol.
                Frontiers in radiology
                Frontiers Media S.A.
                2673-8740
                17 April 2023
                2023
                : 3
                : 1141499
                Affiliations
                Department of Translational Research, Academic Radiology, University of Pisa , Pisa, Italy
                Author notes

                Edited by: Alessandro Stefano, Institute of Bioimaging and Molecular Physiology, National Research Council (CNR), Italy

                Reviewed by: Sirio Cocozza, University of Naples Federico II, Italy Marco Rengo, Sapienza University of Rome, Italy

                [* ] Correspondence: Maria Febi m.febi@ 123456studenti.unipi.it

                Specialty Section: This article was submitted to Artificial Intelligence in Radiology, a section of the journal Frontiers in Radiology

                Article
                10.3389/fradi.2023.1141499
                10365019
                0241c87a-7644-4696-8fc3-37c110d8de8e
                © 2023 Fanni, Febi, Colligiani, Volpi, Ambrosini, Tumminello, Aghakhanyan, Aringhieri, Cioni and Neri.

                This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

                History
                : 10 January 2023
                : 27 March 2023
                Page count
                Figures: 2, Tables: 3, Equations: 0, References: 48, Pages: 0, Words: 0
                Funding
                This report was conducted within a study funded by the ProCancer-I Project under the European Union's Horizon 2020 research and innovation programme (Grant agreement No 952159).
                Categories
                Radiology
                Review

                testicular imaging,radiomics,radiomics quality score,germ cell tumors,seminoma,nonseminoma,gonadal function

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