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Advances in Radiotherapy &

                                                                            Nuclear Medicine




                                        REVIEW ARTICLE
                                        Current status and future potential of radiomics in

                                        the management of patients with gastric cancer



                                        Qiao Zheng 1†  , Haoze Zheng 1†  , Ziyang Liu 1  , Wenhao Guo 2  , Sunjun Li 3  ,
                                        Junhao Ma 1  , Yuxin Lou 1  , Lijing Liu 4  , Congying Xie * , and Xiance Jin *
                                                                                                         1,2
                                                                                        1
                                        1 Department of Radiation and Medical Oncology, 1   Affiliated Hospital of  Wenzhou Medical
                                                                               st
                                        University, Wenzhou, Zhejiang, China
                                        2 Department of Education, School of Basic Medical Science, Wenzhou Medical University, Wenzhou,
                                        Zhejiang, China
                                        3 Department of Education, Alberta Institute, Wenzhou Medical University, Wenzhou, Zhejiang, China
                                        4 Department of Radiation and Medical Oncology, Changxing County People’s Hospital, Zhejiang
                                        University School of Medicine Second Affiliated Hospital, Hangzhou, Zhejiang, China




                                        Abstract
                                        Gastric cancer (GC) is one of the most common malignant tumors in the world and
                                        has attracted much attention due to its high incidence and mortality. Early detection
                                        and accurate diagnosis of GC is very important to improve the survival rate of
            † These authors contributed equally
            to this work.               patients. Traditional imaging techniques, such as computed tomography (CT), have
                                        played an important role in the diagnosis and staging of GC, but their accuracy and
            *Corresponding authors:     predictive power are still limited. Radiomics, as an emerging multidisciplinary field,
            Congying Xie
            (wzxiecongying@163.com)     combines medical imaging, computer technology, and bioinformatics to reveal
            Xiance Jin                  potential biological information in image data through quantitative extraction of
            (jinxc1979@hotmail.com)     image features. To review the current status and future potential of radiomics in the
            Citation: Zheng Q, Zheng H,   diagnosis, prognosis, and outcome prediction for patients with GC, related studies
            Liu Z, et al. Current status and   with keywords such as “radiomics,” “gastric cancer,” and “predict” were retrieved from
            future potential of radiomics in the
            management of patients with gastric   PubMed (until October 2022). The clinical value of radiomics in GC research, which
            cancer. Adv Radiother Nucl Med.   encompasses diagnosis, clinical staging, and prognostic prediction, was analyzed
            2025;3(2):24-38.            and summarized. A  total of 52 original articles in radiomics were selected for the
            doi: 10.36922/arnm.8350
                                        prediction of diagnostic classification (n = 9), tumor-node-metastasis stages (n = 19),
            Received: December 31, 2024  prognosis and response prediction to treatment (n = 20), and the use of deep learning
            Revised: March 4, 2025      algorithm (n = 4). Among these, 39 (75%) were single-center studies and 13 (25%)
                                        were multicenter studies, with sample sizes ranging from 47 to 1,778. In terms
            Accepted: March 19, 2025
                                        of imaging modalities, 44 studies utilized CT-based radiomics, six used positron
            Published online: May 8, 2025  emission tomography-CT, and a few employed magnetic resonance imaging. With
            Copyright: © 2025 Author(s).   the continuous improvement and development in radiomics, it has great potential in
            This is an Open-Access article   the diagnosis, post-treatment follow-up, and treatment decision for patients with GC.
            distributed under the terms of the
            Creative Commons Attribution
            License, permitting distribution,   Keywords: Gastric cancer; Radiomics; Assessment; Predict; Prognosis
            and reproduction in any medium,
            provided the original work is
            properly cited.
            Publisher’s Note: AccScience
            Publishing remains neutral with   1. Introduction
            regard to jurisdictional claims in
            published maps and institutional   Gastric cancer (GC) is the fifth most common cancer worldwide and the third leading cause
            affiliations.               of cancer-related deaths, with more than 1,000,000 new cases and nearly 800,000 deaths



            Volume 3 Issue 2 (2025)                         24                             doi: 10.36922/arnm.8350
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