[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"detail-sidebar-cat-0-en-105":3,"doc-seo-357497-105":59,"doc-detail-357497-en":130},{"code":4,"msg":5,"data":6},0,"success",[7,13,18,23,28,33,38,43,48,51,55],{"id":8,"doc_module":4,"doc_module_name":9,"category_name":10,"show_sort_weight":11,"slug":12},1,"Document","Story & Novel",90,"story-novel",{"id":14,"doc_module":4,"doc_module_name":9,"category_name":15,"show_sort_weight":16,"slug":17},2,"Literature",80,"literature",{"id":19,"doc_module":4,"doc_module_name":9,"category_name":20,"show_sort_weight":21,"slug":22},4,"Exam",70,"exam",{"id":24,"doc_module":4,"doc_module_name":9,"category_name":25,"show_sort_weight":26,"slug":27},5,"Comic",60,"comic",{"id":29,"doc_module":4,"doc_module_name":9,"category_name":30,"show_sort_weight":31,"slug":32},6,"Technology",50,"technology",{"id":34,"doc_module":4,"doc_module_name":9,"category_name":35,"show_sort_weight":36,"slug":37},7,"Healthcare",40,"healthcare",{"id":39,"doc_module":4,"doc_module_name":9,"category_name":40,"show_sort_weight":41,"slug":42},8,"Research & Report",30,"research-report",{"id":44,"doc_module":4,"doc_module_name":9,"category_name":45,"show_sort_weight":46,"slug":47},9,"Religion & Spirituality",20,"religion-spirituality",{"id":46,"doc_module":4,"doc_module_name":9,"category_name":49,"show_sort_weight":46,"slug":50},"World Cup","world-cup",{"id":52,"doc_module":4,"doc_module_name":9,"category_name":53,"show_sort_weight":52,"slug":54},10,"Lifestyle","lifestyle",{"id":56,"doc_module":4,"doc_module_name":9,"category_name":57,"show_sort_weight":24,"slug":58},19,"General","general",{"code":4,"msg":60,"data":61},"ok",{"site_id":62,"language":63,"slug":64,"title":65,"keywords":66,"description":67,"schema_data":68,"social_meta":123,"head_meta":125,"extra_data":127,"updated_unix":129},105,"en","radiomics-in-gastric-cancer-advancing-precision-medicine","Radiomics in Gastric Cancer - Advancing Precision Medicine","","Gastric cancer (GC) is a common malignancy with insidious onset and aggressive invasiveness that threatens human health. Medical imaging is central to diagnosis and treatment, yet interpretation depends heavily on observer expertise, creating variability. Radiomics applies standardized pipelines to extract high-throughput quantitative imaging features across modalities using machine learning or deep learning, mitigating subjective and objective differences. This review addresses clinical radiomics applications in GC, multi-omics advances, key limitations affecting clinical translation, and future research directions.",{"@graph":69,"@context":122},[70,84,105],{"@type":71,"itemListElement":72},"BreadcrumbList",[73,77,79,82],{"item":74,"name":75,"@type":76,"position":8},"https://docshare.wps.com","Home","ListItem",{"item":78,"name":9,"@type":76,"position":14},"https://docshare.wps.com/document/",{"item":80,"name":35,"@type":76,"position":81},"https://docshare.wps.com/document/healthcare/",3,{"item":83,"name":65,"@type":76,"position":19},"https://docshare.wps.com/document/radiomics-in-gastric-cancer-advancing-precision-medicine/357497/",{"url":83,"name":65,"@type":85,"image":86,"author":91,"headline":65,"publisher":94,"fileFormat":97,"inLanguage":63,"description":67,"dateModified":98,"datePublished":99,"encodingFormat":97,"isAccessibleForFree":100,"interactionStatistic":101},"DigitalDocument",{"url":87,"@type":88,"width":89,"height":90},"https://docshare.wps.com/thumbnails/radiomics-in-gastric-cancer-advancing-precision-medicine/357497.png","ImageObject",300,407,{"name":92,"@type":93},"Fans","Person",{"url":74,"name":95,"@type":96},"DocShare","Organization","application/pdf","2026-11-03","2026-09-23",true,{"@type":102,"interactionType":103,"userInteractionCount":39},"InteractionCounter",{"@type":104},"ViewAction",{"@type":106,"mainEntity":107},"FAQPage",[108,114,118],{"name":109,"@type":110,"acceptedAnswer":111},"Why is radiomics important in gastric cancer management?","Question",{"text":112,"@type":113},"Radiomics extracts high-throughput quantitative features from medical images through standardized procedures. It reduces the influence of subjective and objective variability that can arise from observer-dependent imaging interpretation.","Answer",{"name":115,"@type":110,"acceptedAnswer":116},"What does the review cover regarding radiomics and gastric cancer?",{"text":117,"@type":113},"The review summarizes clinical applications of radiomics in the management of gastric cancer. It also examines advances in imaging multi-omics research and discusses limitations that can hinder clinical translation, along with future directions.",{"name":119,"@type":110,"acceptedAnswer":120},"What limitations may prevent radiomics models from being translated into clinical practice?",{"text":121,"@type":113},"Key limitations discussed include issues related to endoscopic application and variability in observer experience and expertise, which contribute to discrepancies in clinical diagnosis and evaluation. The review emphasizes the need for more accurate and comprehensive evaluation methods.","https://schema.org",{"og:url":83,"og:type":124,"og:title":65,"og:site_name":95,"og:description":67},"article",{"robots":126,"canonical":83},"index,follow",{"doc_id":128,"site_id":62},357497,1790345998,{"code":4,"msg":5,"data":131},{"doc_id":128,"user_id":132,"nickname":92,"user_avatar":133,"doc_module":4,"category_id":34,"category_name":35,"doc_title":65,"doc_description":67,"doc_content":134,"file_id":135,"file_url":136,"file_type":137,"file_size":138,"view_count":39,"is_deleted":4,"is_public":8,"is_downloadable":8,"audit_status":8,"page_count":139,"language":140,"language_code":63,"site_id":62,"html_lang":63,"table_of_contents":141,"faqs":142,"seo_title":143,"seo_description":67,"update_tm":144,"read_time":145},5909892330395,"https://ap-avatar.wpscdn.com/davatar_6f874abed73319feea01a86fa6f0fab8","J Gastric Cancer. 2026 Jul;26(3):323-344 [https://doi.org/10.5230/jgc.2026.26.e24](https://doi.org/10.5230/jgc.2026.26.e24)[ ](https://doi.org/10.5230/jgc.2026.26.e24)pISSN 2093-582X·eISSN 2093-5641  \nReview Article  \nReceived: Nov 23, 2025  \nRevised: Jan 26, 2026  \nAccepted: Feb 10, 2026  \nPublished online: Apr 27, 2026  \nCorrespondence to  \nZhiyuan Xu  \nDepartment of Gastric Surgery, Zhejiang Cancer Hospital, Hangzhou Institute of Medicine, Chinese Academy of Sciences, No. 1 East Banshan Road, Gongshu District, Hangzhou 310022, China.  \nEmail: [xuzy@zjcc.org.cn](xuzy@zjcc.org.cn)  \nCan Hu  \nDepartment of Gastric Surgery, Zhejiang Cancer Hospital, Hangzhou Institute of Medicine, Chinese Academy of Sciences, No. 1 East Banshan Road, Gongshu District, Hangzhou 310022, China.  \nEmail: [hucan@zjcc.org.cn](hucan@zjcc.org.cn)  \n*Jintao He and Siwei Pan contributed equally to this work.  \nCopyright © 2026. Korean Gastric Cancer Association  \nThis is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License ([https://creativecommons.org/licenses/](https://creativecommons.org/licenses/)[ ](https://creativecommons.org/licenses/)[by-nc/4.0](by-nc/4.0)) which permits unrestricted noncommercial use, distribution, and reproduction in any medium, provided the original work is properly cited.  \nORCID iDs  \nJintao He   \n[https://orcid.org/0009-0001-6169-0522](https://orcid.org/0009-0001-6169-0522)  \nSiwei Pan   \n[https://orcid.org/0000-0002-8027-9341](https://orcid.org/0000-0002-8027-9341)  \nMengxuan Cao   \n[https://orcid.org/0000-0003-3805-324X](https://orcid.org/0000-0003-3805-324X)  \nRadiomics in Gastric Cancer: Advancing Precision Medicine  \nJintao He  1,2,*, Siwei Pan  3,4,5,*, Mengxuan Cao  3,4,5, Can Hu  3,4,5, Zhiyuan Xu  3,4,5  \n1Second Clinical Medical College, Zhejiang Chinese Medical University, Hangzhou, China  \n2 Department of Gastric Surgery, Cancer Hospital Affiliated to Zhejiang Chinese Medical University (Zhejiang Cancer Hospital), Institutes of Basic Medicine and Cancer, Chinese Academy of Sciences, Hangzhou, China  \n3 Department of Gastric Surgery, Zhejiang Cancer Hospital, Hangzhou Institute of Medicine, Chinese Academy of Sciences, Hangzhou, China  \n4Zhejiang Provincial Research Center for Upper Gastrointestinal Tract Cancer, Zhejiang Cancer Hospital, Hangzhou, China  \n5 Key Laboratory of Prevention, Diagnosis and Therapy of Upper Gastrointestinal Cancer of Zhejiang Province, Hangzhou, China  \nABSTRACT  \nGastric cancer (GC) is a common malignancy characterized by insidious onset and aggressive invasiveness that poses a serious threat to human health. Although medical imaging plays a critical role in cancer diagnosis and treatment, its interpretation largely relies on the expertise and experience of observers, underscoring the need for more reliable diagnostic techniques. Radiomics, through a series of standardized procedures, enables the extraction of highthroughput quantitative features from medical images across various imaging modalities using machine learning or deep learning methods, thereby reducing the influence of subjective and objective variability. This review summarizes the clinical applications of radiomics in the management of GC. To enhance predictive accuracy and model interpretability, we also examine advances in imaging multi-omics research. Furthermore, we discuss key limitations that may hinder the clinical translation of radiomics models and propose future directions to advance radiomics research in GC.  \nKeywords: Gastric cancer; Radiomics; Precision medicine; Multi-omics  \nINTRODUCTION  \nIn 2020, gastric cancer (GC) accounted for approximately 1.089 million new cases worldwide, representing 5.6% of all cancer cases and ranking as the fifth most common cancer. It caused approximately 769,000 deaths, accounting for 7.7% of all cancer-related deaths and making it the fourth leading cause of cancer mortality [1] . With the increasing implementation of","cbCaihXjbYbx4y6Z","https://ap.wps.com/l/cbCaihXjbYbx4y6Z","pdf",3846601,22,"English","# Abstract\n# Introduction\n# Review Overview\n## Clinical applications of radiomics in gastric cancer\n## Imaging multi-omics advances\n## Limitations and future directions","[{\"question\":\"Why is radiomics important in gastric cancer management?\",\"answer\":\"Radiomics extracts high-throughput quantitative features from medical images through standardized procedures. It reduces the influence of subjective and objective variability that can arise from observer-dependent imaging interpretation.\"},{\"question\":\"What does the review cover regarding radiomics and gastric cancer?\",\"answer\":\"The review summarizes clinical applications of radiomics in the management of gastric cancer. It also examines advances in imaging multi-omics research and discusses limitations that can hinder clinical translation, along with future directions.\"},{\"question\":\"What limitations may prevent radiomics models from being translated into clinical practice?\",\"answer\":\"Key limitations discussed include issues related to endoscopic application and variability in observer experience and expertise, which contribute to discrepancies in clinical diagnosis and evaluation. The review emphasizes the need for more accurate and comprehensive evaluation methods.\"}]","Radiomics in Gastric Cancer - Advancing Precision Medicine | PDF",1790130190,55]