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Insights into a machine learning-based prediction model for colorectal polyp recurrence after endoscopic mucosal resection
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作者 Guang-Yao Li Lu-Lu Zhai 《World Journal of Gastroenterology》 2025年第31期130-132,共3页
In 2025,Shi et al constructed a model utilizing machine learning techniques to predict the one-year recurrence of colorectal polyps following endoscopic mucosal resection,showing excellent discriminatory performance w... In 2025,Shi et al constructed a model utilizing machine learning techniques to predict the one-year recurrence of colorectal polyps following endoscopic mucosal resection,showing excellent discriminatory performance with an area under the curve exceeding 0.90.However,limitations exist regarding its narrow temporal scope,potential overestimation due to feature collinearity and imputation opacity,and limited generalizability due to single-center derivation and validation.Moreover,no clear clinical implementation strategy was outlined.Prospective multicenter validation and integration of endoscopist variability,longitudinal outcome data,and deployment mechanisms are warranted to ensure broader applicability and clinical utility. 展开更多
关键词 Colorectal polyp recurrence Endoscopic mucosal resection Machine learning Risk prediction Clinical implementation External validation
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Machine learning in colorectal polyp surveillance:A paradigm shift in post-endoscopic mucosal resection follow-up
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作者 Vasily Isakov 《World Journal of Gastroenterology》 2025年第19期1-9,共9页
Colorectal cancer remains a major health concern,with colorectal polyps as key precursors.Endoscopic mucosal resection(EMR)is a common treatment,but recurrence rates remain high.Traditional surveillance strategies rel... Colorectal cancer remains a major health concern,with colorectal polyps as key precursors.Endoscopic mucosal resection(EMR)is a common treatment,but recurrence rates remain high.Traditional surveillance strategies rely on polyp characteristics and completeness of the resection potentially missing key risk factors.Machine learning(ML)offers a transformative approach by integrating patient-specific data to refine risk stratification.Recent studies highlight ML models,such as Extreme Gradient Boosting,which outperform conventional methods in predicting polyp recurrence within one-year post-EMR.These models incorporate factors like age,smoking status,family history,and pathology,optimizing follow-up recommendations and minimizing unnecessary procedures.Artificial intelligence(AI)-driven tools and web-based calculators enhance clinical workflow by providing real-time,personalized risk assessments.However,challenges remain in external validation,model interpretability,and clinical integration.Future surveillance strategies should combine expert judgment with AI insights to optimize patient outcomes.As gastroenterology embraces AI,MLdriven surveillance represents a paradigm shift,advancing precision medicine in colorectal polyp management.This editorial explores AI’s role in transforming post-EMR follow-up,addressing benefits,limitations,and future directions. 展开更多
关键词 Colorectal polyps Endoscopic mucosal resection Colorectal polyp recurrence Machine learning Artificial intelligence recurrence risk assessment Surveillance strategies
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Characteristics of gut microbiota dysbiosis in patients with colorectal polyps
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作者 Xian-Rong Wu Xiao-Hong He Yong-Fang Xie 《World Journal of Gastrointestinal Oncology》 SCIE 2025年第1期13-21,共9页
This editorial,inspired by a recent study published in the World Journal of Gastrointestinal Oncology,covers the research findings on microbiota changes in various diseases.In recurrent colorectal polyps,the abundance... This editorial,inspired by a recent study published in the World Journal of Gastrointestinal Oncology,covers the research findings on microbiota changes in various diseases.In recurrent colorectal polyps,the abundances of Klebsiella,Parvimonas,and Clostridium increase,while those of Bifidobacterium and Lactoba-cillus decrease.This dysbiosis may promote the formation and recurrence of polyps.Similar microbial changes have also been observed in colorectal cancer,inflammatory bowel disease,autism spectrum disorder,and metabolic syndrome,indicating the role of increased pathogens and decreased probiotics in these conditions.Regulating the gut microbiota,particularly by increasing probiotic levels,may help prevent polyp recurrence and promote gut health.This microbial intervention strategy holds promise as an adjunctive treatment for patients with colorectal polyps. 展开更多
关键词 Recurrent colorectal polyps Gut microbiota dysbiosis KLEBSIELLA PROBIOTICS Intestinal inflammation Microbial intervention strategy
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Endoscopic treatment of scarred polyps with a non-thermal device(Endorotor):A review of the literature 被引量:2
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作者 Mariam Zaghloul Hameed Rehman +2 位作者 Stefano Sansone Konstantinos Argyriou Adolfo Parra-Blanco 《World Journal of Gastroenterology》 SCIE CAS 2024年第12期1706-1713,共8页
Endoscopic resection(ER)of colorectal polyps has become a daily practice in most endoscopic units providing a colorectal cancer screening program and requires the availability of local experts and high-end endoscopic ... Endoscopic resection(ER)of colorectal polyps has become a daily practice in most endoscopic units providing a colorectal cancer screening program and requires the availability of local experts and high-end endoscopic devices.ER procedures have evolved over the past few years from endoscopic mucosal resection(EMR)to more advanced techniques,such as endoscopic submucosal dissection and endo-scopic full-thickness resection.Complete resection and disease eradication are the ultimate goals of ER-based techniques,and novel devices have been developed to achieve these goals.The EndoRotor®Endoscopic Powered Resection System(Interscope Medical,Inc.,Northbridge,Massachusetts,United States)is one such device.The EndoRotor is a powered resection tool for the removal of alimentary tract mucosa,including post-EMR persistent lesions with scarring,and has both CE Mark and FDA clearance.This review covers available published evidence documenting the usefulness of EndoRotor for the management of recurrent colorectal polyps. 展开更多
关键词 EndoRotor Scarred polyps Recurrent polyps Colorectal cancer Colorectal polyps
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New insights into calcium,dairy and colon cancer 被引量:1
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作者 Peter R Holt 《World Journal of Gastroenterology》 SCIE CAS CSCD 2008年第28期4429-4433,共5页
This paper is to review recent information about the relationship of calcium and dairy foods to colon cancer. The review focuses on primary prevention, discusses the potential components in dairy foods that might be a... This paper is to review recent information about the relationship of calcium and dairy foods to colon cancer. The review focuses on primary prevention, discusses the potential components in dairy foods that might be anti-neoplastic, reviews the epidemiologic information and describes intervention studies demonstrating efficacy of calcium and vitamin D in reducing colorectal polyp recurrence. Since vitamin D is important in cancer prevention, pertinent data is discussed and potential mechanisms of actions presented. Calcium and vitamin D are important agents for the primary prevention of colorectal neoplasia. 展开更多
关键词 Colorectal cancer Dairy foods CALCIUM Vitamin D Colorectal polyp recurrence Colon cancer prevention
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