Feng Zhu,Ting Dong,Chunxiang Tang,Juan Wei,Wenwen Guo,Chao Ding,Luying Gui,Jianfeng Gong
{"title":"肠系膜脂肪衍生辐射组学模型用于识别结肠纤维化并预测慢性溃疡性结肠炎患者对生物制剂的治疗反应。","authors":"Feng Zhu,Ting Dong,Chunxiang Tang,Juan Wei,Wenwen Guo,Chao Ding,Luying Gui,Jianfeng Gong","doi":"10.1097/dcr.0000000000003468","DOIUrl":null,"url":null,"abstract":"BACKGROUND\r\nEvidence suggested the lesion of ulcerative colitis stretches beyond mucosa. The application of radiomics on ulcerative colitis fibrosis is unclear.\r\n\r\nOBJECTIVE\r\nWe aimed to characterize the colonic fibrosis and treatment response to biologics in chronic ulcerative colitis using radiomic features extracted from bowel wall and mesenteric adipose tissue.\r\n\r\nDESIGN\r\nRetrospective analysis of prospective database.\r\n\r\nSETTINGS\r\nThis study was conducted in a single tertiary center.\r\n\r\nPATIENTS\r\nA total of 72 patients who underwent proctocolectomy and 47 patients who received biologics induction were included.\r\n\r\nINTERVENTION\r\nComputed Tomography images were collected and radiomic features were extracted to develop radiomic models using logistic regression.\r\n\r\nMAIN OUTCOME MEASURES\r\nMain outcome was colonic fibrosis, which was classified into mild and severe based on histological scoring.\r\n\r\nRESULTS\r\nThe area under curve of the bowel wall model to predict severe fibrosis was 0.931 (p < 0.001) and 0.869 (p < 0.001) in the training and test cohort, respectively. For mesenteric adipose tissue model, area under curve was 0.947 (p < 0.001) and 0.837 (p < 0.001), respectively. The mesenteric adipose tissue model was superior to bowel wall model (area under curve, 0.809, p < 0.001 and 0.722, p = 0.006) in predicting response to biologics in chronic ulcerative colitis.\r\n\r\nLIMITATIONS\r\nRetrospective single center study.\r\n\r\nCONCLUSIONS\r\nTwo radiomic models derived from bowel wall and mesenteric adipose tissue features readily predicted colonic fibrosis and treatment response of biologics in chronic ulcerative colitis. The mesentery harbors critical information and was essentially involved in fibrogenesis. See Video Abstract.","PeriodicalId":11299,"journal":{"name":"Diseases of the Colon & Rectum","volume":null,"pages":null},"PeriodicalIF":3.2000,"publicationDate":"2024-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"A Mesenteric Fat-Derived Radiomic Model to Identify Colonic Fibrosis and Predict Treatment Response to Biologics in Chronic Ulcerative Colitis.\",\"authors\":\"Feng Zhu,Ting Dong,Chunxiang Tang,Juan Wei,Wenwen Guo,Chao Ding,Luying Gui,Jianfeng Gong\",\"doi\":\"10.1097/dcr.0000000000003468\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"BACKGROUND\\r\\nEvidence suggested the lesion of ulcerative colitis stretches beyond mucosa. The application of radiomics on ulcerative colitis fibrosis is unclear.\\r\\n\\r\\nOBJECTIVE\\r\\nWe aimed to characterize the colonic fibrosis and treatment response to biologics in chronic ulcerative colitis using radiomic features extracted from bowel wall and mesenteric adipose tissue.\\r\\n\\r\\nDESIGN\\r\\nRetrospective analysis of prospective database.\\r\\n\\r\\nSETTINGS\\r\\nThis study was conducted in a single tertiary center.\\r\\n\\r\\nPATIENTS\\r\\nA total of 72 patients who underwent proctocolectomy and 47 patients who received biologics induction were included.\\r\\n\\r\\nINTERVENTION\\r\\nComputed Tomography images were collected and radiomic features were extracted to develop radiomic models using logistic regression.\\r\\n\\r\\nMAIN OUTCOME MEASURES\\r\\nMain outcome was colonic fibrosis, which was classified into mild and severe based on histological scoring.\\r\\n\\r\\nRESULTS\\r\\nThe area under curve of the bowel wall model to predict severe fibrosis was 0.931 (p < 0.001) and 0.869 (p < 0.001) in the training and test cohort, respectively. For mesenteric adipose tissue model, area under curve was 0.947 (p < 0.001) and 0.837 (p < 0.001), respectively. The mesenteric adipose tissue model was superior to bowel wall model (area under curve, 0.809, p < 0.001 and 0.722, p = 0.006) in predicting response to biologics in chronic ulcerative colitis.\\r\\n\\r\\nLIMITATIONS\\r\\nRetrospective single center study.\\r\\n\\r\\nCONCLUSIONS\\r\\nTwo radiomic models derived from bowel wall and mesenteric adipose tissue features readily predicted colonic fibrosis and treatment response of biologics in chronic ulcerative colitis. The mesentery harbors critical information and was essentially involved in fibrogenesis. See Video Abstract.\",\"PeriodicalId\":11299,\"journal\":{\"name\":\"Diseases of the Colon & Rectum\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":3.2000,\"publicationDate\":\"2024-09-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Diseases of the Colon & Rectum\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1097/dcr.0000000000003468\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"GASTROENTEROLOGY & HEPATOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Diseases of the Colon & Rectum","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1097/dcr.0000000000003468","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"GASTROENTEROLOGY & HEPATOLOGY","Score":null,"Total":0}
A Mesenteric Fat-Derived Radiomic Model to Identify Colonic Fibrosis and Predict Treatment Response to Biologics in Chronic Ulcerative Colitis.
BACKGROUND
Evidence suggested the lesion of ulcerative colitis stretches beyond mucosa. The application of radiomics on ulcerative colitis fibrosis is unclear.
OBJECTIVE
We aimed to characterize the colonic fibrosis and treatment response to biologics in chronic ulcerative colitis using radiomic features extracted from bowel wall and mesenteric adipose tissue.
DESIGN
Retrospective analysis of prospective database.
SETTINGS
This study was conducted in a single tertiary center.
PATIENTS
A total of 72 patients who underwent proctocolectomy and 47 patients who received biologics induction were included.
INTERVENTION
Computed Tomography images were collected and radiomic features were extracted to develop radiomic models using logistic regression.
MAIN OUTCOME MEASURES
Main outcome was colonic fibrosis, which was classified into mild and severe based on histological scoring.
RESULTS
The area under curve of the bowel wall model to predict severe fibrosis was 0.931 (p < 0.001) and 0.869 (p < 0.001) in the training and test cohort, respectively. For mesenteric adipose tissue model, area under curve was 0.947 (p < 0.001) and 0.837 (p < 0.001), respectively. The mesenteric adipose tissue model was superior to bowel wall model (area under curve, 0.809, p < 0.001 and 0.722, p = 0.006) in predicting response to biologics in chronic ulcerative colitis.
LIMITATIONS
Retrospective single center study.
CONCLUSIONS
Two radiomic models derived from bowel wall and mesenteric adipose tissue features readily predicted colonic fibrosis and treatment response of biologics in chronic ulcerative colitis. The mesentery harbors critical information and was essentially involved in fibrogenesis. See Video Abstract.
期刊介绍:
Diseases of the Colon & Rectum (DCR) is the official journal of the American Society of Colon and Rectal Surgeons (ASCRS) dedicated to advancing the knowledge of intestinal disorders by providing a forum for communication amongst their members. The journal features timely editorials, original contributions and technical notes.