Minchun Bu, Yun Zhang, Faxi Chen, Xiaochun Xie, Kaiming Li, Bo Ye, Lu Ke, Zhihui Tong, Weiqin Li, Gang Li
{"title":"基于对比增强ct的急性坏死性胰腺炎伴持续性器官衰竭早期干预疗效和院内死亡风险预测模型","authors":"Minchun Bu, Yun Zhang, Faxi Chen, Xiaochun Xie, Kaiming Li, Bo Ye, Lu Ke, Zhihui Tong, Weiqin Li, Gang Li","doi":"10.1007/s00330-025-11766-z","DOIUrl":null,"url":null,"abstract":"<p><strong>Objective: </strong>To develop contrast-enhanced CT-based nomograms for predicting early intervention efficacy and in-hospital mortality in acute necrotizing pancreatitis (ANP) with persistent organ failure (POF).</p><p><strong>Materials and methods: </strong>This retrospective study analyzed 164 ANP patients with POF (110 in the training cohort, 54 in the validation cohort). The Sequential Organ Failure Assessment (SOFA) score was used to evaluate organ dysfunction severity. Contrast-enhanced CT parameters included mean and range CT numbers (HU) of acute necrotic collections (ANC) across anatomical regions, as well as pancreatic necrosis volume (PNV). LASSO regression identified predictors for early intervention efficacy and mortality. Nomograms were assessed using receiver operating characteristic (ROC) curves, calibration curves, and decision curve analysis.</p><p><strong>Results: </strong>Early intervention efficacy predictors included intra-abdominal pressure, cardiovascular hemodynamic changes, and PNV increase. The model demonstrated good predictive performance, with an area under the ROC curve (AUC) of 0.848 (95% CI: 0.769-0.927) in the training cohort and 0.796 (95% CI: 0.644-0.947) in the validation cohort. In-hospital mortality predictors were SOFA score, cardiovascular hemodynamic changes, mean CT number of ANC at the right anterior pararenal space, and CT number range at the left paracolic gutter. The model showed AUCs of 0.918 (training cohort, 95% CI: 0.864-0.971) and 0.860 (validation cohort, 95% CI: 0.801-0.919).</p><p><strong>Conclusion: </strong>ANP patients with intra-abdominal hypertension or significant PNV increase who maintain cardiovascular hemodynamic stability are more likely to benefit from early intervention. An elevated SOFA score, persistent cardiovascular failure, and ANC with poor homogeneity or drainage difficulty are risk factors for in-hospital mortality.</p><p><strong>Key points: </strong>Question The optimal timing for early invasive intervention remains controversial in ANP with POF. Findings Nomogram models integrating organ dysfunction severity and contrast-enhanced CT imaging features can predict treatment response and clinical outcomes in ANP patients with POF. Clinical relevance Our prediction models can identify patients who may benefit from early invasive intervention and assess in-hospital mortality risk for the entire cohort, providing a practical tool to guide clinical decision-making.</p>","PeriodicalId":12076,"journal":{"name":"European Radiology","volume":" ","pages":""},"PeriodicalIF":4.7000,"publicationDate":"2025-06-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Contrast-enhanced CT-based prediction models for early intervention efficacy and in-hospital mortality risk in acute necrotizing pancreatitis with persistent organ failure.\",\"authors\":\"Minchun Bu, Yun Zhang, Faxi Chen, Xiaochun Xie, Kaiming Li, Bo Ye, Lu Ke, Zhihui Tong, Weiqin Li, Gang Li\",\"doi\":\"10.1007/s00330-025-11766-z\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Objective: </strong>To develop contrast-enhanced CT-based nomograms for predicting early intervention efficacy and in-hospital mortality in acute necrotizing pancreatitis (ANP) with persistent organ failure (POF).</p><p><strong>Materials and methods: </strong>This retrospective study analyzed 164 ANP patients with POF (110 in the training cohort, 54 in the validation cohort). The Sequential Organ Failure Assessment (SOFA) score was used to evaluate organ dysfunction severity. Contrast-enhanced CT parameters included mean and range CT numbers (HU) of acute necrotic collections (ANC) across anatomical regions, as well as pancreatic necrosis volume (PNV). LASSO regression identified predictors for early intervention efficacy and mortality. Nomograms were assessed using receiver operating characteristic (ROC) curves, calibration curves, and decision curve analysis.</p><p><strong>Results: </strong>Early intervention efficacy predictors included intra-abdominal pressure, cardiovascular hemodynamic changes, and PNV increase. The model demonstrated good predictive performance, with an area under the ROC curve (AUC) of 0.848 (95% CI: 0.769-0.927) in the training cohort and 0.796 (95% CI: 0.644-0.947) in the validation cohort. In-hospital mortality predictors were SOFA score, cardiovascular hemodynamic changes, mean CT number of ANC at the right anterior pararenal space, and CT number range at the left paracolic gutter. The model showed AUCs of 0.918 (training cohort, 95% CI: 0.864-0.971) and 0.860 (validation cohort, 95% CI: 0.801-0.919).</p><p><strong>Conclusion: </strong>ANP patients with intra-abdominal hypertension or significant PNV increase who maintain cardiovascular hemodynamic stability are more likely to benefit from early intervention. An elevated SOFA score, persistent cardiovascular failure, and ANC with poor homogeneity or drainage difficulty are risk factors for in-hospital mortality.</p><p><strong>Key points: </strong>Question The optimal timing for early invasive intervention remains controversial in ANP with POF. Findings Nomogram models integrating organ dysfunction severity and contrast-enhanced CT imaging features can predict treatment response and clinical outcomes in ANP patients with POF. Clinical relevance Our prediction models can identify patients who may benefit from early invasive intervention and assess in-hospital mortality risk for the entire cohort, providing a practical tool to guide clinical decision-making.</p>\",\"PeriodicalId\":12076,\"journal\":{\"name\":\"European Radiology\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":4.7000,\"publicationDate\":\"2025-06-18\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"European Radiology\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1007/s00330-025-11766-z\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"European Radiology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1007/s00330-025-11766-z","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING","Score":null,"Total":0}
Contrast-enhanced CT-based prediction models for early intervention efficacy and in-hospital mortality risk in acute necrotizing pancreatitis with persistent organ failure.
Objective: To develop contrast-enhanced CT-based nomograms for predicting early intervention efficacy and in-hospital mortality in acute necrotizing pancreatitis (ANP) with persistent organ failure (POF).
Materials and methods: This retrospective study analyzed 164 ANP patients with POF (110 in the training cohort, 54 in the validation cohort). The Sequential Organ Failure Assessment (SOFA) score was used to evaluate organ dysfunction severity. Contrast-enhanced CT parameters included mean and range CT numbers (HU) of acute necrotic collections (ANC) across anatomical regions, as well as pancreatic necrosis volume (PNV). LASSO regression identified predictors for early intervention efficacy and mortality. Nomograms were assessed using receiver operating characteristic (ROC) curves, calibration curves, and decision curve analysis.
Results: Early intervention efficacy predictors included intra-abdominal pressure, cardiovascular hemodynamic changes, and PNV increase. The model demonstrated good predictive performance, with an area under the ROC curve (AUC) of 0.848 (95% CI: 0.769-0.927) in the training cohort and 0.796 (95% CI: 0.644-0.947) in the validation cohort. In-hospital mortality predictors were SOFA score, cardiovascular hemodynamic changes, mean CT number of ANC at the right anterior pararenal space, and CT number range at the left paracolic gutter. The model showed AUCs of 0.918 (training cohort, 95% CI: 0.864-0.971) and 0.860 (validation cohort, 95% CI: 0.801-0.919).
Conclusion: ANP patients with intra-abdominal hypertension or significant PNV increase who maintain cardiovascular hemodynamic stability are more likely to benefit from early intervention. An elevated SOFA score, persistent cardiovascular failure, and ANC with poor homogeneity or drainage difficulty are risk factors for in-hospital mortality.
Key points: Question The optimal timing for early invasive intervention remains controversial in ANP with POF. Findings Nomogram models integrating organ dysfunction severity and contrast-enhanced CT imaging features can predict treatment response and clinical outcomes in ANP patients with POF. Clinical relevance Our prediction models can identify patients who may benefit from early invasive intervention and assess in-hospital mortality risk for the entire cohort, providing a practical tool to guide clinical decision-making.
期刊介绍:
European Radiology (ER) continuously updates scientific knowledge in radiology by publication of strong original articles and state-of-the-art reviews written by leading radiologists. A well balanced combination of review articles, original papers, short communications from European radiological congresses and information on society matters makes ER an indispensable source for current information in this field.
This is the Journal of the European Society of Radiology, and the official journal of a number of societies.
From 2004-2008 supplements to European Radiology were published under its companion, European Radiology Supplements, ISSN 1613-3749.