Association between the development of sepsis and the triglyceride-glucose index in acute pancreatitis patients: a retrospective investigation utilizing the MIMIC-IV database.

IF 2.5 3区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY BMC Gastroenterology Pub Date : 2025-02-12 DOI:10.1186/s12876-025-03663-y
Lin Xu, Xuejing Li, Na Zhang, Chunmei Guo, Pan Wang, Min Gao, Yanhui Zhang, Lixin Zhao
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Abstract

Background: Sepsis is a serious consequence of acute pancreatitis (AP) that requires immediate detection and treatment. Triglyceride-glucose (TyG) index demonstrated predictive ability for a number of diseases. In an effort to enhance clinical care and early warning systems, this study examined the association between the TyG index and sepsis risk with the aim of improving clinical care and early warning systems.

Methods: Patients who were first admitted and satisfied the diagnostic criteria for acute pancreatitis (ICD-9: 5770; ICD-10: K85) were chosen from the MIMIC-IV database, excluding those lacking essential demographic or laboratory data. Using the Sepsis-3.0 criteria. Depending on whether they had sepsis or not, patients were divided into sepsis group and non-sepsis group. Utilizing the formula ln[(triglycerides mg/dl) × (glucose mg/dl)/2], the TyG index was calculated. The Boruta algorithm and Xgboost model were used for feature selection in order to pinpoint the important variables affecting results. Logistic regression with univariate and multivariate factors were used to assess the association between the TyG index and the start of sepsis after admission.

Results: Twenty-eight thousand AP patients were screened in all, among which 661 patients were ultimately included in the study. Of these, 228 patients (34.5%) developed sepsis. The TyG index was shown to have a significant correlation (OR = 1.891, 95% CI: 1.408-2.555) with sepsis, and an increased risk of sepsis was observed with an increase in the TyG index (all P values for trend < 0.001). Subgroup analysis showed that among patients of various ages, sexes, and with hypertension and diabetes, there was a positive association between the TyG index and the probability of sepsis (all P values for trend < 0.05). The combination of the TyG index with clinical indicators had an area under the curve (AUC) of 0.828 (0.794-0.862), which was significantly greater than that of the TyG index alone (0.657 [0.613-0.701]), with a statistically significant difference (Z= -7.362, P < 0.001).

Conclusion: In patients who have AP, the TyG index is substantially linked to a higher risk of sepsis, and when combined with clinical markers, its predictive power for sepsis is enhanced. The findings imply that the TyG index might be a helpful detection for determining which AP patients are at a higher risk of developing sepsis.

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急性胰腺炎患者脓毒症的发展与甘油三酯-葡萄糖指数之间的关系:利用MIMIC-IV数据库的回顾性调查
背景:脓毒症是急性胰腺炎(AP)的严重后果,需要立即发现和治疗。甘油三酯-葡萄糖(TyG)指数显示出对许多疾病的预测能力。为了加强临床护理和早期预警系统,本研究探讨了TyG指数与败血症风险之间的关系,旨在改善临床护理和早期预警系统。方法:首次入院并符合急性胰腺炎诊断标准的患者(icd - 9:5770;ICD-10: K85)从MIMIC-IV数据库中选择,排除那些缺乏基本人口统计学或实验室数据的人。使用脓毒症-3.0标准。根据有无脓毒症将患者分为脓毒症组和非脓毒症组。利用公式ln[(甘油三酯mg/dl) ×(葡萄糖mg/dl)/2]计算TyG指数。利用Boruta算法和Xgboost模型进行特征选择,找出影响结果的重要变量。采用单因素和多因素Logistic回归评估TyG指数与入院后脓毒症发生的关系。结果:共筛查AP患者2.8万例,其中661例最终纳入研究。其中228例(34.5%)发生败血症。结果显示,TyG指数与脓毒症具有显著相关性(OR = 1.891, 95% CI: 1.408-2.555),并且随着TyG指数的升高,脓毒症的风险增加(P值均为趋势)。结论:在AP患者中,TyG指数与脓毒症的高风险存在显著相关性,与临床标志物联合使用时,其对脓毒症的预测能力增强。研究结果表明,TyG指数可能有助于确定哪些AP患者发生败血症的风险更高。
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来源期刊
BMC Gastroenterology
BMC Gastroenterology 医学-胃肠肝病学
CiteScore
4.20
自引率
0.00%
发文量
465
审稿时长
6 months
期刊介绍: BMC Gastroenterology is an open access, peer-reviewed journal that considers articles on all aspects of the prevention, diagnosis and management of gastrointestinal and hepatobiliary disorders, as well as related molecular genetics, pathophysiology, and epidemiology.
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