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急性胰腺炎患者住院期间肠内营养误吸的预测模型建立与验证

Prediction model establishment and validation for enteral nutrition aspiration during hospitalization in patients with acute pancreatitis.

作者信息

Hou Ping, Wu Hao-Jun, Li Tang, Liu Jia-Bin, Zhao Quan-Qing, Zhao Hong-Jiang, Liu Zi-Ming

机构信息

Division II of General Surgery, West China Hospital-Chengdu Shangjin Nanfu, West China Hospital, Sichuan University, Chengdu 611730, Sichuan Province, China.

Division of Biliary Tract Surgery, West China Hospital, Sichuan University, Chengdu 610041, Sichuan Province, China.

出版信息

World J Gastrointest Surg. 2024 Aug 27;16(8):2583-2591. doi: 10.4240/wjgs.v16.i8.2583.

Abstract

BACKGROUND

Acute pancreatitis (AP) is a disease caused by abnormal activation of pancreatic enzymes and can lead to self-digestion of pancreatic tissues and dysfunction of other organs. Enteral nutrition plays a vital role in the treatment of AP because it can meet the nutritional needs of patients, promote the recovery of intestinal function, and maintain the barrier and immune functions of the intestine. However, the risk of aspiration during enteral nutrition is high; once aspiration occurs, it may cause serious complications, such as aspiration pneumonia, and suffocation, posing a threat to the patient's life. This study aims to establish and validate a prediction model for enteral nutrition aspiration during hospitalization in patients with AP.

AIM

To establish and validate a predictive model for enteral nutrition aspiration during hospitalization in patients with AP.

METHODS

A retrospective review was conducted on 200 patients with AP admitted to Chengdu Shangjin Nanfu Hospital, West China Hospital of Sichuan University from January 2020 to February 2024. Clinical data were collected from the electronic medical record system. Patients were randomly divided into a validation group ( = 40) and a modeling group ( = 160) in a 1:4 ratio, matched with 200 patients from the same time period. The modeling group was further categorized into an aspiration group ( = 25) and a non-aspiration group ( = 175) based on the occurrence of enteral nutrition aspiration during hospitalization. Univariate and multivariate logistic regression analyses were performed to identify factors influencing enteral nutrition aspiration in patients with AP during hospitalization. A prediction model for enteral nutrition aspiration during hospitalization was constructed, and calibration curves were used for validation. Receiver operating characteristic curve analysis was conducted to evaluate the predictive value of the model.

RESULTS

There was no statistically significant difference in general data between the validation and modeling groups ( > 0.05). The comparison of age, gender, body mass index, smoking history, hypertension history, and diabetes history showed no statistically significant difference between the two groups ( > 0.05). However, patient position, consciousness status, nutritional risk, Acute Physiology and Chronic Health Evaluation (APACHE-II) score, and length of nasogastric tube placement showed statistically significant differences ( < 0.05) between the two groups. Multivariate logistic regression analysis showed that patient position, consciousness status, nutritional risk, APACHE-II score, and length of nasogastric tube placement were independent factors influencing enteral nutrition aspiration in patients with AP during hospitalization ( < 0.05). These factors were incorporated into the prediction model, which showed good consistency between the predicted and actual risks, as indicated by calibration curves with slopes close to 1 in the training and validation sets. Receiver operating characteristic analysis revealed an area under the curve (AUC) of 0.926 (95%CI: 0.8889-0.9675) in the training set. The optimal cutoff value is 0.73, with a sensitivity of 88.4 and specificity of 85.2. In the validation set, the AUC of the model for predicting enteral nutrition aspiration in patients with AP patients during hospitalization was 0.902, with a standard error of 0.040 (95%CI: 0.8284-0.9858), and the best cutoff value was 0.73, with a sensitivity of 91.9 and specificity of 81.8.

CONCLUSION

A prediction model for enteral nutrition aspiration during hospitalization in patients with AP was established and demonstrated high predictive value. Further clinical application of the model is warranted.

摘要

背景

急性胰腺炎(AP)是一种由胰腺酶异常激活引起的疾病,可导致胰腺组织的自我消化和其他器官功能障碍。肠内营养在AP的治疗中起着至关重要的作用,因为它可以满足患者的营养需求,促进肠道功能恢复,并维持肠道的屏障和免疫功能。然而,肠内营养期间误吸的风险很高;一旦发生误吸,可能会引起严重并发症,如误吸性肺炎和窒息,对患者生命构成威胁。本研究旨在建立并验证AP患者住院期间肠内营养误吸的预测模型。

目的

建立并验证AP患者住院期间肠内营养误吸的预测模型。

方法

对2020年1月至2024年2月在四川大学华西医院成都上锦南府医院收治的200例AP患者进行回顾性研究。从电子病历系统中收集临床资料。患者按1:4的比例随机分为验证组(n = 40)和建模组(n = 160),并与同期的200例患者进行匹配。建模组根据住院期间肠内营养误吸的发生情况进一步分为误吸组(n = 25)和无误吸组(n = 175)。进行单因素和多因素逻辑回归分析,以确定影响AP患者住院期间肠内营养误吸的因素。构建住院期间肠内营养误吸的预测模型,并使用校准曲线进行验证。进行受试者工作特征曲线分析,以评估模型的预测价值。

结果

验证组和建模组的一般资料差异无统计学意义(P > 0.05)。两组在年龄、性别、体重指数、吸烟史、高血压病史和糖尿病病史方面的比较差异无统计学意义(P > 0.05)。然而,两组在患者体位、意识状态、营养风险、急性生理与慢性健康状况评分(APACHE-II)以及鼻胃管留置时间方面差异有统计学意义(P < 0.05)。多因素逻辑回归分析显示,患者体位、意识状态、营养风险、APACHE-II评分以及鼻胃管留置时间是影响AP患者住院期间肠内营养误吸的独立因素(P < 0.05)。将这些因素纳入预测模型,校准曲线显示训练集和验证集中预测风险与实际风险之间具有良好的一致性,斜率接近1。受试者工作特征分析显示,训练集中曲线下面积(AUC)为0.926(95%CI:0.8889 - 0.9675)。最佳截断值为0.73,灵敏度为88.4,特异度为85.2。在验证集中,该模型预测AP患者住院期间肠内营养误吸的AUC为0.902,标准误为0.040(95%CI:0.8284 - 0.9858),最佳截断值为0.73,灵敏度为91.9,特异度为81.8。

结论

建立了AP患者住院期间肠内营养误吸的预测模型,该模型具有较高的预测价值。该模型值得进一步临床应用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bce0/11362931/cf077ba130bd/WJGS-16-2583-g001.jpg

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