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术前风险因素预测髋部骨折手术后人血清白蛋白输注:列线图的建立和验证。

Preoperative Risk Factors for Predicting Postoperative Human Serum Albumin Infusion after Hip Fracture Surgery: Development and Validation of a Nomogram.

机构信息

Department of Orthopaedics, Suzhou Hospital of Anhui Medical University, Suzhou city, Anhui province, China

Department of Gastroenterology, The Affiliated Hospital of Qingdao University, Qingdao, Shandong province, China

出版信息

Balkan Med J. 2023 Jan 23;40(1):40-50. doi: 10.4274/balkanmedj.galenos.2022.2022-7-26. Epub 2022 Dec 6.

DOI:10.4274/balkanmedj.galenos.2022.2022-7-26
PMID:36472091
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9874257/
Abstract

BACKGROUND

As one of the adverse events after hip fracture surgery, hypoalbuminemia is usually treated using human serum albumin infusion. However, the application of human serum albumin may cause complications such as postsurgical infection and increased mortality.

AIMS

To examine the preoperative risk factors of human serum albumin infusion after hip fracture surgery, establish a nomogram prediction model, and verify its accuracy.

STUDY DESIGN

A retrospective cross-sectional study.

METHODS

Eligible patients who underwent hip fracture surgery were divided into the infusion and non-infusion groups according to whether human serum albumin was infused or not. All patients were divided randomly into a training set and a testing set in line with the ratio of 7:3. In the training set, independent risk factors of postoperative human serum albumin infusion were determined by univariate logistic regression analysis, LASSO regression, and multivariate logistic regression analysis. Then, a nomogram model was established. Furthermore, the receiver operating characteristic curve and calibration curve were plotted, and decision curve analysis was performed for the training and testing sets to assess the predictability, discriminative ability, and clinical usefulness of the model.

RESULTS

This study included a total of 1,339 eligible patients, 141 of whom were injected with human serum albumin postoperatively. Altogether, the training set incorporated 939 patients, and the testing set included 400 patients. Multivariate logistic analysis indicated five independent risk factors, including chronic lung disease (odds ratio, 95% confidence interval, 2.618, 1.413-4.849, = 0.002), (albumin; odds ratio, 95% confidence interval, 0.842, 0.787-0.900, < 0.001), prothrombin time (odds ratio, 95% confidence interval, 1.252, 1.071-1.463, = 0.005), red blood cells (odds ratio, 95% confidence interval, 0.370, 0.228-0.602, < 0.001), and type of anesthesia (odds ratio, 95% confidence interval, 0.553, 0.327-0.937, = 0.028). Fracture type, a clinically significant factor, was also considered. Finally, the nomogram model was built based on these seven predictors. The areas under the curve of the nomogram were 0.854 (95% confidence interval, 0.811-0.898) and 0.767 (95% confidence interval, 0.686-0.847) in the training and testing sets separately. As shown in the calibration curve, the predicted result was consistent with the observed one. The decision curve analysis indicated that the nomogram has good clinical value.

CONCLUSION

Low preoperative serum albumin levels, low preoperative red blood cell counts, prolonged preoperative prothrombin time, history of chronic lung disease, and general anesthesia were independent risk factors for postoperative human serum albumin infusion. Besides, the fracture type, clinically significant factor, was also included. The nomogram that combined these six predictors could accurately predict the risk of postoperative human serum albumin infusion.

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d30e/9874257/86e3630d0c1c/BMJ-40-40-g5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d30e/9874257/d357b0fa9db2/BMJ-40-40-g1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d30e/9874257/95602bfacd7d/BMJ-40-40-g2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d30e/9874257/d52eeadf698e/BMJ-40-40-g3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d30e/9874257/db3b5ce7e8f1/BMJ-40-40-g4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d30e/9874257/86e3630d0c1c/BMJ-40-40-g5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d30e/9874257/d357b0fa9db2/BMJ-40-40-g1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d30e/9874257/95602bfacd7d/BMJ-40-40-g2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d30e/9874257/d52eeadf698e/BMJ-40-40-g3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d30e/9874257/db3b5ce7e8f1/BMJ-40-40-g4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d30e/9874257/86e3630d0c1c/BMJ-40-40-g5.jpg
摘要

背景

低蛋白血症是髋部骨折手术后的一种不良反应,通常采用人血清白蛋白输注进行治疗。然而,人血清白蛋白的应用可能会导致术后感染和死亡率增加等并发症。

目的

探讨髋部骨折手术后人血清白蛋白输注的术前危险因素,建立列线图预测模型,并验证其准确性。

设计

回顾性横断面研究。

方法

根据是否输注人血清白蛋白,将接受髋部骨折手术的患者分为输注组和非输注组。所有患者按照 7:3 的比例随机分为训练集和测试集。在训练集中,通过单因素 logistic 回归分析、LASSO 回归和多因素 logistic 回归分析确定术后人血清白蛋白输注的独立危险因素。然后,建立列线图模型。进一步绘制受试者工作特征曲线和校准曲线,并对训练集和测试集进行决策曲线分析,以评估模型的预测能力、判别能力和临床实用性。

结果

本研究共纳入 1339 例符合条件的患者,其中 141 例术后接受人血清白蛋白输注。总共纳入了 939 例患者进行训练集分析,400 例患者进行测试集分析。多因素 logistic 分析表明,有 5 个独立的危险因素,包括慢性肺部疾病(比值比,95%置信区间,2.618,1.413-4.849, = 0.002)、白蛋白(比值比,95%置信区间,0.842,0.787-0.900, < 0.001)、凝血酶原时间(比值比,95%置信区间,1.252,1.071-1.463, = 0.005)、红细胞计数(比值比,95%置信区间,0.370,0.228-0.602, < 0.001)和麻醉类型(比值比,95%置信区间,0.553,0.327-0.937, = 0.028)。骨折类型也是一个有临床意义的因素。最后,根据这 7 个预测因子建立了列线图模型。该模型在训练集和测试集中的曲线下面积分别为 0.854(95%置信区间,0.811-0.898)和 0.767(95%置信区间,0.686-0.847)。校准曲线显示,预测结果与观察结果一致。决策曲线分析表明,该列线图具有良好的临床价值。

结论

术前血清白蛋白水平低、红细胞计数低、术前凝血酶原时间延长、慢性肺部疾病史和全身麻醉是术后人血清白蛋白输注的独立危险因素。此外,还包括骨折类型这一有临床意义的因素。该列线图结合了这 6 个预测因子,可以准确预测术后人血清白蛋白输注的风险。

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