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论著·临床研究 | 更新时间:2025-11-26
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原发性肝细胞癌介入手术患者发生低血糖的危险因素及风险预测模型的构建
Risk factors for the occurrence of hypoglycemia in patients with interventional operation for primary hepatocellular carcinoma and the construction of risk prediction model

广西医学 页码:1606-1614

作者机构:张琪,本科,护师,研究方向为临床护理。

DOI:10.11675/j.issn.0253⁃4304.2025.11.11

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  • 英文简介
  • 参考文献

目的 探讨原发性肝细胞癌(PHC)介入手术患者发生低血糖的危险因素,并构建风险预测模型。方法 选取543例行介入手术的PHC患者作为研究对象,根据入院时间将患者分为训练组380例和验证组163例。根据训练组患者介入手术后3个月内是否发生低血糖分为低血糖组和非低血糖组,比较两组患者的一般资料。采用多因素Logistic回归模型分析患者介入手术后发生低血糖的危险因素,并基于危险因素构建风险预测模型。采用Hosmer⁃Lemeshow(H⁃L)检验验证模型的拟合优度,绘制受试者工作特征(ROC)曲线、校准曲线及决策曲线分析曲线分别评价模型的区分度、校准度及临床适用性。利用验证组的数据进行外部验证。结果 共138例(25.41%)PHC患者介入手术后发生低血糖,其中训练组97例(25.53%)患者术后发生低血糖,验证组41例(25.15%)患者术后发生低血糖。在训练组中,非低血糖组与低血糖组的年龄、体质指数、文化程度、腹水比例、腹泻比例、Child⁃Pugh 分级、低血糖史比例、HbA1c、血清白蛋白、饮食情况、术前禁食时间比较,差异有统计学意义(P<0.05)。多因素Logistic回归分析结果显示,年龄>60岁、体质指数较低、文化程度较低、Child⁃Pugh 分级较高、有低血糖史、HbA1c 较低、不规律饮食、术前禁食时间>10 h是 PHC患者介入手术后发生低血糖的危险因素(P<0.05)。基于这些危险因素构建风险预测模型,H⁃L检验结果显示该模型拟合优度较好、准确性较高,训练组与验证组的ROC曲线下面积分别为0.902、0.880,训练组与验证组的理想曲线与实际曲线吻合度高,内部和外部验证的净获益值较高。结论 PHC患者介入手术后低血糖发生率较高,年龄>60 岁、体质指数较低、文化程度较低、Child⁃Pugh 分级较高、有低血糖史、HbA1c 较低、不规律饮食、术前禁食时间>10 h是PHC患者介入手术后发生低血糖的危险因素。基于以上危险因素构建的风险预测模型具有较好的预测效果及较高的临床应用价值,有助于临床医护人员评估该类患者介入手术后发生低血糖的风险。

Objective To explore the risk factors for the occurrence of hypoglycemia in patients with interventional operation for primary hepatocellular carcinoma (PHC), and to construct a risk prediction model. Methods A total of 543 patients with interventional operation for PHC were selected as the research subjects, and they were assigned to training group (380 cases) or validation group (163 cases) according to admission time. Patients of the training group were further divided into hypoglycemia or non⁃hypoglycemia group according to the presence of hypoglycemia occurred within 3 months after interventional operation. General data of patients in both groups were compared. Multivariate Logistic regression model was adopted to analyze the risk factors for patients with interventional operation suffering from hypoglycemia, and the risk prediction model was constructed based on the risk factors. The Hosmer⁃Lemeshow (H⁃L) test was employed to validate the goodness of fit of the model. Receiver operating characteristic (ROC) curve, calibration curve and decision curve analysis curve were plotted to evaluate the discrimination, calibration, and clinical applicability of the model, respectively. Data of the validation group was used to perform external validation. Results A total of 138 (25.41%) PHC patients suffered from hypoglycemia after interventional operation, therein 97 (25.53%) in the training group, and 41 (25.15%) in the validation group. In the training group, there were statistically significant differences in age, body mass index, educational level, ascites proportion, diarrhea proportion, Child⁃Pugh classification, proportion of hypoglycemia history, HbA1c, serum albumin, diet status, preoperative fasting time between the non⁃hypoglycemia group and the hypoglycemia group (P<0.05). The results of multivariate Logistic regression analysis revealed that PHC patients undergoing interventional operation with age >60 years, low body mass index, low educational level, high Child⁃Pugh classification, suffering from hypoglycemia history, low HbA1c, irregular meals, preoperative fasting time >10 hours were the risk factors for the occurrence of hypoglycemia in PHC patients after interventional operation (P<0.05). The risk prediction model was constructed based on these aforementioned risk factors, and H⁃L test results indicated that the goodness of fit of the model was relatively favorable, and accuracy was relatively high. Areas under the ROC curve of the training and validation groups were 0.902 and 0.880. The ideal curve of the training group and the validation group closely matched the actual curve, and the net benefit values obtained from both internal and external validations were relatively high. Conclusion The incidence rate of hypoglycemia after interventional operation in patients with PHC is relatively high. Aged >60 years, low body mass index, low educational level, high Child⁃Pugh classification, suffering from hypoglycemia history, low HbA1c, irregular meals, and preoperative fasting time >10 hours are risk factors for hypoglycemia occurred in PHC patients after interventional operation. The risk prediction model constructed based on these risk factors exerts good predictive effect and high clinical application value, which is helpful for clinical medical and nursing personnel to evaluate the risk of hypoglycemia occurred in such patients after interventional operation.

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