[糖尿病足患者截肢影响因素分析及预测模型的建立]。

D Zhu, Y Chen, C Z Yang, J Y Zhao, Y C Sun, L C Wang, H M Chen, L Xiao, J Li
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引用次数: 0

摘要

目的:分析糖尿病足患者截肢的影响因素,并建立预测模型。方法:回顾性分析2017年1月至2024年1月在空军医疗中心住院的437例糖尿病足患者的临床资料,其中男性327例,女性110例,中位年龄[M(Q1,Q3)]为63.0(55.0,69.0)岁。根据3个月内是否行足部截肢手术分为截肢组(344例)和非截肢组(93例)。分析两组临床指标的差异。采用r4.2将患者按7∶3的比例随机分为训练组和验证组。采用多元logistic回归模型筛选糖尿病足患者截肢的影响因素,绘制截肢预测模型的nomogram。分别采用受试者操作曲线下面积(AUC)、校准曲线和决策曲线分析(DCA)评估模型的预测能力、准确性和临床适用性。结果:与非截肢组相比,截肢组患者糖尿病病程、下肢动脉病变(LEAD)、白细胞计数、总胆红素、纤维蛋白原、红细胞沉降率、c反应蛋白水平、伤口分泌物细菌培养阳性比例更高。相反,高密度脂蛋白胆固醇的水平,血尿酸,足背动脉的内部直径和血流降低在脚趾截肢组比non-toe截肢组(= 4.19,95% ci: 1.88—-9.34)、血尿酸(OR = 0.99, 95% ci: 0.99—-0.99)、纤维蛋白原(OR = 1.86, 95% ci: 1.19—-2.91),和伤口分泌物文化为金黄色葡萄球菌阳性(OR = 5.77, 95% ci: 2.72—-12.25)或non-staphylococcus球菌感染(OR = 4.74, 95% ci: 1.43—-15.77),为糖尿病足趾截肢的影响因素(PCI均为0.80 ~ 0.91),分别为90%和72%。在验证集中,预测模型预测糖尿病足患者脚趾截肢的AUC为0.85(95%CI:0.78 ~ 0.92),敏感性为77%,特异性为71%。训练集和验证集的校准曲线表明该模型具有良好的校准能力。训练集和验证集的DCA曲线表明该预测模型具有较好的临床适用性。结论:铅、血尿酸、纤维蛋白原、创面分泌物细菌培养阳性是糖尿病截肢的影响因素。包含上述因素的nomogram模型能更直观地评价糖尿病足截肢的危险性。
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[Influencing factors analysis and prediction model establishment of toe-amputation in patients with diabetic foot].

Objective: To analyze the influencing factors of toe-amputation in diabetic foot patients and construct a predictive model. Methods: The clinical data of 437 diabetic foot patients who were hospitalized in Air Force Medical Center from January 2017 to January 2024 were retrospectively analyzed, including 327 males and 110 females, with a median age[M(Q1,Q3)] of 63.0 (55.0, 69.0) years.The patients were divided into amputation group(n=344) and non-amputation group (n=93) according to whether toe-amputation surgery was performed within 3 months. The differences of clinical indicators between the two groups were analyzed.The patients were randomly divided into the training set and the validation set in a 7∶3 ratio using R 4.2. Multivariate logistic regression model was used to screen the influencing factors of toe-amputation in diabetic foot patients, and the nomogram of toe amputation prediction model was drawn. The predictive ability, accuracy and clinical applicability of the model were assessed using the area under the curve (AUC) of the receiver operating, calibration curve and decision curve analysis(DCA), respectively. Results: The patients in the toe amputation group had higher proportions of diabetes duration, lower extremity arterial disease (LEAD), white blood cell count, total bilirubin, fibrinogen, erythrocyte sedimentation rate, C-reactive protein level, and positive bacterial cultures in wound secretions compared to those in the non-toe amputation group. Conversely, the levels of high-density lipoprotein cholesterol, blood uric acid, the internal diameter and blood flow of dorsalis pedis artery were lower in the toe amputation group than those in the non-toe amputation group (all P<0.05). Multivariate logistic regression model analysis indicated that LEAD (OR=4.19,95%CI:1.88-9.34), blood uric acid (OR=0.99,95%CI:0.99-0.99), fibrinogen (OR=1.86,95%CI:1.19-2.91), and wound secretion culture positive for staphylococcus aureus (OR=5.77,95%CI:2.72-12.25) or non-staphylococcus aureus infection (OR=4.74,95%CI:1.43-15.77), were influencing factors of diabetic foot toe-amputations (all P<0.05). The prediction model of toe amputation in patients with diabetes foot was established using the above parameters. In the training set, the AUC, sensitivity and specificity of the prediction model for predicting toe amputation in diabetic foot patients were 0.86(95%CI:0.80-0.91)、90% and 72%, respectively. In the validation set, the AUC, sensitivity and specificity of the prediction model for predicting toe amputation in diabetic foot patients were 0.85(95%CI:0.78-0.92), 77% and 71%, respectively. The calibration curves of the training set and the validation set indicates that the model has good calibration ability. The DCA curve of the training set and the validation set suggests that the predictive model has good clinical applicability. Conclusions: LEAD, blood uric acid, fibrinogen, and positive bacterial culture of wound secretion are the influencing factors of diabetes toe amputation. The nomogram model including the above factors can evaluate the risk of diabetic foot amputation more intuitively.

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来源期刊
Zhonghua yi xue za zhi
Zhonghua yi xue za zhi Medicine-Medicine (all)
CiteScore
0.80
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0.00%
发文量
400
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