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Logistic回归联合ROC曲线对重症手足口病危险因素的预测价值
作者:李成娟  赵翠红  赵利  夏德全 
单位:潍坊医学院附属益都中心医院 医师培训办公室, 山东 潍坊 262500
关键词:Logistic回归 受试者工作特征曲线 手足口病 危险因素 
分类号:R512.5
出版年·卷·期(页码):2017·36·第十期(1465-1467)
摘要:

目的:应用单因素及多因素Logistic回归模型、受试者工作特征曲线(ROC曲线)探讨重症手足口病(HFMD)的危险因素,评估其预测价值,为重症HFMD的早期识别和早期治疗提供依据。方法:随机选取102例HFMD患儿进行回顾性分析,其中普通病例46例归入普通组,重症病例54例及危重病例2例归入重症组。单因素分析两组临床表现、体征、实验室检查结果的差异,多因素Logistic回归分析引起重症HFMD的独立危险因素,并应用ROC曲线评价其预测价值。结果:两组在体温、热程、精神状态、嗜睡、易惊、肢体抖动、呕吐、呼吸频率、心率、空腹血糖等方面的差异有统计学意义(P<0.05)。将上述因素进行二分类多因素Logistic回归分析,结果显示,易惊、肢体抖动、心率增快为重症HFMD的独立危险因素。3项危险因素对重症HFMD预测有更好的准确性,优于单一危险因素的诊断价值。结论:出现易惊、肢体抖动、心率增快症状的患儿应高度警惕重症HFMD的可能,并尽早进行干预。

Objective: To investigate the risk factors for severe hand, foot and mouth disease(HFMD) by using univariate and multivariate logistic regression model combined with receiver operating characteristic(ROC) curve,and to assess its predictive value in the early identification and treatment of HFMD.Methods: One hundred and two HFMD cases were selectedfor a retrospective analysis,including 46 ordinary patients as general group,54 severe cases as severe group and 2 critically ill patients as critical group. Univariate analysis was used to analyze the difference of clinical manifestations, signs, and laboratory test results between the two groups. Multivariate logistic regression analysis was used to analyze the independent risk factors of severe HFMD. ROC curve was used to evaluate their predictive value. Results: The differences were statistically significant(P<0.05) between the two groups in body temperature, fever, mental status, lethargy, easily frightened, limb shaking, vomiting, respiratory rate, heart rate and fasting blood glucose. Binary logistic regression analysis showed that easily frightened, limb shaking, fast heart rate were the independent risk factors for severe HFMD. Combination of the three risk factors was the better prediction for severe HFMD than any single risk factor.Conclusion: Appearance of easily frightened, limb shaking and fast heart rate in HFMD patients may be the symptoms of severe HFMD and timely interventions should be taken.

参考文献:

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