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Logistic回归及ROC曲线综合评价危重型手足口病的预测指标

Comprehensive Evaluation of the Oredictive Indexes for Critical Hand-footmouth Disease by Logistic Regression and ROC Curve

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【作者】 潘静静康锴王彦霞聂轶飞尤爱国茹维平

【Author】 Pan Jingjing;Kang Kai;Wang Yanxia;Institute of Infectious Disease Prevention and Control,Center for Disease Control and Prevention of Henan Province;

【机构】 河南省疾病预防控制中心

【摘要】 目的了解不同指标对危重型手足口病的预测能力。方法收集2009年1-12月在郑州市某儿童医院住院的455例重型及危重型手足口病资料,用logistic逐步回归筛选危重型手足口病的影响因素,建立预测模型,用ROC曲线评价不同指标对危重型手足口病的预测能力及最佳界值。结果综合了发热持续时间、血白细胞计数和空腹血糖的危重型手足口病预测模型的曲线下面积(AUC)为0.819,界值为0.085,灵敏度为72.7%,特异度为93.1%,阳性似然比为10.54,阴性似然比为0.29,一致率为88.59%,kappa值为0.67,阳性预测值为75.00%,阴性预测值为92.31%,均优于单一指标。结论联合外周血白细胞计数、空腹血糖和发热持续时间的回归模型有助于提高对危重型手足口病的预测能力。

【Abstract】 Objective To explore the predictive power of different indexes for critical hand-foot-mouth disease( HFMD). Methods Medical records of 455 severe and critical HFMD cases hospitalized in some children hospital in Zhengzhou city from January to December in 2009 were collected,and the influencing factors of critical HFMD were screened and the predictive model was set up with logistic regression. Then predictive power of different indexes for critical hand-foot-mouth disease( HFMD) was evaluated and the cut-off points were determined with receiver operating characteristic curve( ROC curve).Results The area under ROC curve( AUC) of the predictive model for critical HFMD combined with fever duration,white blood cell count and fasting blood glucose,cut-off point,sensitivity,specificity,Youden’s index,positive likelihood ratio,negative likelihood ratio,Kappa,concordance rate,positive predictive value and negative predictive value was 0. 819,0. 085,72. 7%,93. 1%,65. 8%,10. 54,0. 29,0. 67,88. 6%,75. 0% and 92. 3%,respectively. All the data above surpassed that of either parameter alone. Conclusion The model of logistic regression combined with white blood cell count,fasting blood glucose and fever duration is helpful to improve the predictive power for critical HFMD.

【基金】 2011年度河南省医学科技攻关计划项目(编号2011020177)
  • 【文献出处】 中国卫生统计 ,Chinese Journal of Health Statistics , 编辑部邮箱 ,2014年05期
  • 【分类号】R725.1
  • 【被引频次】8
  • 【下载频次】493
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