logistic回归联合ROC曲线评价IT-MAIS得分在预测0~36月龄婴幼儿听力损失程度中的诊断价值

顾海玲, 孔维丽, 尹晓玲, 等. logistic回归联合ROC曲线评价IT-MAIS得分在预测0~36月龄婴幼儿听力损失程度中的诊断价值[J]. 临床耳鼻咽喉头颈外科杂志, 2022, 36(2): 109-114. doi: 10.13201/j.issn.2096-7993.2022.02.007
引用本文: 顾海玲, 孔维丽, 尹晓玲, 等. logistic回归联合ROC曲线评价IT-MAIS得分在预测0~36月龄婴幼儿听力损失程度中的诊断价值[J]. 临床耳鼻咽喉头颈外科杂志, 2022, 36(2): 109-114. doi: 10.13201/j.issn.2096-7993.2022.02.007
GU Hailing, KONG Weili, YIN Xiaoling, et al. Diagnostic value of IT-MAIS scores by logistic regression and ROC curve in predicting the degree of hearing loss in infants and toddlers aged 0-36 months[J]. J Clin Otorhinolaryngol Head Neck Surg, 2022, 36(2): 109-114. doi: 10.13201/j.issn.2096-7993.2022.02.007
Citation: GU Hailing, KONG Weili, YIN Xiaoling, et al. Diagnostic value of IT-MAIS scores by logistic regression and ROC curve in predicting the degree of hearing loss in infants and toddlers aged 0-36 months[J]. J Clin Otorhinolaryngol Head Neck Surg, 2022, 36(2): 109-114. doi: 10.13201/j.issn.2096-7993.2022.02.007

logistic回归联合ROC曲线评价IT-MAIS得分在预测0~36月龄婴幼儿听力损失程度中的诊断价值

  • 基金项目:
    四川省科技计划项目(No:2020YFS0112)
详细信息

Diagnostic value of IT-MAIS scores by logistic regression and ROC curve in predicting the degree of hearing loss in infants and toddlers aged 0-36 months

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  • 目的 比较正常听力和不同程度听力损失婴幼儿的早期语前听能发展轨迹,并探讨婴幼儿有意义听觉整合量表(IT-MAIS)得分在0~36月龄婴幼儿听力损失程度中的诊断价值。方法 收集2009年3月-2021年3月231名听力正常和611名不同程度听力损失患儿的临床资料。对不同程度听力损失患儿IT-MAIS得分随年龄的变化进行非线性回归拟合。分别构建IT-MAIS总得分、察觉得分和辨识得分与评估年龄联合的三种logistic回归模型,绘制ROC曲线,评价诊断效能。结果 轻、中、重、极重度患儿IT-MAIS得分随年龄的变化规律和正常听力婴幼儿的发育规律相似,均随年龄的增长而增长,且听力损失程度越严重,增长速率越缓慢,能达到的峰值越低。联合IT-MAIS总得分和评估年龄构建的logistic模型区分轻度及以上、中度及以上、重度及以上和极重度的AUC最佳,分别为0.827,0.889,0.948,0.946。对于极重度听力损失患儿的诊断效能最优,敏感度为89.6%,特异度为88.4%。听力损失程度越重,IT-MAIS的区分准确性越高,诊断效能越佳。结论 基于IT-MAIS量表构建的logistic模型联合ROC曲线法在鉴别0~36月龄婴幼儿听力损失程度诊断中有良好的诊断效能。当婴幼儿无法配合小儿行为测听、小儿测听结果不可靠、没有电生理条件时,IT-MAIS量表有望用于辅助预估婴幼儿听力损失程度,更加全面地了解患儿的听功能状态,为后续制定康复干预策略提供依据,具有一定的临床应用价值。
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  • 图 1  正常听力和不同听力损失程度婴幼儿IT-MAIS得分随年龄的变化规律

    图 2  三种logistic模型在区分不同听力损失程度时的ROC曲线

    表 1  不同听力损失程度患儿的基线特征

    变量 听力损失程度 P
    正常 轻度 中度 重度 极重度
    样本量 231 194 135 89 192
    性别/例(%) 0.207
      女 103(44.59) 66(34.02) 59(43.70) 39(43.82) 77(40.10)
      男 128(55.41) 128(65.98) 76(56.30) 50(56.18) 115(59.90)
    评估年龄/月 11.26±10.63 7.19±6.08 8.77±6.81) 11.08±10.70 13.64±10.13 < 0.001
    双侧听力基本对称/例(%) < 0.001
      否 119(51.52) 37(19.07) 41(30.37) 38(42.70) 3(1.56)
      是 112(48.48) 157(80.93) 94(69.63) 51(57.30) 189(98.44)
    IT-MAIS总分 50.71±30.77 35.44±22.81 29.32±19.27 17.22±13.36 7.94±10.95 < 0.001
    察觉得分 65.81±26.25 52.30±23.74 43.52±21.19 25.45±13.32 11.33±13.46 < 0.001
    辨识得分 40.35±36.18 23.15±25.50 20.15±22.48 10.42±17.69 3.49±10.77 < 0.001
    下载: 导出CSV

    表 2  三种logistic模型区分婴幼儿不同程度听力损失的曲线下面积AUC

    听力损失程度 年龄+总得分 年龄+察觉得分 年龄+辨别得分
    AUC SE 95%CI AUC SE 95%CI AUC SE 95%CI
    轻度及以上 0.827 0.015 0.798,0.855 0.816 0.015 0.786,0.846 0.804 0.015 0.774,0.835
    中度及以上 0.889 0.012 0.867,0.912 0.877 0.012 0.854,0.901 0.845 0.013 0.819,0.872
    重度及以上 0.948 0.008 0.933,0.963 0.943 0.008 0.927,0.958 0.900 0.011 0.880,0.921
    极重度 0.946 0.009 0.928,0.965 0.946 0.009 0.928,0.964 0.900 0.012 0.876,0.925
    下载: 导出CSV

    表 3  IT-MAIS得分区分婴幼儿不同程度听力损失的诊断效能

    听力损失程度 准确性 灵敏度 特异度 截断值 约登指数 回归方程
    轻度及以上 0.779 0.667 0.861 >0.790 0.529 Y=2.13+0.11×月龄-0.06×总分
    中度及以上 0.829 0.834 0.824 >0.499 0.658 Y=0.83+0.24×月龄-0.10×总分
    重度及以上 0.886 0.904 0.864 >0.354 0.768 Y=0.39+0.29×月龄-0.18×总分
    极重度 0.910 0.896 0.884 >0.299 0.780 Y=-0.12+0.20×月龄-0.19×总分
    下载: 导出CSV
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收稿日期:  2021-10-29
刊出日期:  2022-02-03

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