Division of Maternal-Fetal Medicine, Ultrasound, and Genetics, Department of Obstetrics and Gynecology, Washington University, St Louis, MO 63110, USA.
J Ultrasound Med. 2011 Apr;30(4):463-9. doi: 10.7863/jum.2011.30.4.463.
The purpose of this study was to compare the screening efficiency for Down syndrome using likelihood ratios versus logistic regression coefficients.
We conducted a retrospective study of women at increased risk for Down syndrome referred for a second-trimester genetic sonogram. Likelihood ratios were calculated by multiplying the risk ratio from maternal serum screening by the likelihood ratios of sonographic markers. Logistic regression coefficients were calculated using a formula derived from β coefficients generated from a multivariable logistic regression model. The screening efficiency of both methods was tested in an independent population of patients. The McNemar test was used to compare the predictive ability of the two methods.
In the validation population, the use of likelihood ratios had an area under the receiver operator characteristic curve of 0.90 for Down syndrome detection, whereas the use of logistic regression coefficients had an area under the curve of 0.86. Adopting a risk cutoff point of 1/270, the sensitivity of likelihood ratios was 77.4% (95% confidence interval [CI], 58.9%-90.4%) with a false-positive rate of 17.9% (95% CI, 15.0%-21.1%), whereas the sensitivity of logistic regression coefficients was 93.5% (95% CI, 78.6%-99.2%) with a false-positive rate of 34.6% (95% CI, 30.9%-38.4%). There was significant difference in screening efficiency for Down syndrome detection between the two methods (exact McNemar χ(2), P < .001 ).
With a slight reduction in the Down syndrome detection rate, the use of the likelihood ratio approach was associated with a significantly lower false-positive rate compared with the logistic regression approach.
本研究旨在比较采用似然比与逻辑回归系数筛查唐氏综合征的效率。
我们对因唐氏综合征风险较高而接受中孕期超声检查的孕妇进行了一项回顾性研究。似然比通过将母体血清筛查的风险比乘以超声标志物的似然比来计算。逻辑回归系数通过使用从多元逻辑回归模型生成的β系数推导的公式计算。在独立的患者人群中测试了这两种方法的筛查效率。采用 McNemar 检验比较了两种方法的预测能力。
在验证人群中,似然比方法检测唐氏综合征的受试者工作特征曲线下面积为 0.90,而逻辑回归系数方法的曲线下面积为 0.86。采用风险截断值为 1/270,似然比的敏感性为 77.4%(95%置信区间 [CI],58.9%-90.4%),假阳性率为 17.9%(95% CI,15.0%-21.1%),而逻辑回归系数的敏感性为 93.5%(95% CI,78.6%-99.2%),假阳性率为 34.6%(95% CI,30.9%-38.4%)。两种方法检测唐氏综合征的筛查效率差异有统计学意义(确切 McNemar χ²,P<.001)。
与逻辑回归方法相比,似然比方法的唐氏综合征检出率略有降低,但假阳性率显著降低。