Willems J L, Abreu-Lima C, Arnaud P, van Bemmel J H, Brohet C, Degani R, Denis B, Gehring J, Graham I, van Herpen G
Division of Medical Informatics, University of Leuven, Belgium.
N Engl J Med. 1991 Dec 19;325(25):1767-73. doi: 10.1056/NEJM199112193252503.
Computer programs for the interpretation of electrocardiograms (ECGs) are now widely used. However, a systematic assessment of various computer programs for the interpretation of ECGs has not been performed.
We undertook a large international study to compare the performance of nine electrocardiographic computer programs with that of eight cardiologists in interpreting ECGs in 1220 clinically validated cases of various cardiac disorders. ECGs from the following groups were included in the sample: control patients (n = 382); patients with left ventricular hypertrophy (n = 183), right ventricular hypertrophy (n = 55), or biventricular hypertrophy (n = 53); patients with anterior myocardial infarction (n = 170), inferior myocardial infarction (n = 273), or combined myocardial infarction (n = 73); and patients with combined infarction and hypertrophy (n = 31). The interpretations of the computer programs and the cardiologists were compared with the clinical diagnoses made independently of the ECGs, and the computer interpretations were compared with those of the cardiologists.
The percentage of ECGs correctly classified by the computer programs (median, 91.3 percent) was lower than that of the cardiologists (median, 96.0 percent; P less than 0.01). The median sensitivity of the computer programs was also significantly lower than that of the cardiologists in diagnosing left ventricular hypertrophy (56.6 percent vs. 63.9 percent, P less than 0.02), right ventricular hypertrophy (31.8 percent vs. 46.6 percent, P less than 0.01), anterior myocardial infarction (77.1 percent vs. 84.9 percent, P less than 0.001), and inferior myocardial infarction (58.8 percent vs. 71.7 percent, P less than 0.0001). The median total accuracy level (the percentage of correct classifications) was 6.6 percent lower for the computer programs (69.7 percent) than for the cardiologists (76.3 percent; P less than 0.001). However, the performance of the best programs nearly matched that of the most accurate cardiologists.
Our study shows that some but not all computer programs for the interpretation of ECGs perform almost as well as cardiologists in identifying seven major cardiac disorders.
用于解读心电图(ECG)的计算机程序目前已被广泛使用。然而,尚未对各种心电图解读计算机程序进行系统评估。
我们开展了一项大型国际研究,在1220例经临床验证的各种心脏疾病病例中,比较9种心电图计算机程序与8位心脏病专家解读心电图的表现。样本纳入了以下几组的心电图:对照组患者(n = 382);左心室肥厚患者(n = 183)、右心室肥厚患者(n = 55)或双心室肥厚患者(n = 53);前壁心肌梗死患者(n = 170)、下壁心肌梗死患者(n = 273)或合并心肌梗死患者(n = 73);以及合并梗死和肥厚的患者(n = 31)。将计算机程序和心脏病专家的解读与独立于心电图做出的临床诊断进行比较,并将计算机解读与心脏病专家的解读进行比较。
计算机程序正确分类的心电图百分比(中位数为91.3%)低于心脏病专家(中位数为96.0%;P < 0.01)。在诊断左心室肥厚(56.6%对63.9%,P < 0.02)、右心室肥厚(31.8%对46.6%,P < 0.01)、前壁心肌梗死(77.1%对84.9%,P < 0.001)和下壁心肌梗死(58.8%对71.7%,P < 0.0001)方面,计算机程序的中位数敏感性也显著低于心脏病专家。计算机程序的中位数总体准确率水平(正确分类的百分比)比心脏病专家低6.6%(69.7%对76.3%;P < 0.001)。然而,最佳程序的表现几乎与最准确的心脏病专家相当。
我们的研究表明,一些但并非所有用于解读心电图的计算机程序在识别七种主要心脏疾病方面的表现几乎与心脏病专家一样好。