Vodolazkaia et al. employed inter alia a least squares support vector machines based multivariate analysis of selected plasma biomarkers (VEGF, annexin V, CA-125, glycodelin) in order to detect endometriosis even in patients without prior sonographical evidence (training data set: accuracy 81%; test data set: accuracy 74%)1. This evidence concerns the gene PAEP and endometriosis.