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The application value of two-dimensional ultrasound combined with contrast-enhanced ultrasound in the differential diagnosis of benign, borderline, and malignant ovarian epithelial tumors. Journal of ovarian research OBJECTIVE:The aim of this study was to explore the clinical application value of two-dimensional ultrasound (2D-US) combined with contrast-enhanced ultrasonography (CEUS) in the differential diagnosis of benign, borderline ovarian tumors (BOTs), and malignant ovarian epithelial tumors (OETs). METHODS:The clinical data of 108 patients who underwent surgery for pathologically confirmed of OETs at Peking University People's Hospital between December 2018 and November 2023 were retrospectively studied. The diagnostic value of 2D-US combined with CEUS for diagnosing OETs was analyzed using chi-square tests, receiver operating characteristic (ROC) curves, and random forest models. RESULTS:Among the 108 cases of OETs, 23 were benign, 34 were BOTs, and 51 were malignant. Chi-square tests confirmed that the perfusion pattern of the contrast agent plays an important role in the differential diagnosis of OETs. Compared with those in the benign group, the BOTs were not significantly different in terms of perfusion phase and enhancement intensity, but the regression time of the BOTs was earlier (P < 0.05). Compared with the BOTs, the malignant tumors group showed earlier perfusion and higher enhancement intensity, with no significant difference in regression time. The ROC curve results indicated that the combined diagnostic efficiency of 2D-US and CEUS in distinguishing OETs was significantly higher than that of a single diagnostic technique in terms of sensitivity, specificity, accuracy, and AUC. The random forest model results revealed that among the various parameters used in the differential diagnosis of OETs, the perfusion pattern was the most significant factor. CONCLUSION:2D-US combined with CEUS helps improve the differential diagnostic efficiency for benign, BOTs, and malignant OETs. 10.1186/s13048-024-01514-0