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Performance evaluation of breast cancer diagnosis with mammography, ultrasonography and magnetic resonance imaging

机译:乳腺癌,超声波和磁共振成像的乳腺癌诊断性能评估

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OBJECTIVE:Various imaging modalities have been used to diagnose suspicious breast lesions. Purpose of this study is to compare the diagnostic accuracy for breast cancer using mammography, ultrasonography and magnetic resonance imaging (MRI). METHODS:Total 107 patients aged from 19 to 62 years are included in this retrospective study. Mammography, ultrasonography and MRI scans were performed for each patient detected with suspected breast tumor within a month. In addition, the tumor diversity (10 types of benign and 5 types of malignant) was confirmed by pathological findings of tumor biopsy. To compare the diagnosis performance of the three imaging modalities, the overall fraction correct (accuracy), positive predict value (PPV), negative predict value (NPV), sensitivity and specificity were calculated. Meanwhile, the receiver operating characteristic (ROC) analysis was also performed. RESULTS:The diagnostic accuracy ranged from 78.5% to 86.9% among three imaging modalities. All modalities yielded a PPV lower than 77.8% and a NPV higher than 90.0% in identifying the presence of malignant tumors. MRI presented a diagnostic accuracy of 86.9%, as well as a sensitivity of 95.5% and an area under curve (AUC) of 0.948, which are higher than mammography and ultrasonography. CONCLUSION:By using a diverse dataset and comparing the diagnostic accuracy of three imaging modalities commonly used in breast cancer detection and diagnosis, this study also demonstrated that mammography, ultrasonography and MRI had different diagnostic performance in breast tumor identification. Among them, MRI yielded the highest performance even though the unexpected specificity may lead to over-diagnosis, and ultrosonography is slightly better than mammography.
机译:目的:用于诊断可疑乳腺病变的各种成像模式。本研究的目的是使用乳房X线照相,超声检查和磁共振成像(MRI)进行乳腺癌的诊断准确性。方法:在此回顾性研究中,19岁至62岁的107名患者总计107名患者。对每月疑似乳腺肿瘤检测到的患者进行乳房X线照相术,超声检查和MRI扫描。此外,通过肿瘤活组织检查的病理结果证实了肿瘤多样性(10种良性和5种恶性肿瘤)。为了比较三个成像方式的诊断性能,计算了整体分数(精度),阳性预测值(PPV),负预测值(NPV),敏感性和特异性。同时,还进行了接收器操作特征(ROC)分析。结果:三个成像方式的诊断精度范围为78.5%至86.9%。所有方式都会产生低于77.8%的PPV,鉴定恶性肿瘤的存在,NPV高于90.0%。 MRI呈现了86.9%的诊断准确度,以及95.5%的敏感性,曲线(AUC)的敏感性为0.948,其高于乳房X线摄影和超声检查。结论:通过使用多元数据集并比较患乳腺癌检测和诊断中常用的三种成像方式的诊断准确性,本研究还证明了乳房X线摄影,超声检查和MRI在乳腺肿瘤鉴定中具有不同的诊断性能。其中,即使意外的特异性可能导致过度诊断,MRI也产生了最高的性能,并且超声波略微比乳房X线摄影略好。

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