Clinical Application of Computer‐Aided Diagnosis System in Breast Ultrasound: A Prospective Multicenter Study

医学 心胸外科 超声波 腹部外科 前瞻性队列研究 放射科 多中心研究 医学物理学 血管外科 普通外科 心脏外科 外科 随机对照试验
作者
Ping He,Wen Chen,Mingyu Bai,Jun Li,Qingqing Wang,Lihong Fan,Jian Zheng,Chuntao Liu,Xiaorong Zhang,Xi-Rong Yuan,Pengjie Song,Ligang Cui
出处
期刊:World Journal of Surgery [Springer Science+Business Media]
卷期号:47 (12): 3205-3213 被引量:3
标识
DOI:10.1007/s00268-023-07207-x
摘要

OBJECTIVES: Ultrasound tends to present very high sensitivity but relatively low specificity and positive predictive value (PPV), which would result in unnecessary breast biopsies. The purpose of this study is to analyze the diagnostic performance of computer-aided diagnosis (CAD) (S-Detect) system in differentiating breast lesions and reducing unnecessary biopsies in non-university hospitals in less-developed regions of China. METHODS: The study was a prospective multicenter study from 8 hospitals. The ultrasound images, and cine, CAD analysis, and BI-RADS were recorded. The accuracy, sensitivity, specificity, PPV, negative predictive value (NPV), and area under the curve (AUC) were analyzed and compared between CAD and radiologists. The Youden Index (YI) was used to determine optimal cut-off for the number of planes to downgrade. RESULTS: A total of 491 breast lesions were included in the study. Less-experienced radiologists combined CAD was superior to less-experienced radiologists alone in AUC (0.878 vs 0.712, p < 0.001), and specificity (81.3% vs 44.6%, p < 0.001). There was no statistical difference in AUC (0.891 vs 0.878, p = 0.346), and specificity (82.3% vs 81.3%, p = 0.791) between experienced radiologists and less-experienced radiologists combined CAD. With CAD assistance, the biopsy rate of less-experienced radiologists was significantly decreased (100.0% vs 25.6%, p < 0.001), and malignant rate of biopsy was significantly increased (15.0% vs 43.9%, p < 0.001). CONCLUSIONS: CAD system can be an effective auxiliary tool in differentiating breast lesions and reducing unnecessary biopsies for radiologists from non-university hospitals in less-developed regions of China.
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