No abstract

Traditional computer-aided diagnosis (CAD) processes include feature extraction, selection, and classification. Effective feature extraction in CAD is important in improving the classification’s performance. We introduce a machine-learning method and have designed an analysis procedure of benign and malignant breast tumour classification in ultrasound (US) images without a need for a priori tumour region-selection processing, thereby decreasing clinical diagnosis efforts while maintaining high classification performance. Our dataset constituted 677 US images (benign: 312, malignant: 365). Regarding two-dimensional US images, the oriented gradient descriptors’ histogram pyramid was extracted and utilised to obtain feature vectors. The correlation-based feature selection method was used to evaluate and select significant feature sets for further classification. Sequential minimal optimisation—combining local weight learning—was utilised for classification and performance enhancement. The image dataset’s classification performance showed an 81.64% sensitivity and 87.76% specificity for malignant images (area under the curve = 0.847). The positive and negative predictive values were 84.1 and 85.8%, respectively. Here, a new workflow, utilising machine learning to recognise malignant US images was proposed. Comparison of physician diagnoses and the automatic classifications made using machine learning yielded similar outcomes. This indicates the potential applicability of machine learning in clinical diagnoses.

Objective: This study aimed to evaluate the efficacy and safety of ultrasound-guided microwave ablation combined with glucocorticoid therapy for treating idiopathic granulomatous mastitis (IGM). Methods: From June 2017 to March 2020, 50 consecutive patients diagnosed with IGM using puncture histology were included. All patients received prednisone and ultrasound-guided microwave ablation and were closely monitored for 12-15 months. Results: A total of 222 lesions in 50 patients were ablated. The results indicated that 78% of cases were cured within 12 months and an additional 20% were cured within 15 months; the recurrence rate was 2%. The clinical and pathological remission rate of the entire group was 98%. The main postoperative complications were local pain, skin ulcerations and sinus formation, skin and areola heat damage, subcutaneous congestion, and fat liquefaction, all of which were conservatively treated. Conclusion: Microwave ablation combined with glucocorticoid therapy was safe and effective for the treatment of IGM, with a low recurrence rate. In addition, the cosmetic appearance of the affected breast was preserved with little trauma. Therefore, microwave ablation is a viable method that can be successfully applied in clinical practice.

We analysed typical mammographic density (MD) distributions of healthy Taiwanese women to augment existing knowledge, clarify cancer risks, and focus public health efforts. From January 2011 to December 2015, 88,193 digital mammograms were obtained from 69,330 healthy Taiwanese women (average, 1.27 mammograms each). MD measurements included dense volume (DV) and volumetric density percentage (VPD) and were quantified by fully automated volumetric density estimation and Box-Cox normalization. Prediction of the declining MD trend was estimated using curve fitting and a rational model. Normalized DV and VPD Lowess curves demonstrated similar but non-identical distributions. In high-density grade participants, the VPD increased from 12.45% in the 35–39-year group to 13.29% in the 65–69-year group but only from 5.21% to 8.47% in low-density participants. Regarding the decreased cumulative VPD percentage, the mean MD declined from 12.79% to 19.31% in the 45–50-year group versus the 50–55-year group. The large MD decrease in the fifth decade in this present study was similar to previous observations of Western women. Obtaining an MD distribution model with age improves the understanding of breast density trends and age variations and provides a reference for future studies on associations between MD and cancer risk.

To investigate the feasibility of single-port endoscopic mastectomy via the lateral chest approach in the treatment of Simon grade II gynecomastia. Data from 12 patients with grade II gynecomastia admitted from January 2017 to November 2018 were retrospectively analyzed, and related satisfaction surveys were conducted 6 months after the operation. All surgeries were successfully performed under single-port endoscopy, and no patients were converted to open surgery. There were no serious complications related to the surgery, and all the patients were satisfied with the postoperative appearance. The application of single-port endoscopy in the surgical treatment of grade II gynecomastia is safe and reliable.