OBJECTIVE: To develop a deep features-based model to classify benign and malignant breast lesions on full- filed digital mammography. METHODS: The data of full-filed digital mammography in both craniocaudal view and mediolateral oblique view from 106 patients with breast neoplasms were analyzed. Twenty-three handcrafted features (HCF) were extracted from the images of the breast tumors and a suitable feature set of HCF was selected using -test. The deep features (DF) were extracted from the 3 pre-trained deep learning models, namely AlexNet, VGG16 and GoogLeNet. With abundant breast tumor information from the craniocaudal view and mediolateral oblique view, we combined the two extracted features (DF and HCF) as the two-view features. A multi-classifier model was finally constructed based on the combined HCF and DF sets. The classification ability of different deep learning networks was evaluated. RESULTS: Quantitative evaluation results showed that the proposed HCF+DF model outperformed HCF model, and AlexNet produced the best performances among the 3 deep learning models. CONCLUSIONS The proposed model that combines DF and HCF sets of breast tumors can effectively distinguish benign and malignant breast lesions on full-filed digital mammography.
Breast Neoplasms ; classification ; diagnostic imaging ; Deep Learning ; Diagnosis, Computer-Assisted ; methods ; Female ; Humans ; Mammography ; methods

OBJECTIVE:To compare the clinical efficacy and safety of amiodarone and propafenone in the treatment of chron-ic atrial fibrillation cardioversion. METHODS:60 patients with chronic atrial fibrillation cardioversion were randomly divided into propafenone group and amiodarone group. All patients were given conventional treatment,including treating primary disease,con-trolling symptoms,orally giving aspirin,intravenous infusion of GIK,monitoring heart rate,QT interval,P-R interval,QRS time,serum potassium and serum magnesium,etc. On this basis,propafenone group was orally given propafenone 450 mg for con-tinuous 3 months,3 times a day,and then the dose was decreased to 300 mg to maintain the sinus rhythm;amiodarone group was orally given amiodarone 200 mg for continuous 7 d a month,twice a day,and then the dose was decreased to 200 mg or 100 mg to maintain the sinus rhythm. The clinic data in 2 groups was observed,including clinical efficacy,simple drug cardioversion,elec-trical cardioversion,electrical cardioversion power,hospitalization time and incidence of adverse reactions,and the recurrence rate in 48 months was followed up. RESULTS:There were no significant differences in the clinical efficacy,simple drug cardiover-sion,electrical cardioversion,electrical cardioversion power,hospitalization time,incidence of adverse reactions and recurrence rate between 2 groups(P>0.05). CONCLUSIONS:Based on the conventinal treatment,amiodarone and propafenone have similar clinical efficacy and safety in the treatment of chronic atrial fibrillation cardioversion,and both of them can be used as the conven-tional drugs for treating chronic atrial fibrillation cardioversion.

Objective To study the brain functional activation under speech stimulation in presbycusis pa‐tients using blood oxygenation level dependent functional magnetic resonance imaging (BOLD - fMRI) .Methods Eighteen normal hearing young volunteers ,10 normal hearing elderly people and 10 presbycusis patients received fM ‐RI under auditory task .Experimental tasks included monosyllabic verbal stimulating at tone of 1 kHz and sound in‐tensity to 90 dB ± 3 dB(after ambient noise detector Smart Sensor AR844 measurement and calibration) randomly transmitted to left and right ear .Following block design ,each stimulus was repeated twice .The lateralization of brain activation analysis observed changes in hemispheric dominance cases (or ear advantage change) .We observed brain activation analysis and changes of hemispheric lateralization advantage (or ear advantages) .SPM5 software was used to deal with the original pictures in the off - line work station to get fictional maps ,volume and intensity of the acti‐vated brain regions of interest ,and calculate the laterality index (LI) .Results To young people ,regardless of left or right ear stimulation ,the contralateral (region of intrest ,ROI) activation volume and intensity significantly increased compared to ipsilateral ,appearing contralateral hemispheric dominance ,and laterality index were - 0 .58 (left ear stimulation) and 0 .37 (right ear stimulation) .Compared to young people ,elderly people with normal hearing and presbycusis contralateral hemisphere conduction advantage was significantly reduced under monaural stimulation ,and the laterality indexes were - 0 .24 ,0 .28 (the aged group) ,- 0 .18 ,0 .25 (presbycusis group) .Young people received the left and the right ear auditory task respectively ,and the ratio of the total volume of bilateral ROI activation was 1 :2 .06 ,appearing to the right ear advantage (left brain dominance) .While the aged and presbycusis group manifes‐ted as right ear advantage decreased (left ear advantage enhanced) ,whose the total volume ratio was 1 :1 .51 for the old normal subjects and 1 :1 .61 for the hearing impaired seniors .Conclusion Auditory verbal tasks activated brain regions in the superior temporal gyrus and middle temporal gyrus were most obvious .Aging may cause these brain regions to be activated weaker ,appearing to the trend of contralateral hemisphere .The aging and deafness lead to the cortical reorganization .This may be one of the reasons for the declined speech recognition .

Objective To explore the effectiveness of Liberman mental rehabilitation training on social function of the patients with chronic schizophrenia. Methods Sixty-two in-patients with stable chronic schizophrenia were trained for 12 weeks with Liberman mental rehabilitation technique. The social disability screening schedule (SDSS) was used to assess the social function before and after training. Result After training, the scores by SDSS were lower those than before training with statistical significance (P < 0.001). Conclusion Liberman mental rehabilitation training can improve the social function of patients with chronic schizophrenia.

Objective To discuss the possible reasons of contrast agent reflux during transvaginal real-time three-dimensional hysterosalpingo-contrast sonography (TVS RT-3D-HyCoSy),and in order to provide scientific evidences for reducing the contrast agent reflux.Methods The sonographic features of contrast reflux were observed in the images of 167 infertile patients who underwent TVS RT-3D-HyCoSy, and the association of the incidence rate of the reflux with tubal patency,the types of infertility,endometrial thickness,menstrual clean days,abnormal uterine cavity,the history of intrauterine operations,pelvic operations and ectopic pregnancies were analyzed.Results The incidence rate of the reflux during TVS RT-3D-HyCoSy was 41 .3%.The incidence rates of reflux in unilateral patency and bilateral obstruction were 4.929 and 9.21 5 times of that of bilateral patency respectively.The incidence rate of reflux in the secondary infertility cases was significantly higher than that of primary ones(P <0.05).Logistic regression analysis demonstrated that the reflux is associated with the tubal patency,the endometrial thickness and the history of intrauterine operations,and none of the other factors.Conclusions TVS RT-3D-HyCoSy could differentiate the images of reflux better;the proper timing of the contrast examination and avoiding the damage of endometrium would reduce the incidence of the reflux.

ObjectiveTo investigate the features of normal and psoriasis skin on ultrasound biomicroscopy (UBM) and explore the method of thickness measurement.MethodsUsing 50 MHz ultrasound probe of biological microscope, ultrasonographic observation and ultrasonic thickness measurement were conducted in 90 normal adults and 40 psoriasis patients. Innormal patients, ultrasound evaluations were performed at 10 different parts of the body skin.ResultsOn sonogram, the normal skin showed a “sandwich” structure with two parallel hyperechoic bands and the middle isoechoic dots and short liens. The sonograms of the psoriasis skin showed obviously thickened epidermis and dermis, disordered internal structure and clear boundary from adjacent normal skin. The range of the epidermis’ thickness measurement was between the medial forearm (0.12±0.03) mm and the palm (0.29±0.15) mm. The range of dermal thickness measurement was between the back hand (1.18±0.32) mm and parasternal (1.55±0.21) mm. Psoriasis skin was thicker than the uninvolved skin (P<0.001). And the dermis’ thickness of uninvolved skin in psoriasis patients was thicker than that of the normal adults (P<0.001).ConclusionNormal adult’s epidermis, dermis and skin appendages can be shown clearly using 50 MHz ultrasound biomicroscopy. And ultrasound biomicroscopy canaccurately measure the thickness of dermis and epidermis, which provides the basis for the diagnosis and treatment of psoriasis.