The paper takes heart disease dataset of UCI as experimental data,carries out disease diagnosis and calssification based on the deep learning technology of machine learning,compares with Random Forest (RF),Support Vector Machine (SVM) and Neural Network (NN) classification,and indicates that the Deep Learning (DL) technology is of great potential and important value for exploration of medical big data.

The purified 3C8 was obtained by two step column purification,including Protein G affinity purification and DEAE anion exchange purification.The purity of purified 3C8 was about 93％ when analyzed by reverse column.SDS-PAGE showed that the purity of 3C8 was increased greatly by two step purification.By flowcytometry we found that 3C8 specifically binded with B7-H4/293T cells and did not bind with Mock/293T cells,moreover 3C8 did not bind with other B7 family members transgene cells.In confocal experiment 3C8 could specifically stained B7-H4/293T cells.In Western blot only B7-H4/293T cells showed positive band while Mock/293T cells showed negative result.The result of immunohistochemistry showed that B7-H4 was highly expressed in prostate cancer and renal cell carcinoma,while para-cancer tissues did not express B7-H4.The T cell proliferation experiment showed that B7-H4-Ig could bind to activate T cells and inhibit T cell proliferation,while 3C8 could block the binding of B7-H4-Ig and reverse the T cell proliferation inhibition effect of B7-H4-Ig by CFSE and CCK8 assay.The cytokine IFN-γ and IL-2 secreted by activating T cells was decreased by B7-H4-Ig and 3C8 could reverse the effect of B7-H4-Ig.

Objective To investigate the effect of A53T α-synuclein on the expression of type 2 vesicular monoamine transporter (VMAT2) in neuronblastoma SH-SY5Y cells stably expressing A53T α-synuclein.Methods A53T α-synuclein eukaryotic plasmid was constructed by transfection of the SH-SY5Y cells using LipofectamineTM 2000, and a stable transfected monoclonal cell line was selected by G418.Western blotting and DCFH-DA staining were used to detect the effect of A53T α-synuclein overexpression on the expression of VMAT2 protein and level of reactive oxygen species (ROS).Results Western blotting showed that compared with the control group, the expression of VMAT2 protein was significantly decreased, and DCFH-DA staining showed that DCF signal was significantly increased (507.3 ±7.1) than that in the cell line stably expressing A53T α-synuclein (410.7 ±10.5) (P <0.05).Conclusions A53T α-synuclein can increase the intracellular ROS level by inhibiting the expression of VMAT2, thereby playing an important role in the pathogenesis of Parkinson′s disease.

Objective To investigate doctor's screening practice for hepatitis B virus (HBV) infection before immunosuppressive therapy for rheumatoid arthritis (RA) patients and clinical management of RA patients with positive surface antigen of HBV (HBsAg).Methods One hundred fifty doctors who treated RA patients in daily clinic were survied with a modified American College of Rheumatology (ACR) questionnaire which was composed of demographic data and 10 multiple-choice questions.Step-forward logistic regression analysis was performed to find out the influencing factors,then receiver operator characteristic curve analysis and area under the curve were performed to confirm the influencing factors.Results One hundred and thirtytwo effective questionnaires were collected.Before immunosuppressive therapy,HBV screening rate in outpatients with RA was significandy lower than that in hospitalized patients (68.7％ vs 94.6％,x2=31.5,P＜0.01).Only 23.7％(31/131) of doctors considered antiviral treatment for all RA patients with positive HBsAg.One hundred and thirteen doctors had clinical experience of antiviral treatment,but only 30.1％(34/113) and 23.9％ (27/113) of these doctors chose entecavir or adefovir as the antiviral drug respectively,59.3％ (67/113) prescribed antiviral drug before or together with immunosuppressive therapy compared with 40.7％(46/113) after HBV reactivation.Only 20.4％(23/113) of doctors would sustain antiviral treatment until the termination of steroid or disease modifying antirheumatic drugs (DMARDs).During immunosuppressive therapy for HBsAg(+) RA patients,11.4％(15/132) and 30.3％(40/132) of doctors reported no regular monitoring of aminotransferase or HBV DNA respectively.Conclusion Our survey shows that HBV screening rate in outpatients with RA is low and low awareness of antiviral treatment for all RA patients with positive HBsAg,and lack of awareness of indication,choosing of antiviral drugs,initiation,monitoring and duration of antiviral treatment during immunosuppressive therapy.Further medical education on the associated information and importance to collaborate with hepatologists should be emphasized.

Objective To study the value of magnetic resonance vessel wall imaging in assessing the atherosclerotic plaque burden of rabbit model.Methods We built up abdominal atherosclerotic animal model in 30 New Zealand rabbits by high lipid diet combined with abdominal artery denudation.The animals were divided into 3 groups randomly,which were the 1-week group,1-month group and 2-months group.The MRI and histology examination were carried out at relative time points.The correlations of area or thickness of vessel wall by MRI with histology examination were analyzed.Results Among the 30 rabbits,3 died due to anesthesia or surgery,one rabbit model failed because of the thin vessel,and another 3 died of diarrhea or inflammation during the high lipid diet feeding.Eventually,totally 23 rabbits fulfilled the examinations (7 in 1-week group,7 in 1-month group and 9 in 2-months group).The vessel wall area of histology examination grew larger along with the post-surgery duration,from 1.7663 mm2of 1-week group to 2.4371 mm2 of the 1-month group till 3.5978 mm2 of 2-months group,with statistic significant difference among 3 groups (F=5.052,P=0.017).There were strong correlations of area or thickness vessel wall resulted from MRI with histology examination(r=0.688,0.642;P=0.001,0.002).Conclusions High resolution MR vessel wall imaging technique may evaluate and follow up the plaque burden in the early stage of atherosclerosis.

For the current situation of the time background and the cultivation of innovation ability of undergraduates, the problems of fracture classification, function evaluation and postoperative rehabilitation were realized by a software research team which mainly consisted of medical undergrad-uates. We put the project into practice in forms of software production and software promotion trial separately in the field of teaching and clinical practice to encourage students to be involved in learn-ing in the process of software production of professional knowledge. The implementation of the project worked well, and developed the well-designed relevant mobile software which was convenient in clini-cal practice and acquired computer software copyright, indicating that it can effectively motivate the undergraduates' innovation interest and consciousness through participating in the various links and the software production process, and it can also contribute to the cultivation of the comprehensive practical and innovation ability of medical undergraduates.

ObjectiveTo observe the efficacy and side effects of paroxetine and amitriptyline in the treatment of post-stroke depression (PSD).Methods82 PSD patients were randomly divided into the paroxetine group (n=42) and amitriptyline group (n=40). Before the treatment and at the ends of 2nd, 4th and 8th week after the treatment, all patients in two groups were assessed with Hamilton Depression Scale (HAMD) and TESS.ResultsAfter treatment, HAMD scores of patients of two groups were decreased significantly (P<0.01), but no difference was found between two groups. The side effects of the paroxetine group were obviously fewer and milder than that of amitriptyline group (P<0.01).ConclusionParoxetine is an effective and safe drug in the treatment of PSD.

Objective To investigate the influence of high-motivated affect background on the holistic face processing and its neural mechanism.Methods Totally 26 subjects were instructed to perform composite-face process under the priming condition of three emotional pictures (food,neutral and fear).Results (1)Behavioral studies showed a significant interaction between emotion type and face combination(F(2,50) =5.37,P=0.008).Composite-face effect was observed in neutral emotional condition due to the fact that the recognition accuracy of the misaligned face ((90.21 ± 11.20)％) was significantly higher than that of the aligned face((84.83 ± 11.20) ％,t (25) =3.95,P=0.001).However,the composite-face effect disappeared under the condition of high-motivated emotion.That is,there was no significant difference in the recognition accuracy of the misaligned faces ((87.88± 10.28)％) and aligned faces ((85.12± 8.81)％,t(25)=1.93,P=0.065) under the condition of high-motivated negative emotion.Under the condition of high-motivated positive emotion,there was also no significant difference in the recognition accuracy between the misaligned faces ((87.92±11.00)％) and aligned faces((88.33±8.89)％,t(z5)=0.263,P=0.795).(2) According to the results of ERP,P3 components showed significant interaction between emotion type and face combination form(F(2,50) =3.23,P=0.048).Under the neutral emotional condition,the P3 amplitude of aligned faces ((3.46 ± 1.26) μV) was significantly higher than that of misaligned faces ((2.82 ± 1.43)μV,F (1,25)=5.28,P=0.03).In the case of high-motivated negative condition,there was no significant difference in P3amplitude between aligned faces ((3.21 ± 1.16) μV) and misaligned faces ((3.07 ± 1.22) μV,F (1,25) =0.53,P=0.476).The P3 amplitude of aligned faces((3.33±1.20) μV) and misaligned faces((3.42±1.40) μV) were also not significantly different under the condition of high-motivated positive affect (F(1,25)=0.23,P=0.638).Conclusion The study shows a high correlation between face processing and emotional processing.Additionally,the emotional motivation has a stronger influence on face processing.Regardless of the emotional valence,high-motivated intensity affect can cause local attention bias and reduce the holistic processing level of the face,which is mainly manifested in the later cognitive processing stage.

Objective:To observe the efficacy of anti-sensitive moisturizing tolerance-extreme cream combined with isotretinoin in the treatment of severe acne.Methods:Fifty patients with severe acne were selected in the Dermatology Clinic of the Third People＇s Hospital of Hangzhou from November 2018 to July 2019. They were randomly divided into the experimental group of 25 cases and the control group of 25 cases. The experimental group was treated with anti-sensitive moisturizing tolerance-extreme cream combined with isotretinoin orally. The control group was treated with isotretinoin orally alone. Before and after treatment for 56 days, lactate score, skin cuticle hydration (SCH), transepidermal water loss (TEWL) and skin physiological indexes were measured.Results:After 56 days of treatment, the TEWL and SCH of the control group were 15.75±3.31 and 10.13±3.62, the TEWL and SCH of the experimental group were 12.17±3.61 and 28.07±3.17, respectively; the difference was statistically significant ( T was 3.610 and 12.398, P was 0.002 and 0.000, respectively). The volume and depth of cyst nodule, scar depression, skin roughness, absolute value and area of erythema in the experimental group were significantly lower than those in the control group ( T was 2.280, 1.676, 2.332, 1.508, 4.813 and 3.637; P was 0.031, 0.011, 0.027, 0.040, 0.000 and 0.001, respectively). Conclusions:Anti-sensitive moisturizing tolerance-extreme cream combined with isotretinoin has a good effect on severe acne and it can reduce the barrier damage and other adverse reactions.

Objective:To analyze the psychological contract satisfaction of contracted residents and its impact on their behavioral intentions under the guidance of incomplete contract theory, for reference in improving the effectiveness of contracted family doctor services.Methods:1 100 contracted residents from nine townships/streets in Shandong province were selected as subjects according to stratified random sampling from September 2019 to June 2020, and a questionnaire survey on the level of satisfaction of contracted residents′ psychological contracts(24 items) and assessment of behavior intentions(9 items) was conducted, and the model of the effect of contracted residents′ psychological contracts on behavior intentions was established and analyzed. The correlation was validated by Pearson test and the structural equation method was used for verifying the model.Results:998 valid questionnaires were recovered. The psychological contract satisfaction score of the contracted residents was 3.45±0.56 and the behavioral intention was 2.81±0.29. Both transactional and relational psychological contracts were correlated with all dimensions of behavioral intention( P<0.01). Concerning the impacts of residents′ psychological contracts on behavioral intentions, the effect coefficients of transactional psychological contracts on loyalty intention, voice intention, exit intention and neglect intention were 0.33, 0.24, -0.25 and -0.49 respectively, with an indirect effect on neglect intention; the effect coefficients of relational psychological contracts on loyalty intention, voice intention, exit intention and neglect intention were 0.26, 0.10, -0.14 and -0.50 respectively, with an indirect effect on advice intention and neglect intention. Conclusions:Residents′ psychological contract has yet not been effectively satisfied. Satisfying and improving the residents′ psychological contract can directly enhance their loyalty intention and reduce their exit intention, indirectly influencing the voice and neglect intentions. In order to enhance the effectiveness of family doctor contracted services and improve the healthcare experience of contracted residents, it is suggested that the relevant departments should actively take the following measures, including carrying out a survey on the psychological contract of contracted residents, building a provincial-city-county-township collaborative linkage platform, and so on.