Multi-layer perceptron (MLP) neural network belongs to multi-layer feedforward neural network, and has the ability and characteristics of high intelligence. It can realize the complex nonlinear mapping by its own learning through the network. Bipolar disorder is a serious mental illness with high recurrence rate, high self-harm rate and high suicide rate. Most of the onset of the bipolar disorder starts with depressive episode, which can be easily misdiagnosed as unipolar depression and lead to a delayed treatment so as to influence the prognosis. The early identifica- tion of bipolar disorder is of great importance for patients with bipolar disorder. Due to the fact that the process of early identification of bipolar disorder is nonlinear, we in this paper discuss the MLP neural network application in early identification of bipolar disorder. This study covered 250 cases, including 143 cases with recurrent depression and 107 cases with bipolar disorder, and clinical features were statistically analyzed between the two groups. A total of 42 variables with significant differences were screened as the input variables of the neural network. Part of the samples were randomly selected as the learning sample, and the other as the test sample. By choosing different neu- ral network structures, all results of the identification of bipolar disorder were relatively good, which showed that MLP neural network could be used in the early identification of bipolar disorder.
Bipolar Disorder ; diagnosis ; Humans ; Neural Networks (Computer)

Objective To evaluate the therapeutic effect and application value of laparoscopy combined with holmium laser in the treatment of intrahepatic and extrahepatic bile duct stones.Methods Retrospectively analyzed the clinical data of 22 cases with intrahepatic and extrahepatic bile duct stones who treated with laparoscopy choledo-choscopy combined with holmium laser lithotripsy(the observation group),and 21 cases who treated with laparoscopy combined with choledochoscopic lithotomy(the control group).The clinical curative effect was compared between the two groups.Results In the observation group,the residual stones completely removed in 21 cases(95.4%),the mean operation time was (130 ±13)min,the intraoperative bleeding volume was (85 ±20)mL,the average hospitali-zation time was (8.3 ±2.0)days,without conversion to open surgery,no incision infection,1 case had residual stones after operation,through T tube sinus tract choledochoscopy took a stone again.In the control group,took net calculi in 13 cases(61.9%),the average operation time was (135 ±20)min,the intraoperative hemorrhage volume was (70 ± 15)mL,the average hospitalization time was (14.5 ±2)days,6 cases converted to laparotomy,incision infection in 2 cases,8 cases had residual stones after operation,through T tube sinus combined with choledochoscopy again take stone,which 2 secondary mirror lithotomy in 6 cases,3 cases of 2 stones.The differences of the two groups in stone from the net rate,conversion rate,average hospitalization time were statistically significant(χ2 =2.203,2.897,t =4.293,P =0.033,0.006,0.017).The differences of mean operation time,intraoperative hemorrhage had were not statistically significant(t =1.176,1.629,P =0.246,0.111).Conclusion It is safe,effective and minimally invasive for the treatment of intrahepatic and extrahepatic bile duct stones with holmium laser combined with endoscopic holmi-um laser.

Objective To compare and discuss the clinical application effect of the end-to-end anastomosis of pancreatic and intestinal anastomosis,binding type of pancreatic and intestinal anastomosis,end-to side pancreatic duct anastomosis and modified pancreatic duct jejunum anastomosis.Methods Collected pancreatoduodenectomy in 95 cases,the end-to-end pancreatico duodenal sleeve type anastomosis in 23 cases,binding type pancreatic enteric anastomosis in 18 cases,end to side pancreaticojejunostomy anastomosis in 28 cases,improvement of the pancreatic duct jejunum end to side anastomosis in 26 cases,compared with four groups of patients with pancreatic enteric anastomosis time and postoperative complications.Results Anastomosis time:A group (34.0 ± 4.6) min,B group (31.0±5.8) min,C group (32.0 ±6.3) min,D group (14.0 ±4.2) min(P=0.037,P＜0.05).And the incidence rate of postoperative pancreatic fistula,bile leakage,abdominal cavity or digestive tract bleeding had no significant difference (P ＞ 0.05).Improvement of the pancreatic tube jejunum end to side coincident with a low incidence of pancreatic fistula,but different pancreatic enteric anastomosis way pancreatic fistula rate difference was not statistically significant,improvement of the pancreatic duct and jejunum mucosa end side group pancreatic enteric anastomosis anastomosis time significantly shorter in the three groups,the difference was statistically significant (P ＜ 0.05).Conclusion Improvement of pancreatic duct jejunum end to side anastomosis with short operation time,low incidence of pancreatic fistula,and the operation is simple and practical,safe.

ObjectiveTo investigate the value of combined digital mammography and Color Doppler Mammasonography in the diagnosis of the breast carcinoma with ROC analysis.MethodsFifty female patients with breast carcinoma and fifty female patients with breast benign lesions confirmed by means of surgery and histopathological examinations were studied.All patients were examined by Digital Mammagraphy and Color Doppler Mammasonography.Images of all patients were sorted and divided into three groups,Digital radiographs of all patients was the first group,and the second group was Color Doppler photographs,and the third was included the above two photographs.Each group was evaluated respectively by three radiologists independently.The diagnostic result of breast carcinoma or benign lesions were investigated with a five point confidence-rating scale:(1)definitely positive;(2)probably positive;(3)indeterminate;(4)probably negative,and(5)definitely negative.ROC analysis was made with SPSS 11.0 software.The differences of the area under the curve for each group was made by Z test.ResultsThe average number of breast carcinoma diagnosed by three radiologists with digital mammography,Color Doppler Mammasonogaraphy and both of them was 42,38,and 48,respectively;and the average number of breast benign lesions was 40,43,and 47,respectively.The sensitivity and specificity for digital mammography was 84%(42/50),80%(40/50),and they were 76%(38/50),86%(43/50)for Color Doppler;and 96%(48/50),94%(47/50)for two modes combination.ROC analysis indicated that the average area under the curve was 0.852 for Digital Mammagraphy,0.825 for Color Doppler,and 0.952 for both combined.For digital mammography combined with Color Doppler Mammasono-garaphy on diagnosis breast carcinoma,the area under the curve(Az)was significally larger than that for digital mammography(Z1=2.183,P＜0.01),and also larger than that for Color Doppler Mammasono-garaphy(Z2=2.581,P＜0.01), respectively.Conclusions Among three medical imaging modes on diagnosing breast carcinoma,the diagnostic value of digital mammography combined with Color Doppler Mammasono-garaphy was the highest. It was helpful on detecting and diagnosing breast carcinoma early.

Objective To investigate the changes of follicular helper T cells (Tfh cells) and Tfh cells associated molecules in the peripheral blood (PB) of patients with malignant lymphoid diseases (MLD) dynamically, and explore their roles on pathogenesis of the diseases. Methods Fifty-five patients with MLD were enrolled in this study,including 9 patients with acute lymphocyte leukemia (ALL), 30 patients with non-Hodgkin lymophoma (NHL) and 16 patients with multiple myeloma (MM), and 10 healthy controls (NC) of similar age were also enrolled. The percentage of CD4+CXCR5+cells (Tfh cells) and expression of ICOS+, PD1+among the T cells were detected by flow cytometry (FCM), while the levels of interleukin 21 (IL-21) in plasma were detected by ELISA tests. Results The percentage of Tfh cells and expression of ICOS and/or PD-1 in PB of all untreated patients were significantly higher than those of NC (all P< 0.01), and MM group< ALL group 0.05), and apparently lower than those who achieved PR (P< 0.05). The percentages of Tfh cells in patients with T-ALL and T-NHL were higher than those in patients with B-ALL and B-NHL (P> 0.05), and much higher than NC (P< 0.01). The concentration of IL-21 in patients were much higher than that in NC [(326.56±32.44) pg/ml] (P<0.01), and MM group

Objective To investigate the therapeutic efficacy and side effects of arsenic trioxide (As2O3) with ATRA on newly-diagnosed patients with acute promyelocytic leukemia (APL). Methods 35 patients of newly-diagnosed APL received As2O3 with ATRA treatment. The therapeutic effects were compared with As2O3 treatment on 33 patients. The dose were adjusted according with As2O3 0.16 mg·kg-2·d-1 and ATRA 25 mg·m-2·d-1 until complete remission (CR). The CR rate, period to CR, the incidence of early death and side effects were observed in two groups. Results There was no significant difference in CR rate, in which 94.3 % for As2O3 with ATRA group and 90.9 % for As2O3 group (P >0.05). Significant difference was observed in the period to CR, in which the medium time to CR was 26.1 days for As2O3 with ATRA group and 30.5 days for As2O3 group (P <0.05). No significant differences was detected in APL associated syndrome, the occurrence of cytoxic responses and the incidence of early death. The death rate was higher in high WBC group than that in middle and low WBC group, with statistical difference (P <0.05), but there was no obvious difference between lower WBC and middle WBC group (P >0.05). Conclusion The treatment combined with As2O3 and ATRA could lessen the time of reaching CR. The WBC count > 10×l09/L was one of the main causes of therapy associated death and the APL differentiation syndrome should be detected and given attention immediately.

Objective To discuss function of the fusion cells of human bone marrow stromal cells (BMSCs) and human myeloma cell RPMI 8226 in the pathogenesis of multiple myeloma bone disease.Methods The cells,labeled by cell tracer green fluorescent probe (CMFDA) and red fluorescent probe (CMTMR),respectively,were induced into fusion by chemical polyethylene glycol (polyethyleneglycol,PEG-1000),and cell fusion model was set up.Whether fusion cells had nucleus fusion was determined by Karyotype analysis.The expressions of stemness-related genes,SIRP α gene and DC-STAMP gene in fusion cells were identified.Results Polyethylene glycol (PEG-1000) could mediate the integration of BMSCs and RPMI 8226 cells.The number of chromosomes in more than 80 ％ the hybrid cells was about 80.Fusion cells not only showed that BMSCs,stemness-related genes of c-myc,Klf-4 and OCT-4 genes expressed positively,but also the fusion-related genes SIRPα and DC-STAMP expressed positively.Conclusion BMSCs and RPMI 8226 cells can form fusion cells,and the cells have the potential for further integration,which is one of the important reasons for the promotion of muhiple myeloma bone destruction.

Background Voriconazole is the traditionally used antifungal agent,but its ophthalmic form is unsatisfactory.A novel ophthalmic drug delivery system with biomedical devices may be of promising for the prognosis of fungal keratitis.Objective This study was to investigate the sustained release,therapeutic effect and biocompatibility of effect and quaternized chitosan functionalized with carboxylated graphene and nano-silver and voriconazole (CS-ETA/Ag/GO/Vor) for fungal keratitis.Methods This study complied with the Regulations for the Administration of Affair Concerning Experimental Animals of State Science and Technology Commission.Two hundred and ten SPF female C57BL/6 mice were selected with the age 6-8 weeks for the biocompatibility experiment (30 mice) and therapeutic observation of CS-ETA/Ag/GO/Vor (180 mice).CS-ETA/Ag/GO and CS-ETA/Ag/GO/Vor were attached on the normal corneas of mice and compared with the normal mice to assess the histopathological changes.Aspergillus fumigatus-infected mouse models were established in the left eyes of 180 mice by intrastromally injection of 2.0 μl Aspergillus fumigatus suspension with the density of 5 × 107 CFU/ml,then the mice were randomized into the model control group,CS-ETA/Ag/GO group and CS-ETA/Ag/GO/Vor group,and the corresponding membrane were attached the central corneas in different groups.In 1 day,3,5,7 days after modeling,the corneas were examined under the slit lamp microscope and scored,and corneal sections were prepared for the histopathological examination.Fungal activity was confirmed by plate counts,and real-time PCR was employed to assay the relative expressions of interleukin-1β (IL-1β) mRNA and tumor necrosis factor-α (TNF-α) mRNA in the corneas.Results No morphological abnormality was seen in the corneas in the normal control group,CS-ETA/Ag/GO group and CSETA/Ag/GO/Vor group.Corneal inflammatory score was significantly lower in the CS-ETA/Ag/GO/Vor group in various time points,with a significant differences among the groups and time points (Fgroup =237.29,P=0.00;Ftime =260.33,P=0.00).The edema,necrosis or perforation of cornea were seen in the model control group,and slighter inflammatory response in the CS-ETA/Ag/GO group,and corneal edema was gradually disappear in the CS-ETA/Ag/GO/Vor group.The corneal fungal loads were highest in the model control group and lowest in the CS-ETA/Ag/GO/V or group,with significant differences among the three groups and various time points (Fgroup =113.15,P =0.00;Ftime =126.52,P=0.00).The relative expressions of IL-1β mRNA and TNF-α mRNA in the corneas peaked in the fifth day after modeling in all of the three groups,and the expression levels of IL-1β mRNA and TNF-α mRNA in the corneas were lowest in the CS-ETA/Ag/GO/Vor group,showing significant differences among the groups and time points (IL-1β:Fgroup =189.90,P =0.00;Ftime =108.56,P =0.00;TNF-α:Fgroup =82.55,P =0.00;Ftime =44.36,P =0.00).Conclusions CS-ETA/Ag/GO/Vor delivery system plays an anti-fungal activity in fungal keratitis by the synergistic effect of voriconazole and Ag+.In addition,CS-ETA/Ag/GO/Vor appears to have a good safety after topical application.

Objective The hearing and speech rehabilitation effects by hearing aid use and cochlear implanta‐tion in hearing -impaired children were compared .Methods A total of infants aged from 6 months to 3 years with severe hearing loss of prelingual nature were included .They were divided into 2 groups :group 1 (18 with hearing aids) and group 2 (14 with cochlear implantation) .There was no significant difference in the degree of hearing loss and age between the 2 groups .They received rehabilitation education of the same content for a year .Their unaided and aided thresholds were tested in sound field while the IT -MAIS was used for evaluating hearing ability of two groups before and after 3 ,6 ,9 ,and 12 months of hearing aid use and cochlear implantation .Results In both groups ,hearing were better in aided conditions than those of in unaided ,while those from the cochlear group were significantly improved at more frequencies than those of the hearing aid group .In general ,the longer use and train‐ing ,the better hearing improvement .The mean scores of auditory performance in the cochlear implantation group at 6 months were significantly higher in comparison with those at 3 months (P<0 .05) .There were significant differ‐ences in mean scores between the two groups at 6 ,9 ,12 months after fitting (P<0 .05) .The verbal ability scores ,hearing and speech rehabilitation levels in the cochlear group were higher than those of in the hearing aid group (P<0 .05) .Conclusion For severe hearing loss children ,cochlear implantation could produce more noticeable effects than hearing aids .

AIM: To investigate the role of transcription factor hairy and enhancer of split 1 (Hes1) in the malignant transformation of human bronchial epithelial cell line BEP2D induced by tobacco.METHODS: The BEP2D cells were chronically exposed to cigarette smoke condensate (CSC) at 1 cigarette per L until the 70th generation.The phenotype of malignant transformation of the cells induced by CSC was detected by soft agar clony formation assay.RT-PCR and Western blot were used to determined the expression of Hes1 at mRNA and protein levels in each generation of the cells.The proliferation and apoptosis of the BEP2D cells exposed to CSC were analyzed with the methods of MTT assay, flow cytometry and cell colony formation assay after treatment with Notch pathway bloker DAPT or liposome transfection with Hes1-siRNA.The expression of Hes1 in the peripheral small airway tissues of the smoking rats was evaluated by immunohistochemical staining.The expression of Hes1 in non-small-cell lung cancer and normal airway tissues was also detected by the methods of immunohistochemistry and RT-PCR.RESULTS: The BEP2D cells in the 70th generation had a malignant transformation phenotype.The expression of Hes1 in the BEP2D cells exposed to CSC for different time showed an increa-sing trend.DAPT and liposome transfection with Hes1-siRNA down-regulated the expression of Hes1, inhibited the cell proliferation and induced cell apoptosis.The expression of Hes1 in the airway mucosa of the rats exposed to cigarette smoke for 1 month and 6 months was significantly higher than that in control group.Cigarette smoking induced the expression of Hes1 in lung cancer and normal airway tissues.CONCLUSION: Hes1 may be involved in smoking-induced lung cancer by promoting the imbalance between apoptosis and proliferation.