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 investigate the inhibitory effects of cationic polymeric liposomes (CPLs) vector-based RNA interference (RNAi) technology on the expression of rat MHCⅡ transactivator ( CⅡTA) and MHCⅡgenes .Methods According to the genetic information of CⅡTA downloaded from GenBank, three short hairpin RNA (shRNA) sequences targeting CⅡTA sequences were designed .CPLs vectors were constructed and coupled to shRNA plasmid vectors to form pCⅡTA-CPLs vectors .Six groups including control group , CPLs control group , pHK-CⅡTA control group and three pCⅡTA-CPLs groups were set up.Rat dendritic cells (DCs) were transfected in vitro.Real time PCR and flow cytometry analysis were used to detect the expression of CⅡTA and MHCⅡat mRNA and protein levels in DCs after transfec-tion.Results The pCⅡTA-CPLs vectors were successfully constructed .Compared with control groups ,the transcription level of CⅡTA and MHCⅡand the expression of MHCⅡat protein level were significantly in-hibited in all pCⅡ TA-CPLs groups ( P<0 .01 ) .The strongest inhibitory effects of pCⅡTA-CPLs on the ex-pression of CⅡTA and MHCⅡgenes were observed in the second pCⅡTA-CPLs group.There was a positive correlation between the expression of CⅡTA and MHCⅡ.Conclusion CPLs vectors were effective gene carriers.The constructed pCⅡTA-CPLs vectors significantly inhibited the in vitro expression of rat CⅡTA and MHCⅡ, which provided evidences for further investigation on pCPLs-CⅡTA vectors in vivo.

By using the glyoxylic acid to induce fluorescence histochemieal method, the catecholamines (CAs) in the adrenal medulla of rats were demonstrated。The CAs fluorescent intensity was measured with Leitz MPV-2 microflurophotometer. The results showed that the CAs fluorescent intensity in the adrenal medulla of rat with traumatic shock was much decreased than that of the normal control group. The CAs fluorescent intensity was in the adrenal medulla obviously increased after using electroacupuncture (EA) at "Renzhang" and "Chenjiang" points. Our results also indicated that the EA might play a certain role in regulating the level of plasma CAs during the traumatic shock process. Therefore, The depletion of CAs was reduced from the rat's adrenal medulla, this could be one of the benificial factors in using the EA antitraumatic shock.

Objective To evaluate the safety and the feasibility of hypophysin injection for hemostasis during laparoscopic stripping of ovarian endometrioma.Methods Retrospective analysis of 86 cases with ovarian endometrionm.Forty-two patients with prophylactic dilute hypophysin injection into cornua uterus and mesosalpinx(study group),and 44 patients without vasopressin(control group).The operative time,intraoperative blood loss,the highest postoperative temperature,postoperative stay and the rate of recurrence were compared.Results The operative time in the study group and the control group were(51.24±22.58)min and(67.02±25.14)min,the intraoperative blood loss were(42.16±26.10)ml and (68.23±28.21)ml,respectively.There was significantly different between two groups(P＜0.01).The rates of recurrence in the study group and the control group were 4.76% and 11.36%,respectively.But it was no significantly different between two groups(P＞0.05).Both the highest postoperative temperature and postoperative stay was no difference between two groups(P＞0.05).Conclusions Hypophysin can reduce the operative time and intraoperative blood loss during laparoscopic stripping of ovarian endometrioma,and it is possible to reduce the rate of recurrence.It is a safe,feasible,cheapand convenient method,and worth using in clinic.

Objective To observe the effect of acupuncture combined with moxibustion on heart rate variability (HRV) in patients with post-stroke depression. Methods 120 patients were divided into control group (n=60) and treatment group (n=60). Both groups took fluoxetine and accepted acupuncture therapy, and the treatment group accepted moxibustion additionally. Hamilton Depression Rating Scale-17 (HAMD-17) and the change of HRV were compared before and after treatment. Results The score of HAMD was lower, and the reductive ratio was higher in the treatment group than in the control group (P<0.05). The standard deviation of the mean of qualified normal sinus interval (SDNN) and standard deviation of sequential five-minute R-R interval means (SDANN) increased in both groups after treatment (P< 0.05), and were higher in the treatment group than in the control group (P<0.05). The root mean square differences of successive R-R intervals (RMSSD) and percentage of differences between adjacent normal sinus intervals greater than 50 ms (PNN50) decreased in both groups after treatment (P<0.05), and were lower in the treatment group than in the control group (P<0.05). The low frequency (LF), high frequency (HF) and LF/HF were higher in both groups after treatment (P<0.05), and were higher in the treatment group than in the control group (P< 0.05). Conclusion Acupuncture combined with moxibustion therapy can better adjust the function of autonomic nerve and reduce depression in patients with post-stroke depression.

Objective To observe the effect of needle warming moxibustion on cognitive dysfunction after stroke. Methods 76 stroke patients with cognitive dysfunction were randomly divided into treatment group (n=38) and control group (n=38). The treatment group received needle warming moxibustion and routine rehabilitation for 4 weeks, while the control group only received routine rehabilitation. They were assessed with Montreal Cognitive Assessment (MoCA) and activities of daily living (ADL) scale before and after treatment. Results The score of MoCA and ADL improved in both groups (P<0.05), and improved more in the treatment group than in the control group (P<0.05) after treatment. Conclusion Needle warming moxibustion could improve cognitive function in patients after stroke and activities of daily living.

Objective To investigate the validity and reliability of the Chinese version HCL-32(CV-HCL-32) in the patients with bipolar disorder(BP) and the best cut-off between the patients with BP and patients with major depression disorder (unipolar depression disorder, UP). Methods The English version HCL-32 was translated into Chinese version after the agreement of the author of the HCL-32. 300 consecutive patients with BP and 156 consecutive patients with UP in outpatients and inpatients departments diagnostically interviewed with DSM-Ⅳ were rated by CV-HCL-32. The test-retest reliability with interval of eight to fourteen days was investigated in 155 patients (51.7%) with BP in the bipolar patients. Results A two-factor solution was preferred by the factors analysis. The Eigenvalues of the two factors were 6.32, 3.00 respectively. The two factors together accounted for 29.1% of the total variance. The internal consistency( Cronbach's alpha) of the CV-HCL-32 was 0.86.The test-retest reliability of the CV-HCL-32 was 0.62(P＜ 0.01 ). The frequency of positive responses to various items ranged from 11.6% to 89.7%. The mean score of CV-HCL-32 was statistically higher in patients with BP( 16.6 ± 6.2) than that of UP ( 10.9 ± 6.4). A CV-HCL-32 screening score of 14 was chosen as the optimal cutoff between the patients with BP and UP, as it provided good sensitivity (0.74) and specificity (0.66). The positive and negative predictive power for this cut-off was 0.81 and 0.57. Conclusions The study demonstrated the suitable validity and reliability of CV-HCL-32, suggested that the CV-HCL-32 is useful questionnaire for screening bipolar disorder in China.

Anesthesiology rotation is an important part in resident standardization training of surgery. However, there are many problems in the teaching process. For example, the key points of teaching is not clear, the process of teaching is not coherent, and teachers and students lack interaction. The Rotation Record is introduced in order to solve those problems. The Rotation Record effectively reflects the fundamental process and major learning point of anesthesiology department which contains three items: the usage and recording of instrument; the communication and the basic knowledge and operating skills of anesthesia. The Rotation Record can initiate learning activity, emphasize important contents, supervise and urge teaching and improve the learning effect. By introducing Rotation Record, the assessment results in the surgical residency in anesthesiology has greatly improved compared to the previous ones, and has effectively improved the teaching quality of anesthesia.

OBJECTIVE: To investigate the protective effect of epigallocatechin-3 -gallate (EGCG) on apoptosis of cerebellar granule neurons (CGNs) induced by acrylamide (ACR). METHODS: CGNs were cultured with the addition of 5 mmol/L ACR for 24 hours to set up a cell injury model. Prior to ACR treatment, CGNs were treated with different concentrations of EGCG (0, 5, 10, 25, 50, 100 μmol/L) for 48 hours. Neuronal viability was measured with metylthiazdyltetrazolium (MTT). The activity of SOD and the content of MDA were assayed. Hoechst33342 staining was employed to observe morphological changes of the cell nucleus. Reverse transcription-polymerase chain reaction (RT-PCR) was used to measure expression of bcl- 2 mRNA and bax mRNA. RESULTS: At the concentrations of 10, 25 or 50 μmol/L, EGCG played a protective role against ACRinduced CGN injury. Compared with ACR injured group (no EGCG), EGCG improved the cell viability, enhanced SOD activity, decreased the level of MDA as well as the cell apoptosis ratio (P<0.05). Bcl-2 mRNA expression was increased and bax mRNA expression was reduced (P<0.05). 25 μmol/L EGCG had the largest effect. However, 100 μmol/L EGCG did not have a significantly protective effect. CONCLUSION EGCG at appropriate concentration has protective effect against the CGNs on apoptosis induced by ACR.
Acrylamide ; toxicity ; Animals ; Apoptosis ; drug effects ; Catechin ; analogs & derivatives ; pharmacology ; Cells, Cultured ; Cerebellum ; cytology ; drug effects ; Cytoplasmic Granules ; Female ; Male ; Neurons ; cytology ; drug effects ; Neuroprotective Agents ; pharmacology ; Rats ; Rats, Sprague-Dawley

Objective:To research the clinical effect of Yi-yuan moxibustion on the bladder dysfunction after incomplete spinal cord injury Method:Forty patients with urinary retention were randomized into treatment group and control group,20 cases in each group.The two groups were treated by rehabilitation training,and the treatment group received Yi-yuan moxibustion,once a day,5d a week,8 weeks in total.Bladder volume and residual urine were tested by B-scan ultrasonography.After 8 week treatment,the curative effect was assessed.Result:One week after all treatments,the results of B-scan ultrasonography showed that bladder volume and residual urine volume of both groups are were improved than before.The curative effect after 6 weeks treatment suggests that the effective rate in control group was 55％ and the treatment group was e 90％.The difference was statistically significant (P＜0.05).Conclusion:Yi-yuan moxibustion is a kind of good therapy to ameliorate urinary retention caused by spinal cord injury.