Objective To verify the genetic characteristics associated with gastric cancer,and to propose a hybrid feature selection method for identifying target genes,further analyzing their significance and establishing a new diagnostic prediction model.Methods Analysis of variance in bioinformatics was performed on the original gastric cancer data,and then machine learning methods such as random forest,recursive feature elimination of support vector machine,and LASSO algorithm were used to screen gastric cancer associated genes,and the intersection of results was taken as the key gene set.The key genes were identified and verified through enrichment analysis.The diagnosis and prediction models based on 8 kinds of machine learning classification algorithms such as multi-layer perceptron,logistic regression and decision tree,were constructed using the key genes.Results The key genes selected by the hybrid feature selection method were closely related to the tumorigenesis and development.Eight key genes(TXNDC5,BMP8A,ONECUT2,COL10A1,JCHAIN,INHBA,LCTL and TRIM59)were identified as potential markers of good diagnostic efficacy in gastric cancer.The ROC curve and accuracy results demonstrated that among the 8 classification models,MLP is the best gastric cancer prediction model,with an accuracy of 97.77%,which was 3.83%higher than that of Xgboost gastric cancer prediction model.Conclusion The study identifies 8 key genes for the diagnosis and prevention of gastric cancer,and establishes the optimal prognosis model.

Tumors are serious diseases threatening human health,and the early diagnosis is essential to improve treatment success and patient survival.The study of tumor gene expression data has become a major tool for revealing tumor disease mechanisms,in which artificial intelligence plays an important role.The potential advantages of supervised learning,unsupervised learning and deep learning in tumor prediction and classification are explored from the perspective of machine learning methods.Special attention is paid to the impact of feature selection algorithms on gene screening and their importance in high-dimensional gene expression data.By providing a comprehensive overview of the application and development of artificial intelligence in the analysis of tumor gene expression data,the study aims to provide an outlook for future research directions and promote further development.

Objective:To retrospectively analyze the efficacy of video-assisted thoracoscopic surgery (VATS) in the treatment of solitary pulmonary nodule (SPN) and related factors affecting the diagnosis of benign and malignant SPN.Methods:The clinical data and surgical conditions of 317 patients with SPN who were resected by VATS and diagnosed by pathology in Chaoyang Central Hospital from January 2017 to December 2019 were retrospectively analyzed.The patient′s surgical efficacy and corresponding imaging features were explored.Results:Of the 317 patients, 124 (39.1%) cases underwent uniportal VATS and 193(60.9%) cases underwent multi-portal-portal VATS, 195(61.5%) cases had lobectomy, 16(5.1%) cases had anatomical segmentectomy, and 106(33.4%) cases had wedge resection. The operation time of the whole group was 50 - 210 (146.5 ± 34.7) min, intraoperative blood loss was 10 - 180 (69.3 ± 31.5) ml, thoracic drainage tube retention time was 2 - 7 (3.7 ± 1.4) d, postoperative hospital stay was 3 - 21 (6.4 ± 1.8) d, and the complication rate was 1.0%(3/317). No perioperative death occurred. Among all the nodules, 98(31.0%) cases were benign nodules and 219(69.1%) cases were malignant. Multivariate analysis showed that maximum nodule diameter, lobulated sign, burr sign, vascular bundle sign and pleural sag sign were independent related factors for the diagnosis of benign and malignant nodules ( P<0.05). Conclusions:VATS has less trauma and fewer complications, which has important clinical value for the diagnosis and treatment of benign and malignant SPN. Nodule maximum diameter, lobulated sign, burr sign, vascular bundle sign, pleural pit sign are independent related factors that affect the diagnosis of benign and malignant SPN.

Objective: To make etiological diagnosis and evaluate the protective effects of post-exposure prophylaxis(PEP) in an event of one dog injured seven persons. Methods: Direct immunofluorescence assay (DFA) and nested polymerase chain reaction (PCR) were employed to detect nucleoprotein and nucleoprotein(N) gene of rabies virus in the brain tissues of the dog, the positive samples were sequenced for the full length of N gene of rabies virus, then the homology of the N gene of rabies virus was analyzed after the phylogenetic tree was constructed. Rapid fluorescent focus inhibition test (RFFIT) was applied to detect the rabies virus neutralizing antibodies(RVNA) on day 0, 14 and 40 after PEP. Results: The cerebral, cerebellar and hippocampal tissues were positive by DFA and nested PCR. The phylogenetic tree indicated the rabies virus belonged to the rabies virus genotype I. The homology of the nucleotide and amino acid of the rabies virus N gene were over 86% with the vaccine strains. The titer of the RVNA increased significantly from the day 0 to day 14 after PEP, the lowest was 5.78 IU/ml and the highest was 26.15 IU/ml. On the day 40, the highest RVNA titer was 51.96 IU/ml. No rabies cases occurred in a one year follow-up visit. Conclusions Normative PEP can effectively prevent the occurrence of rabies cases.

OBJECTIVETo investigate the association of maternal body composition and dietary intake with the risk of gestational diabetes mellitus (GDM).

METHODSA total 154 GDM subjects and 981 controls were enrolled in a prospective cohort study in 11 hospitals from May 20, 2012 to December 31, 2013. Bioelectrical impedance analysis and dietary surveys were used to determine body composition and to evaluate the intake of nutrients in subjects at 21-24 weeks' gestation (WG). Logistic regression analysis was applied to explore the relationships of maternal body composition and dietary intake with the risk of GDM morbidity.

RESULTSAge, pre-pregnant body weight (BW), and body mass index (BMI) were associated with increased risk of GDM. Fat mass (FM), fat mass percentage (FMP), extracellular water (ECW), BMI, BW, energy, protein, fat, and carbohydrates at 21-24 WG were associated with an increased risk of GDM. In contrast, fat free mass (FFM), muscular mass (MM), and intracellular water (ICW) were associated with a decreased risk of GDM.

CONCLUSIONMaternal body composition and dietary intake during the second trimester of pregnancy were associated with the risk of GDM morbidity.

Adult ; Asian Continental Ancestry Group ; Body Composition ; Body Mass Index ; Cohort Studies ; Diabetes, Gestational ; epidemiology ; Diet ; Diet Surveys ; Feeding Behavior ; Female ; Humans ; Pregnancy ; Pregnancy Trimester, Second ; Risk Factors

Objective To investigate the projects and effects of the comprehensive and conservative treatment of patients with keen osteoarthritis and meniscus injury.Methods 120 patients with keen osteoarthritis and meniscus injury were randomly divided into the control group A(n =40),B(n =40)and comprehensive treatment group C(n =40).Patients in group A were treated with ozone and glass sodium injection;Patients in group B were treated with ozone,glass sodium and Triamcinolone Acetonide injection;Patients in group C were treated with ozone, glass sodium and Triamcinolone Acetonide injection,superlaser local irradiation,glucosamine tablet oral,Lornoxicam intravenous injection.The effects of the treatment according to keen joints function scores were compared after two weeks and six months.Patients in group C were randomly divided into group C1(n =20)and group C2(n =20)after one year,patients in group C1 with the same treatment as patients in group A and oral glucosamine tablet for one course of treatment,patients in group C2 without any further treatment.The follow up was completed for two years. Results The excellent and good rate in group C was better than that of group B and group C after two weeks (70.0%,22.5%,42.5%,χ2 =18.152,6.146,P <0.01 or P <0.05).After six month,the excellent and good rate in group C was better than that of group A and group B (87.5%,42.5%,60.0%,χ2 =17.802,7.813,all P <0.01).There was no significant difference between group C1 and group C2 after one years(t1 =2.014,P <0.01). There was significant difference between group C1 and group C2 after two years(t2 =16.152,P <0.01).Conclusion The effects of comprehensive conservative treatment are better than simple keen joint injection in patients with keen osteoarthritis and meniscus injury.The function of keen joint with maintenance care treatment is better than without maintenance care.Comprehensive conservative and maintenance care treatment is a good clinical treatment project.

Objective:To construct NMB0315 eukaryotic expression recombinant vector ,detect specific humoral and cellular immune response induced by the recombint DNA vaccine intramuscularly in female BALB /c mice,evaluate the immunocompetence and immunoprotection of the vaccine , so as to provide experimental basis for the development of a novel nucleic acid vaccine against N.meningitidis serogroup B .Methods: The whole NMB0315 gene was amplified by PCR from the standard strains MC 58 genomic DNA,cloned into a plasmid pcDNA3.1(+),identified by double digestion of the recombinant plasmid with restriction enzymes and se -quencing.The recombinant vector pcDNA 3.1 (+)/NMB0315 was transfected into eukaryotic COS-7 cells and RAW264.7 cells, the NMB0315 protein was detected by immunocytochemical method and Western blot respectively .The levels of specific humoral and cellular immune response were detected after inoculating in female BALB /c mice intramuscularly with the recombinant plasmid .The immune protective effect was investigated with the DNA vaccine and the bactericidal titer of the immune serum was deter mined by serum bactericidal assay ( SBA ) in vitro.Results: The recombinant pcDNA3.1 (+)/NMB0315 was effectively transcripted and expressed in eukaryotic cells and the specific humoral and cellular immune responses were induced in the inoculated mice .In the re-combinant pcDNA3.1(+)/NMB0315 group ,the levels of serum IgG,IgG1,IgG2a,IgG2b and IgG3 and genital tract sIgA were significantly higher than in controls ( P<0.001 ) .The stimulation index in the culture supernatant of the spleen lymphocytes of the vaccine group was higher than that of the control group (P<0.05).The ratios of serum IgG2a/IgG1 in the DNA vaccine group were less than 1.The bactericidal titer of the NMB 0315+CpG group reached 1:128 following three immunizations , the protection rate of the vaccine group was 70%against the N.meningitidis strain MC58.Conclusion:The NMB0315 nucleic acid vaccine could induce higher levels of humoral immunity and cellular immunity and showed effective protection against N .meningitidis serogroup B , the immune serum had strong bactericidal activity in vitro .

Objective To explore the clinical therapeutic effects of visual cystoscope combined with ureteroscope in the treatment of closed posterior urethral injury. Methods A total of 68 patients with closed posterior urethral injury who were admitted to inpatient department from September 2008 to September 2013 were compared and studied clinically. They were assigned to two groups according to different treatment approaches, with 34 patients in each group. The con-trol group received the operation under ureteroscope, while the research group received the operation under visual cys-toscope combined with ureteroscope. Clinical efficacy and safety between the two groups of patients were analyzed and summarized. Results Surgical time, bleeding volume during surgery, hospitalization time, scores of CPSI-U, residual urine volume, urine flow rate and life quality index in the two groups were compared, and the differences were signifi-cant (t=3.89, 3.62, 2.88, 9.16, 16.16, 15.88 and 15.01 respectively, P<0.05). Total rate of complications in the two groups was compared, and the difference was significant (χ2=12.93, P<0.05). Conclusion Visual cystoscope combined with ureteroscope in the treatment of closed posterior urethral injury has a magnificent curative effect, and shows its edges of minimal invasion, short surgical time, rapid recovery and low rate of complications, which is safe, effective and has a great clinical value.

Objective:The effect of Wireless Analgesia System for the patients with postoperative pain, chronic pain and cancer pain in Anesthesiology Department will be discussed in this article. Methods:With the wireless signal being sent from the analgesia terminal transmitter to the base station of analgesia control, the analgesia pump can be connected with wireless analgesia terminal. Drugs can be delivered persistently or intermittently to keep the plasma concentration in an appropriate level according the vested parameters from the wireless system of analgesic delivering. Results:The information from the patients in the process of analgesia can be processed and saved by the system. According to the information of running and alarm displaying at the monitoring station, the analgesia records can be kept automatically. Conclusion:The satisfaction degrees on analgesia treatment can be improved, and the burden of work for anesthesiologists can be lessened as well, which improve the quality of medical services and promote the development of informatization in anesthesiology department.

ObjectiveTo investigate the serum prostate-specific antigen (tPSA),serum free PSA to total PSA ratio (f/tPSA),prostate volume (PV) and prostate-specific antigen density (PSAD) in early prostate cancer (PCa) diagnosis.MethodsRetrospective analysis was performed on serum PSA values and related test results from 252 cases of BPH patients and 49 patients with PCa.Prostate volume (PV) was measured by transrectal ultrasound (TRUS),and the f/tPSAand PSAD values were calculated.The differences of serum tPSA,f/tPSA,PV,and PSAD between BPH and PCa group were compared,the area under the ROC curve was used to evaluate these four indicators for its diagnostic sensitivity and diagnostic specificity.ResultsThe values of tPSA,PSAD in PCa group were significantly higher than BPH group ( P ＜0.05),while the values of f/tPSA,PV in PCa group were significantly lower than BPH group ( P ＜0.01orP ＜0.05).The ROC area showed that serum tPSA(0.8013),f/tPSA(0.7390),PV(0.5613) had lower diagnosis value than PSAD(0.9214) in early prostate cancer ( PSAD ＞ tPSA ＞ f/tPSA ＞ PV).When the upper limit of normal PSA was set to take 4ng/ml,the sensitivity was 91.49％,diagnostic specificity was 51.05％.When the f/tPSA threshold set to 0.16,the diagnostic sensitivity was 57.78％,diagnostic specificity was 78.72％.When PSAD threshold was set to 0.15,diagnostic sensitivity was 88.24％,diagnostic specificity was 81.52％.ConclusionsPSA,f/tPSA and PSAD are indicators for biopsy or followup in early diagnosis of prostate cancer.In particular,the diagnostic value of PSAD has higher sensitivity and specificity than PSA and f/tPSA in the diagnosis of prostate cancer.