We in the present research proposed a classification method that applied infomax independent component analysis (ICA) to respectively extract single modality features of structural magnetic resonance imaging (sMRI) and positron emission tomography (PET). And then we combined these two features by using a method of weight combination. We found that the present method was able to improve the accurate diagnosis of Alzheimer's disease (AD) and mild cognitive impairment (MCI). Compared AD to healthy controls (HC): the study achieved a classification accuracy of 93.75%, with a sensitivity of 100% and a specificity of 87.64%. Compared MCI to HC: classification accuracy was 89.35%, with a sensitivity of 81.85% and a specificity of 99.36%. The experimental results showed that the bi-modality method performed better than the individual modality in comparison to classification accuracy.
Alzheimer Disease ; diagnosis ; Case-Control Studies ; Cognitive Dysfunction ; diagnosis ; Humans ; Image Interpretation, Computer-Assisted ; Magnetic Resonance Imaging ; Positron-Emission Tomography ; Sensitivity and Specificity

Objective To discuss the clinical value of three dimensional proton MR spectroscopic imaging( 3D 1HMRSI) in the detection of transition zone(TZ) prorate cancer and evaluate the feasibility of 3D 1HMRSI for determining the aggressiveness of TZ cancer by analyzing its metabolic characteristics.Methods The 3D 1HMRSI data of sixty patients suspected TZ cancer in conventional MR examinations were retrospectively analyzed.The values of (Cho + Cre)/Cit of TZ cancer and benign prostatic hyperplasia (BPH) voxels were recorded and compared using independent sample t' test,and the area under the ROC curve was used to evaluate the diagnostic accuracy.Based on Gleason scores,TZ cancer voxels were divided into three groups,including low-risk ( Gleason score ＜ 7 ),intermediate-risk ( Gleason score =7 ) and highrisk (Gleason score ＞ 7).The values of (Cho + Cre)/Cit were compared among the three groups using Kruskal-Wallis test.The correlation of the value of (Cho + Cre)/Cit and Gleason score was analyzed using rank correlation analysis.Results Among the 60 patients,histopathology confirmed TZ cancer in 25 patients and BPH in 35 patients.The inversion of Cho and Cit peak value with increased ( Cho + Cre)/Cit was detected in 160 out of 177 TZ cancer voxels.Most spectral curves of the 517 BPH voxels were similar with that of normal peripheral zone on 1HMRSI.The mean values of ( Cho + Cre)/Cit of TZ cancer and BPH voxels were 2.17 ± 1.29 and 0.77 ± 0.20,respectively,with significant difference between them( t' =14.38,P ＜ 0.01).Using (Cho + Cre)/Cit for distinguishing TZ cancer,the area under ROC curve was 0.985 (P ＜ 0.01).With the cut-off point 1.08,the sensitivity,specificity and accuracy of TZ cancer diagnosis was 92.7％,94.2％ and 93.8％,respectively.The number of low-risk,intermediate-risk and high-risk TZ cancer voxels were 57,64 and 56 respectively,and the mean values of ( Cho + Cre)/Cit of the three groups were 1.43 ( 1.16-1.87 ),1.66 ( 1.43-2.36 ) and 2.32 ( 1.86-3.30 ) respectively,with significant difference among them ( x2 =36.282,P ＜ 0.01).The value of ( Cho + Cre )/Cit of TZ cancer increased with the increasing of Gleason score with positive correlation ( r =0.555,P ＜ 0.01).Conclusions TZ caner has a different metabolic profile from BPH.The value of ( Cho + Cre)/Cit on 3D 1HMRSI could provide useful information for early detection and differentiation TZ cancer from BPH.Besides these,( Cho +Cre)/Cit is also a valuable imaging marker to evaluate the aggressiveness of TZ cancer.

Electroencephalogram (EEG) signals provide an objective physiological index for the identification of the driver's fatigue state. It is very important to choose appropriate channels and EEG signal features adaptively due to the features varying with different subjects and time. A support vector machine (SVM) based increasing feature selection algorithm for driving fatigue EEG classification is presented in this paper. The algorithm is a method to select EEG channels and features for driving fatigue adaptively in an ascending order. We can select the optimal feature each time from the remaining candidate features using the optimized SVM model minimum error rate as the index. The experimental calculation has characteristics of using 16 electrode channels which cover the whole head in the main area, of selecting 208 candidate features as the initial set, of selecting to the EEG data calculation recorded in 5 different time periods of a subject, and of choosing error rate of 2% as the algorithm termination condition. The selected features and models, therefore, can reach a high level of classification and generalization ability.
Algorithms ; Automobile Driving ; Electrodes ; Electroencephalography ; Fatigue ; Humans ; Support Vector Machine ; Time Factors

Objective To analyze the characteristics and hepatotropism of this negative element HBVnt453-250 sequence.Methods pHBv453-250,pHBV250-453.plucHBV453-250 and plucHBV250-453 were constructed,with luciferase and enhanced green fluorecence protein(EGFP)gene as the reporter gene,respectively.After transfection of HepG2 cells with these plasmids,luciferase assays,real-time PCR and western blot assays were used to detect the gene transcription and expression level.The SV40 promoter of pGL3 control and pHBV453-250 were replaced by the cytomegalovirus early promoter,resulting in plasmids pCMVcontrol(luc)and pCMV453-250(luc).Results Compared with pHBV453-250,the mutant plasmids.with the inhibitory element inserted in difierent site or inverted orientation.exerted similar downregulation of Juciferase gene transcription and expression.Western blot analysis demonstrated the similar repression when EGFP was used as the reporter gene.By transfeeted to HepG2 cell line,the plasmid pCMV453-250(1UC)could reduce lneiferase activity(36.56%)compared with pCMLcontrol(luc).When the plasmids plueHBV453-250 and plucHBV250-453 were transfected to non-liver cell lines(A549,HeLa),luciferase gene was expressed weakly,compared with that of pGL3control(P＜0.05).Conclusion The inhibitory effect of HBVnt453-250 sequence acted in both orientation-and position-independent manners,and had no promoter selectivity and funotioned in hepatocyte-independent manner.

Objective To detect the differences of triggering receptor expressed on myeloid cells-1 (TREM-1) and cyclo-oxygenase-2 (COX-2) expressions in rectal cancer tissues and carcinoma adjacent tissues so as to explore the relationship between the two factors and clinical pathological characteristics and their effects on the patients` survival.Methods The expressions of TREM-1 and COX-2 were analyzed in 68 cases of rectal cancer tissues and 58 cases of carcinoma adjacent tissues with the method of immunohistochemical staining.We made a regular follow-up of the patients, analyzed the relationship between the two factors and prognosis of rectal cancer.Results The positive expression rates of TREM-1 and COX-2 in rectal cancer tissues were higher than those in carcinoma adjacent tissues (P<0.05).The expression of TREM-1 was related to lymph node metastasis, while COX-2 was related to pathological stage and lymph node metastasis (P<0.05).However, the two factors were not related to age, sex, histological differentiation or tumor size.The expressions of the two factors were positively correlated (r=0.550, P<0.001).The overall survival (OS) of TREM-1 and COX-2 positive expression groups was shorter than that of the negative groups (P<0.05).Cox multiple regression analysis showed that the expression of TREM-1, pathological stage, lymph node metastasis and tumor size affected the prognosis.Conclusion The expressions of COX-2 and TREM-1 in rectal cancer increase, suggesting that the two factors may promote the development and lymph node metastasis of rectal cancer, and the expressions of the two factors are related to the patients` poor prognosis.

Objective to explore the role of Beclin 1 in gastric carcinogenesis and subsequent progression. Methods MkN28 cells were trans-fected with Beclin 1-expressing plasmid,and then the proliferation and cell cycle was measured by CCk-8 and PI staining. Beclin 1 expression was examined by immunohistochemistry and in situ hybridization on tissue microarrays containing gastric cancers,adjacent non-neoplastic mucosa,and metastatic lymph node. the correlation with the tumorgenesis,clinicopathological and prognostic parameters was analyzed. Results Beclin 1 overex-pression resulted in G2 arrest of MkN28 cells and reduced the proliferation. Beclin 1 mRNA was highly expressed in gastric cancer than matched mu-cosa by ISH(P < 0.05). Beclin 1 was highly expressed in male than female patients with gastric cancer(P < 0.05). the elder patients with gastric cancer had higher Beclin 1 expression than younger ones(P < 0.05). the diffuse-type carcinomas showed less Beclin 1 expression than intestinal and mixed type ones(P < 0.05). kaplan-Meier analysis indicated that Beclin 1 expression was positively correlated to favorable prognosis of the can-cer patients(P < 0.05). Conclusion Beclin 1 expression is closely linked to pathogenesis,metastasis and differentiation of gastric cancer. Beclin 1 might be employed to indicate the favorable prognosis of gastric cancer patients and regarded as a target of gene therapy.

Objective To clarify the clinicopathological significance and the reversing effects of BTG3 expression on the aggressive phenotype in gastric cancer. Methods BTG3 expression was detected in gastric cancer tissues by on tissue microarray and immunostaining. BTG3?expressing plasmid was transfected into MKN28 and MGC803 cells,the proliferation,cell cycle,differentiation and autophagy were analyzed by CCK?8,PI staining,alkaline phosphatase activity and GFP?LC?3B transfection,respectively. Results BTG3 overexpression inhibited cell proliferation,in?duced S/G2 arrest,differentiation and autophagy in both cells(P<0.05). BTG3 expression was decreased in gastric cancer in comparison with the adjacent mucosa(P<0.05),and positively correlated with venous invasion and dedifferentiation of the cancers(P<0.05). Conclusion BTG3 ex?pression contributes to gastric carcinogenesis and subsequent progression. BTG3 overexpression can reverse the aggressive phenotypes,which could be employed as a potential target for gene therapy of gastric cancer.

Objective To summarize the clinical data of macrophage activation syndrome (MAS) in adult-onset Still's disease (AOSD) patients and provide evidence for clinical diagnosis and treatment. Methods We retrospectively reviewed the clinical data of AOSD with MAS patients in the First Affiliated Hospital of Zhengzhou University from January 2012 to August 2018, and compared with patients with AOSD alone. Data were analyzed by t-test, Mann-Whitney U test, x2 test or Fisher exact test. Results A total of 14 AOSD with MAS patients were enrolled, accounting for 7.6％(14/185) of AOSD patients at the same period, including 2 males and 12 females. The median duration of AOSD in MAS was 1.3 (0.25, 4) months. Compared with the AOSD group, the age of onset was younger in the MAS group (t=-2.038, P=0.037), and the proportion of splenomegaly (t=9.020, P=0.003), pericardial effusion (t=8.663, P=0.003), pleural effusion (t=4.754, P=0.029) was higher. The white blood cell count (t=-4.171, P<0.01), hemoglobin level (t=-2.661, P=0.008), platelet count (t=-5.672, P<0.01), neutrophil count (t=-5.082, P<0.01), albumin (t=-3.426, P<0.01), fibrinogen (t=-5.986, P<0.01), ESR (t=-2.941, P=0.003), CRP (t=-2.014, P=0.044) was significantly decreased, ALT (t=-3.227, P<0.01), AST (t=-3.105, P=0.002), triglyceride (t=-5.612, P<0.01), ferritin>2000 μg/L (t=7.833, P=0.005) was significantly increased. Fourteen patients with AOSD complicated with MAS were treated with glucocorticosteroids, 5 with methylprednisolone, 8 with cyclosporine A, 8 with intravenous immunoglobulin (IVIG), 2 with etoposide, and 1 with tocilizumab. After treatment, 11 cases recovered and 3 cases died. Conclusion Younger AOSD patients tend to complicated with MAS, especially at the early course of the disease, and splenomegaly occur more frequently clinically compared to patients without MAS. When blood cell count, fibrinogen and ESR decreases, triglyceride and ferritin levels increases in AOSD patients, the occurrence of MAS is indicated. Timely treatment can improve the prognosis of patients.

Objective To explore the difference in efficacy between multiparametric MRI (Mp-MRI) based on prostate imaging reporting and data system version 2 (PI-RADS v2) and abbreviated biparametric MRI (Bp-MRI) in detecting prostate cancer (PCa) and clinically significant prostate cancer (csPCa), and to evaluate the consistency of image interpretation between different readers. Methods The imaging, pathological and clinical data of patients with prostatic Mp-MRI in our hospital from February 2015 to June 2018 were retrospectively analyzed. At the beginning, 250 patients were randomly selected. Two radiologists visually evaluated the images of those patients using two 5-point scoring schemes based on Mp-MRI and Bp-MRI. The remaining cases were independently proceeded by one of the radiologists using two schemes respectively. Weighted Kappa test was used to assess the consistency of the results interpreted by the two radiologists. The receiver operating characteristic (ROC) curve was used to evaluate the efficiency of the two scoring schemes in detecting PCa and csPCa, and with Z test to investigate whether there was any difference in detection efficiency between the two schemes. Results Nine hundred and seventy eight patients were eventually enrolled in the study. The results of the consistency assessment showed that there was good agreement between the two radiologists, whether using Mp-MRI or Bp-MRI, with the weighted Kappa coefficient of 0.800 and 0.812, respectively. The ROC curve analysis showed that the area under the curve (AUC) of PCa detected by Mp-MRI and Bp-MRI was 0.873 and 0.879, respectively, and the AUC of csPCa detected was 0.922 and 0.932, respectively. In addition, there was no statistically significant difference between the AUC of PCa and csPCa detected by the two schemes (P>0.05). Conclusion The Bp-MRI scoring scheme has good stability in the evaluation of benign and malignant prostate, and its detection efficiency of PCa or csPCa is not lower than that of standard Mp-MRI based on PI-RADS v2.

Objective To analyze the effects of miR-181a-5p overexpression on metabolites in the small intestines of mice with subcutaneous oral cancer by detecting changes in metabolites and metabolic pathways.Methods Three groups were included in study:Control group,negative control and miR-181a-5p overexpression group.To establish a subcutaneous oral cancer model in mice,variously treated cell suspensions were subcutaneously injected into the upper right of the groin in female M-NSG severely immunodeficient mice.Changes in pathology and small intestinal tissues were assessed by HE staining.Changes in mouse body weight were also assessed.Tandem orbitrap mass spectrometry and ultra-high performance liquid chromatography-tandem time-of-flight mass spectrometry,were used to examine metabolites in the small intestines.By pre-analyzing the original data and quality rating sample data,XCMS was able to assess which metabolites were different among the groups.To identify unique metabolic pathways,KEGG enrichment analysis was used.Results A total of 170 distinct metabolites were found in the small intestinal tissues of Control and NC groups.Choline metabolism,alanine,aspartate,and glutamate metabolism,GABA synaptic metabolism,glycerophospholipid metabolism,cAMP signaling route,cancer center carbon metabolism,and niacin and niacin amine metabolic pathways were important signaling pathways for metabolite enrichment.In the NC group,16 distinct metabolites with VIP values larger than 2 were found in the small intestines compared with the OE group overexpressing miR-181a-5p.Glycerin phosphorylcholine,palmitic acid,3-hydroxybutyl carnitine,and β-hydroxybutyric acid were among the metabolites that significantly varied.The primary enhanced metabolic pathway was the choline pathway.Conclusions Mouse small intestines underwent slight changes from subcutaneous oral cancer with the greatest effect on metabolites critical for energy metabolism.The choline metabolic pathway was the pathway that selected absolutely metabolites in mouse small intestines with subcutaneous grafts of oral cancer.