Objective This study aims to build a differential diagnosis model for unipolar and bipolar depression based on clinical features and blood indicators.Methods According to inclusion and exclusion criteria,participants with unipolar and bipolar depression were included,and clinical data and blood test indicators of the participants were extracted.The data were randomly divided into a training set and a testing set.Classification models were trained on the training set using extreme gradient boosting based on different feature combinations,and the performance of the models was validated on the testing set.Receiver operating characteristic(ROC),area under curve(AUC),sensitivity,specificity and accuracy were used to evaluate model performance.The SHapley additive explanations(SHAP)method was used to calculate the importance of selected features for the differential diagnosis of unipolar and bipolar depression.Results In the unipolar and bipolar depression classification model,the XGBoost model performs the best,with an AUC of 0.889,sensitivity of 0.831,specificity of 0.839,and accuracy of 0.863.The main features in this model include duration of illness,age of onset,albumin,low-density lipoprotein,blood potassium concentration,white blood cell count,platelet/lymphocyte ratio,and monocytes.Conclusion Duration of illness and hematological biomarkers,which are easily obtainable in clinical settings,can provide important support for the differential diagnosis of unipolar and bipolar depression.

Objective: To investigate the epidemiological and etiological characteristics of viral diarrhea among children under 5 years of age in Shaoxing City, Zhejiang Province, so as to provide insights into management of viral diarrhea. Methods: The surveillance data on viral diarrhea among children under 5 years of age in Shaoxing City from 2019 to 2022 were collected, including demographics and stool testing results. The epidemiological and etiological characteristics of viral diarrhea were analyzed using a descriptive epidemiological method. Results: A total of 763 diarrheal children under 5 years of age were reported in Shaoxing City from 2019 to 2022, and 236 children were tested positive for virus (30.93%). The detection of virus was 49.01%, 31.61%, 20.43% and 21.89% from 2019 to 2022, which appeared an overall tendency towards a decline (P<0.05). The incidence of viral diarrhea peaked from November to March of the next year and from May to July, and the detection of virus was lower among children with diarrhea living in urban areas (Yuecheng District, Keqiao District and Shangyu District) than among those in suburb areas (Zhuji City, Shengzhou City and Xinchang County) (30.22% vs. 52.00%, P<0.05). There were 206 children tested positive for a single virus, and the detection rates of rotavirus (RV), enteric adenovirus (EAdV), norovirus (NoV), and sapovirus (SaV) were 9.57%, 8.91%, 8.39%, and 0.13%, respectively. There were 25 children with virus co-infections, and the positive rates of EAdV and NoV, RV and EAdV and RV and NoV co-infections were 1.31%, 1.18% and 0.79%, respectively. There were 5 children with triple infections of RV, EAdV and NoV (0.66%). The highest detection of EAdV was seen in April, the highest detection of RV and NoV was seen in January, while SaV was only detected in April. Conclusion The incidence of viral diarrhea among children under 5 years of age peaked in winter and spring in Shaoxing City from 2019 to 2022, and the cases predominantly occurred in urban areas. The detection of virus appeared an overall tendency towards a decline, with high detection of RV, EAdV and NoV.

We analyze the recent research progress of single-cell transcriptome sequencing of nasopharyngeal carcinoma (NPC), dissect its tumor immune microenvironment, and focus on the role of myeloid cells, T cells, B cells, NK cells, and fibroblasts in the mechanism of action in NPC tissues to provide reference for the diagnosis, treatment, and prognosis prediction of NPC.

The clinical manifestations of patients with schizophrenia and patients with depression not only have a certain similarity, but also change with the patient's mood, and thus lead to misdiagnosis in clinical diagnosis. Electroencephalogram (EEG) analysis provides an important reference and objective basis for accurate differentiation and diagnosis between patients with schizophrenia and patients with depression. In order to solve the problem of misdiagnosis between patients with schizophrenia and patients with depression, and to improve the accuracy of the classification and diagnosis of these two diseases, in this study we extracted the resting-state EEG features from 100 patients with depression and 100 patients with schizophrenia, including information entropy, sample entropy and approximate entropy, statistical properties feature and relative power spectral density (rPSD) of each EEG rhythm (δ, θ, α, β). Then feature vectors were formed to classify these two types of patients using the support vector machine (SVM) and the naive Bayes (NB) classifier. Experimental results indicate that: ① The rPSD feature vector performs the best in classification, achieving an average accuracy of 84.2% and a highest accuracy of 86.3%; ② The accuracy of SVM is obviously better than that of NB; ③ For the rPSD of each rhythm, the β rhythm performs the best with the highest accuracy of 76%; ④ Electrodes with large feature weight are mainly concentrated in the frontal lobe and parietal lobe. The results of this study indicate that the rPSD feature vector in conjunction with SVM can effectively distinguish depression and schizophrenia, and can also play an auxiliary role in the relevant clinical diagnosis.
Bayes Theorem ; Depression ; Electroencephalography ; Humans ; Schizophrenia ; Signal Processing, Computer-Assisted ; Support Vector Machine

OBJECTIVE:To study the improvement effects of Rouganbao granules on liver fibrosis of model rats,and to provide experimental evidence for further development of this preparation. METHODS:Totally 45 male SD rats were divided into normal group,model group,positive control group(Fuzheng huayu capsules,0.4 g/kg)and Rouganbao granules high-dose and low-dose groups(16.8,8.4 g/kg by crude drug)according to random number table,with 9 rats in each group. Except for normal group,other groups were given CCl4sub cutaneously and high lipid diet+15% ethanol solution for 12 weeks to establish liver fibrosis model. After modeling,medication groups were given relevant medicine intragastrically,once a day,for consecutive 12 weeks. Normal group and model group were given corresponding volume of water intragastrically. The pathology change of liver tissues of rats was observed by inverted microscope. The levels of liver function indexes (ALT,AST,ALB) and liver fibrosis indexes(HA,Ⅳ-C,LN,Ⅲ-PC)were determined by ELISA. RESULTS:Compared with model group,liver cell vacuolation and liver fibrosis of rats were improved significantly in Rouganbao granule high-dose and low-dose groups;central vein was clearly visible,and no dilation and atrophy were found,especially in high-dose group;the serum levels of ALT and AST were decreased significantly,while the level of ALB was increased significantly(P＜0.05 or P＜0.01),of which the protective effect for liver was similar to positive control drug but better in increasing ALB(P＜0.05 or P＜0.01);the serum levels of HA,Ⅳ-C,LN and Ⅲ-PC were all decreased in varying degree,especially in high-dose group(P＜0.05 or P＜0.01),of which the effect of relieving liver fibrosis was similar to positive control drug. CONCLUSIONS:Rouganbao granules can improve liver function and delay the progression of liver fibrosis in model rats.

Objective To explore the characteristic of fractional amplitude of low frequency fluctuation (fALFF) and the relationship with the severity of depression, suicidal ideation and suicide risk in depression patients with suicidal ideation with resting-state functional magnetic resonance imaging (rs-fMRI). Methods Resting state functional magnetic resonance imaging maps were conducted using fractional amplitude of low frequency fluctuation (fALFF) in 52 depression patients (30 with suicidal ideation and 22 without) and 21 healthy controls (HCs). The severity of depression was evaluat-ed by using Hamilton Depression scale(HAMD). The suicidal ideation, the suicide risk in depression patients with sui-cidal ideation were both assessed by the Beck Scale for Suicide Ideation. The correlation between the fALFF value and the score of HAMD and the Beck Scale for Suicide Ideation was analyzed. Results MRI revealed significant differences in fALFF in the left superior/middle occipital gyrus and the right middle/inferior occipital gyrus (P<0.05, AlphaSim cor-rected)between depression patients with suicidal ideation and the HCs. Compared to the HCs, depression patients with-out suicidal ideation showed a higher fALFF in the left middle occipital gyrus (P<0.05, AlphaSim corrected). MRI re-vealed significant differences in fALFF in the left middle occipital gyrus (P<0.01, AlphaSim corrected)and the right mid-dle occipital gyrus (P<0.01, AlphaSim corrected) between depression patients with suicidal ideation and without. The fALFF of left middle occipital gyrus (r=0.366, P=0.046) and right middle occipital gyrus (r=0.513, P=0.004) were posi-tively correlated with the scores of HAMD, respectively whereas were not correlated with suicidal ideation and suicide risk. Conclusions Depression patients with suicidal ideation have an abnormal spontaneous activity in their left and right middle occipital gyrus. The increased activity in these brain areas are probably associated with the severity of de-pression whereas are not associated with suicidal ideation or suicide risk.

In the paper,we introduced the peculiarity of Candida albicans and the disease caused by it,expounded the complexity of the pathogenesis,enumerated the advantages of the RNA-Seq and reviewed its application to study on the pathogenesis of Candida albicans,found out some shortages in previous studies,and anticipated the possible trends of such study in future.In conclusion,some remarkable achievements will bring about by use of improved RNA-Seq for intensive researches on the pathogenesis of Candida albicans.

BACKGROUND: Thoracolumbar segments (T11-L2) prone to damage due to its special anatomical and biomechanical characteristics. Therefore, fully understanding the shape of pedicle of vertebral arch and finding the visible, constant, and the point of insertion of the pedicle axis is very important to the safety of pedicle screw placement.OBJECTIVE: To measure the surgically relevant parameters of thoracolumbar pedicles between Han and Uygur males using computed tomography (CT) scan to provide some anatomic reference data for pedicle screw fixation.METHODS: The vertebral bodies and pedicles of adult males were scanned (60 cases of Han people and 60 cases of Uygur people) from T10-L3 with CT. The parameters were processed by three-dimensional reconstruction. Transverse pedicle width, pedicle axis length, transverse pedicle angle, and sagittal pedicle angle were measured by using length and angle measurement tool of browser in bone-window CT images. The age and stature information were recorded. All the data above were processed by SPSS 13.0 software.RESULTS AND CONCLUSION: (1) The mean transverse pedicle width of T12 and L1 in Han was bigger than that in the Uygur. (2) The mean transverse pedicle angle of T12 and L2 in Han was bigger than that in the Uygur. (3) The mean pedicle axis length and sagittal pedicle angle of T11 and L1 in Han were bigger than that in the Uygur (P < 0.05). (4) There were some differences among some parameters of the thoracolumbar pedicles between the Han and Uygur people.Data from any study only can be used as a guide for pedicle screw fixation. Preoperative CT evaluation may provide an individualized strategy to reduce the incidence of postoperative complications caused by misplacement.

Efflux protein is an active transport protein family located on cell membranes of various human tissues,including ocular tissues.Efflux proteins can transport exogenous molecules out of the cells to function as a protective mechanism.Scientists have revealed these proteins in various human eye tissues,including cornea,iris and ciliary body,retina,as well as retinal pigment epithelium.Many studies have demonstrated that these efflux proteins have their own unique substrates and inhibitors.The effects of these efflux proteins and inhibitors can alter ocular pharmacokinetics as well as pharmacodynamics of a given therapeutics.Better understanding of the efflux proteins and their functions can provide scientific insight and guideline for development of optimal ocular drug delivery strategy.

Objective To explore the value of endoscopic retrograde cholangiopancreatography (ERCP)in the treatment of chronic pancre-atitis (CP).Methods Thirty patients with CP who underwent ERCP from January 2008 to December 2012 were retrospectively analyzed. Serum amylase levels were determined before and at 24 hours after surgery.The reduction in abdominal pain was dynamically evaluated be-fore and after treatment.A follow -up of patients with steatorrhea and anxiety was performed.Regular reexamination using abdominal ima-ging or ERCP was performed to identify pancreatic lesions and conditions of pancreatic duct stents.Results All patients were successfully treated by ERCP and had pancreatic duct stents placed.The remission rate of abdominal pain reached 83.3% at 72 hours after surgery.One patient was assigned to surgery due to insignificant improvement in symptoms,and the case -fatality rate after surgery was 0.Conclusion ERCP is an effective method in the treatment of CP,which has the advantages of being safe,effective,and minimally invasive.