Objective:To evaluate the performance of machine learning (ML) based on automated breast volume scanner (ABVS) radiomics in distinguishing benign and malignant BI-RADS 4 lesions.Methods:Between May to December 2020, patients with BI-RADS 4 lesions from the Affiliated Hospital of Southwest Medical University (Center 1) and Guangdong Provincial Hospital of Traditional Chinese Medicine (Center 2) were prospectively collected and divided into training cohort (Center 1) and external validation cohort (Center 2). The radiomics features of BI-RADS 4 lesions were extracted from the axial, sagittal and coronal ABVS images by MaZda software. In the training cohort, 7 feature selection methods and thirteen ML algorithms were combined in pairs to construct different ML models, and the 6 models with the best performance were verified in the external validation cohort to determine the final ML model. Finally, the diagnostic performance and confidence (5-point scale) of radiologists (R1, R2 and R3, with 3, 6 and 10 years of experience, respectively) with or without the model were evaluated.Results:①A total of 251 BI-RADS 4 lesions were enrolled, including 178 lesions (91 benign, 87 malignant) in the training cohort and 73 lesions (44 benign, 29 malignant) in the external validation cases. ②In the training cohort, the 6 ML models (DNN-RFE, AdaBoost-RFE, LR-RFE, LDA-RFE, Bagging-RFE and SVM-RFE) had the best diagnostic performance, and their AUCs were 0.972, 0.969, 0.968, 0.968, 0.967 and 0.962, respectively. ③In the external validation cohort, the DNN-RFE still had the best performance with the AUC, accuracy, sensitivity, specificity, PPV and NPV were 0.886, 0.836, 0.934, 0.776, 86.8% and 82.5%, respectively. ④Before model assistance, R1 had the worst diagnostic performance with the accuracy, sensitivity, specificity, PPV and NPV were 0.680, 0.750, 0.640, 57% and 81%, respectively. After model assistance, the diagnostic performance of R1 was significantly improved ( P=0.039), and its diagnostic sensitivity, specificity, accuracy, PPV and NPV improved to 0.730, 0.810, 0.930, 68% and 94%; while the improvement of R2 and R3 were not significantly ( P=0.811, 0.752). Meanwhile, the overall diagnostic confidence of the 3 radiologists increased from 2.8 to 3.3 ( P<0.001). Conclusions:The performance of ML based on ABVS radiomics in distinguishing between benign and malignant BI-RADS 4 lesions is good, which may improve the diagnostic performance of inexperienced radiologists and enhance diagnostic confidence.

Objective:To explore the practical effect of goal-oriented hierarchical responsibility system in the teaching of emergency standardized training.Methods:A total of 43 residents who rotated in the Emergency Department of Huashan Hospital Affiliated to Fudan University from March 2019 to August 2019 were selected as the control group, and traditional teaching was implemented. Another 41 residents who rotated from September 2019 to March 2020 were selected as the research group, and the goal-oriented hierarchical responsibility system of teaching was implemented. They were all taught for 3 months, and the scores of theoretical and clinical skills, clinical comprehensive ability and teaching recognition before and after teaching were compared between the two groups. SPSS 24.0 was used for t-test and Chi-square test. Results:After teaching, the scores of theoretical knowledge questions, question and answer questions and case analysis in the two groups were higher than those before teaching ( P<0.05), and the scores of the research group were higher than those in the control group ( P<0.05). After teaching, the scores of 8 items in the study group on understanding of skill indications, anatomy and operation, preparation before operation, aseptic operation, operation ability, post-operation treatment, communication ability, humanistic care and overall performance were higher than those in the control group ( P<0.05). The recognition rates of teaching management, teaching methods, teaching content and teaching effect in the research group were higher than those in the control group ( P<0.05). Conclusion:The application of goal-oriented hierarchical responsibility system in the teaching of standardized training of emergency residents is helpful to improve their theoretical and clinical skill examination results and clinical ability, with high degree of teaching recognition.

The gene is frequently mutated and abnormally activated in many cancers，and plays an important role in cancer development. Metabolic reprogramming occurs in malignant tumors，which can be one of the key targets for anti-tumor therapy. gene can regulate lipid metabolism through AKT-mTORC1 single axis or multiple pathways，such as lipid synthesis pathways and degradation pathways. Similarly，lipid metabolism can also modify and activate RAS protein and its downstream signaling pathways. This article overviews the current research progress on the interaction between lipid metabolism and ，to provide insight in therapeutic strategies of lipid metabolism for -driven tumors.
Genes, ras ; Humans ; Lipid Metabolism/genetics* ; Neoplasms/genetics* ; Signal Transduction ; ras Proteins/metabolism*

The ongoing pandemic of Coronavirus disease 19 (COVID-19) is caused by a newly discovered β Coronavirus named severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). How long the adaptive immunity triggered by SARS-CoV-2 can last is of critical clinical relevance in assessing the probability of second infection and efficacy of vaccination. Here we examined, using ELISA, the IgG antibodies in serum specimens collected from 17 COVID-19 patients at 6-7 months after diagnosis and the results were compared to those from cases investigated 2 weeks to 2 months post-infection. All samples were positive for IgGs against the S- and N-proteins of SARS-CoV-2. Notably, 14 samples available at 6-7 months post-infection all showed significant neutralizing activities in a pseudovirus assay, with no difference in blocking the cell-entry of the 614D and 614G variants of SARS-CoV-2. Furthermore, in 10 blood samples from cases at 6-7 months post-infection used for memory T-cell tests, we found that interferon γ-producing CD4
Adaptive Immunity/physiology* ; Adult ; Aged ; Antibodies, Neutralizing/blood* ; COVID-19/immunology* ; Cohort Studies ; Female ; Humans ; Immunoglobulin G/blood* ; Male ; Middle Aged ; SARS-CoV-2/immunology* ; T-Lymphocytes/physiology* ; Time Factors ; Viral Proteins/immunology*

BACKGROUND/AIMS: To investigate the role of selected serum microRNA (miRNA) levels as potential noninvasive biomarkers for differentiating S0–S2 (early fibrosis) from S3–S4 (late fibrosis) in patients with a chronic hepatitis B virus (HBV) infection. METHODS: One hundred twenty-three treatment-naive patients with a chronic HBV infection who underwent a liver biopsy were enrolled in this study. The levels of selected miRNAs were measured using a real-time quantitative polymerase chain reaction assay. A logistic regression analysis was performed to assess factors associated with fibrosis progression. Receiver operating characteristic (ROC) curve and discriminant analyses validated these the ability of these predicted variables to discriminate S0–S2 from S3–S4. RESULTS: Serum miR-29, miR-143, miR-223, miR-21, and miR-374 levels were significantly downregulated as fibrosis progressed from S0–S2 to S3–S4 (p < 0.05), but not miR-16. The multivariate logistic regression analysis identified a panel of three miRNAs and platelets that were associated with a high diagnostic accuracy in discriminating S0–S2 from S3–S4, with an area under the curve of 0.936. CONCLUSIONS: The levels of the studied miRNAs, with the exception of miR-16, varied with fibrosis progression. A panel was identified that was capable of discriminating S0–S2 from S3–S4, indicating that serum miRNA levels could serve as a potential noninvasive biomarker of fibrosis progression.
Biomarkers ; Biopsy ; Early Diagnosis* ; Fibrosis ; Hepatitis B virus ; Hepatitis B* ; Hepatitis B, Chronic ; Hepatitis* ; Humans ; Liver Cirrhosis* ; Liver* ; Logistic Models ; MicroRNAs* ; Polymerase Chain Reaction ; ROC Curve

Objective To study interleukin-23 (IL-23) levels in serum and dendritic cells of acute-on-chronic liver failure (ACLF) patients with chronic hepatitis B (CHB) and to explore its relationship with the prognosis.Methods Peripheral blood mononuclear cells and serum were collected from 40 ACLF patients with CHB (including survival group 27 cases and non-survival group 13 cases) and 26 healthy controls.Monocytes were induced to immature dendritic cell in vitro and TNF-α was added to induce dendritic cell maturation.IL-23 mRNA of dendritic cells was detected by real time polymerase chain reaction (PCR), and serum IL-23 level was measured by enzyme-linked immuno sorbent assay (ELISA).Differences among the parameters with normal distribution were compared using t test, those with non-normal distribution were compared using non-parametric Mann-Whitney U-test, and the relationship between two variables was assessed by Spearman′s rank correlation.Results International normalized rate (INR) and model for end-stage liver disense (MELD) scores in non-survival group of ACLF were higher than those in survival group (INR: 2.32 vs 1.64, U=69.00, P=0.002 2;MELD:36 vs 30, U=64.50, P=0.001 4).However, there were no significant differences between two groups at gender, age, alanin aminotransferase (ALT), aspartate aminotrans ferase (AST), bilirubin, creatinine, hepatitis B virus (HBV) DNA, hepatitis B surface antigen (HBsAg), hepatitis B e antigen (HBeAg) and serum IL-23.IL-23 mRNA level in dendritic cells at baseline in non-survival group of ACLF was significantly higher than that in survival group (76 vs 43, U=71.50, P=0.002 8).After treatment, serum IL-23 was significantly declined in survival group ([160±75] ng/L vs [91±49] ng/L, t=4.012, P=0.000 2), but not in non-survival group.Significant positive correlation was observed between IL-23 mRNA level in dendritic cells and MELD score at baseline (r=0.7198,P<0.01).Conclusions Persistent high serum IL-23 level suggests poor prognosis in ACLF patients with CHB.IL-23 mRNA expression in dendritic cells has good consistency with MELD score and the patients with high IL-23 mRNA expression has poor outcome.

Objective To investigate the correlation between the results of HBsAg positive results among different detection systems,and provide reference for the analysis of clinical test results and the publication of the report.Methods The HBsAg positive serum specimens with the quantitation result lower than 80 COI were detected by Roche Cobas e602 electrochemical luminescence analyzer.All the specimens were also detected by Roche Modular e170 electrochemical luminescence analyzer.The differences of detecting results were compared and performed the linear correlation analysis.Results The experimental results of two detection systems are R2 =0.933.The positive coincidences of Group A,B,C,D and E were 60.60％,92.72％,96.66％,96.66％ and 100％,respectively.The positive coincidence of the males was 87.66％,while the positive coincidence of the females was 70.96 ％.The positive coincidence of the males was significantly higher than the females (P＜0.05).Conclusion The HBsAg detecting results of Roche Cobas e602 and Roche Modular e170 electrochemical luminescence analyzer had high correlation.The results higher than 10 COI had 100％ positive coincidence rate,however the results between 1 and 10 COI were not.The result between 1 and 10 COI may lead to controversial results,suggestions for further checks.

It remains a great challenge to achieve sufficient cancer classification accuracy with theentire set of genes, due to the high dimensions, small sample size, and big noise of gene expressiondata. We thus proposed a hybrid gene selection method, Information Gain-Support Vector Machine(IG-SVM) in this study. IG was initially employed to filter irrelevant and redundant genes. Then,further removal of redundant genes was performed using SVM to eliminate the noise in the datasetsmore effectively. Finally, the informative genes selected by IG-SVM served as the input for theLIBSVM classifier. Compared to other related algorithms, IG-SVM showed the highest classificationaccuracy and superior performance as evaluated using five cancer gene expression datasetsbased on a few selected genes. As an example, IG-SVM achieved a classification accuracy of90.32% for colon cancer, which is difficult to be accurately classified, only based on three genesincluding CSRP1, MYL9, and GUCA2B.

Objective To investigate the correlation of HCV-RNA with detection indexes HCV-Ab and HCV-cAg in its clini-cal application effect among patients with hepatitis C.Methods HCV-cAg and HCV-Ab in 140 cases of HCV-RNA were detected by enzyme linked immunosorbent assay in cases of PCR,which were detected by real-time fluorescence quantitative PCR.Results 127 cases in 140 cases of HCV-RNA positive serum were HCV-cAg positive,in line with the rate of 90.71%,and the cases of 110 HCV-Ab positive,in line with the rate of 78.57%.The positive detection rate of HCV-cAg with different HCV-RNA concentration was increased with the increase of HCV virus content,and the serum of different HCV-RNA concentration had no significant changes in HCV-Ab detection results.Conclusion The detection results of HCV-cAg had a high coincidence rate with HCV-RNA.Therefore detection of HCV-cAg can be as a complementary detec-tion of HCV-Ab,as the window period of HCV infection and infection in immunocompromised persons screening provides a simple,inexpensive method.At the same time it provides rapid screening for HCV infection provide diagnostic basis for those basic medical units who do not have the conditions for detection of HCV-RNA.

Objective To investigate the frequencies of circulating dendritic cell (DC) subsets and the function of monocyte-derived dendritic cells in patients with hepatitis B-related acute-on-chronic liver failure.Methods Peripheral blood was collected from hepatitis B-related acute-on-chronic liver failure patients (ACLF,n =40) and chronic hepatitis B (CHB,n =40) as well as normal controls (NCs,n =20).Circulating myeloid dendritic cell (Mdc) and plasmic dendritic cell (pDC) frequencies in peripheral blood mononuclear cells (PBMC) were analyzed by flow cytometric analysis.Purified monocytes were isolated by combination of Histopaque-1.077 and CD14 Microbeads.Monocyte-derived dendritic cells (MoDCs) generated in vitro in the presence of interleukin (IL)-4 and granulocyte macrophage colony-stimulating factor upon activation by poly I:C.Costimulatory molecule expression and allostimulatory mixed lymphocyte reaction (AMLR) of MoDCs were detected in patients with hepatitis B-related ACLF.Results The number of circulating mDC decreased only in patients with hepatitis B-related ACLF compared with that in normal controls.However,pDC numbers decreased in both CHB and ACLF patients.We observed a further decrease the pDC numbers in ACLF compared to CHB patients without statistical significance (P ＞ 0.05).MoDC from ACLF patients showed lower expression of costimulatory molecules CD80,CD86 and the mature marker CD83,as well as MHC Ⅱ molecule (HLA-DR) compared to CHB and NC group.Interestingly,MoDC impaired allostimulatory mixed lymphocyte reaction from ACLF patients compared to those in CHB patients and NCs.Conclusions Patients with hepatitis B-related ACLF have a significantly lower expression of surface markers and impaired AMLR of MoDC,as well as decreased number of circulating mDC and pDC,which may be partially related to HBV disease progression in these patients.