OBJECTIVES: To investigate the reliability and accuracy of deep learning technology in automatic sex estimation using the 3D reconstructed images of the computed tomography (CT) from the Chinese Han population. METHODS: The pelvic CT images of 700 individuals (350 males and 350 females) of the Chinese Han population aged 20 to 85 years were collected and reconstructed into 3D virtual skeletal models. The feature region images of the medial aspect of the ischiopubic ramus (MIPR) were intercepted. The Inception v4 was adopted as the image recognition model, and two methods of initial learning and transfer learning were used for training. Eighty percent of the individuals' images were randomly selected as the training and validation dataset, and the remaining were used as the test dataset. The left and right sides of the MIPR images were trained separately and combinedly. Subsequently, the models' performance was evaluated by overall accuracy, female accuracy, male accuracy, etc. RESULTS: When both sides of the MIPR images were trained separately with initial learning, the overall accuracy of the right model was 95.7%, the female accuracy and male accuracy were both 95.7%; the overall accuracy of the left model was 92.1%, the female accuracy was 88.6% and the male accuracy was 95.7%. When the left and right MIPR images were combined to train with initial learning, the overall accuracy of the model was 94.6%, the female accuracy was 92.1% and the male accuracy was 97.1%. When the left and right MIPR images were combined to train with transfer learning, the model achieved an overall accuracy of 95.7%, and the female and male accuracies were both 95.7%. CONCLUSIONS The use of deep learning model of Inception v4 and transfer learning algorithm to construct a sex estimation model for pelvic MIPR images of Chinese Han population has high accuracy and well generalizability in human remains, which can effectively estimate the sex in adults.
Adult ; Female ; Humans ; Male ; Deep Learning ; Imaging, Three-Dimensional ; Pelvis ; Reproducibility of Results ; Tomography, X-Ray Computed ; Young Adult ; Middle Aged ; Aged ; Aged, 80 and over

Objective: To explore the effect of perioperative chemotherapy on the prognosis of gastric cancer patients under real-world condition. Methods: A retrospective cohort study was carried out. Real world data of gastric cancer patients receiving perioperative chemotherapy and surgery + adjuvant chemotherapy in 33 domestic hospitals from January 1, 2014 to January 31, 2016 were collected. Inclusion criteria: (1) gastric adenocarcinoma was confirmed by histopathology, and clinical stage was cT2-4aN0-3M0 (AJCC 8th edition); (2) D2 radical gastric cancer surgery was performed; (3) at least one cycle of neoadjuvant chemotherapy (NAC) was completed; (4) at least 4 cycles of adjuvant chemotherapy (AC) [SOX (S-1+oxaliplatin) or CapeOX (capecitabine + oxaliplatin)] were completed. Exclusion criteria: (1) complicated with other malignant tumors; (2) radiotherapy received; (3) patients with incomplete data. The enrolled patients who received neoadjuvant chemotherapy and adjuvant chemotherapy were included in the perioperative chemotherapy group, and those who received only postoperative adjuvant chemotherapy were included in the surgery + adjuvant chemotherapy group. Propensity score matching (PSM) method was used to control selection bias. The primary outcome were overall survival (OS) and progression-free survival (PFS) after PSM. OS was defined as the time from the first neoadjuvant chemotherapy (operation + adjuvant chemotherapy group: from the date of operation) to the last effective follow-up or death. PFS was defined as the time from the first neoadjuvant chemotherapy (operation + adjuvant chemotherapy group: from the date of operation) to the first imaging diagnosis of tumor progression or death. The Kaplan-Meier method was used to estimate the survival rate, and the Cox proportional hazards model was used to evaluate the independent effect of perioperative chemo therapy on OS and PFS. Results: 2 045 cases were included, including 1 293 cases in the surgery+adjuvant chemotherapy group and 752 cases in the perioperative chemotherapy group. After PSM, 492 pairs were included in the analysis. There were no statistically significant differences in gender, age, body mass index, tumor stage before treatment, and tumor location between the two groups (all P>0.05). Compared with the surgery + adjuvant chemotherapy group, patients in the perioperative chemotherapy group had higher proportion of total gastrectomy (χ(2)=40.526, P<0.001), smaller maximum tumor diameter (t=3.969, P<0.001), less number of metastatic lymph nodes (t=1.343, P<0.001), lower ratio of vessel invasion (χ(2)=11.897, P=0.001) and nerve invasion (χ(2)=12.338, P<0.001). In the perioperative chemotherapy group and surgery + adjuvant chemotherapy group, 24 cases (4.9%) and 17 cases (3.4%) developed postoperative complications, respectively, and no significant difference was found between two groups (χ(2)=0.815, P=0.367). The median OS of the perioperative chemotherapy group was longer than that of the surgery + adjuvant chemotherapy group (65 months vs. 45 months, HR: 0.74, 95% CI: 0.62-0.89, P=0.001); the median PFS of the perioperative chemotherapy group was also longer than that of the surgery+adjuvant chemotherapy group (56 months vs. 36 months, HR=0.72, 95% CI:0.61-0.85, P<0.001). The forest plot results of subgroup analysis showed that both men and women could benefit from perioperative chemotherapy (all P<0.05); patients over 45 years of age (P<0.05) and with normal body mass (P<0.01) could benefit significantly; patients with cTNM stage II and III presented a trend of benefit or could benefit significantly (P<0.05); patients with signet ring cell carcinoma benefited little (P>0.05); tumors in the gastric body and gastric antrum benefited more significantly (P<0.05). Conclusion: Perioperative chemotherapy can improve the prognosis of gastric cancer patients.
Chemotherapy, Adjuvant ; Female ; Gastrectomy ; Humans ; Male ; Neoadjuvant Therapy ; Neoplasm Staging ; Prognosis ; Retrospective Studies ; Stomach Neoplasms/surgery*

Objectives: This paper aimed to investigate the prevalence of diabetes mellitus (DM) and explore the associated risk factors in a very elderly southwest Chinese population. Methods: From September 2015 to June 2016, a cross-sectional survey was conducted to obtain a representative sample of 1,326 participants over 80 years old living in Chengdu. The presence of DM was based on fasting plasma glucose (FPG) and 2-h plasma glucose (2-hPG) levels during an oral glucose tolerance test (OGTT). A logistic regression model was used to calculate the odds ratios ( s) and 95% confidence intervals ( s) of the potential associated factors. Results: The participants' mean age was 83.5 ± 3.1 years. The overall prevalence of DM was 27.4%. The prevalence was higher in males (30.2%) than females (24.7%) ( = 0.02). The prevalence of DM increased with body mass index (BMI) and decreased with aging. The multivariate analysis suggested that male sex ( = 1.433; 95% , 1.116-1.843), hypertension ( = 1.439; 95% , 1.079-1.936), overweight or obesity ( = 1.371; 95% , 1.023-1.834), high heart rate (≥ 75 beats/min; = 1.362; 95% , 1.063-1.746), and abdominal obesity ( = 1.615; 95% , 1.216-2.149) were all significantly positively correlated with DM. However, age was negatively correlated with DM ( = 0.952; 95% , 0.916-0.989). Conclusions The prevalence of DM and newly diagnosed DM in a very elderly southwest Chinese population was high. OGTT screening should be performed regularly in people aged ≥ 80 years to ensure timely diagnosis of DM.
Aged, 80 and over ; China ; epidemiology ; Cross-Sectional Studies ; Diabetes Mellitus ; epidemiology ; Female ; Humans ; Male ; Prevalence ; Risk Factors

Steaming method is a traditional processing method for Gastrodiae Rhizoma(GR). The current studies on the steaming method's mechanism of GR are mainly focused on facilitating softening slice, destroying the β-glycosidic bond enzymes to reduce the decomposition of gastrodia glycosides (killing enzyme and protecting glycosides). The researches on the processing mechanism are still incomplete, while revealing and analyzing the active components in the body's metabolic process are important channels and new models to clarify the mechanism of traditional medicine processing. In order to provides a reference for the in-depth study of the processing mechanism of GR, we have reviewed the relevant literature at home and abroad in recent years and briefly summarized the processing, composition analysis and in vivo metabolism of GR in this study.

AIM:To study the relativity between reject reaction from donation after cardiac death (DCD) and corneal endothelial cell source of corneal graft after penetrating keratoplasty.METHODS:Totally 28 cases of corneal graft rejection after penetrating keratoplasty with cardiac death donor cornea were analyzed using corneal endothelial microscope at less than 1mo,2-3mo,4-6mo,7-12mo after operation.RESULTS:Coefficient variation of corneal endothelial cell of the 28 cases at less than 1 mo,2-3mo,4-6mo and 7-12mo were 38.23％,49.56％,57.18％,65.04％.Corneal endothelial cell density were 2071.15 ± 311.47,1771.33 ± 348.18,1626.59±353.92,1553.14±307.31.The coefficient variation of corneal endothelial cells was positively correlated with rejection (r =0.95,P ＜ 0.05).The postoperative corneal endothelial cell density was negatively correlated with rejection (r=-0.93,P＜0.05).CONCLUSION:The corneal endothelial cell coefficient variation increased gradually and the corneal endothelial cell density decreased gradually after DCD corneal allograft rejection.Corneal endothelial cell coefficient variation and corneal endothelial cell density can be used as indicators of early detection of postoperative rejection.

OBJECTIVETo observe the effect of bear bile powder (BBP) on the STAT3 pathway and its downstream target genes of nude mice hepatocellular carcinoma (HCC) xenograft, and to explore its mechanism for treating HCC.

METHODSThe subcutaneous xenograft model was established using HepG2 cells. When the subcutaneous transplanted tumor was formed, naked mice were randomly divided into two groups, the BBP group and the control group. Mice in the BBP group were administered with BBP by gastrogavage, once daily for 3 consecutive weeks, while mice in the control group were administered with normal saline by gastrogavage, once daily for 3 consecutive weeks. The body weight and the tumor volume were measured once per week. By the end of medication, the tumor weight was weighed and the tumor inhibition ratio calculated. The apoptosis of the tumor tissue was detected by TdT-mediated dUTP nick end labeling (TUNEL). The expression of Bcl2-associated X protein (Bax), B cell lymphoma/eukemina-2 (Bcl-2), cyclin-dependent protein kinase (CDK4), cyclinD1 were detected by reverse transcription-polymerase chain reaction (RT-PCR). The protein expression levels of signal transducers and transcription activators 3 (p-STAT3), proliferating cell nuclear antigen (PCNA), Bax, Bcl-2, CDK4, and cyclinD1 were determined by immunohistochemistry.

RESULTSBBP could inhibit the tumor volume and tumor weight, showing statistical difference when compared with the control group (P < 0.01). Results of TUNEL showed that BBP could significantly induce the apoptosis of hepatoma carcinoma cells. Results of RT-PCR showed that BBP could up-regulate the expression of Bax and down-regulate mRNA expression of Bcl-2, CDK4, and cyclinD1. Immunohistochemical results showed that BBP could up-regulate the expression of Bax and inhibit the protein expression of p-STAT3, PCNA, Bcl-2, CDK4, and cyclinD1.

CONCLUSIONBBP could induce the apoptosis of hepatoma carcinoma cells and inhibit their proliferation by regulating STAT3 pathway.

Animals ; Bile ; Carcinoma, Hepatocellular ; metabolism ; pathology ; Cyclin D1 ; metabolism ; Cyclin-Dependent Kinase 4 ; metabolism ; Drugs, Chinese Herbal ; pharmacology ; Hep G2 Cells ; Humans ; Liver Neoplasms ; metabolism ; pathology ; Male ; Mice ; Mice, Inbred BALB C ; Mice, Nude ; Proto-Oncogene Proteins c-bcl-2 ; metabolism ; STAT3 Transcription Factor ; metabolism ; Signal Transduction ; Ursidae ; Xenograft Model Antitumor Assays ; bcl-2-Associated X Protein ; metabolism

BACKGROUND:Ventricular arrhythmia (VA) is one of the most common complications of myocardial infarction (MI), and ventricular tachycardia and fibrillation are the main causes for sudden cardiac death. This study aimed to explore the effect of ramipril on the occurrence of VA and its mechanism after MI in rabbits. METHODS:Twenty-four New Zealand rabbits purchased from the Wuhan Laboratory Animal Research Center were divided into three groups:sham-operated (SHAM) group (n=8), MI group (n=8) and MI with ramipril (RAM) group (n=8). Rabbits in the SHAM group received a median sternotomy without ligation of the left ventricular coronary artery. Rabbits in the MI and RAM groups received a median sternotomy followed by ligation of the left coronary artery. The successful anterior MI was confirmed by elevation of the ST segment with more than 0.2 mV in lead II and III. After MI, rabbits in the RAM group were fed with intragastric ramipril (1 mg/kg per day ) for 12 weeks. Before and 12 weeks after MI in the three groups, ventricular tachycardia or fibrillation (VT/VF) episodes and MAP in cadiocytes of the epicardium, mid-myocardium and endocardium were recorded by a multichannel physiograph. Student'st test and ANOVA were used for statistical analysis. RESULTS:VT/VF episodes were decreased more markedly in the RAM group than in the MI group after 12 weeks (2.6±0.8 vs. 12.4±2.9,P<0.05). Twelve weeks after MI, the duration of repolarization for 90％ (APD90) of three-tier ventricular myocytes in the MI group was longer than that before MI (258.2±21.1 vs. 230.1±23.2, 278.0±23.8 vs. 245.8±25.4, 242.6±22.7 vs. 227.0±21.7,P<0.05). However, the APD90 was not significantly different at 12 weeks before and after MI in the RAM group (P>0.05). Moreover, the transmural dispersion of repolarization (TDR) was increased more markedly 12 weeks after MI in the MI group than in the SHAM and RAM groups (36.2±10.2 vs. 18.7±6.2, 24.9±8.7,P<0.05). But the TDR was not significantly different between the RAM and SHAM groups (18.7±6.2 vs. 24.9±8.7,P>0.05). CONCLUSION:Ramipril may reduce the incidence of malignant ventricular arrhythmia via improvement of transmembrance repolarization heterogeneity after MI.

Cadherins ; metabolism ; Female ; Humans ; MCF-7 Cells ; Neoplastic Stem Cells ; metabolism ; Receptor, Notch1 ; metabolism ; Receptors, CXCR4 ; metabolism ; Vascular Endothelial Growth Factor A ; metabolism ; Vascular Endothelial Growth Factor C ; metabolism

Objective To investigate the changes of Th1/Th2 cells and related cytokine levels in chronic hepatitis B (CHB) fibrosis.Methods Forty-six patients with CHB fibrosis underwent liver biopsy during March and October,2011.According to the stage of fibrosis,the patients were divided into S0-1 group (n =15),S2-3 group (n =20) and S4 group (n =11).Ten healthy subjects served as controls.The frequencies of circulating Th1,Th2 cells were detected by flow cytometry.The expressions of interferon-γ (IFN-γ) and interleukin 4 (IL-4) mRNA in peripheral blood mononuclear cells (PBMCs) were detected by real-time quantitative PCR.The serum IFN-γand IL-4 concentrations were determined by enzyme-linked immunosorbent assays.Intrahepatic expressions of IFN-γ and IL-4 were detected by immunohistochemical staining.Differences between groups were analyzed using non-parametric Kruskal-Wallis H test,followed by Mann-Whitney U test for multiple comparisons.Logistic regression was used for multivariate analysis.Results With the degree of liver fibrosis exacerbations,the peripheral Th1/Th2 cells frequencies ratio,IFN-γ/IL-4 mRNA ratio in PBMCs,serum IFN-γ/IL-4 ratio and intrahepatic IFN-γ/IL-4 ratio were declined (x2 =36.259,40.822,26.321 and 31.852,respectively,all P ＜ 0.05).Serum and intrahepatic IFNγ/IL-4 ratio were negatively associated with the stage of liver fibrosis (r =-0.616 and-0.531,P ＜0.01).Logistic regression analysis showed that AST,PT and the serum IFNγ/IL-4 ratio were the risk factors for significant liver fibrosis (S2-4) (OR =5.933,95％ CI:1.324-26.586,P =0.02; OR =12.866,95％CI:1.746-94.788,P =0.01; OR=4.755,95％CI:1.034-21.862,P =0.04).Conclusions The CHB patients has imbalanced Th1/Th2 ratio.With the degree of liver fibrosis exacerbations,Th1/Th2 cytokines drift into Th2 lymphocyte sub-cluster,which suggests that Th1/Th2 imbalance may be involved in the pathogenesis of CHB fibrosis.

Aspirin ; administration & dosage ; therapeutic use ; Brain ; diagnostic imaging ; pathology ; Cerebral Infarction ; diagnosis ; drug therapy ; etiology ; Epilepsy ; diagnosis ; drug therapy ; etiology ; Humans ; Immunoglobulins, Intravenous ; administration & dosage ; therapeutic use ; Infant ; Male ; Mucocutaneous Lymph Node Syndrome ; complications ; diagnosis ; drug therapy ; Tomography, X-Ray Computed