Purpose To develop an integrate model combining deep learning features from contrast-enhanced lung ultrasonography with clinical characteristics for predicting epidermal growth factor receptor mutation status in peripheral non-small cell lung cancer.Materials and Methods This retrospective study included 117 patients with pathologically confirmed non-small cell lung cancer from the First Affiliated Hospital of Guangxi Medical University(July 2021 to February 2024).Patients were randomly divided into training(n=93)and test(n=24)sets at an 8∶2 ratio.Regions of interest were delineated at the peak enhancement phase of contrast-enhanced lung ultrasonography.Various deep learning convolutional neural networks were pretrained,with ResNet18 selected as optimal for feature extraction.Deep learning,clinical,and integrated models were constructed using naive Bayesian algorithm.Performance was evaluated via receiver operating characteristic and calibration curves,while class activation mapping and Shapley additive explanation values provided model interpretability.Results In the training set,the deep learning,clinical and integrated models achieved area under the curve of 0.93(95%CI 0.88-0.98),0.86(95%CI 0.68-1.00),and 0.91(95%CI 0.85-0.97),respectively.Corresponding test set area under the curve were 0.81(95%CI 0.72-0.90),0.56(95%CI 0.33-0.80),and 0.87(95%CI 0.72-1.00).Both deep learning and integrated models significantly outperformed the clinical model in training(Z=2.380,P=0.017;Z=2.597,P=0.009)and test sets(Z=2.034,P=0.042;Z=2.577,P=0.010).The integrated model demonstrated excellent calibration and predictive performance.Conclusion The integrated model combining deep learning features from contrast-enhanced lung ultrasonography with clinical characteristics effectively predicts epidermal growth factor receptor mutation status in peripheral non-small cell lung cancer.

Purpose To develop an integrate model combining deep learning features from contrast-enhanced lung ultrasonography with clinical characteristics for predicting epidermal growth factor receptor mutation status in peripheral non-small cell lung cancer.Materials and Methods This retrospective study included 117 patients with pathologically confirmed non-small cell lung cancer from the First Affiliated Hospital of Guangxi Medical University(July 2021 to February 2024).Patients were randomly divided into training(n=93)and test(n=24)sets at an 8∶2 ratio.Regions of interest were delineated at the peak enhancement phase of contrast-enhanced lung ultrasonography.Various deep learning convolutional neural networks were pretrained,with ResNet18 selected as optimal for feature extraction.Deep learning,clinical,and integrated models were constructed using naive Bayesian algorithm.Performance was evaluated via receiver operating characteristic and calibration curves,while class activation mapping and Shapley additive explanation values provided model interpretability.Results In the training set,the deep learning,clinical and integrated models achieved area under the curve of 0.93(95%CI 0.88-0.98),0.86(95%CI 0.68-1.00),and 0.91(95%CI 0.85-0.97),respectively.Corresponding test set area under the curve were 0.81(95%CI 0.72-0.90),0.56(95%CI 0.33-0.80),and 0.87(95%CI 0.72-1.00).Both deep learning and integrated models significantly outperformed the clinical model in training(Z=2.380,P=0.017;Z=2.597,P=0.009)and test sets(Z=2.034,P=0.042;Z=2.577,P=0.010).The integrated model demonstrated excellent calibration and predictive performance.Conclusion The integrated model combining deep learning features from contrast-enhanced lung ultrasonography with clinical characteristics effectively predicts epidermal growth factor receptor mutation status in peripheral non-small cell lung cancer.

Objective:To detect the concentration of various cytokines in aqueous humor of patients with diabetes retinopathy (DR) with Luminex liquid chip, and analyze the relationship between the cytokines and the occurrence and development of DR.Methods:A cross-sectional study was conducted.Sixty-three DR patients (97 eyes) treated with anti-vascular endothelial growth factor (VEGF) drugs in the First Affiliated Hospital of Guangzhou University of Traditional Chinese Medicine from March 1, 2019 to December 31, 2019 were enrolled as DR group, including 38 nonproliferative DR (NPDR) eyes in NPDR group and 59 proliferative DR (PDR) eyes in PDR group, 39 eyes in photocoagulation group and 58 eyes in non-photocoagulation group.Twenty-seven patients (31 eyes) hospitalized for cataract surgery at the same time were collected as the control group.Aqueous humor was extracted during the operation, and Luminex liquid chip was used to detect the concentrations of vascular endothelial growth factor-A (VEGF-A), placental growth factor (PLGF), platelet-derived growth factor (PDGF)-AA, PDGF-BB, angiopoietin-like protein 4 (ANGPTL4), interleukin-6 (IL-6), IL-8, IL-1β, monocyte chemotactic protein-1 (MCP-1), intercellular cell adhesion molecule-1 (ICAM-1) and tumor necrosis factor-α (TNF-α) in aqueous humor.The concentrations of various cytokines of different groups were compared, and the correlation among various aqueous humor cytokines was analyzed by Spearman rank correlation analysis.This study adhered to the Declaration of Helsinki.The study protocol was approved by the Ethics Committee of First Affiliated Hospital of Guangzhou University of Chinese Medicine (No.Y[2019]230). Written informed consent was obtained from each patient.Results:The concentrations of VEGF-A, PLGF, PDGF-AA, ANGPTL4, IL-6, IL-8, MCP-1 and ICAM-1 in DR group were significantly higher and the concentration of IL-1β was significantly lower than those of control group ( Z=-4.747, -5.164, -3.373, -8.062, -4.535, -5.954, -5.098, -3.228, -5.954, all at P<0.01). The concentrations of VEGF-A, PLGF, PDGF-AA, ANGPTL4, IL-6, IL-8 and MCP-1 of the photocoagulation and non-photocoagulation groups were higher and the concentration of IL-1β was significantly lower than those in the control group (all at P<0.017). The concentration of ICAM-1 in the photocoagulation group was significantly higher than that in the control group ( P<0.017). The concentrations of PLGF, PDGF-AA and ANGPTL4 of PDR group were higher than those of NPDR group, and the differences were statistically significant ( Z=-2.291, -3.396, -2.276, all at P<0.05). VEGF-A was positively correlated with the other cytokines except ICAM-1 ( rs=0.237-0.540, all at P<0.05). ANGPTL4 was positively correlated with the other cytokines except IL-1β ( rs=0.361-0.733, all at P<0.01). Conclusions:The occurrence and development of DR are closely related to VEGF family, PDGF family, ANGPTL family and inflammatory factors.The concentrations of PLGF, PDGF-AA and ANGPTL4 are higher in PDR eyes.There are close and complex relationships among a variety of cytokines in the eyes of DR patients.

Objective: Due to the complicated compounds and the synergistic effect of multi-compounds, the quality control and assessment of Chinese materia medica (CMM) encounters a great challenge about how to identify the key compounds, which are directly correlated with its efficacy and safety. On the guidance of study on quality marker (Q-Marker), identification of Q-Markers was performed from Hedan Tablet (HDT) by the aid of the “spider-web” mode and hepatotoxicity evaluation derived from our previous researches and literatures. Methods: By the established ultra performance liquid chromatography with photodiode array detector (UPLC-PDA) method, online UPLC-DPPH· and offline antioxidant assay, 21 candidate compounds of HDT were systematically investigated and comprehensively evaluated by the “spider-web” mode for them properties of Q-Marker based on “content-stability-activity”. In addition, the Q-Markers related with hepatotoxicity based on our previous researches and literatures were identified. Results: Salvianolic acid B (SaB), quercetin-3-O-glucuronide (Qug), isoquercitrin (IQ) and hyperoside (Hyp) were adopted as the preferable Q-Markers of HDT according to the shaded area (A) of tested compounds in “spider-web” mode. Psoralen (Ps), isopsoralen (IP), psoralenoside (PO) and isopsoralenoside (IPO) were also strongly recommended as Q-Markers closely related with safety by considering hepatotoxicity of the accumulated Ps and IP and conversion between glycoside (PO and IPO) and aglycone (Ps and IP). Conclusion: This study provided scientific evidence for quality control and assessment of HDT, and also provided a meaningful reference for application of Q-Markers in CMM.

The paper introduces the research idea, design and realization of the distributed Naive Bayesian intelligent diagnosis sys-tem based on Hadoop, makes optimization and improvement according to its application in Traditional Chinese Medicine ( TCM) Hospital of Guangdong Province, including algorithm design improvement and enhancement of accuracy, extensibility and security of the system.

Aim To investigate the anti-proliferation effect of resveratrol (Res)on human colon cancer cells and dissect the possible mechanism underlaying this effect.Methods We introduced crystal violet staining and Western blot to analyse the anti-proliferation effect of Res on HCT1 1 6 cells.Then,we used flow cytome-try and Western blot assay to detect the Res induced apoptosis in HCT1 1 6 cells.Next,we employed the well established TCF4 /LEF luciferase reporter to meas-ure the effect of Res on Wnt/β-catenin signaling trans-duction.Finally,we took Western blot and PCR assay to analyse the effect of Res on the expression of β-cate-nin in HCT1 1 6 cells.Results Crystal violet staining and Western blot analysis showed that Res could inhib-it the proliferation of HCT1 1 6 cells in a concentration-and time dependent fashion.What’s more,Res could promote apoptosis in HCT1 1 6 cells.The transcriptional activities of TCF4 /LEF reporter were reduced by Res in a concentration-dependent fashion (P <0.05 when the concentration of Res was 20 μmol·L -1 ,and P <0.01 when the concentration of Res was 40 μmol·L -1 or 80 μmol·L -1 ).Res could decrease not only the protein level of β-catenin in HCT1 1 6 cells,but also the mRNA expression of β-catenin.Conclusion Res can inhibit the proliferation of HCT1 1 6 cells,which may be mediated at least by down-regulating the ex-pression of β-catenin to inhibit the Wnt/β-catenin sig-naling transduction.

Objective To assess the clinical value of MSCT in congenital esophageal atresia (EA) and tracheoesophageal fistula (TEF) of newborns. Methods Twenty neonates (17 boys and 3 girls) with a mean age of 4.6 days (1 day to 16 days) diagnosed EA and distal TEF underwent MSCT, and multiple planar volume reconstruction (MPVR) and three-dimensional transparency lung volume rendering (TL-VR) imaging were used. The initial diagnosis was made on esophagram by showing the catheter into a blind-ended esophageal pouch. The MSCT manifestations were compared with the surgical findings. Statistical analysis was performed by using SPSS 10.0. Paired-Samples t test and Pearson correlation analysis were used. Results MSCT clearly showed the distal esophageal pouches in all EA patients. The distance between the proximal and distal esophageal pouches determined by MPVR (0.15--3.10 cm, median 0.70 cm) and TL-VR (0.10--3.10 cm, median 0.82 cm) had no remarkable differences and correlated well with the surgical findings (r=0.87, P<0.01). MPVR revealed the orifice of the fistula in 13 TEF cases, while TL-VR only in 4. Conclusion MSCT is an useful and noninvasive imaging method for demonstrating congenital EA and distal TEF, and is highly valuable for surgical planning.

Objective To study the current situation of reproductive tract infection among bearing age mar-fled women in countryside and influence factors. Methods We had examined 4916 women. Questionnaire investiga-tion,gynecologic examination,the inspection of pathogen and the B-ultrasound were collected by face to face in the clinic. Results The general prevalence rate of RTI was 53.93%. The prevalence rates of pelvic infection and cervici-tis were 3.97% and 51.12%. The prevalence rates of germs, trichomonal and candiclal vaginitis were 12.51%, 3.60% and 7.71% respectively. The infection rate for only one,two or three kind of RTI were 33.08% ,19.73% and 1.08% respectively. The influence factors were : age, education, family economy, sanitary habits, graviclity, frequent in-tercourse,induced abortion and knowledge towards RTI. Conclusion Among bearing age married women in country-side province the prevalence rate of RTI was higher and also showed evidence of some influence factors.

Objective To understand the erythromycin resistance rate and the erythromycin resistant gene spectrum in Streptococcus pyogenes strains isolated in Shanghai.Methods The outpatient children who were diagnosed with scarlatinal in the Children's Hospital of Fudan University from November 2004 to June 2006 were enrolled and 100 strains of Streptococcus pyogenes were isolated by pharyngeal swab culture.The distributions ofermA,ermB,mefA genes were determined by polymerase chain reaction(PCR)amplification.The relationship between ermA,ermB,mefA genes and erythromycin resistance were also analyzed.Results The erythromycin and clindamycin resistance rates of Streptococcus pyogenes in Shanghai were 98%and 95%,respectively;the concordance rate of these two drugs was 97%.Among 100 strains of Streptococcus pyogenes,94 strains(94%)contained ermB gene,with 100%of erythromycinresistance rate.Sixteen(16%)contained mefA gene,with 100% of erythromycin resistance rate.ermA was not detected inall the 100 strains.The ermB and mefA genes were not found in 5 strains,among which,2 were susceptible to erythromycin and 3wereresistant to erythromycin.Only 1%of isolates was mefA genesingle positive.Conclusions There is a high erythromycin resistance rate of Streptococcus pyogenes strains isolated inShanghai,and the cross resistance to clindamycin is high.TheermB gene is important erythromycin resistancedeterminants of Streptococcus pyogenes in Shanghai.

BACKGROUND: There is a growing recognition that the adipose tissue is an endocrine organ that secretes signaling molecules such as adiponectin and resistin. The peroxisome proliferator activated receptor γ (PPARγ) is expressed in high levels in the adipose tissue. Thiazolidinediones are selective PPARγ agonists with insulin-sensitizing properties. It has been postulated that thiazolidinediones such as rosiglitazone exert their pharmacodynamic effects in part through modulation of resistin (implicated in insulin resistance) and adiponectin (an insulin-sensitizing molecule) expression subsequent to activation of PPARγ. There are conflicting data, however, on the biological direction in which resistin expression is modulated by PPARγ agonists and whether an increase in adiponectin expression can occur in the face of an upregulation of resistin. METHODS: Using the murine 3T3-L1 adipocytes as a model, we evaluated the changes in resistin and adiponectin gene expression after vehicle, rosiglitazone (10 μmol/L, a PPARγ agonist), GW9662 (5 μmol/L, a selective PPARγ antagonist) or GW662 and rosiglitazone co-treatment.RESULTS: In comparison to vehicle treatment, rosiglitazone increased the average adiponectin and resistin mRNA expression by 1.66- and 1.55-fold, respectively (P＜0.05). Importantly, GW9662 also upregulated adiponectin expression (by 1.57-fold, P＜0.05) but did not influence resistin expression (P＞0.05). Co-treatment with rosiglitazone and GW9662 maintained the adiponectin upregulation (1.87-fold increase from vehicle, P＜0.05) while attenuating resistin upregulation (1.31-fold increase from vehicle, P＜0.05) induced by rosiglitazone alone (1.55-fold increase from vehicle, P＜0.05). CONCLUSION: This study presents new evidence that adiponectin transcript is upregulated with both a PPARγ agonist (rosiglitazone) and antagonist (GW9662), while GW9662 co-treatment does not block rosiglitazone-induced adiponectin upregulation. These data collectively suggest that biological mechanisms independent from PPARγ may underlie thiazolidinedione pharmacodynamics on adiponectin expression. Moreover, increased adiponectin expression by GW9662, in the absence of an upregulation of resistin expression, lends further support on the emerging clinical potential of PPARγ antagonists in treatment of insulin resistance. Decreased resistin expression may not be crucial for the insulin-sensitizing effect of rosiglitazone. These findings may serve as a foundation for future dose-ranging and time-course studies of thiazolidinedione pharmacodynamics on adipocytokine expression in human adipocytes.