Novel deep learning-based computer-aided diagnosis system for predicting inflammatory activity in ulcerative colitis.

BACKGROUND AND AIMS: Endoscopy is increasingly performed for evaluating patients with ulcerative colitis (UC). However, its diagnostic accuracy is largely affected by the subjectivity of endoscopists' experience and scoring methods, and scoring of selected endoscopic images cannot reflect the inflammation of the entire intestine. We aimed to develop an automatic scoring system using deep-learning technology for consistent and objective scoring of endoscopic images and full-length endoscopic videos of patients with UC. METHODS: We collected 5875 endoscopic images and 20 full-length videos from 332 patients with UC who underwent colonoscopy between January 2017 and March 2021. We trained the artificial intelligence (AI) scoring system using these images, which was then used for full-length video scoring. To more accurately assess and visualize the full-length intestinal inflammation, we divided the large intestine into a fixed number of "areas" (cecum, 20; transverse colon, 20; descending colon, 20; sigmoid colon, 15; rectum, 10). The scoring system automatically scored inflammatory severity of 85 areas from every video and generated a visualized result of full-length intestinal inflammatory activity. RESULTS: Compared with endoscopist scoring, the trained convolutional neural network achieved 86.54% accuracy in the Mayo-scored task, whereas the kappa coefficient was .813 (95% confidence interval [CI], .782-.844). The metrics of the Ulcerative Colitis Endoscopic Index of Severity-scored task were encouraging, with accuracies of 90.7%, 84.6%, and 77.7% and kappa coefficients of .822 (95% CI, .788-.855), .784 (95% CI, .744-.823), and .702 (95% CI, .612-.793) for vascular pattern, erosions and ulcers, and bleeding, respectively. The AI scoring system predicted each bowel segment's score and displayed distribution of inflammatory activity in the entire large intestine using a 2-dimensional colorized image. CONCLUSIONS: We established a novel deep learning-based scoring system to evaluate endoscopic images from patients with UC, which can also accurately describe the severity and distribution of inflammatory activity through full-length intestinal endoscopic videos.

Increased modified DUBLIN scores are associated with serious ulcerative colitis and treatment failure.

Background: Grading of endoscopic lesions is important for determining the severity of ulcerative colitis and developing treatment strategies, but the commonly used methods are not sufficient. Objectives: This study aimed to investigate whether new endoscopic scoring systems incorporating lesions and disease extent are associated with clinical disease severity and maintainable remission. Design: This was a retrospective study. In all, 110 patients with ulcerative colitis were included and 87 completed 12-month follow-up. Methods: Colonoscopy was performed within 1 week before blood samples were taken. Degree of ulcerative colitis burden of luminal inflammation (DUBLIN) scores were calculated as the product of Mayo endoscopic score (MES) by disease extent and ulcerative colitis endoscopic index of severity was used to replace MES when calculating modified DUBLIN scores. Results: DUBLIN and modified DUBLIN scores were increased in the moderate and severe groups significantly (p < 0.05). Both of increased scores contributed to the detection of serious diseases, and the clinical cutoff values of DUBLIN and modified DUBLIN were 3[area under the curve (AUC) = 0.809, p = 0.001) and 7(AUC = 0.815, p = 0.001), respectively. They were with high sensitivity, but the specificity of DUBLIN was lower. Both scores were correlated to partial Mayo scores, C-reactive protein and erythrocyte sedimentation rate positively, and they were correlated to the albumin negatively (p < 0.05). Higher modified DUBLIN scores (>7) were associated with an increased risk of treatment failure (hazard ratio = 4.96, 95% confidence interval: 1.17-21.00, p = 0.03), but there were no association between DUBLIN scores and long-term remission (p > 0.05). Conclusion: Increased DUBLIN and modified DUBLIN scores were conducive to screening serious disease, but only modified DUBLIN scores had the potential to assist in making an upgraded therapeutic schedule.

Green Extraction of Forsythoside A, Phillyrin and Phillygenol from Forsythia suspensa Leaves Using a ß-Cyclodextrin-Assisted Method.

In this study, a green process of ß-cyclodextrin (ß-CD)-assisted extraction of active ingredients from Forsythia suspensa leaves was developed. Firstly, the optimal process of extraction was as follows: the ratio between Forsythia suspensa leaves and ß-CD was 3.61:5, the solid-liquid ratio was 1:36.3, the temperature was 75.25 °C and the pH was 3.94. The yields of forsythoside A, phillyrin and phillygenol were 11.80 ± 0.141%, 5.49 ± 0.078% and 0.319 ± 0.004%, respectively. Then, the structure characteristics of the ß-CD-assisted extract of Forsythia suspensa leaves (FSE-ß-CD) were analyzed using powder X-ray diffraction (PXRD), Fourier transform infrared spectroscopy (FT-IR), differential scanning calorimetry (DSC), scanning electron microscopy (SEM) and molecular docking to demonstrate that the natural active products from Forsythia suspensa leaves had significant interactions with the ß-CD. Additionally, the loss of forsythoside A from aqueous FSE-CD at 80 °C was only 12%, compared with Forsythia suspensa leaf extract (FSE) which decreased by 13%. In addition, the aqueous solubility of FSE-CD was significantly increased to 70.2 g/L. The EC50 for scavenging DPPH and ABTS radicals decreased to 28.98 ug/mL and 25.54 ug/mL, respectively. The results showed that the ß-CD-assisted extraction process would be a promising technology for bioactive compounds extracted from plants.

LINC00893 inhibits the progression of prostate cancer through miR-3173-5p/SOCS3/JAK2/STAT3 pathway.

BACKGROUND: Prostate cancer (PCa) is one of the most common malignant tumors in the male urinary system. In recent years, the morbidity and mortality of PCa have been increasing due to the limited effects of existing treatment strategies. Long non-coding RNA (lncRNA) LINC00893 was reported to inhibit the proliferation and metastasis of papillary thyroid cancer cells, but its role in PCa has not been reported. This study aims to investigate the role and underlying mechanism of LINC00893 in regulating the progression of PCa cells. METHODS: We first compared LINC00893 expression levels between PCa tissues and normal prostate tissues through TCGA database. The relative LINC00893 expression levels were further validated in 66 pairs of PCa tissues and para-cancerous normal tissues, as well as in PCa cell lines. Gain-of-function experiment was performed by transfecting PCa cell with LINC00893 expression vector, and CCK (Cell count kit)-8, 5-Ethynyl-2'-deoxyuridine (EdU) incorporation, colony information and transwell assays were conducted to assess the functional phenotypes. Dual-luciferase reporter, RNA-binding protein immunoprecipitation (RIP) and RNA pull-down assays were performed to evaluate the molecular interactions. RESULTS: LINC00893 was downregulated in PCa tissues and cell lines, and patients with low expression of LINC00893 were associated with a poorer overall survival rate. LINC00893 overexpression hindered the proliferation, epithelial-mesenchymal transition (EMT) as well as the migratory ability of PCa cells, and suppressed the tumorigenesis of PCa cells in nude mice. We further demonstrated that LINC00893 acted as a sponge for miR-3173-5p and inhibited its activity, which in turn regulated the suppressor of cytokine signaling 3 (SOCS3)/Janus Kinase 2 (JAK2)/signal transducer and activator of transcription 3 (STAT3) signaling axis. CONCLUSIONS: Our study demonstrated that LINC00893 suppresses the progression of PCa cells through targeting miR-3173-5p/SOCS3/JAK2/STAT3 axis. Our data uncovers a novel tumor-suppressor role of LINC00893 in PCa, which may serve as a potential strategy for targeted therapy in PCa.

Decreased serum iron concentration and total iron binding capacity are associated with serious Crohn's disease.

This study aimed to investigate whether serum indicators related to iron stores in the body are associated with clinical and endoscopic disease severity. Eighty-four patients with Crohn's disease (CD) and twenty-four healthy volunteers were included. The indicators related to iron stores were detected within one week after endoscopic and CT enterography examinations. Patients were divided into three groups according to the CDAI(Crohn's disease activity index)scores. Serum iron levels were decreased in all groups (p < 0.05), and the values of remission group were higher than those of moderate group (p < 0.001). The total iron binding capacity(TIBC)values of the moderate group were lower than those of the controls and the other groups (p < 0.05). None of the indicators differed significantly among the patients classified by SES-CD (p > 0.05). Underweight, decreased serum iron and TIBC were independent risk factors for moderate clinical disease. Combined detection of decreased serum iron and TIBC was helpful in differentiating severe patients. The sensitivity and specificity were 32.7% and 100%, respectively (AUC = 0.812, p < 0.01). Decreases in serum iron and TIBC were associated with the clinical activity of CD. Combined detection of the two indicators was conducive to screening serious disease.

Three-Dimensional Model of the Moon with Semantic Information of Craters Based on Chang'e Data.

China's Chang'e lunar exploration project obtains digital orthophoto image (DOM) and digital elevation model (DEM) data covering the whole Moon, which are critical to lunar research. The DOM data have three resolutions (i.e., 7, 20 and 50 m), while the DEM has two resolutions (i.e., 20 and 50 m). Analysis and research on these image data effectively help humans to understand the Moon. In addition, impact craters are considered the most basic feature of the Moon's surface. Statistics regarding the size and distribution of impact craters are essential for lunar geology. In existing works, however, the lunar surface has been reconstructed less accurately, and there is insufficient semantic information regarding the craters. In order to build a three-dimensional (3D) model of the Moon with crater information using Chang'e data in the Chang'e reference frame, we propose a four-step framework. First, software is implemented to annotate the lunar impact craters from Chang'e data by complying with our existing study on an auxiliary annotation method and open-source software LabelMe. Second, auxiliary annotation software is adopted to annotate six segments in the Chang'e data for an overall 25,250 impact crater targets. The existing but inaccurate craters are combined with our labeled data to generate a larger dataset of craters. This data set is analyzed and compared with the common detection data. Third, deep learning detection methods are employed to detect impact craters. To address the problem attributed to the resolution of Chang'e data being too high, a quadtree decomposition is conducted. Lastly, a geographic information system is used to map the DEM data to 3D space and annotate the semantic information of the impact craters. In brief, a 3D model of the Moon with crater information is implemented based on Chang'e data in the Chang'e reference frame, which is of high significance.

Class A1 scavenger receptors mediated macrophages in impaired intestinal barrier of inflammatory bowel disease.

BACKGROUND: This study was to investigate the cytokines and phenotype of macrophages pre-treated with class A1 scavenger receptor (SR-A1) antibody in vitro and the influence on apoptotic pathway of colonic epithelial cells, and to explore the role of SR-A1 mediated macrophages in impaired intestinal barrier of inflammatory bowel diseases (IBDs). METHODS: Mouse macrophage RAW264.7 was pre-treated with SR-A1 antibody in the presence of lipopolysaccharide (LPS). Transwell system was employed for co-culture of RAW264.7 and Caco-2 in the presence of LPS and IFN-γ, with or without SR-A1 antibody pre-treatment. The percentage of F4/80+CD11c+ macrophages, apoptosis rate of Caco-2 cells, and expression of apoptosis and tight junction proteins in Caco-2 cells was determined. RESULTS: Pre-treatment with SR-A1 antibody up-regulated IL-10 expression in RAW264.7, whereas down-regulated the expression of TNF and iNOS. Immunofluorescence staining indicated the upregulation of NF-κB p-p56 after LPS stimulation was significantly inhibited in the presence of SR-A1 antibody. The increase in p-JNK expression was inhibited by SR-A1 antibody. Transwell assay showed the percentage of F4/80+CD11c+ macrophages and apoptotic Caco-2 cells increased after treatment with LPS and IFN-γ, which could be reversed in the presence of SR-A1 antibody. The induction of cleaved caspase-3 and claudin-1 in Caco-2 cells was also suppressed when SR-A1 antibody pre-treatment. CONCLUSIONS: Pre-treatment with SR-A1 antibody can inhibit inflammatory response in LPS-induced macrophages in a NF-κB dependent manner. Pre-treatment with SR-A1 antibody also inhibits M1 phenotype expression of macrophages, and attenuates the pro-apoptotic effect on colonic epithelial cells and disruption of intestinal barrier integrity induced by macrophages.

Effectiveness and safety of calcineurin inhibitor withdrawal in kidney transplantation: a meta-analysis of randomized controlled trials.

BACKGROUND: The purpose was to compare the effectiveness and safety of calcineurin inhibitors (CNIs) withdrawal and continued therapies in kidney transplant recipients. METHODS: We searched the PubMed, MEDLINE, Springer, Elsevier Science Direct, Cochrane Library and Google Scholar up to May 2014. Risk ratio (RR) or weighted mean difference (WMD) and their 95 % confidence intervals (CIs) were calculated in fixed-effects model or random-effects model when appropriate. Besides, sensitivity analysis was performed based on the addition of sirolimus in initial immunosuppression protocols. RESULTS: Total seven studies with 1071 kidney transplant recipients received CNIs withdrawal therapy (experimental group) and 792 kidney transplant recipients received CNIs continued therapy (control group) were included in the meta-analysis. The overall estimates of acute rejection rate (RR = 1.64, 95 % CI: 1.19-2.27, P = 0.003), mean measured glomerular filtration rate (WMD = 9.50, 95 % CI = 2.96-16.03, P = 0.004), thrombocytopenia (RR = 3.39, 95 % CI: 2.27-5.05, P < 0.00001) and hypertension (RR = 0.56, 95 % CI: 0.40-0.78, P = 0.0006) showed that there were significant differences between the CNIs withdrawal and continued therapies in kidney transplant recipients, while no significant differences were found between groups in survival rate, graft survival rate, diabetes, hypercholesterolemia, hypertriglyceridemia and malignancies. In addition, two studies, in which sirolimus was not used in initial immunosuppression protocol, were excluded in sensitivity analysis and the results were still consistent with the overall analysis. CONCLUSIONS: CNIs withdrawal therapy in kidney transplant recipients could significantly decrease risk of hypertension and improve glomerular filtration rate, accompanying with increased risk of acute rejection and thrombocytopenia, compared with the CNIs continued therapy.

The association between fish consumption and risk of renal cancer: a meta-analysis of observational studies.

BACKGROUND: Several case-control studies and cohort studies have investigated the association between fish intake and renal cancer risk, however, they yielded conflicting results. To our knowledge, a comprehensive assessment of the association between fish consumption and risk of renal cancer has not been reported. Hence, we conducted a systematic literature search and meta-analysis to quantify the association between fish consumption and renal cancer. METHODS: A systematic search was performed using the PubMed, Embase, and Cochrane Library Central database for case-control and cohort studies that assessed fish intake and risk of renal cancer. Two authors independently assessed eligibility and extracted data. Fixed-effect and random-effect models were used to estimate summary relative risks (RR) and the corresponding 95% confidence intervals (CIs). Subgroup analyses, sensitivity analysis and cumulative meta-analysis were also performed. RESULTS: A total of 12 case-control studies and three cohort studies published between 1990 and 2011 were included in the meta-analysis, involving 9,324 renal cancer cases and 608,753 participants. Meta-analysis showed that fish consumption did not significantly affect the risk of renal cancer (RR=0.99, 95% CI [0.92,1.07]). In our subgroup analyses, the results were not substantially affected by study design, region, gender, and confounder adjustments. Furthermore, sensitivity analysis confirmed the stability of results. CONCLUSIONS: The present meta-analysis suggested that there was no significant association between fish consumption and risk of renal cancer. More in-depth studies are warranted to report more detailed results, including stratified results by fish type, preparation method, and gender.