A Multiscale Approach to Deep Blind Image Quality Assessment.

Faithful measurement of perceptual quality is of significant importance to various multimedia applications. By fully utilizing reference images, full-reference image quality assessment (FR-IQA) methods usually achieves better prediction performance. On the other hand, no-reference image quality assessment (NR-IQA), also known as blind image quality assessment (BIQA), which does not consider the reference image, makes it a challenging but important task. Previous NR-IQA methods have focused on spatial measures at the expense of information in the available frequency bands. In this paper, we present a multiscale deep blind image quality assessment method (BIQA, M.D.) with spatial optimal-scale filtering analysis. Motivated by the multi-channel behavior of the human visual system and contrast sensitivity function, we decompose an image into a number of spatial frequency bands by multiscale filtering and extract features for mapping an image to its subjective quality score by applying convolutional neural network. Experimental results show that BIQA, M.D. compares well with existing NR-IQA methods and generalizes well across datasets.

[Prokaryotic expression of Amuc_1100 protein and its effects on high-fat diet rats combined streptozotocin injection].

OBJECTIVE: Establish the prokaryotic expression system of Amuc_1100 protein from Akkermansia muciniphila, and analyze the effects of this protein on the body weight, blood glucose, intestinal barrier function and Akkermansia muciniphila abundance in rats fed with high-fat diet combined streptozotocin(STZ)injection. METHODS: PCR product of Amuc_1100 Gene(Gene ID: 34174504) was linked to the double enzyme-digested pET-26 b plasmid vector. The recombinant expression plasmid pET-26 b-Amuc_1100 then transformed into E. Coli BL21. The verified clones through sequence analysis were induced by the addition of IPTG. High-fat diet rats were interfered with the purified protein at high and low doses. The changes of body weight, blood glucose, intestinal barrier function and Akkermansia muciniphila abundance were analyzed. RESULTS: The recombinant expression plasmid pET-26 b-Amuc_1100 was successfully constructed. The sequencing result showed 100% similarity to the Amuc_1100 gene in GenBank. The molecular weight of the protein obtained was 42 kDa. The intervention of Amuc_1100 protein can reduce the weight of rats fed with high-fat diet combined STZ injection to some extent, improve barrier function and increase the abundance of Akkermansia muciniphila in intestine. CONCLUSION: The prokaryotic expression system of Amuc_1100 protein was successfully constructed, which has a certain regulatory effect on rats fed with high-fat diet combined STZ injection.

[Effects of Akkermansia muciniphila on the Proliferation, Apoptosis and Insulin Secretion of Rat Islet Cell Tumor Cells].

OBJECTIVE: To investigate the effects of Akkermansia muciniphila ( A. muciniphila) on the proliferation, apoptosis and insulin secretion of rat pancreatic islet cell tumor cells (INS-1). METHODS: INS-1 cells were divided into three groups, normal, repair, and protect groups, and subsequently every group was subjected with A. muciniphila metabolites, live A. muciniphilaorpasteurized A. muciniphila for 48 h. A group that did not treat with anything was set as blank control. After intervention, the cell viability was determined by MTT method, the insulin secretion level stimulated by glucose was determined by ELISA, the expressions of the genes involved in insulin secretion and apoptosis were tested by qRT-PCR, and the expression of apoptosis related protein Bax was evaluated by Western blot. RESULTS: There was no significant change in INS-1 cell morphology after co-incubation with 3 types of A. Muciniphila interventions for 48 h. The proliferative activity of INS-1 cells was decreased in the repair group that treated with live A. muciniphila than that of control ( P<0.005). A. muciniphila intervention had no effect on insulin secretion in INS-1 cells in normal, repair or protection group ( P>0.05). A. muciniphila secretions promoted the expression of glucose transporter 2 ( Glut2) in 3 groups and the expression of glucokinase ( GCK) in repair group ( P<0.05). The expression of Baxof the INS-1 cell in the normal group was decreased after intervented with 3 kinds of A. muciniphila intervention materials ( P<0.001).The expression of Bax gene of the INS-1 cell in the repair group that treated with dead A. muciniphilawas decreased ( P<0.05). The expression of Bax protein of INS-1 cells that treated with A. muciniphila interventions was decreased. CONCLUSION: A. muciniphila can promote the expression of insulin secretion-related genes in INS-1 cells, inhibit the expression of apoptotic genes and apoptosis protein Bax.This research provides a new direction for applying A. muciniphila in improving type 2 diabetes.

Akkermansia muciniphila can reduce the damage of gluco/lipotoxicity, oxidative stress and inflammation, and normalize intestine microbiota in streptozotocin-induced diabetic rats.

This study aimed to investigate how Akkermansia muciniphila can implicate type 2 diabetes mellitus and the mechanisms underlying the effects A. muciniphila on type 2 diabetes mellitus. Normal and streptozotocin-induced diabetic Sprague-Dawley rats were orally administered with A. muciniphila and solvent. After 4 weeks of treatment, diabetic rats orally administered with live or pasteurized A. muciniphila exhibited significant increase in the blood concentration of high-density lipoprotein, and decrease in the hepatic glycogen, serum plasminogen activator inhibitor-1, tumor necrosis factor-α, lipopolysaccharide, malondialdehyde and total glucagon-like peptide-1. Moreover, diabetic rats orally administered with A. muciniphila showed significantly increased species alpha diversity and gene function in gut microbes. These results indicated that A. muciniphila can improve liver function, reduce gluco/lipotoxicity, alleviate oxidative stress, suppress inflammation and normalize intestine microbiota of the host animal, thereby ameliorating type 2 diabetes mellitus. Akkermansia muciniphila might be considered as one of the ideal new probiotics used in the management of type 2 diabetes mellitus in future.