Applying Ternion Stream DCNN for Real-Time Vehicle Re-Identification and Tracking across Multiple Non-Overlapping Cameras.

The increase in security threats and a huge demand for smart transportation applications for vehicle identification and tracking with multiple non-overlapping cameras have gained a lot of attention. Moreover, extracting meaningful and semantic vehicle information has become an adventurous task, with frameworks deployed on different domains to scan features independently. Furthermore, approach identification and tracking processes have largely relied on one or two vehicle characteristics. They have managed to achieve a high detection quality rate and accuracy using Inception ResNet and pre-trained models but have had limitations on handling moving vehicle classes and were not suitable for real-time tracking. Additionally, the complexity and diverse characteristics of vehicles made the algorithms impossible to efficiently distinguish and match vehicle tracklets across non-overlapping cameras. Therefore, to disambiguate these features, we propose to implement a Ternion stream deep convolutional neural network (TSDCNN) over non-overlapping cameras and combine all key vehicle features such as shape, license plate number, and optical character recognition (OCR). Then jointly investigate the strategic analysis of visual vehicle information to find and identify vehicles in multiple non-overlapping views of algorithms. As a result, the proposed algorithm improved the recognition quality rate and recorded a remarkable overall performance, outperforming the current online state-of-the-art paradigm by 0.28% and 1.70%, respectively, on vehicle rear view (VRV) and Veri776 datasets.

PMM2 and NARFL are paternally imprinted genes in bovines.

In mammals, imprinted genes are required for both fetal development and postnatal growth. A novel candidate imprinted locus was found on human chromosome 16, and maternal uniparental disomy of this locus can cause a lethal developmental lung disease in human newborns. The PMM2 and NARFL genes are located in this region and its homologous region in cattle is on chromosome 25. Currently, there is no report on the genomic imprinting of the PMM2 and NARFL genes. In this study, we demonstrated that PMM2 and NARFL are two paternally imprinted genes in bovines using an SNP-based method. In addition, two differentially methylated regions of paternal methylation were found in the promoter region and the third intron of the bovine NARFL gene, which may be involved in regulating its imprinted expression. However, we did not find differential methylation in the promoter region or the seventh intron of the bovine PMM2 gene.

The bovine Prader-Willi/Angelman imprinted domain has four Sno-lncRNAs types.

Sno-lncRNAs are intron-derived long noncoding RNAs (lncRNAs) with snoRNA ends. Sno-lncRNAs were first discovered in the human Prader-Willi (PWS)/Angelman (AS) imprinted domain. Here, we report the identification and characterization of four sno-lncRNA types (sno-lncRNA1, sno-lncRNA2, sno-lncRNA3, and sno-lncRNA4) in the bovine PWS/AS imprinted domain. Reverse transcription-PCR first determined the cDNA sequences of the four bovine sno-lncRNAs. A gene structure analysis showed that sno-lncRNA1 lacks introns, but sno-lncRNA2 and sno-lncRNA3 have one and two introns respectively. The three sno-lncRNAs have similar snoRNA ends. Moreover, the three have similar snoRNAs at their 5' and 3' ends. The head-to-tail orientation has six sno-lncRNA copies arranged between bovine SNORD116-6 and SNORD116-12. Moreover, only a copy of sno-lncRNA4 was located between SNORD116-3 and SNORD116-4. The expression of the four sno-lncRNAs was analyzed in the bovine heart, liver, spleen, lung, kidney, muscle, fat, brain, and placenta tissues. The monoallelic expression of sno-lncRNA4 was determined in bovine tissues. The results showed that the four sno-lncRNAs are widely expressed in the nine tissues, although sno-lncRNA3 and sno-lncRNA4 were undetected in the placenta. Moreover, an informative single nucleotide polymorphism (rs448706424) revealed the allelic expression of sno-lncRNA4 in exon 2 of sno-lncRNA4. The bovine genome had six copies of sno-lncRNA1, sno-lncRNA2, and sno-lncRNA3, but their allelic expression was not identified.

Enhancing Detection Quality Rate with a Combined HOG and CNN for Real-Time Multiple Object Tracking across Non-Overlapping Multiple Cameras.

Multi-object tracking in video surveillance is subjected to illumination variation, blurring, motion, and similarity variations during the identification process in real-world practice. The previously proposed applications have difficulties in learning the appearances and differentiating the objects from sundry detections. They mostly rely heavily on local features and tend to lose vital global structured features such as contour features. This contributes to their inability to accurately detect, classify or distinguish the fooling images. In this paper, we propose a paradigm aimed at eliminating these tracking difficulties by enhancing the detection quality rate through the combination of a convolutional neural network (CNN) and a histogram of oriented gradient (HOG) descriptor. We trained the algorithm with an input of 120 × 32 images size and cleaned and converted them into binary for reducing the numbers of false positives. In testing, we eliminated the background on frames size and applied morphological operations and Laplacian of Gaussian model (LOG) mixture after blobs. The images further underwent feature extraction and computation with the HOG descriptor to simplify the structural information of the objects in the captured video images. We stored the appearance features in an array and passed them into the network (CNN) for further processing. We have applied and evaluated our algorithm for real-time multiple object tracking on various city streets using EPFL multi-camera pedestrian datasets. The experimental results illustrate that our proposed technique improves the detection rate and data associations. Our algorithm outperformed the online state-of-the-art approach by recording the highest in precisions and specificity rates.

IMPACT and OSBPL1A are two isoform-specific imprinted genes in bovines.

The epigenetic process of genomic imprinting results in the monoallelic expression of genes based on their parental origin. Comparative analysis of imprinted genes between species is useful for investigating the biological significance and regulatory mechanisms of genomic imprinting. Mouse Impact is an imprinted gene, but its human ortholog IMPACT escapes genomic imprinting. Hrh4 and Osbpl1a are the two nearest neighbors of the Impact located in distal and proximal regions, respectively. This study aims to assess the allelic expression of bovine IMPACT, OSBPL1A and HRH4 genes and examine the differentially methylated regions (DMRs) associated with these three genes. Based on an expressed single-nucleotide polymorphism (SNP) approach, we found that both the IMPACT and OSBPL1A genes exhibit isoform-specific monoallelic expression in bovine adult tissues. In the seven detected bovine IMPACT transcripts, only one transcript variant (X6) is monoallelically expressed in bovine adult tissues and paternally expressed in the placenta. However, no DMR was found in the promoter region of the IMPACT gene. We obtained five transcript variants (V1-V5) of the bovine OSBPL1A gene of different lengths that start transcription from distinct alternative promoters by RT-PCR. Only the longest variant V1 was found to be expressed monoallelically in bovine adult tissues and a DMR was identified in its promoter region using the bisulfite sequencing method. Thus, the DMR in OSBPL1A V1 promoter region may contribute to its isoform-specific monoallelic expression. The bovine HRH4 gene is expressed biallelically. Hypermethylation was observed in brains without HRH4 expression, while hypomethylation was found in the spleens with HRH4 expression, so and the level of DNA methylation in the promoter seemed to be related to its expression in tissues.

Genomic imprinting of the IGF2R/AIR locus is conserved between bovines and mice.

Genomic imprinting is an epigenetic phenomenon that leads to genes monoallelically expressed in a parent-of-origin-specific manner and plays an important role in the embryonic development and postnatal growth of mammals. Imprinted genes usually occur in clusters in a chromosomal region and are regulated by a cis-acting imprinting control region that involves differential DNA methylation modification. Igf2r, Slc22a2 and Slc22a3 are three maternally expressed genes on mouse chromosome 17. The paternally expressed long noncoding RNA (lncRNA) Air and the nonimprinted gene Slc22a1 are also located in the imprinted region. Comparative characterization of imprinted clusters between species is useful for us to understand the biological significance and epigenetic regulating mechanism of genomic imprinting. The aim of this study was to analyze the allelic expression pattern of AIR and SLC22A1-3 genes in cattle and to determine the role of DNA methylation in regulating gene expression. Allelic expression analysis was performed in bovine adult tissues and term placenta using an SNP-based approach. We found that IGF2R, AIR and SLC22A3 were monoallelically expressed in all detected bovine somatic tissues, including heart, liver, spleen, lung, kidney, muscle, fat and brain. In bovine placenta, IGF2R and SLC22A3 are maternally expressed; however, the AIR gene is paternally expressed. Tissue-specific monoallelic expression of SLC22A2 is detected in bovines, with monoallelic expression in the spleen and brain but biallelic expression in kidney tissues. SLC22A1 is only detected in bovine liver and kidney tissues and is biallelicly expressed, which is consistent with the imprint expression in mice. To determine the possible role of DNA methylation in regulating the monoallelic/imprinted expression of bovine IGF2R, AIR, SLC22A2, and SLC22A3 genes, we analyzed the DNA methylation status of CpG islands in the first exon of SLC22A2, the promoter region of SLC22A3 and region 2 in the second intron of the IGF2R gene by bisulfite sequencing. Two differentially methylated regions (DMRs) were detected in the first exon of bovine SLC22A3 and the common regions of IGF2R and AIR. This suggests that DNA methylation is involved in the regulation of monoallelic/imprinted expression of IGF2R, AIR and SLC22A3 genes in cattle.

Conservation of Imprinting and Methylation of MKRN3, MAGEL2 and NDN Genes in Cattle.

Genomic imprinting is the epigenetic mechanism of transcriptional regulation that involves differential DNA methylation modification. Comparative analysis of imprinted genes between species can help us to investigate the biological significance and regulatory mechanisms of genomic imprinting. MKRN3, MAGEL2 and NDN are three maternally imprinted genes identified in the human PWS/AS imprinted locus. This study aimed to assess the allelic expression of MKRN3, MAGEL2 and NDN and to examine the differentially methylated regions (DMRs) of bovine PWS/AS imprinted domains. An expressed single-nucleotide polymorphism (SNP)-based approach was used to investigate the allelic expression of MKRN3, MAGEL2 and NDN genes in bovine adult tissues and placenta. Consistent with the expression in humans and mice, we found that the MKRN3, MAGEL2 and NDN genes exhibit monoallelic expression in bovine somatic tissues and the paternal allele expressed in the bovine placenta. Three DMRs, PWS-IC, MKRN3 and NDN DMR, were identified in the bovine PWS/AS imprinted region by analysis of the DNA methylation status in bovine tissues using the bisulfite sequencing method and were located in the promoter and exon 1 of the SNRPN gene, NDN promoter and 5' untranslated region (5'UTR) of MKRN3 gene, respectively. The PWS-IC DMR is a primary DMR inherited from the male or female gamete, but NDN and MKRN3 DMR are secondary DMRs that occurred after fertilization by examining the methylation status in gametes.

The ratiometric fluorescent probes for monitoring the reactive inorganic sulfur species (RISS) signal in the living cell.

RSSs (reactive sulfur species) and their metabolites, such as H2S, Sn2-, SO32-/HSO3-, S2O42- and S2O52- (Reactive Inorganic Sulfur Species, RISSs), play a crucial role in the cushion against oxidative stress and the other physiological events. The molecular mechanisms how they affect cellular signaling and other physiological events remain largely unknown. To address their physiological functions, the techniques that can track their levels should be invaluable. Herein, six coumarin hemicyanine scaffolds (CH-RISSs) were synthesized and their fast and strong responses upon H2S, Sn2-, SO32-, HSO3-, S2O42- and S2O52- (Reactive Inorganic Sulfur Species, RISSs) were clarified in the absorption (colorimetric) and fluorescence (ratiometric) spectra, which showed good stability in the physiological pH (7.4). Upon the analytes, the maxima absorption of CH-RISSs switched from ~580 nm to ~400 nm in the absorption spectra. The fluorescence of CH-RISSs depleted at 650-660 nm and increased at 480-505 nm upon the RISSs. Both of coumarin hemicyanine structures with C12 alkyl chain (CH-RISS-3 and CH-RISS-6) showed quick and robust ratiometric fluorescence switch in the living cell imaging. Access to the fluorescent probes for RISSs sets the stage for applying the developing technologies to probe reactive sulfur biology in living systems.

Synthesis and living cell imaging of a novel fluorescent sensor for selective cupric detection.

Copper is an important element indispensable for human life and health. Many copper-determining probes have been created for exploring its functional behavior in various cell types but few of them contains both fluorescent and colorimetric characters. In the present study, we developed a set of copper probes by synthesizing several novel thiophene-based Schiff bases in order to make a suitable sensor for quantifying and imaging copper in living cells. We find that the ligand FS-1 has a splendid selectivity and affinity toward Cu2+ among the common divalent metal ions. Living cell imaging show that FS-1 has a robust and repetitive fluorescence response in the presence of Cu2+ only in the cytosolic space of Hepg2 cell and not in the other cells examined. These data suggest that we have developed a new copper probe that can be used as a Cu2+ fluorescent and colorimetric sensor for in vivo and in vitro copper studies.

Protective effects of tea polyphenols on exhaustive exercise-induced fatigue, inflammation and tissue damage.

Background: The beneficial properties of tea polyphenols have been extensively studied; however, less attention has been paid to their effects, especially anti-inflammatory effect during exhaustive exercise. Objective: The present study assessed the potential protective effects of tea polyphenols against the fatigue, inflammation and tissue injury caused by an exhaustive exercise bout in rats. Design: Twenty-four healthy male rats were divided into three groups. Group C was a sedentary control group, Groups E+TP and Group E performed a single exhaustive swimming test; all groups had normal diets, but Group E+TP was supplemented with tea polyphenols. All rats were immediately euthanized after exhaustive exercise, and biochemical and inflammatory parameters, including lactic acid (LA), tumor necrosis factor-α (TNF-α), interleukin-1ß (IL-1ß), interleukin-6 (IL-6), interleukin-10 (IL-10), lactic dehydrogenase (LDH), and creatine kinase (CK) activity levels, were measured. Reverse transcription (RT) and Real-Time PCR was employed to evaluate the mRNA expression of IL-1ß in the liver. Results: The results showed a decrease in serum LA levels (22%, p < 0.05) in rats that consumed dietary tea polyphenols. Interestingly, dietary tea polyphenols decreased the serum levels of pro-inflammatory factors (TNF-α: 13%, p < 0.05; IL-1ß: 10%, p < 0.05; and IL-6: 48%, p < 0.05) and shifted the serum IL-10/TNF-α ratio to a predominantly anti-inflammatory milieu (0.52 ± 0.07 vs. 0.67 ± 0.10, p < 0.01). Furthermore, the polyphenols effectively inhibited the release of tissue damage markers (CK: 24%, p < 0.05 and LDH: 28%, p < 0.05) in the serum and decreased IL-1ß mRNA expression in the liver. Conclusions: This study indicated that tea polyphenols could significantly protect rats from the fatigue, inflammation and tissue damage induced by acute exhaustive exercise.

[Preparation and identification of monoclonal antibodies against snake venom C-type lectin like protein Agkisacutacin].

AIM: To prepare and identify the antibodies against snake venom C-type lectin like protein Agkisacutacin. METHODS: A BALB/c mouse was immunized with Agkisacutacin and the cells were fused by standard hybridoma technique to prepare mAbs. The stability of the hybridomas secreting mAbs was detected by indirect ELISA. The nuclear type of the hybridomas was analyzed by fluorescent staining and the specificity of mAbs was detected by Western blot. RESULTS: Three cell strains of hybridomas that could steadily secrete anti-Agkisacutacin mAb were obtained. CONCLUSION: The successful preparation of anti-Agkisacutacin mAbs provides an important tool for studying the in vivo metabolism of new anti-thrombus drugs by detecting Agkisacutacin and investigating the mechanism of anti-thrombus of the drugs.

[Metabolism of 125I labeled anti-p185 antibodies in vitro and their biodistribution in vivo].

AIM: To study the cellular metabolism(RIA) in vitro and the biodistribution in vivo of (125)I labeled anti-p185 antibodies(murine mAb A21, mouse-human chimeric antibody A21scFv-Fc and single chain antibody A21 scFv), to provide the basis for clinical application in the diagnosis and treatment of tumor overexpressing p185. METHODS: The specificity of binding of these antibodies to SKOV(3) known to highly express surface antigen p185 was assessd by FACS. The metabolism of the antibodies in SKOV(3) was assayed by cellular RIA. The biodistribution of radiolabeled antibodies was evaluated in nude mice bearing SKOV(3) tumor. RESULTS: Cellular RIA demonstrated these antibodies were internalized after binding to cells, followed by degradation and deiodination in cells, (125)I was then exocytosed. In vivo test showed that these antibodies were concentrated in tumor, but no concentration of control antibody in tumor was found. CONCLUSION: mAb A21, A21 scFv-Fc and A21 scFv can target human ovarian carcinoma cells (SKOV(3)) overexpressing p185 in vitro and in vivo and may be used in the diagnosis and treatment of tumors overexpressing p185.