A Video Saliency Detection Model in Compressed Domain YUMING FANG; WEISI LIN; ZHENZHONG CHEN ...
IEEE transactions on circuits and systems for video technology,
2014-Jan., 2014, 2014-01-00, Letnik:
24, Številka:
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Saliency detection is widely used to extract regions of interest in images for various image processing applications. Recently, many saliency detection models have been proposed for video in ...uncompressed (pixel) domain. However, video over Internet is always stored in compressed domains, such as MPEG2, H.264, and MPEG4 Visual. In this paper, we propose a novel video saliency detection model based on feature contrast in compressed domain. Four types of features including luminance, color, texture, and motion are extracted from the discrete cosine transform coefficients and motion vectors in video bitstream. The static saliency map of unpredicted frames (I frames) is calculated on the basis of luminance, color, and texture features, while the motion saliency map of predicted frames (P and B frames) is computed by motion feature. A new fusion method is designed to combine the static saliency and motion saliency maps to get the final saliency map for each video frame. Due to the directly derived features in compressed domain, the proposed model can predict the salient regions efficiently for video frames. Experimental results on a public database show superior performance of the proposed video saliency detection model in compressed domain.
Exosomes are secreted into the extracellular space by most cell types and contain various molecular constituents, which play roles in many biological processes. Adipose‐derived mesenchymal stem cells ...(ADSCs) can differentiate into a variety of cell types and secrete a series of paracrine factors through exosomes. ADSC‐derived exosomes have shown diagnostic and therapeutic potential in many clinical diseases. The molecular components are critical for their mechanisms. Several methods have been developed for exosome purification, including ultracentrifugation, ultrafiltration, density gradient purification, size‐based isolation, polymer precipitation and immuno‐affinity purification. Thus, we employed four methods to isolate exosomes from the hADSC culture medium, including ultracentrifugation, size exclusion chromatography, ExoQuick‐TC precipitation and ExoQuick‐TC ULTRA isolation. Following exosome isolation, we performed quantitative proteomic analysis of the exosome proteins using isobaric tags for relative and absolute quantification (iTRAQ) labelling, combined with 2D‐LC‐MS/MS. There were 599 universal and 138 stably expressed proteins in hADSC‐derived exosomes. We proved that these proteins were potential hADSC‐derived exosomes markers, including CD109, CD166, HSPA4, TRAP1, RAB2A, RAB11B and RAB14. From the quantitative proteomic analysis, we demonstrated that hADSC‐derived exosome protein expression varied, with lipopolysaccharide (LPS) treatment, in the different isolation methods. Pathway analysis and proliferation, migration and endothelial tube formation assays showed varying effects in cells stimulated with hADSC‐derived exosomes from different isolation methods. Our study revealed that different isolation methods might introduce variations in the protein composition in exosomes, which reflects their effects on biological function. The pros and cons of these methods are important points to consider for downstream research applications.
Impairment in mitophagy contributes to the pathology of Parkinson's disease. This study investigated whether Phosphatase and tensin homologue (PTEN)-induced kinase 1 (PINK1)/parkin-mediated mitophagy ...is linked to the protective effect of carnosic acid (CA) from rosemary. Treatment of SH-SY5Y cells with 6-hydroxydopamine (6-OHDA) disrupted the mitochondrial membrane potential, inhibited voltage-dependent anion channel 1 (VDAC1) protein, and induced cytosolic cytochrome c, but CA pretreatment reversed these findings. By immunofluorescence, CA pretreatment was shown to increase the co-localization of red fluorescence (parkin) and MitoTracker green FM fluorescence (mitochondria), indicating that CA promoted the translocation of parkin into mitochondria. Immunoprecipitation with VDAC1 antibody showed that 6-OHDA treatment decreased the interaction of ubiquitinated protein with VDAC1. However, CA pretreatment reversed this reduction in the interaction of ubiquitinated protein with VDAC1. Silencing of PINK1 and parkin by use of small interfering RNA (siRNA) attenuated the ability of CA to reverse 6-OHDA-inhibited autophagic vacuoles. Moreover, in PINK1 siRNA-transfected cells, CA no longer reversed these actions of 6-OHDA on the inhibition of mitophagy-related proteins (PINK1, parkin, VDAC1, and LC3-II) and anti-apoptotic Bcl-2 protein, as well as the induction of apoptotic-related proteins, and nuclear condensation. In conclusion, CA appears to counteract the neurotoxicity of 6-OHDA by activating PINK1/parkin-mediated mitophagy.
•CA pretreatment protects against 6-OHDA-induced mitochondrial-dependent apoptotic pathway.•The clearance of injured mitochondria by CA is involved in the ubiquitination of VDAC1 by activating PINK1/parkin pathway.•Knockdown of PINK1 inhibits the reversal of CA on the reduction of mitophagy and the induction of apoptosis by 6-OHDA.
Objective To evaluate the use of prospective screening for the HLA-B*58:01 allele to identify Taiwanese individuals at risk of severe cutaneous adverse reactions (SCARs) induced by allopurinol ...treatment.Design National prospective cohort study.Setting 15 medical centres in different regions of Taiwan, from July 2009 to August 2014.Participants 2926 people who had an indication for allopurinol treatment but had not taken allopurinol previously. Participants were excluded if they had undergone a bone marrow transplant, were not of Han Chinese descent, and had a history of allopurinol induced hypersensitivity. DNA purified from 2910 participants’ peripheral blood was used to assess the presence of HLA-B*58:01. Main outcome measures Incidence of allopurinol induced SCARs with and without screening.Results Participants who tested positive for HLA-B*58:01 (19.6%, n=571) were advised to avoid allopurinol, and were referred to an alternate drug treatment or advised to continue with their prestudy treatment. Participants who tested negative (80.4%, n=2339) were given allopurinol. Participants were interviewed once a week for two months to monitor symptoms. The historical incidence of allopurinol induced SCARs, estimated by the National Health Insurance research database of Taiwan, was used for comparison. Mild, transient rash without blisters developed in 97 (3%) participants during follow-up. None of the participants was admitted to hospital owing to adverse drug reactions. SCARs did not develop in any of the participants receiving allopurinol who screened negative for HLA-B*58:01. By contrast, seven cases of SCARs were expected, based on the estimated historical incidence of allopurinol induced SCARs nationwide (0.30% per year, 95% confidence interval 0.28% to 0.31%; P=0.0026; two side one sample binomial test).Conclusions Prospective screening of the HLA-B*58:01 allele, coupled with an alternative drug treatment for carriers, significantly decreased the incidence of allopurinol induced SCARs in Taiwanese medical centres.
Group re-identification (G-ReID) is an important yet less-studied task. Its challenges not only lie in appearance changes of individuals, but also involve group layout and membership changes. To ...address these issues, the key task of G-ReID is to learn group representations robust to such changes. Nevertheless, unlike ReID tasks, there still lacks comprehensive publicly available G-ReID datasets, making it difficult to learn effective representations using deep learning models. In this article, we propose a Domain-Transferred Single and Couple Representation Learning Network (DotSCN). Its merits are two aspects: 1) Owing to the lack of labelled training samples for G-ReID, existing G-ReID methods mainly rely on unsatisfactory hand-crafted features. To gain the power of deep learning models in representation learning, we first treat a group as a collection of multiple individuals and propose transferring the representation of individuals learned from an existing labeled ReID dataset to a target G-ReID domain without a suitable training dataset. 2) Taking into account the neighborhood relationship in a group, we further propose learning a novel couple representation between two group members, that achieves better discriminative power in G-ReID tasks. In addition, we propose a weight learning method to adaptively fuse the domain-transferred individual and couple representations based on an L-shape prior. Extensive experimental results demonstrate the effectiveness of our approach that significantly outperforms state-of-the-art methods by 11.7% CMC-1 on the Road Group dataset and by 39.0% CMC-1 on the DukeMCMT dataset.
Cisplatin resistance is a major clinical problem in the clinical management of oral squamous cell carcinoma (OSCC) patients. Resveratrol is a natural phytoestrogen with antitumor activities. Whether ...resveratrol can overcome cisplatin resistance and prevent metastasis in OSCC cells is not known. In this study, we first examined the anti‐metastatic capacity of resveratrol and then explored the underlying mechanisms using a cisplatin‐resistant human OSCC cell line (CAR). The results demonstrated that at a non‐toxic dose range (25 to 75 µM), 24‐hr treatment of resveratrol was able to suppress the migration and invasion capacities of CAR cells dose dependently. Interestingly, 50 µM resveratrol treatment could significantly down‐regulate the expression of the phosphorylated forms of ERK and p‐38, in addition to those of MMP‐2 and MMP‐9. At the same time, the expression levels of phosphorylated ERK together with those unphosphorylated forms of ERK, p38, and JNK were all insignificantly altered. In conclusion, the signaling cascade for resveratrol's suppression of cisplatin‐resistant human oral cancer CAR cells was revealed and summarized. Also the rapid effectiveness in suppressing metastatic behaviors of drug‐resistant oral cancer cells of non‐toxic resveratrol might extend its application to the drug‐resistant oral cancer treatment in the near future.
Practical applications
Based on the evidence we provided in the study, we have proposed a model recording the possible pathway for resveratrol inhibiting the metastasis of cisplatin‐resistant oral cancer cells. We suppose this signaling pathway may work in other cancer cell lines, and can be helpful in full understanding of the drug‐resistance
The current study provides the drug reposition evidence for resveratrol can inhibit the metastasis behaviors of cisplatin‐resistant oral cancer cells. This novel application is beneficial in not only clinical therapy for the oral cancer patients but also in translational medical science achievements.
We conducted the first genome‐wide association study (GWAS) of prostate cancer (PCa) in Taiwan with 1844 cases and 80,709 controls. Thirteen independent single‐nucleotide polymorphisms (SNPs) reached ...genome‐wide significance (p < 5 × 10−8). Among these, three were distinct from previously identified loci: rs76072851 in CORO2B gene (15q23), odds ratio (OR) = 1.54, 95% confidence interval (CI), 1.36–1.76, p = 5.30 × 10−11; rs7837051, near two long noncoding RNA (lncRNA) genes, PRNCR1 and PCAT2 (8q24.21), OR = 1.41 (95% CI, 1.31–1.51), p = 8.77 × 10−21; and rs56339048, near an lncRNA gene, CASC8 (8q24.21), OR = 1.25 (95% CI, 1.16–1.35), p = 2.14 × 10−8. We refined the lead SNPs for two previously identified SNPs in Taiwanese: rs13255059 (near CASC8), p = 9.02 × 10−43, and rs1456315 (inside PRNCR1), p = 4.33 × 10−42. We confirmed 35 out of 49 GWAS‐identified East Asian PCa susceptibility SNPs. In addition, we identified two SNPs more specific to Taiwanese than East Asians: rs34295433 in LAMC1 (1q25.3) and rs6853490 in PDLIM5 (4q22.3). A weighted genetic risk score (GRS) was developed using the 40 validated SNPs and the area under the receiver‐operating characteristic curve for the GRS to predict PCa was 0.67 (95% CI, 0.63–0.71). These identified SNPs provide valuable insights into the molecular mechanisms of prostate carcinogenesis in Taiwan and underscore the significant role of genetic susceptibility in regional differences in PCa incidence.
Enhanced removal of abnormal protein aggregates or injured organelles through autophagy is related to neuroprotection in Parkinson’s disease. In this study, we explored whether the induction of ...autophagy is associated with the neuroprotection of rosemary carnosic acid (CA) against 6-hydroxydopamine (6-OHDA)-induced neurotoxicity in SH-SY5Y cells. The results indicated that cells treated with CA had increased protein levels of parkin and autophagy-related markers, including phosphatidylinositol 3-kinase p100, Beclin1, autophagy-related gene 7, and microtubule-associated protein 1 light chain 3-II, as well as enhanced formation of autophagic vacuoles. Treatment of cells with 6-OHDA decreased the levels of parkin and the autophagy markers, but CA pretreatment reversed these effects. However, wortmannin (an autophagosome formation blocker) pretreatment attenuated the effect of CA. After CA pretreatment, the induction of cleaved caspase 3, cleaved poly-ADP ribose polymerase, and nuclear condensation by 6-OHDA were alleviated. Both wortmannin and bafilomycin A1 (an autophagosome-lysosome fusion blocker) inhibited the anti-apoptosis effects of CA. Additionally, we performed immunoprecipitation with anti-parkin antibody and found that the interaction of parkin and Beclin1 protein was reduced by 6-OHDA but that this effect was reversed in cells pretreated with CA. Moreover, transfection of parkin siRNA in cells inhibited the ability of CA to alleviate 6-OHDA-decreased autophagy-related markers and nuclear condensation. In conclusion, CA protects against 6-OHDA-induced apoptosis by inducing autophagy through the interaction of parkin and Beclin1. These results provide a future strategy for use of CA in the prevention of Parkinson’s disease.
Insulin‐like growth factors (IGF) play important roles in carcinogenesis. The associations of circulating IGF‐1 and insulin‐like growth factor‐binding protein‐3 (IGFBP‐3) with the risks of bladder ...cancer remain unclear. In this large case control study of 2011 bladder cancer cases and 2369 heathy controls, we assessed the associations of circulating IGF‐1 and IGFBP‐3 with bladder cancer risks using a Mendelian randomization approach, which uses genetic variants as instruments to study causal relationship between risk factors and diseases. We first constructed a weighted genetic risk score (GRS) predictive of circulating IGF‐1 and IGFBP‐3 using 413 genome‐wide association study‐identified single nucleotide polymorphisms (SNPs) associated with IGF‐1 and four SNPs with IGFBP‐3, respectively. We found that higher GRS for IGF‐1 was associated with a significantly reduced bladder cancer risk (odds ratio OR = 0.66 per SD increase, 95% confidence interval CI, 0.54–0.82, p < 0.001). We then used a summary statistics‐based MR method, inverse‐variance weighting (IVW), and found a similar risk estimate (OR = 0.67 per SD increase, 95% CI = 0.54–0.83, p < 0.001). When we categorized individuals into high and low IGF‐1 groups using the median GRS value in the controls, the high GRS group had a 21% reduced bladder cancer risk (OR = 0.79, 95% CI = 0.70–0.89) compared to the low GRS group. Genetically predicted circulating IGFBP‐3 was not associated with bladder cancer risk. In conclusion, our data demonstrated for the first time a strong inverse relationship between circulating IGF‐1 level and bladder cancer risk.
Online learning has been widely adopted in higher education, because it can help both teachers and students to achieve educational goals through better accessibility, flexibility, and interaction. As ...the Internet and educational technologies have evolved, however, educators indicate that online education and the related technology is more than just a technical consideration; thus, online educators and scholars should address the pedagogical perspectives of online learning. Therefore, this study attempts to provide an effective online teaching method and to investigate the effects of online competency-based learning (CBL) and design-based learning (DBL) on enhancing students’ learning performance, self-directed learning readiness (SDLR), and experience of online learning in an online computing course. The experimental design in this study involved a 2 (CBL vs. non-CBL) × 2 (DBL vs. non-DBL) factorial pretest/posttest design. Four classes in a course titled “Applied Information Technology: Office Software” were chosen for this research. Students involved in this experiment were from non-computer field departments at a comprehensive university. Based on the analysis carried out in this research, students who received the intervention with online DBL showed significantly better skills in using PowerPoint. However, learners who received the intervention with online CBL and/or DBL did not have significantly better SDLR or experience of online learning. The potential reasons for this insignificance in students’ SDLR and experience of online learning as well as their implications are reported in this paper.
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