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1.
Org Biomol Chem ; 20(27): 5481-5488, 2022 07 13.
Artigo em Inglês | MEDLINE | ID: mdl-35775821

RESUMO

Natural enediyne antibiotics are powerful DNA-cleavage agents due to the presence of the highly reactive hex-3-ene-1,5-diyne units. However, the complicated chemical structure and thermal instability make their synthesis, derivatization, and storage challenging. Heterocycle-fused enediynes, which exhibit strong antineoplastic activity, are promising analogues of natural enediynes for medicinal applications. To this end, a series of maleimide-based enediynes with macrocyclic lactone moieties were synthesized through the Sonagashira coupling reaction. Differential scanning calorimetry and electron paramagnetic resonance results showed that these macrocyclic enediynes exhibited a rather low onset temperature and the ability to generate radicals at physiological temperature. In addition, the structure-activity relationship of enediynes was analyzed by changing the ring size and the substituents on the propargyl group. Cellular experiments indicated that the diradicals produced by these enediynes efficiently cleaved DNA and disrupted the cell cycle distribution, and consequently induced tumor cell death via an apoptosis pathway at low half inhibitory concentrations. Computational studies suggested that the maleimide moiety promoted the propargyl-allenyl rearrangement of the cyclic enediyne, enabling the generation of diradical species through the Myers-Saito cyclization, and then abstracted hydrogen atoms from the H-donors.


Assuntos
Enedi-Inos , Lactonas , Antibióticos Antineoplásicos , Ciclização , DNA , Enedi-Inos/química , Enedi-Inos/farmacologia , Maleimidas/farmacologia
2.
Zhongguo Dang Dai Er Ke Za Zhi ; 24(5): 585-590, 2022 May 15.
Artigo em Chinês | MEDLINE | ID: mdl-35644201

RESUMO

OBJECTIVES: To study the clinical phenotype and genetic features of 16p11.2 microdeletion-related epilepsy in children. METHODS: The medical data of 200 children with epilepsy who underwent a genetic analysis of epilepsy by the whole exon sequencing technology were collected retrospectively, of whom 9 children with epilepsy had 16p11.2 microdeletion. The clinical phenotype and genetic features of the 9 children with 16p11.2 microdeletion were analyzed. RESULTS: The detection rate of 16p11.2 microdeletion was 4.5% (9/200). The 9 children with 16p11.2 microdeletion were 3-10 months old. They experienced focal motor seizures with consciousness disturbance, and some of the seizures developed into generalized tonic-clonic seizures. The interictal electroencephalogram showed focal or multifocal epileptiform discharge, and all 9 children responded well to antiepileptic drugs. The 9 children had a 16p11.2 deletion fragment size of 398-906 kb, and the number of deleted genes was 23-33 which were all pathogenic mutations. The mutation was of maternal origin in 2 children, of paternal origin in 1 child, and de novo in the other children. CONCLUSIONS: 16p11.2 microdeletion can be detected in some children with epilepsy. Most of the 16p11.2 microdeletion is de novo mutation and large gene fragment deletion. The onset of 16p11.2 microdeletion-related epilepsy in children is mostly within 1 year of life, and the epilepsy is drug-responsive.


Assuntos
Epilepsia , Anticonvulsivantes , Epilepsia/tratamento farmacológico , Epilepsia/genética , Humanos , Fenótipo , Estudos Retrospectivos , Convulsões/genética
3.
Med Sci Monit ; 25: 9963-9972, 2019 Dec 25.
Artigo em Inglês | MEDLINE | ID: mdl-31927560

RESUMO

BACKGROUND Low back pain (LBP) is regarded as a frequent disease that causes disability. We aimed to explore the effect of naringin on intervertebral disc degeneration (IDD) in IL-1ß-induced human nucleus pulposus (NP) cells and its corresponding molecular mechanisms. MATERIAL AND METHODS Human NP cells were identified by toluidine blue and Safranin O staining. Cell viability was determined by MTT assay. The expression levels of matrix metalloproteinases (MMP-3, MMP-13, ADAMTS-4, ADAMTS-5, collagen II, aggrecan), inflammatory genes (tumor necrosis factor [TNF]-alpha, interleukin [IL]-6), kappa B kinase alpha (IkappaBalpha), p65 and p53 were determined by quantitative real-time polymerase chain reaction (qPCR) and western blotting. Immunofluorescence study was performed to detect the position and expression of p65 protein in IL-1ß-induced human NP cells. RESULTS Human NP cells were successfully separated from intervertebral disc tissue. We found that naringin could significantly reduce the expressions of matrix metalloproteinases (MMP-3, MMP-13, ADAMTS-4, and ADAMTS-5) and inflammatory genes in IL-1ß-stimulated human NP cells, while collagen II and aggrecan were increased at mRNA and protein level. Immunofluorescence showed that naringin pretreatment decreased the p65 protein expression in the nucleus and suppressed the phosphorylation of IkappaBalpha and p65. CONCLUSIONS These results demonstrated that naringin could attenuate matrix metalloproteinase catabolism and inflammation in IL-1ß-treated human nucleus pulposus cells via downregulating NF-kappaB pathway and p53 expression, suggesting that naringin has the potential to prevent and treat IDD.


Assuntos
Citoproteção/efeitos dos fármacos , Regulação para Baixo/efeitos dos fármacos , Flavanonas/farmacologia , Interleucina-1beta/efeitos adversos , Degeneração do Disco Intervertebral/patologia , NF-kappa B/metabolismo , Núcleo Pulposo/patologia , Proteína Supressora de Tumor p53/metabolismo , Adulto , Sobrevivência Celular/efeitos dos fármacos , Células Cultivadas , Feminino , Humanos , Interleucina-6/metabolismo , Masculino , Metaloproteinases da Matriz/metabolismo , Pessoa de Meia-Idade , Núcleo Pulposo/enzimologia , Fator de Necrose Tumoral alfa/metabolismo
4.
J Org Chem ; 83(5): 2898-2903, 2018 03 02.
Artigo em Inglês | MEDLINE | ID: mdl-29411983

RESUMO

A Rh(III)-catalyzed one-pot reaction of N-phenoxyacetamides, ketones, and hydrazines for a facile access to disubstituted and trisubstituted ethylenes is reported. In this method, various ketones are transformed into donor-donor diazo compounds, which engage in insertion with N-phenoxyacetamides, following ß-H elimination under Rh(III) catalysis to generate (E)-polyaryl-substituted olefins. This chemistry features simple starting materials, mild reaction conditions, and good functional group tolerance.

5.
J Org Chem ; 82(13): 6811-6818, 2017 07 07.
Artigo em Inglês | MEDLINE | ID: mdl-28585823

RESUMO

A novel copper-catalyzed cascade difluoromethylation/cyclization of 2-(3-arylpropioloyl)benzaldehydes has been developed. This method affords an efficient and straightforward access to structurally diverse difluoromethylated naphthoquinones in one pot, starting from readily available starting materials. The reaction represents the first trans-acyldifluoromethylation of internal alkynes, which features aldehydes as acceptors for the addition of alkenyl radicals. Furthermore, this protocol can also access to monofluoromethylated naphthoquinone and difluoromethylated indanones in the same reaction condition.

6.
Biochem Biophys Res Commun ; 479(4): 690-696, 2016 Oct 28.
Artigo em Inglês | MEDLINE | ID: mdl-27693582

RESUMO

MG132 has been used as a proteasome inhibitor on Bombyx cells, but its physiological effects on autophagy still have not been elucidated. In this study, we find that the lipidated BmAtg8, BmAtg8-PE as an autophagosomal marker protein, is only localized to membranes. Then we established systems to monitor autophagic flux in Bombyx cells: Induction of autophagy reduces exogenous BmAtg8 and exogenous BmAtg8-PE, facilitates formation of autophagosomes indicated by green EGFP-BmAtg8 puncta after cotreatment by Rapamycin and Bafilomycin A1, and causes accumulation of free EGFP from EGFP-BmAtg8 cleavage in autolysosomes. Using these established systems, we find that exposure of MG132 inhibits both basal and Rapamycin-induced autophagy when polyubiquitinated proteins are accumulated markedly in Bombyx cells. Interestingly, we reveal that attenuation of autophagy in these cells is ascribed as distinct suppression of formation of autophagosomes after MG132 treatment.


Assuntos
Autofagossomos/efeitos dos fármacos , Autofagia/efeitos dos fármacos , Bombyx/efeitos dos fármacos , Leupeptinas/farmacologia , Inibidores de Proteassoma/farmacologia , Sequência de Aminoácidos , Animais , Autofagossomos/fisiologia , Família da Proteína 8 Relacionada à Autofagia/química , Família da Proteína 8 Relacionada à Autofagia/metabolismo , Biomarcadores , Bombyx/citologia , Bombyx/fisiologia , Linhagem Celular , Proteínas de Fluorescência Verde/análise , Proteínas de Fluorescência Verde/metabolismo , Proteínas de Insetos/química , Proteínas de Insetos/metabolismo , Lisossomos/efeitos dos fármacos , Macrolídeos/farmacologia , Proteólise/efeitos dos fármacos , Sirolimo/farmacologia
7.
Autophagy ; 19(2): 737-738, 2023 02.
Artigo em Inglês | MEDLINE | ID: mdl-35900889

RESUMO

Upon entering host cells, ß-coronaviruses specifically induce generation of replication organelles (ROs) from the endoplasmic reticulum (ER) through their nonstructural protein 3 (nsp3) and nsp4 for viral genome transcription and replication. The most predominant ROs are double-membrane vesicles (DMVs). The ER-resident proteins VMP1 and TMEM41B, which form a complex to regulate autophagosome and lipid droplet (LD) formation, were recently shown to be essential for ß-coronavirus infection. Here we report that VMP1 and TMEM41B contribute to DMV generation but function at different steps. TMEM41B facilitates nsp3-nsp4 interaction and ER zippering, while VMP1 is required for subsequent closing of the paired ER into DMVs. Additionally, inhibition of phosphatidylserine (PS) formation by siPTDSS1 partially reverses the DMV and LD defects in VMP1 KO cells, suggesting that appropriate PS levels also contribute to DMV formation. This work provides clues to the mechanism of how host proteins collaborate with viral proteins for endomembrane reshaping to promote viral infection.


Assuntos
Infecções por Coronavirus , Coronavirus , Autofagia , Retículo Endoplasmático , Proteínas de Membrana , Espécies Reativas de Oxigênio , Replicação Viral
8.
Hum Exp Toxicol ; 41: 9603271221127429, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-36112883

RESUMO

BACKGROUND: As an aggressive human malignancy, esophageal squamous cell carcinoma (ESCC) is prevalent globally, especially in China. Verbascoside (VE) exerts anti-cancer effects in several human cancers. This work was to investigate the effects of VE on ESCC cells. METHODS: Esophageal squamous cell carcinoma cell proliferation, apoptosis, migration, and invasion were assessed by CCK-8, TUNEL, and Transwell assays. Gene and protein levels were detected by RT-qPCR and western blotting. CDC42 activity was evaluated by G-lisa assay. RESULTS: Verbascoside significantly inhibited cell proliferation, migration, and invasion and induced cell apoptosis in ESCC cells. Furthermore, it was found that VE markedly inhibited HMGB1 and RAGE expression in a dose-dependent manner. Besides, HMGB1/RAGE upregulation partially reversed the anti-cancer effects of VE on ESCC cells. VE repressed HMGB1/RAGE-induced CDC42 activation in ESCC cells. In addition, ML141-mediated CDC42 inactivation further enhanced the effect of VE on ESCC cell proliferation, apoptosis, migration, and invasion. CONCLUSIONS: Our findings indicated that VE has significant anti-tumor potential in ESCC by suppressing HMGB1/RAGE-dependent CDC42 activation.


Assuntos
Neoplasias Esofágicas , Carcinoma de Células Escamosas do Esôfago , Glucosídeos , Polifenóis , Proteína cdc42 de Ligação ao GTP , Linhagem Celular Tumoral , Movimento Celular , Neoplasias Esofágicas/tratamento farmacológico , Neoplasias Esofágicas/metabolismo , Carcinoma de Células Escamosas do Esôfago/tratamento farmacológico , Carcinoma de Células Escamosas do Esôfago/genética , Carcinoma de Células Escamosas do Esôfago/metabolismo , Glucosídeos/farmacologia , Glucosídeos/uso terapêutico , Proteína HMGB1/efeitos dos fármacos , Proteína HMGB1/metabolismo , Humanos , Invasividade Neoplásica , Fenótipo , Polifenóis/farmacologia , Polifenóis/uso terapêutico , Receptor para Produtos Finais de Glicação Avançada/efeitos dos fármacos , Receptor para Produtos Finais de Glicação Avançada/metabolismo , Sincalida/química , Proteína cdc42 de Ligação ao GTP/efeitos dos fármacos , Proteína cdc42 de Ligação ao GTP/metabolismo
9.
J Cell Biol ; 221(6)2022 06 06.
Artigo em Inglês | MEDLINE | ID: mdl-35536318

RESUMO

ß-coronaviruses reshape host cell endomembranes to form double-membrane vesicles (DMVs) for genome replication and transcription. Ectopically expressed viral nonstructural proteins nsp3 and nsp4 interact to zipper and bend the ER for DMV biogenesis. Genome-wide screens revealed the autophagy proteins VMP1 and TMEM41B as important host factors for SARS-CoV-2 infection. Here, we demonstrated that DMV biogenesis, induced by virus infection or expression of nsp3/4, is impaired in the VMP1 KO or TMEM41B KO cells. In VMP1 KO cells, the nsp3/4 complex forms normally, but the zippered ER fails to close into DMVs. In TMEM41B KO cells, the nsp3-nsp4 interaction is reduced and DMV formation is suppressed. Thus, VMP1 and TMEM41B function at different steps during DMV formation. VMP1 was shown to regulate cross-membrane phosphatidylserine (PS) distribution. Inhibiting PS synthesis partially rescues the DMV defects in VMP1 KO cells, suggesting that PS participates in DMV formation. We provide molecular insights into the collaboration of host factors with viral proteins to remodel host organelles.


Assuntos
COVID-19 , Proteínas de Membrana , SARS-CoV-2 , Compartimentos de Replicação Viral , Autofagia/genética , Humanos , Proteínas de Membrana/genética , Proteínas de Membrana/metabolismo , Organelas/metabolismo , Fosfatidilserinas , SARS-CoV-2/fisiologia , Proteínas não Estruturais Virais/genética , Replicação Viral
10.
Dev Cell ; 56(23): 3250-3263.e5, 2021 12 06.
Artigo em Inglês | MEDLINE | ID: mdl-34706264

RESUMO

Viral entry and egress are important determinants of virus infectivity and pathogenicity. ß-coronaviruses, including the COVID-19 virus SARS-CoV-2 and mouse hepatitis virus (MHV), exploit the lysosomal exocytosis pathway for egress. Here, we show that SARS-CoV-2 ORF3a, but not SARS-CoV ORF3a, promotes lysosomal exocytosis. SARS-CoV-2 ORF3a facilitates lysosomal targeting of the BORC-ARL8b complex, which mediates trafficking of lysosomes to the vicinity of the plasma membrane, and exocytosis-related SNARE proteins. The Ca2+ channel TRPML3 is required for SARS-CoV-2 ORF3a-mediated lysosomal exocytosis. Expression of SARS-CoV-2 ORF3a greatly elevates extracellular viral release in cells infected with the coronavirus MHV-A59, which itself lacks ORF3a. In SARS-CoV-2 ORF3a, Ser171 and Trp193 are critical for promoting lysosomal exocytosis and blocking autophagy. When these residues are introduced into SARS-CoV ORF3a, it acquires the ability to promote lysosomal exocytosis and inhibit autophagy. Our results reveal a mechanism by which SARS-CoV-2 interacts with host factors to promote its extracellular egress.


Assuntos
Fatores de Ribosilação do ADP/metabolismo , Autofagia , Exocitose , Lisossomos/fisiologia , Canais de Potencial de Receptor Transitório/metabolismo , Proteínas Viroporinas/metabolismo , Liberação de Vírus , Fatores de Ribosilação do ADP/genética , Animais , COVID-19/virologia , Células HeLa , Humanos , Camundongos , SARS-CoV-2/isolamento & purificação , Canais de Potencial de Receptor Transitório/genética , Proteínas Viroporinas/genética
11.
World J Clin Cases ; 9(33): 10116-10125, 2021 Nov 26.
Artigo em Inglês | MEDLINE | ID: mdl-34904081

RESUMO

BACKGROUND: Epilepsy is a syndrome characterized by transient, rigid, paroxysmal, and repetitive central nervous system dysfunction. Prevention, control, and improvement of cognitive and behavioral dysfunction are of great significance for improving the patients' intellectual development and quality of life. Electroencephalograms (EEG) can predict an accelerated decline in cognitive function. AIM: To determine the clinical and EEG characteristics and treatment results of benign epilepsy in spiking children. METHODS: A total of 106 cases of benign epilepsy in children with myocardial spines treated at our hospital from January 2017 to January 2020 were selected. Differences in clinical data and EGG characteristics between treatment-effective/-ineffective patients were analyzed, and children's intellectual development before and after treatment evaluated using the Gesell Development Diagnostic Scale. RESULTS: EEG showed that the discharge proportion in the awake and sleep periods was 66.04%, and the peak/peak discharge was mainly single-sided, accounting for 81.13%, while the discharge generalization accounted for 31.13%. There was no significant difference in any of these variables between sexes and ages (P > 0.05). The proportion of patients with early onset (< 5 years old) and seizure frequency > 3 times/half a year was 40.00% and 60.00%, respectively; the incidence rate and seizure frequency in the younger age group (< 5 years old) were significantly higher than those in the treatment-effective group (P < 0.05), while the discharge index was significantly lower than that in the treatment-effective group (P < 0.05). The discharge index was negatively correlated with fine motor skill and language development (r = -0.274 and -0.247, respectively; P < 0.05), but not with the rest (P > 0.05). Logistic regression analysis showed that low age onset (< 5 years old) and seizure frequency were the factors affecting ineffective-treatment of benign epilepsy in children (odds ratio = 11.304 and 5.784, respectively; P < 0.05). The discharge index of the responsive group after treatment was significantly lower than that of the unresponsive group (P < 0.05). However, there was no significant difference between groups after treatment in gross and fine motor skills, adaptability, language, and personal social development (P > 0.05). CONCLUSION: The EEG of children with benign epilepsy due to spinal wave in central time zone has characteristic changes, and the therapeutic effect is influenced by age of onset and attack frequency.

12.
Dev Cell ; 56(4): 427-442.e5, 2021 02 22.
Artigo em Inglês | MEDLINE | ID: mdl-33422265

RESUMO

Autophagy acts as a cellular surveillance mechanism to combat invading pathogens. Viruses have evolved various strategies to block autophagy and even subvert it for their replication and release. Here, we demonstrated that ORF3a of the COVID-19 virus SARS-CoV-2 inhibits autophagy activity by blocking fusion of autophagosomes/amphisomes with lysosomes. The late endosome-localized ORF3a directly interacts with and sequestrates the homotypic fusion and protein sorting (HOPS) component VPS39, thereby preventing HOPS complex from interacting with the autophagosomal SNARE protein STX17. This blocks assembly of the STX17-SNAP29-VAMP8 SNARE complex, which mediates autophagosome/amphisome fusion with lysosomes. Expression of ORF3a also damages lysosomes and impairs their function. SARS-CoV-2 virus infection blocks autophagy, resulting in accumulation of autophagosomes/amphisomes, and causes late endosomal sequestration of VPS39. Surprisingly, ORF3a from the SARS virus SARS-CoV fails to interact with HOPS or block autophagy. Our study reveals a mechanism by which SARS-CoV-2 evades lysosomal destruction and provides insights for developing new strategies to treat COVID-19.


Assuntos
Autofagossomos/metabolismo , COVID-19/metabolismo , Lisossomos/metabolismo , Proteínas SNARE/metabolismo , Proteínas Viroporinas/metabolismo , Autofagia , Proteínas Relacionadas à Autofagia/metabolismo , COVID-19/virologia , Células HEK293 , Células HeLa , Humanos , Ligação Proteica , SARS-CoV-2/metabolismo , SARS-CoV-2/patogenicidade , Proteínas de Transporte Vesicular/metabolismo , Proteínas Viroporinas/genética
13.
J Insect Sci ; 10: 114, 2010.
Artigo em Inglês | MEDLINE | ID: mdl-20874595

RESUMO

An Expressed Sequence Tag (EST) is a short sub-sequence of a transcribed cDNA sequence. ESTs represent gene expression and give good clues for gene expression analysis. Based on EST data obtained from NCBI, an EST analysis package was developed (apEST). This tool was programmed for electronic expression, protein annotation and Gene Ontology (GO) category analysis in Bombyx mori (L.) (Lepidoptera: Bombycidae). A total of 245,761 ESTs (as of 01 July 2009) were searched and downloaded in FASTA format, from which information for tissue type, development stage, sex and strain were extracted, classified and summed by running apEST. Then, corresponding distribution profiles were formed after redundant parts had been removed. Gene expression profiles for one tissue of different developmental stages and from one development stage of the different tissues were attained. A housekeeping gene and tissue-and-stage-specific genes were selected by running apEST, contrasting with two other online analysis approaches, microarray-based gene expression profile on SilkDB (BmMDB) and EST profile on NCBI. A spatio-temporal expression profile of catalase run by apEST was then presented as a three-dimensional graph for the intuitive visualization of patterns. A total of 37 query genes confirmed from microarray data and RT-PCR experiments were selected as queries to test apEST. The results had great conformity among three approaches. Nevertheless, there were minor differences between apEST and BmMDB because of the unique items investigated. Therefore, complementary analysis was proposed. Application of apEST also led to the acquisition of corresponding protein annotations for EST datasets and eventually for their functions. The results were presented according to statistical information on protein annotation and Gene Ontology (GO) category. These all verified the reliability of apEST and the operability of this platform. The apEST can also be applied in other species by modifying some parameters and serves as a model for gene expression study for Lepidoptera.


Assuntos
Bombyx/genética , Etiquetas de Sequências Expressas , Perfilação da Expressão Gênica/métodos , Expressão Gênica , Animais , Bombyx/crescimento & desenvolvimento , Bombyx/metabolismo , Bases de Dados como Assunto , Feminino , Masculino , Anotação de Sequência Molecular , Análise de Sequência com Séries de Oligonucleotídeos , Reação em Cadeia da Polimerase Via Transcriptase Reversa
14.
Org Lett ; 20(10): 2988-2992, 2018 05 18.
Artigo em Inglês | MEDLINE | ID: mdl-29737173

RESUMO

Copper- or silver-catalyzed cascade radical addition/dearomative spirocyclization of biaryl ynones with fluoroalkyl bromides or diethylphosphite has been realized for the first time. This method provides a novel and step-economical protocol for the divergent synthesis of a wide range of difluoromethylated or monofluoromethylated and phosphorated spiro[5.5]trienones in moderate to high yields.

15.
Insect Biochem Mol Biol ; 89: 86-96, 2017 10.
Artigo em Inglês | MEDLINE | ID: mdl-28867468

RESUMO

p62/Sequestosome-1 (p62/SQSTM1, hereafter referred to as p62) is a major adaptor that allows ubiquitinated proteins to be degraded by autophagy, and Atg8 homologs are required for p62-mediated autophagic degradation, but their relationship is still not understood in Lepidopteran insects. Here it is clearly demonstrated that the silkworm homolog of mammalian p62, Bombyx mori p62 (Bmp62), forms p62 bodies depending on its Phox and Bem1p (PB1) and ubiquitin-associated (UBA) domains. These two domains are associated with Bmp62 binding to ubiquitinated proteins to form the p62 bodies, and the UBA domain is essential for the binding, but Bmp62 still self-associates without the PB1 or UBA domain. The p62 bodies in Bombyx cells are enclosed by BmAtg9-containing membranes and degraded via autophagy. It is revealed that the interaction between the Bmp62 AIM motif and BmAtg8 is critical for the autophagic degradation of the p62 bodies. Intriguingly, we further demonstrate that lipidation of BmAtg8 is required for the Bmp62-mediated complete degradation of p62 bodies by autophagy. Our results should be useful in future studies of the autophagic mechanism in Lepidopteran insects.


Assuntos
Família da Proteína 8 Relacionada à Autofagia/metabolismo , Autofagia , Bombyx/metabolismo , Metabolismo dos Lipídeos , Proteína Sequestossoma-1/metabolismo , Animais , Células Cultivadas , Proteínas de Insetos/metabolismo
16.
IEEE Trans Cybern ; 45(12): 2693-706, 2015 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-25561602

RESUMO

Motion capture is an important technique with a wide range of applications in areas such as computer vision, computer animation, film production, and medical rehabilitation. Even with the professional motion capture systems, the acquired raw data mostly contain inevitable noises and outliers. To denoise the data, numerous methods have been developed, while this problem still remains a challenge due to the high complexity of human motion and the diversity of real-life situations. In this paper, we propose a data-driven-based robust human motion denoising approach by mining the spatial-temporal patterns and the structural sparsity embedded in motion data. We first replace the regularly used entire pose model with a much fine-grained partlet model as feature representation to exploit the abundant local body part posture and movement similarities. Then, a robust dictionary learning algorithm is proposed to learn multiple compact and representative motion dictionaries from the training data in parallel. Finally, we reformulate the human motion denoising problem as a robust structured sparse coding problem in which both the noise distribution information and the temporal smoothness property of human motion have been jointly taken into account. Compared with several state-of-the-art motion denoising methods on both the synthetic and real noisy motion data, our method consistently yields better performance than its counterparts. The outputs of our approach are much more stable than that of the others. In addition, it is much easier to setup the training dataset of our method than that of the other data-driven-based methods.


Assuntos
Algoritmos , Processamento de Imagem Assistida por Computador/métodos , Movimento/fisiologia , Reconhecimento Automatizado de Padrão/métodos , Processamento de Sinais Assistido por Computador , Mineração de Dados , Atividades Humanas/classificação , Humanos , Aprendizado de Máquina
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