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1.
J Exp Bot ; 2024 Apr 05.
Artigo em Inglês | MEDLINE | ID: mdl-38577861

RESUMO

Reactive oxygen species (ROS) are rapidly generated during plant immune responses by RBOH, which is a plasma membrane-localizing NADPH oxidase. Although regulatory mechanisms of RBOH activity have been well documented, the ROS-mediated downstream signaling is unclear. We here demonstrated that ROS sensor proteins play a central role in the ROS signaling via oxidative post-translational modification of cysteine residues, sulfenylation. To detect protein sulfenylation, we used dimedone, which specifically and irreversibly binds to sulfenylated proteins. The sulfenylated proteins were labeled by dimedone in Nicotiana benthamiana leaves, and the conjugates were detected by immunoblot analyses. In addition, a reductant dissociated H2O2-induced conjugates, suggesting that cysteine persulfide and/or polysulfides are involved in sulfenylation. These sulfenylated proteins were continuously increased during both PTI and ETI in a RBOH-dependent manner. Pharmacological inhibition of ROS sensor proteins by dimedone perturbated cell death, ROS accumulation induced by INF1 and MEK2DD, and defense against fungal pathogens. On the other hand, Rpi-blb2-mediated ETI responses were rather enhanced by dimedone. These results suggest that the sulfenylation of cysteine and its derivatives in various ROS sensor proteins are important events in downstream of RBOH-dependent ROS burst to regulate plant immune responses.

2.
Molecules ; 29(11)2024 May 21.
Artigo em Inglês | MEDLINE | ID: mdl-38893286

RESUMO

An iodophor-catalyzed direct disulfenylation of amino naphthalenes with aryl sulfonyl hydrazines in water was developed. A series of aryl sulfides were obtained in moderate to excellent yields. The advantages of this green protocol were the simple reaction conditions (metal-free, water as the solvent, under air), the odorless and easily available sulfur reagent, the broad substrate scope, and gram-scale synthesis. Moreover, the potential application of aryl sulfides was exemplified by further transformations.

3.
Molecules ; 29(12)2024 Jun 16.
Artigo em Inglês | MEDLINE | ID: mdl-38930928

RESUMO

A mild, efficient and practical protocol for the preparation of 2-sulfonylquinolines through CS2/Et2NH-induced deoxygenative C2-H sulfonylation of quinoline N-oxides with readily available RSO2Cl was developed. The reaction proceeded well under transition-metal-free conditions and exhibited a wide substrate scope and functional group tolerance. The preliminary studies suggested that the nucleophilic sulfonyl sources were generated in situ via the reaction of CS2, Et2NH and sulfonyl chlorides.

4.
Angew Chem Int Ed Engl ; 63(10): e202318625, 2024 Mar 04.
Artigo em Inglês | MEDLINE | ID: mdl-38231132

RESUMO

An efficient catalytic asymmetric electrophilic sulfenylation reaction for the synthesis of planar-chiral sulfur-containing cyclophanes has been developed for the first time. This was achieved by using a new Lewis base catalyst and a new ortho-trifluoromethyl-substituted sulfenylating reagent. Using the substrates with low rotational energy barrier, the transformation proceeded through a dynamic kinetic resolution, and the high rotational energy barrier of the substrates allowed the reaction to undergo a kinetic resolution process. Meanwhile, this transformation was compatible with a desymmetrization process when the symmetric substrates were used. Various planar-chiral sulfur-containing cyclophanes were readily obtained in moderate to excellent yields with moderate to excellent enantioselectivities (up to 97 % yield and 95 % ee). This approach was used to synthesize pharmaceutically relevant planar-chiral sulfur-containing molecules. Density functional theory calculations showed that π-π interactions between the sulfenyl group and the aromatic ring in the substrate play a crucial role in enantioinduction in this sulfenylation reaction.

5.
Brief Bioinform ; 22(3)2021 05 20.
Artigo em Inglês | MEDLINE | ID: mdl-32613242

RESUMO

Protein S-sulfenylation is one kind of crucial post-translational modifications (PTMs) in which the hydroxyl group covalently binds to the thiol of cysteine. Some recent studies have shown that this modification plays an important role in signaling transduction, transcriptional regulation and apoptosis. To date, the dynamic of sulfenic acids in proteins remains unclear because of its fleeting nature. Identifying S-sulfenylation sites, therefore, could be the key to decipher its mysterious structures and functions, which are important in cell biology and diseases. However, due to the lack of effective methods, scientists in this field tend to be limited in merely a handful of some wet lab techniques that are time-consuming and not cost-effective. Thus, this motivated us to develop an in silico model for detecting S-sulfenylation sites only from protein sequence information. In this study, protein sequences served as natural language sentences comprising biological subwords. The deep neural network was consequentially employed to perform classification. The performance statistics within the independent dataset including sensitivity, specificity, accuracy, Matthews correlation coefficient and area under the curve rates achieved 85.71%, 69.47%, 77.09%, 0.5554 and 0.833, respectively. Our results suggested that the proposed method (fastSulf-DNN) achieved excellent performance in predicting S-sulfenylation sites compared to other well-known tools on a benchmark dataset.


Assuntos
Bases de Dados de Proteínas , Redes Neurais de Computação , Processamento de Proteína Pós-Traducional , Análise de Sequência de Proteína , Ácidos Sulfênicos , Ácidos Sulfênicos/química , Ácidos Sulfênicos/metabolismo
6.
Chemistry ; 29(26): e202300799, 2023 May 08.
Artigo em Inglês | MEDLINE | ID: mdl-36922350

RESUMO

A tyrosine (Tyr)- or tryptophan (Trp)-selective metal-free C-H sulfenylation reaction using an acid-activated S-acetamidomethyl cysteine (Cys) sulfoxide, Cys(Acm)(O), has been achieved. The dually protonated intermediate produced from Cys(Acm)(O) under acidic conditions allows the sulfenylation of Tyr. Significantly, the reaction in the presence of trimethylsilyl trifluoromethanesulfonate (TMSOTf) mainly affords a Cys-Tyr-linked peptide even in the presence of Trp residues. In contrast, a Cys-Trp-linked peptide was selectively obtained from the reaction in the presence of guanidine hydrochloride (Gn ⋅ HCl) under acidic conditions. Established Tyr- and Trp-selective sulfenylation methods were used in the Cys-Tyr stapling and Trp lipidation of glucagon-like peptides 1 in a one-pot/stepwise manner. Investigation of the mechanism showed that orbital- and charge-controlled reactions are responsible for the Trp and Tyr selectivity, respectively.


Assuntos
Cisteína , Peptídeos , Cisteína/química , Peptídeos/química , Tirosina/química , Sulfóxidos , Guanidina
7.
Beilstein J Org Chem ; 19: 1471-1502, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37799175

RESUMO

In the field of organosulfur chemistry, sulfenylating agents are an important key in C-S bond formation strategies. Among various organosulfur precursors, N-sulfenylsuccinimide/phthalimide derivatives have shown highly electrophilic reactivity for the asymmetric synthesis of many organic compounds. Hence, in this review article, we focus on the application of these alternative sulfenylating reagents in organic transformations.

8.
Plant Cell Physiol ; 63(7): 889-900, 2022 Jul 14.
Artigo em Inglês | MEDLINE | ID: mdl-35323963

RESUMO

The thiol group of cysteine (Cys) residues, often present in the active center of the protein, is of particular importance to protein function, which is significantly determined by the redox state of a protein's environment. Our knowledge of different thiol-based oxidative posttranslational modifications (oxiPTMs), which compete for specific protein thiol groups, has increased over the last 10 years. The principal oxiPTMs include S-sulfenylation, S-glutathionylation, S-nitrosation, persulfidation, S-cyanylation and S-acylation. The role of each oxiPTM depends on the redox cellular state, which in turn depends on cellular homeostasis under either optimal or stressful conditions. Under such conditions, the metabolism of molecules such as glutathione, NADPH (reduced nicotinamide adenine dinucleotide phosphate), nitric oxide, hydrogen sulfide and hydrogen peroxide can be altered, exacerbated and, consequently, outside the cell's control. This review provides a broad overview of these oxiPTMs under physiological and unfavorable conditions, which can regulate the function of target proteins.


Assuntos
Proteínas de Plantas , Compostos de Sulfidrila , Glutationa/metabolismo , Oxirredução , Estresse Oxidativo , Proteínas de Plantas/metabolismo , Processamento de Proteína Pós-Traducional , Compostos de Sulfidrila/metabolismo
9.
Proc Natl Acad Sci U S A ; 116(42): 21256-21261, 2019 10 15.
Artigo em Inglês | MEDLINE | ID: mdl-31578252

RESUMO

Hydrogen peroxide (H2O2) is an important messenger molecule for diverse cellular processes. H2O2 oxidizes proteinaceous cysteinyl thiols to sulfenic acid, also known as S-sulfenylation, thereby affecting the protein conformation and functionality. Although many proteins have been identified as S-sulfenylation targets in plants, site-specific mapping and quantification remain largely unexplored. By means of a peptide-centric chemoproteomics approach, we mapped 1,537 S-sulfenylated sites on more than 1,000 proteins in Arabidopsis thaliana cells. Proteins involved in RNA homeostasis and metabolism were identified as hotspots for S-sulfenylation. Moreover, S-sulfenylation frequently occurred on cysteines located at catalytic sites of enzymes or on cysteines involved in metal binding, hinting at a direct mode of action for redox regulation. Comparison of human and Arabidopsis S-sulfenylation datasets provided 155 conserved S-sulfenylated cysteines, including Cys181 of the Arabidopsis MITOGEN-ACTIVATED PROTEIN KINASE4 (AtMAPK4) that corresponds to Cys161 in the human MAPK1, which has been identified previously as being S-sulfenylated. We show that, by replacing Cys181 of recombinant AtMAPK4 by a redox-insensitive serine residue, the kinase activity decreased, indicating the importance of this noncatalytic cysteine for the kinase mechanism. Altogether, we quantitatively mapped the S-sulfenylated cysteines in Arabidopsis cells under H2O2 stress and thereby generated a comprehensive view on the S-sulfenylation landscape that will facilitate downstream plant redox studies.


Assuntos
Arabidopsis/metabolismo , Proteínas/metabolismo , Compostos de Sulfidrila/metabolismo , Domínio Catalítico/fisiologia , Cisteína/metabolismo , Humanos , Peróxido de Hidrogênio/metabolismo , Proteína Quinase 1 Ativada por Mitógeno/metabolismo , Oxirredução , RNA/metabolismo , Serina/metabolismo , Transdução de Sinais/fisiologia , Ácidos Sulfênicos/metabolismo
10.
Molecules ; 27(15)2022 Aug 08.
Artigo em Inglês | MEDLINE | ID: mdl-35956990

RESUMO

A sunlight-promoted sulfenylation of quinoxalin-2(1H)-ones using recyclable graphitic carbon nitride (g-C3N4) as a heterogeneous photocatalyst was developed. Using the method, various 3-sulfenylated quinoxalin-2(1H)-ones were obtained in good to excellent yields under an ambient air atmosphere. Moreover, the heterogeneous catalyst can be recycled at least six times without significant loss of activity.


Assuntos
Quinoxalinas , Luz Solar , Catálise , Luz
11.
Angew Chem Int Ed Engl ; 61(42): e202211782, 2022 Oct 17.
Artigo em Inglês | MEDLINE | ID: mdl-36040757

RESUMO

Atroposelective electrophilic sulfenylation of N-aryl aminoquinone derivatives has been achieved for the first time. This transformation is enabled by a new chiral 6,6'-disubstituted SPINOL-derived sulfide catalyst, which was first synthesized and then successfully explored for catalyzing enantioselective reactions. Various axially chiral sulfur-containing diarylamine derivatives were readily obtained in moderate to excellent yields with moderate to excellent enantioselectivities. A class of relatively flexible stereogenic C-N axes was easily constructed. The experimental results and a computational study suggested that an intramolecular N-H⋅⋅⋅S hydrogen bond is important for the stability of the C-N axis, which is consistent with our hypothesis. Density functional theory calculations revealed the origin of atroposelectivity and underscored the importance of catalyst rigidity in this sulfenylation reaction.

12.
J Exp Bot ; 72(16): 5893-5904, 2021 08 11.
Artigo em Inglês | MEDLINE | ID: mdl-34077530

RESUMO

Hydrogen sulfide (H2S) is a signaling molecule that regulates critical processes and allows plants to adapt to adverse conditions. The molecular mechanism underlying H2S action relies on its chemical reactivity, and the most-well characterized mechanism is persulfidation, which involves the modification of protein thiol groups, resulting in the formation of persulfide groups. This modification causes a change of protein function, altering catalytic activity or intracellular location and inducing important physiological effects. H2S cannot react directly with thiols but instead can react with oxidized cysteine residues; therefore, H2O2 signaling through sulfenylation is required for persulfidation. A comparative study performed in this review reveals 82% identity between sulfenylome and persulfidome. With regard to abscisic acid (ABA) signaling, widespread evidence shows an interconnection between H2S and ABA in the plant response to environmental stress. Proteomic analyses have revealed persulfidation of several proteins involved in the ABA signaling network and have shown that persulfidation is triggered in response to ABA. In guard cells, a complex interaction of H2S and ABA signaling has also been described, and the persulfidation of specific signaling components seems to be the underlying mechanism.


Assuntos
Sulfeto de Hidrogênio , Cisteína , Peróxido de Hidrogênio , Proteômica , Transdução de Sinais
13.
Artigo em Inglês | MEDLINE | ID: mdl-32087961

RESUMO

Recently, endogenous sulfur dioxide (SO2) has been found to exert an important function in the cardiovascular system. However, the regulatory mechanism for SO2 generation has not been entirely clarified. Hence, we aimed to explore the possible auto-regulation of endogenous SO2 generation and its mechanisms in vascular endothelial cells. We showed that SO2 did not affect the protein expression of aspartate aminotransferase 1 (AAT1), a major SO2 synthesis enzyme, but significantly inhibited AAT activity in primary human umbilical vein endothelial cells (HUVECs) and porcine purified AAT1 protein. An AAT1 enzymatic kinetic study showed that SO2 reduced the Vmax (1.89 ± 0.10 vs 2.55 ± 0.12, µmol/mg/min, P < 0.05) and increased the Km (35.97 ± 9.54 vs 19.33 ± 1.76 µmol/L, P < 0.05) values. Furthermore, SO2 induced S-sulfenylation of AAT1 in primary HUVECs and purified AAT1 protein. LC-MS/MS analysis indicated that SO2 sulfenylated AAT1 at Cys192. Mechanistically, thiol reductant DTT treatment or C192S mutation prevented SO2-induced AAT1 sulfenylation and the subsequent inhibition of AAT activity in purified AAT1 protein and primary HUVECs. Our findings reveal, for the first time, a mechanism of auto-regulation of SO2 generation through sulfenylation of AAT1 at Cys192 to suppress AAT activity in vascular endothelial cells. These findings will greatly deepen the understanding of regulatory mechanisms in the cardiovascular homeostasis.

14.
J Cell Sci ; 130(5): 975-988, 2017 03 01.
Artigo em Inglês | MEDLINE | ID: mdl-28122935

RESUMO

Although the functions of H2O2 in epidermal wound repair are conserved throughout evolution, the underlying signaling mechanisms are largely unknown. In this study we used human keratinocytes (HEK001) to investigate H2O2-dependent wound repair mechanisms. Scratch wounding led to H2O2 production in two or three cell layers at the wound margin within ∼30 min and subsequent cysteine modification of proteins via sulfenylation. Intriguingly, exogenous H2O2 treatment resulted in preferential sulfenylation of keratinocytes that adopted a migratory phenotype and detached from neighboring cells, suggesting that one of the primary functions of H2O2 is to stimulate signaling factors involved in cell migration. Based on previous findings that revealed epidermal growth factor receptor (EGFR) involvement in H2O2-dependent cell migration, we analyzed oxidation of a candidate upstream target, the inhibitor of κB kinase α (IKKα; encoded by CHUK), as a mechanism of action. We show that IKKα is sulfenylated at a conserved cysteine residue in the kinase domain, which correlates with de-repression of EGF promoter activity and increased EGF expression. Thus, this indicates that IKKα promotes migration through dynamic interactions with the EGF promoter depending on the redox state within cells.


Assuntos
Movimento Celular , Quinase I-kappa B/metabolismo , Queratinócitos/citologia , Queratinócitos/metabolismo , Sequência de Aminoácidos , Animais , Linhagem Celular , Cisteína/metabolismo , Fator de Crescimento Epidérmico/genética , Humanos , Peróxido de Hidrogênio , Quinase I-kappa B/química , Oxirredução , Regiões Promotoras Genéticas/genética , Processamento de Proteína Pós-Traducional/efeitos dos fármacos , Transdução de Sinais/efeitos dos fármacos , Cicatrização/efeitos dos fármacos , Peixe-Zebra
15.
J Theor Biol ; 461: 51-58, 2019 01 14.
Artigo em Inglês | MEDLINE | ID: mdl-30365947

RESUMO

Protein S-sulfenylation is an essential post-translational modification (PTM) that provides critical information to understand molecular mechanisms of cell signaling transduction, stress response and regulation of cellular functions. Recent advancements in computational methods have contributed towards the detection of protein S-sulfenylation sites. However, the performance of identifying protein S-sulfenylation sites can be influenced by a class imbalance of training datasets while the application of various computational methods. In this study, we designed a Fu-SulfPred model using stratified structure of three kinds of decision trees in order to identify possible protein S-sulfenylation sites by means of reconstructing training datasets and sample rescaling technology. Experimental results showed that the correlation coefficient values of Fu-SulfPred model were found to be 0.5437, 0.3736 and 0.6809 on three independent test datasets, respectively, all of which outperformed the Matthews coefficient values of S-SulfPred model. Fu-SulfPred model provides a promising scheme for the identification of protein S-sulfenylation sites and other post-translational modifications.


Assuntos
Árvores de Decisões , Processamento de Proteína Pós-Traducional , Proteína S/química , Ácidos Sulfênicos/metabolismo , Sítios de Ligação , Biologia Computacional/métodos , Conjuntos de Dados como Assunto , Proteína S/metabolismo , Máquina de Vetores de Suporte
16.
Int J Mol Sci ; 20(19)2019 Oct 01.
Artigo em Inglês | MEDLINE | ID: mdl-31581473

RESUMO

Peroxisomes, which are ubiquitous organelles in all eukaryotes, are highly dynamic organelles that are essential for development and stress responses. Plant peroxisomes are involved in major metabolic pathways, such as fatty acid ß-oxidation, photorespiration, ureide and polyamine metabolism, in the biosynthesis of jasmonic, indolacetic, and salicylic acid hormones, as well as in signaling molecules such as reactive oxygen and nitrogen species (ROS/RNS). Peroxisomes are involved in the perception of environmental changes, which is a complex process involving the regulation of gene expression and protein functionality by protein post-translational modifications (PTMs). Although there has been a growing interest in individual PTMs in peroxisomes over the last ten years, their role and cross-talk in the whole peroxisomal proteome remain unclear. This review provides up-to-date information on the function and crosstalk of the main peroxisomal PTMs. Analysis of whole peroxisomal proteomes shows that a very large number of peroxisomal proteins are targeted by multiple PTMs, which affect redox balance, photorespiration, the glyoxylate cycle, and lipid metabolism. This multilevel PTM regulation could boost the plasticity of peroxisomes and their capacity to regulate metabolism in response to environmental changes.


Assuntos
Peroxissomos/metabolismo , Processamento de Proteína Pós-Traducional , Proteoma , Óxido Nítrico/metabolismo , Oxirredução , Plantas/metabolismo , Espécies Reativas de Oxigênio/metabolismo , Transdução de Sinais
17.
Angew Chem Int Ed Engl ; 58(9): 2864-2869, 2019 02 25.
Artigo em Inglês | MEDLINE | ID: mdl-30632657

RESUMO

A method for electrophilic sulfenylation by organophosphorus-catalyzed deoxygenative O-atom transfer from sulfonyl chlorides is reported. This C-S bond-forming reaction is catalyzed by a readily available small-ring phosphine (phosphetane) in conjunction with a hydrosilane terminal reductant to afford a general entry to sulfenyl electrophiles, including valuable trifluoromethyl, perfluoroalkyl, and heteroaryl derivatives that are otherwise difficult to access. Mechanistic investigations indicate that the twofold deoxygenation of the sulfonyl substrate proceeds by the intervention of an off-cycle resting state thiophosphonium ion. The catalytic method represents an operationally simple protocol using a stable phosphine oxide as a precatalyst and exhibits broad functional-group tolerance.


Assuntos
Hidrocarbonetos Fluorados/química , Compostos Organofosforados/química , Oxigênio/química , Ácidos Sulfênicos/química , Ácidos Sulfínicos/química , Catálise , Estrutura Molecular , Oxirredução
18.
J Pept Sci ; 24(3)2018 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-29446187

RESUMO

We report a new protecting agent (1, Npys-OPh(pF)) for 3-nitro-2-pyridine (Npy) sulfenylation of amino, hydroxy, and thiol functional groups. Several Npys phenoxides were synthesized from Npys chloride (Npys-Cl) and phenols in the presence of base in 1-step reaction, and their ability for Npy-sulfenylation was evaluated. As a result, 1 was selected as a new Npy-sulfenylation agent with advantages including improved physicochemical stability, more controllable reactivity, and easier handling than the conventional protecting agent Npys-Cl.


Assuntos
Substâncias Protetoras/síntese química , Piridinas/síntese química , Aminoácidos , Estrutura Molecular , Substâncias Protetoras/química , Piridinas/química
19.
Clin Sci (Lond) ; 131(21): 2655-2670, 2017 Nov 01.
Artigo em Inglês | MEDLINE | ID: mdl-28935810

RESUMO

The present study was designed to investigate whether endogenous sulphur dioxide (SO2) controlled pulmonary inflammation in a rat model of oleic acid (OA)-induced acute lung injury (ALI). In this model, adenovirus expressing aspartate aminotransferase (AAT) 1 was delivered to the lungs, and the levels of SO2 and proinflammatory cytokines in rat lung tissues were measured. In the human alveolar epithelial cell line A549, the nuclear translocation and DNA binding activities of wild-type (wt) and C38S (cysteine-to-serine mutation at p65 Cys38) NF-κB p65 were detected. GFP-tagged C38S p65 was purified from HEK 293 cells and the sulphenylation of NF-κB p65 was studied. OA caused a reduction in SO2/AAT pathway activity but increased pulmonary inflammation and ALI. However, either the presence of SO2 donor, a combination of Na2SO3 and NaHSO3, or AAT1 overexpression in vivo successfully blocked OA-induced pulmonary NF-κB p65 phosphorylation and consequent inflammation and ALI. Either treatment with an SO2 donor or overexpression of AAT1 down-regulated OA-induced p65 activity, but AAT1 knockdown in alveolar epithelial cells mimicked OA-induced p65 phosphorylation and inflammation in vitro Mechanistically, OA promoted NF-κB nuclear translocation, DNA binding activity, recruitment to the intercellular cell adhesion molecule (ICAM)-1 promoter, and consequent inflammation in epithelial cells; these activities were reduced in the presence of an SO2 donor. Furthermore, SO2 induced sulphenylation of p65, which was blocked by the C38S mutation on p65 in epithelial cells. Hence, down-regulation of SO2/AAT is involved in pulmonary inflammation during ALI. Furthermore, SO2 suppressed inflammation by sulphenylating NF-κB p65 at Cys38.


Assuntos
Lesão Pulmonar Aguda/tratamento farmacológico , Anti-Inflamatórios/farmacologia , Pulmão/efeitos dos fármacos , Pneumonia/prevenção & controle , Processamento de Proteína Pós-Traducional/efeitos dos fármacos , Sulfitos/farmacologia , Dióxido de Enxofre/metabolismo , Fator de Transcrição RelA/metabolismo , Células A549 , Lesão Pulmonar Aguda/genética , Lesão Pulmonar Aguda/metabolismo , Lesão Pulmonar Aguda/patologia , Adenoviridae/genética , Animais , Anti-Inflamatórios/metabolismo , Aspartato Aminotransferases/genética , Aspartato Aminotransferases/metabolismo , Sítios de Ligação , Quimiocina CCL2/metabolismo , Cisteína , Modelos Animais de Doenças , Técnicas de Transferência de Genes , Vetores Genéticos , Molécula 1 de Adesão Intercelular/genética , Molécula 1 de Adesão Intercelular/metabolismo , Pulmão/metabolismo , Pulmão/patologia , Ácido Oleico , Fosforilação , Pneumonia/genética , Pneumonia/metabolismo , Pneumonia/patologia , Regiões Promotoras Genéticas , Interferência de RNA , Ratos Wistar , Sulfitos/metabolismo , Fator de Transcrição RelA/genética , Transfecção
20.
J Theor Biol ; 422: 84-89, 2017 06 07.
Artigo em Inglês | MEDLINE | ID: mdl-28411111

RESUMO

Protein S-sulfenylation is a reversible post-translational modification involving covalent attachment of hydroxide to the thiol group of cysteine residues, which is involved in various biological processes including cell signaling, response to stress and protein functions. Herein we present S-SulfPred, a support vector machine based model to capture potential S-sulfenylation sites and improve the efficiency and relevance of experimental identification of protein S-sulfenylation sites. One-sided selection (OSS) undersampling and synthetic minority oversampling technique (SMOTE) oversampling were combined to establish balanced training datasets. This approach is shown to perform better than using only OSS or SMOTE in an independent test. The best combination of position-specific amino acid propensity and five physicochemical properties of amino acids were selected to optimize the predictor performance. Using S-SulfPred, we achieve an average sensitivity of 74.62%, and an average specificity of 71.62% on independent datasets. Compared with other published tools, S-SulfPred attains both higher sensitivity and specificity. We not only propose a highly accurate method to predict protein S-sulfenylation sites, but also provide insights that could improve the efficiency of other bioinformatics tools.


Assuntos
Bases de Dados de Proteínas , Processamento de Proteína Pós-Traducional/fisiologia , Análise de Sequência de Proteína/métodos , Software , Máquina de Vetores de Suporte , Cisteína/genética , Cisteína/metabolismo
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