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1.
Indian J Med Res ; 159(1): 78-90, 2024 Jan 01.
Artículo en Inglés | MEDLINE | ID: mdl-38345040

RESUMEN

BACKGROUND OBJECTIVES: Discovery of new antibiotics is the need of the hour to treat infectious diseases. An ever-increasing repertoire of multidrug-resistant pathogens poses an imminent threat to human lives across the globe. However, the low success rate of the existing approaches and technologies for antibiotic discovery remains a major bottleneck. In silico methods like machine learning (ML) deem more promising to meet the above challenges compared with the conventional experimental approaches. The goal of this study was to create ML models that may be used to successfully predict new antimicrobial compounds. METHODS: In this article, we employed eight different ML algorithms namely, extreme gradient boosting, random forest, gradient boosting classifier, deep neural network, support vector machine, multilayer perceptron, decision tree, and logistic regression. These models were trained using a dataset comprising 312 antibiotic drugs and a negative set of 936 non-antibiotic drugs in a five-fold cross validation approach. RESULTS: The top four ML classifiers (extreme gradient boosting, random forest, gradient boosting classifier and deep neural network) were able to achieve an accuracy of 80 per cent and above during the evaluation of testing and blind datasets. INTERPRETATION CONCLUSIONS: We aggregated the top performing four models through a soft-voting technique to develop an ensemble-based ML method and incorporated it into a freely accessible online prediction server named ABDpred ( http://clinicalmedicinessd.com.in/abdpred/ ).


Asunto(s)
Algoritmos , Antiinfecciosos , Humanos , Aprendizaje Automático , Aprendizaje Automático Supervisado , Antibacterianos/uso terapéutico
2.
Infect Immun ; 88(5)2020 04 20.
Artículo en Inglés | MEDLINE | ID: mdl-32094260

RESUMEN

Antimicrobial peptides play an important role in host defense against Vibrio cholerae Generally, the V. cholerae O1 classical biotype is polymyxin B (PB) sensitive and El Tor is relatively resistant. Detection of classical biotype traits like the production of classical cholera toxin and PB sensitivity in El Tor strains has been reported in recent years, including in the devastating Yemen cholera outbreak during 2016-2018. To investigate the factor(s) responsible for the shift in the trend of sensitivity to PB, we studied the two-component system encoded by carRS, regulating the lipid A modification of El Tor vibrios, and found that only carR contains a single nucleotide polymorphism (SNP) in recently emerged PB-sensitive strains. We designated the two alleles present in PB-resistant and -sensitive strains carRr and carRs alleles, respectively, and replaced the carRs allele of a sensitive strain with the carRr allele, using an allelic-exchange approach. The sensitive strain then became resistant. The PB-resistant strain N16961 was made susceptible to PB in a similar fashion. Our in silico CarR protein models suggested that the D89N substitution in the more stable CarRs protein brings the two structural domains of CarR closer, constricting the DNA binding cleft. This probably reduces the expression of the carR-regulated almEFG operon, inducing PB susceptibility. Expression of almEFG in PB-sensitive strains was found to be downregulated under natural culturing conditions. In addition, the expression of carR and almEG decreased in all strains with increased concentrations of extracellular Ca2+ but increased with a rise in pH. The downregulation of almEFG in CarRs strains confirmed that the G265A mutation is responsible for the emergence of PB-sensitive El Tor strains.


Asunto(s)
Mutación Puntual/genética , Polimixina B/farmacología , Transcripción Genética/genética , Vibrio cholerae O1/efectos de los fármacos , Vibrio cholerae O1/genética , Alelos , Antibacterianos/farmacología , Calcio/metabolismo , Proteínas de Unión al ADN/genética , Proteínas de Unión al ADN/metabolismo , Regulación hacia Abajo/genética , Escherichia coli/genética , Polimorfismo de Nucleótido Simple/genética , Vibrio cholerae O1/metabolismo
3.
J Biol Chem ; 289(36): 25149-65, 2014 Sep 05.
Artículo en Inglés | MEDLINE | ID: mdl-25037224

RESUMEN

The emergence of drug-resistant strains of Mycobacterium tuberculosis makes identification and validation of newer drug targets a global priority. Phosphoserine phosphatase (PSP), a key essential metabolic enzyme involved in conversion of O-phospho-l-serine to l-serine, was characterized in this study. The M. tuberculosis genome harbors all enzymes involved in l-serine biosynthesis including two PSP homologs: Rv0505c (SerB1) and Rv3042c (SerB2). In the present study, we have biochemically characterized SerB2 enzyme and developed malachite green-based high throughput assay system to identify SerB2 inhibitors. We have identified 10 compounds that were structurally different from known PSP inhibitors, and few of these scaffolds were highly specific in their ability to inhibit SerB2 enzyme, were noncytotoxic against mammalian cell lines, and inhibited M. tuberculosis growth in vitro. Surface plasmon resonance experiments demonstrated the relative binding for these inhibitors. The two best hits identified in our screen, clorobiocin and rosaniline, were bactericidal in activity and killed intracellular bacteria in a dose-dependent manner. We have also identified amino acid residues critical for these SerB2-small molecule interactions. This is the first study where we validate that M. tuberculosis SerB2 is a druggable and suitable target to pursue for further high throughput assay system screening.


Asunto(s)
Proteínas Bacterianas/metabolismo , Inhibidores Enzimáticos/farmacología , Ensayos Analíticos de Alto Rendimiento/métodos , Mycobacterium tuberculosis/enzimología , Monoéster Fosfórico Hidrolasas/antagonistas & inhibidores , Secuencia de Aminoácidos , Antituberculosos/química , Antituberculosos/farmacología , Proteínas Bacterianas/química , Proteínas Bacterianas/genética , Línea Celular Tumoral , Inhibidores Enzimáticos/química , Humanos , Cinética , Pruebas de Sensibilidad Microbiana , Modelos Moleculares , Datos de Secuencia Molecular , Estructura Molecular , Mycobacterium tuberculosis/efectos de los fármacos , Mycobacterium tuberculosis/genética , Novobiocina/análogos & derivados , Novobiocina/química , Novobiocina/farmacología , Monoéster Fosfórico Hidrolasas/clasificación , Monoéster Fosfórico Hidrolasas/genética , Filogenia , Unión Proteica , Estructura Terciaria de Proteína , Colorantes de Rosanilina/química , Colorantes de Rosanilina/farmacología , Homología de Secuencia de Aminoácido , Bibliotecas de Moléculas Pequeñas/química , Bibliotecas de Moléculas Pequeñas/farmacología
4.
Biochim Biophys Acta ; 1834(12): 2736-49, 2013 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-24129075

RESUMEN

We investigated the interacting amino acids critical for the stability and ATP binding of Mycobacterium tuberculosis PII protein through a series of site specific mutagenesis experiments. We assessed the effect of mutants using glutaraldehyde crosslinking and size exclusion chromatography and isothermal titration calorimetry. Mutations in the amino acid pair R60-E62 affecting central electrostatic interaction resulted in insoluble proteins. Multiple sequence alignment of PII orthologs displayed a conserved pattern of charged residues at these positions. Mutation of amino acid D97 to a neutral residue was tolerated whereas positive charge was not acceptable. Mutation of R107 alone had no effect on trimer formation. However, the combination of neutral residues both at positions 97 and 107 was not acceptable even with the pair at 60-62 intact. Reversal of charge polarity could partially restore the interaction. The residues including K90, R101 and R103 with potential to form H-bonds to ATP are conserved throughout across numerous orthologs of PII but when mutated to Alanine, they did not show significant differences in the total free energy change of the interaction as examined through isothermal titration calorimetry. The ATP binding pattern showed anti-cooperativity using three-site binding model. We observed compensatory effect in enthalpy and entropy changes and these may represent structural adjustments to accommodate ATP in the cavity even in absence of some interactions to perform the requisite function. In this respect these small differences between the PII orthologs may have evolved to suite species specific physiological niches.


Asunto(s)
Adenosina Trifosfato/química , Proteínas Bacterianas/química , Modelos Moleculares , Mycobacterium tuberculosis/química , Proteínas PII Reguladoras del Nitrógeno/química , Multimerización de Proteína/fisiología , Adenosina Trifosfato/genética , Adenosina Trifosfato/metabolismo , Sustitución de Aminoácidos , Aminoácidos , Proteínas Bacterianas/genética , Proteínas Bacterianas/metabolismo , Evolución Molecular , Mutación Missense , Mycobacterium tuberculosis/genética , Mycobacterium tuberculosis/metabolismo , Proteínas PII Reguladoras del Nitrógeno/genética , Proteínas PII Reguladoras del Nitrógeno/metabolismo , Unión Proteica , Estructura Cuaternaria de Proteína , Estructura Terciaria de Proteína
5.
Front Immunol ; 15: 1372349, 2024.
Artículo en Inglés | MEDLINE | ID: mdl-38698863

RESUMEN

Pseudomonas aeruginosa (Pa) is an opportunistic bacterial pathogen responsible for severe hospital acquired infections in immunocompromised and elderly individuals. Emergence of increasingly drug resistant strains and the absence of a broad-spectrum prophylactic vaccine against both T3SA+ (type III secretion apparatus) and ExlA+/T3SA- Pa strains worsen the situation in a post-pandemic world. Thus, we formulated a candidate subunit vaccine (called ExlA/L-PaF/BECC/ME) against both Pa types. This bivalent vaccine was generated by combining the C-terminal active moiety of exolysin A (ExlA) produced by non-T3SA Pa strains with our T3SA-based vaccine platform, L-PaF, in an oil-in-water emulsion. The ExlA/L-PaF in ME (MedImmune emulsion) was then mixed with BECC438b, an engineered lipid A analogue and a TLR4 agonist. This formulation was administered intranasally (IN) to young and elderly mice to determine its potency across a diverse age-range. The elderly mice were used to mimic the infection seen in elderly humans, who are more susceptible to serious Pa disease compared to their young adult counterparts. After Pa infection, mice immunized with ExlA/L-PaF/BECC/ME displayed a T cell-mediated adaptive response while PBS-vaccinated mice experienced a rapid onset inflammatory response. Important genes and pathways were observed, which give rise to an anti-Pa immune response. Thus, this vaccine has the potential to protect aged individuals in our population from serious Pa infection.


Asunto(s)
Emulsiones , Infecciones por Pseudomonas , Vacunas contra la Infección por Pseudomonas , Pseudomonas aeruginosa , Vacunas de Subunidad , Animales , Pseudomonas aeruginosa/inmunología , Vacunas de Subunidad/inmunología , Vacunas de Subunidad/administración & dosificación , Ratones , Infecciones por Pseudomonas/inmunología , Infecciones por Pseudomonas/prevención & control , Vacunas contra la Infección por Pseudomonas/inmunología , Vacunas contra la Infección por Pseudomonas/administración & dosificación , Femenino , Desarrollo de Vacunas , Humanos , Anticuerpos Antibacterianos/inmunología , Anticuerpos Antibacterianos/sangre , Modelos Animales de Enfermedad , Proteínas Bacterianas/inmunología , Proteínas Bacterianas/genética
6.
Cell Rep ; 43(5): 114178, 2024 May 28.
Artículo en Inglés | MEDLINE | ID: mdl-38703364

RESUMEN

Innovative methods to retrieve proteins associated with actively replicating DNA have provided a glimpse into the molecular dynamics of replication fork stalling. We report that a combination of density-based replisome enrichment by isolating proteins on nascent DNA (iPOND2) and label-free quantitative mass spectrometry (iPOND2-DRIPPER) substantially increases both replication factor yields and the dynamic range of protein quantification. Replication protein abundance in retrieved nascent DNA is elevated up to 300-fold over post-replicative controls, and recruitment of replication stress factors upon fork stalling is observed at similar levels. The increased sensitivity of iPOND2-DRIPPER permits direct measurement of ubiquitination events without intervening retrieval of diglycine tryptic fragments of ubiquitin. Using this approach, we find that stalled replisomes stimulate the recruitment of a diverse cohort of DNA repair factors, including those associated with poly-K63-ubiquitination. Finally, we uncover the temporally controlled association of stalled replisomes with nuclear pore complex components and nuclear cytoskeleton networks.


Asunto(s)
Replicación del ADN , Ubiquitinación , Humanos , Reparación del ADN , ADN/metabolismo
7.
NPJ Vaccines ; 8(1): 37, 2023 Mar 14.
Artículo en Inglés | MEDLINE | ID: mdl-36918600

RESUMEN

The opportunistic pathogen Pseudomonas aeruginosa (Pa) causes severe nosocomial infections, especially in immunocompromised individuals and the elderly. Increasing drug resistance, the absence of a licensed vaccine and increased hospitalizations due to SARS-CoV-2 have made Pa a major healthcare risk. To address this, we formulated a candidate subunit vaccine against Pa (L-PaF), by fusing the type III secretion system tip and translocator proteins with LTA1 in an oil-in-water emulsion (ME). This was mixed with the TLR4 agonist (BECC438b). Lung mRNA sequencing showed that the formulation activates genes from multiple immunological pathways eliciting a protective Th1-Th17 response following IN immunization. Following infection, however, the immunized mice showed an adaptive response while the PBS-vaccinated mice experienced rapid onset of an inflammatory response. The latter displayed a hypoxic lung environment with high bacterial burden. Finally, the importance of IL-17 and immunoglobulins were demonstrated using knockout mice. These findings suggest a need for a balanced humoral and cellular response to prevent the onset of Pa infection and that our formulation could elicit such a response.

8.
Int Rev Immunol ; 41(4): 448-463, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-33978550

RESUMEN

The impact of SARS-CoV-2 and COVID-19 disease susceptibility varies depending on the age and health status of an individual. Currently, there are more than 140 COVID-19 vaccines under development. However, the challenge will be to induce an effective immune response in the elderly population. Analysis of B cell epitopes indicates the minor role of the stalk domain of spike protein in viral neutralization due to low surface accessibility. Nevertheless, the accumulation of mutations in the receptor-binding domain (RBD) might reduce the vaccine efficacy in all age groups. We also propose the concept of chimeric vaccines based on the co-expression of SARS-CoV-2 spike and influenza hemagglutinin (HA) and matrix protein 1 (M1) proteins to generate chimeric virus-like particles (VLP). This review discusses the possible approaches by which influenza-specific memory repertoire developed during the lifetime of the elderly populations can converge to mount an effective immune response against the SARS-CoV-2 spike protein with the possibilities of designing single vaccines for COVID-19 and influenza. HighlightsImmunosenescence aggravates COVID-19 symptoms in elderly individuals.Low immunogenicity of SARS-CoV-2 vaccines in elderly population.Tapping the memory T and B cell repertoire in elderly can enhance vaccine efficiency.Chimeric vaccines can mount effective immune response against COVID-19 in elderly.Chimeric vaccines co-express SARS-CoV-2 spike and influenza HA and M1 proteins.


Asunto(s)
COVID-19 , Gripe Humana , Vacunas Virales , Anciano , COVID-19/prevención & control , Vacunas contra la COVID-19/genética , Humanos , Gripe Humana/prevención & control , SARS-CoV-2/genética , Glicoproteína de la Espiga del Coronavirus , Vacunas Virales/química , Vacunas Virales/genética
9.
Pathogens ; 10(8)2021 Aug 18.
Artículo en Inglés | MEDLINE | ID: mdl-34451513

RESUMEN

As of August 6th, 2021, the World Health Organization has notified 200.8 million laboratory-confirmed infections and 4.26 million deaths from COVID-19, making it the worst pandemic since the 1918 flu. The main challenges in mitigating COVID-19 are effective vaccination, treatment, and agile containment strategies. In this review, we focus on the potential of Artificial Intelligence (AI) in COVID-19 surveillance, diagnosis, outcome prediction, drug discovery and vaccine development. With the help of big data, AI tries to mimic the cognitive capabilities of a human brain, such as problem-solving and learning abilities. Machine Learning (ML), a subset of AI, holds special promise for solving problems based on experiences gained from the curated data. Advances in AI methods have created an unprecedented opportunity for building agile surveillance systems using the deluge of real-time data generated within a short span of time. During the COVID-19 pandemic, many reports have discussed the utility of AI approaches in prioritization, delivery, surveillance, and supply chain of drugs, vaccines, and non-pharmaceutical interventions. This review will discuss the clinical utility of AI-based models and will also discuss limitations and challenges faced by AI systems, such as model generalizability, explainability, and trust as pillars for real-life deployment in healthcare.

10.
Front Microbiol ; 11: 571093, 2020.
Artículo en Inglés | MEDLINE | ID: mdl-33178154

RESUMEN

Many Stramenopile species belonging to oomycetes from the genus Saprolegnia infect fish, amphibians, and crustaceans in aquaculture farms and natural ecosystems. Saprolegnia parasitica is one of the most severe fish pathogens, responsible for high losses in the aquaculture industry worldwide. Most of the molecules reported to date for the control of Saprolegnia infections either are inefficient or have negative impacts on the health of the fish hosts or the environment resulting in substantial economic losses. Until now, the whole proteome of S. parasitica has not been explored for a systematic screening of novel inhibitors against the pathogen. The present study was designed to develop a consensus computational framework for the identification of potential target proteins and their inhibitors and subsequent experimental validation of selected compounds. Comparative analysis between the proteomes of Saprolegnia, humans and fish species identified proteins that are specific and essential for the survival of the pathogen. The DrugBank database was exploited to select food and drug administration (FDA)-approved inhibitors whose high binding affinity to their respective protein targets was confirmed by computational modeling. At least six of the identified compounds significantly inhibited the growth of S. parasitica in vitro. Triclosan was found to be most effective with a minimum inhibitory concentration (MIC100) of 4 µg/ml. Optical microscopy showed that the inhibitors affect the morphology of hyphal cells, with hyper-branching being commonly observed. The inhibitory effects of the compounds identified in this study on Saprolegnia's mycelial growth indicate that they are potentially usable for disease control against this class of oomycete pathogens. Similar approaches can be easily adopted for the identification of potential inhibitors against other plant and animal pathogenic oomycete infections.

11.
PLoS Negl Trop Dis ; 14(4): e0008128, 2020 04.
Artículo en Inglés | MEDLINE | ID: mdl-32236098

RESUMEN

Cholera continues to be an important public health concern in developing countries where proper hygiene and sanitation are compromised. This severe diarrheal disease is caused by the Gram-negative pathogen Vibrio cholerae belonging to serogroups O1 and O139. Cholera toxin (CT) is the prime virulence factor and is directly responsible for the disease manifestation. The ctxB gene encodes cholera toxin B subunit (CTB) whereas the A subunit (CTA) is the product of ctxA gene. Enzymatic action of CT depends on binding of B pentamers to the lipid-based receptor ganglioside GM1. In recent years, emergence of V. cholerae Haitian variant strains with ctxB7 allele and their rapid spread throughout the globe has been linked to various cholera outbreaks in Africa and Asia. These strains produce classical type (WT) CTB except for an additional mutation in the signal sequence region where an asparagine (N) residue replaces a histidine (H) at the 20th amino acid position (H20N) of CTB precursor (pre-CTB). Here we report that Haitian variant V. cholerae O1 strains isolated in Kolkata produced higher amount of CT compared to contemporary O1 El Tor variant strains under in vitro virulence inducing conditions. We observed that the ctxB7 allele, itself plays a pivotal role in higher CT production. Based on our in silico analysis, we hypothesized that higher accumulation of toxin subunits from ctxB7 allele might be attributed to the structural alteration at the CTB signal peptide region of pre-H20N CTB. Overall, this study provides plausible explanation regarding the hypertoxigenic phenotype of the Haitian variant strains which have spread globally, possibly through positive selection for increased pathogenic traits.


Asunto(s)
Alelos , Toxina del Cólera/genética , Cólera/microbiología , Genes Bacterianos/genética , Vibrio cholerae O1/genética , Técnicas de Tipificación Bacteriana , Cólera/epidemiología , Toxina del Cólera/química , Toxina del Cólera/metabolismo , Brotes de Enfermedades , Escherichia coli/genética , Regulación Bacteriana de la Expresión Génica , Haití/epidemiología , Humanos , ARN Bacteriano , Serogrupo , Virulencia/genética , Factores de Virulencia/genética
12.
J Biomol Struct Dyn ; 36(4): 966-980, 2018 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-28279127

RESUMEN

We present here in silico studies on antiviral drug resistance due to a novel mutation of influenza A/H1N1 neuraminidase (NA) protein. Influenza A/H1N1 virus was responsible for a recent pandemic and is currently circulating among the seasonal influenza strains. M2 and NA are the two major viral proteins related to pathogenesis in humans and have been targeted for drug designing. Among them, NA is preferred because the ligand-binding site of NA is highly conserved between different strains of influenza virus. Different mutations of the NA active site residues leading to drug resistance or susceptibility of the virus were studied earlier. We report here a novel mutation (S247R) in the NA protein that was sequenced earlier from the nasopharyngeal swab from Sri Lanka and Thailand in the year 2009 and 2011, respectively. Another mutation (S247N) was already known to confer resistance to oseltamivir. We did a comparative study of these two mutations vis-a-vis the drug-sensitive wild type NA to understand the mechanism of drug resistance of S247N and to predict the probability of the novel S247R mutation to become resistant to the currently available drugs, oseltamivir and zanamivir. We performed molecular docking- and molecular dynamics-based analysis of both the mutant proteins and showed that mutation of S247R affects drug binding to the protein by positional displacement due to altered active site cavity architecture, which in turn reduces the affinity of the drug molecules to the NA active site. Our analysis shows that S247R may have high probability of being resistant.


Asunto(s)
Subtipo H1N1 del Virus de la Influenza A/química , Subtipo H1N1 del Virus de la Influenza A/genética , Gripe Humana/tratamiento farmacológico , Neuraminidasa/química , Neuraminidasa/genética , Proteínas Virales/química , Proteínas Virales/genética , Dominio Catalítico/efectos de los fármacos , Dominio Catalítico/genética , Simulación por Computador , Farmacorresistencia Viral/genética , Humanos , Subtipo H1N1 del Virus de la Influenza A/efectos de los fármacos , Gripe Humana/genética , Gripe Humana/virología , Ligandos , Mutación , Neuraminidasa/antagonistas & inhibidores , Oseltamivir/efectos adversos , Oseltamivir/química , Oseltamivir/uso terapéutico , Unión Proteica , Proteínas Virales/antagonistas & inhibidores , Zanamivir/efectos adversos , Zanamivir/química , Zanamivir/uso terapéutico
13.
Pharmacogn Mag ; 13(Suppl 1): S41-S47, 2017 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-28479725

RESUMEN

BACKGROUND: Marine sponge is a rich natural resource of many pharmacologically important compounds. OBJECTIVE: Marine sponge Hyrtios erectus, collected from North Bay, South Andaman Sea, India, was screened for potential antiproliferative and proapoptotic properties on a breast adenocarcinoma cell line (MCF-7). MATERIALS AND METHODS: 3-(4,5-Dimethylthiazol-2-yl)-2,5-diphenyltetrazolium bromide assay was used to test the antiproliferative and cytotoxicity effects of the sponge extract. Analysis of apoptosis and cell cycle stages were done by flow cytometry. The expression of several apoptotic-related proteins in MCF-7 cells treated by the extract was evaluated by Western blot analysis. Various analytical techniques including Fourier transform infrared spectroscopy, gas chromatography-mass spectrometry, and nuclear magnetic resonance were employed to determine the identity of the active compounds in the sponge extract. RESULTS: N-Hexane extract of the sponge inhibited proliferation of the MCF-7 cell line in a dose- and time-dependent manner. Exposure of the sponge extract triggered apoptosis of the MCF-7 cells, induced DNA fragmentation, and arrested the cells in G2/M phase. Treatment of the sponge extract induced downregulation of antiapoptotic Bcl-2 protein and upregulation of Bax, caspase-3, caspase-9, and fragmented poly(ADP ribose)polymerase proteins in MCF-7 cells. Five bioactive compounds have been identified in the extract. CONCLUSION: The antiproliferative and proapoptotic activities of the tested extract suggested the pharmacologic potential of the identified compounds. Further characterization of the identified compounds are in progress. SUMMARY: The N-hexane extract of the marine sponge Hyrtios erectus, collected from North Bay, South Andaman Sea, India, showed potential antiproliferative and proapoptotic properties against a breast adenocarcinoma cell line (MCF-7).The sponge extract retarded the growth of breast carcinoma cell line MCF-7 cells in a time- and dose-dependent manner.The sponge extract induced apoptosis of breast cancer cell line MCF-7 and arrested cells in G2/M phase.The sponge extract induced downregulation of Bcl-2 protein in MCF-7 cell line and upregulation of Bax, caspase-3, and cleaved PARP. Five bioactive compounds have been identified in the extract. Abbreviations used: GC-MS: Gas chromatography-mass spectrometry; FT-IR: Fourier transform infrared spectroscopy; NMR: Nuclear magnetic resonance; MTT: 3-(4,5-dimethylthiazol-2-yl)-2,5-diphenyltetrazolium bromide.

14.
Sci Rep ; 6: 39454, 2016 12 19.
Artículo en Inglés | MEDLINE | ID: mdl-27991578

RESUMEN

Targeting bacterial virulence mechanisms without compromising bacterial growth is a promising strategy to prevent drug resistance. LysR-type transcriptional regulators (LTTRs) possess structural conservation across bacterial species and regulate virulence in numerous pathogens, making them attractive targets for antimicrobial agents. We targeted AphB, a Vibrio cholerae LTTR, which regulates the expression of genes encoding cholera toxin and toxin-co-regulated pilus for inhibitor designing. Since AphB ligand is unknown, we followed a molecular fragment-based approach for ligand designing using FDA-approved drugs and subsequent screen to identify molecules that exhibited high-affinity binding to AphB ligand-binding pocket. Among the identified compounds, ribavirin, an anti-viral drug, antagonized AphB functions. Ribavirin perturbed Vibrio cholerae pathogenesis in animal models. The inhibitory effects of the drug was limited to the bacteria expressing wild type AphB, but not its constitutively active mutant (AphBN100E), which represents the ligand-bound state, suggesting that ribavirin binds to the active site of AphB to exert its inhibitory role and there exists no AphB-independent mechanism of its action. Similarly, ribavirin suppressed the functions of Salmonella Typhi LTTR Hrg, indicating its broad spectrum efficacy. Moreover, ribavirin did not affect the bacterial viability in culture. This study cites an example of drug repurposing for anti-infective therapy.


Asunto(s)
Proteínas Bacterianas/metabolismo , Regulación Bacteriana de la Expresión Génica , Ribavirina/farmacología , Transactivadores/metabolismo , Factores de Transcripción/metabolismo , Vibrio cholerae/metabolismo , Animales , Reposicionamiento de Medicamentos , Ligandos , Masculino , Ratones , Conformación Molecular , Mutación , Regiones Promotoras Genéticas , Unión Proteica , Conejos , Salmonella typhi , Especificidad por Sustrato , Vibrio cholerae/genética , Virulencia
15.
Evol Bioinform Online ; 12: 109-19, 2016.
Artículo en Inglés | MEDLINE | ID: mdl-27199544

RESUMEN

Polyketide synthases (PKSs) of Aspergillus species are multidomain and multifunctional megaenzymes that play an important role in the synthesis of diverse polyketide compounds. Putative PKS protein sequences from Aspergillus species representing medically, agriculturally, and industrially important Aspergillus species were chosen and screened for in silico studies. Six candidate Aspergillus species, Aspergillus fumigatus Af293, Aspergillus flavus NRRL3357, Aspergillus niger CBS 513.88, Aspergillus terreus NIH2624, Aspergillus oryzae RIB40, and Aspergillus clavatus NRRL1, were selected to study the PKS phylogeny. Full-length PKS proteins and only ketosynthase (KS) domain sequence were retrieved for independent phylogenetic analysis from the aforementioned species, and phylogenetic analysis was performed with characterized fungal PKS. This resulted into grouping of Aspergilli PKSs into nonreducing (NR), partially reducing (PR), and highly reducing (HR) PKS enzymes. Eight distinct clades with unique domain arrangements were classified based on homology with functionally characterized PKS enzymes. Conserved motif signatures corresponding to each type of PKS were observed. Three proteins from Protein Data Bank corresponding to NR, PR, and HR type of PKS (XP_002384329.1, XP_753141.2, and XP_001402408.2, respectively) were selected for mapping of conserved motifs on three-dimensional structures of KS domain. Structural variations were found at the active sites on modeled NR, PR, and HR enzymes of Aspergillus. It was observed that the number of iteration cycles was dependent on the size of the cavity in the active site of the PKS enzyme correlating with a type with reducing or NR products, such as pigment, 6MSA, and lovastatin. The current study reports the grouping and classification of PKS proteins of Aspergilli for possible exploration of novel polyketides based on sequence homology; this information can be useful for selection of PKS for polyketide exploration and specific detection of Aspergilli.

16.
J Biomol Struct Dyn ; 33(7): 1460-73, 2015.
Artículo en Inglés | MEDLINE | ID: mdl-25204745

RESUMEN

Helicobacter pylori is a gastric mucosal pathogen and is associated with diseases like peptic ulcer and gastric cancer. To combat H. pylori infection, there is an urgent need for new class of antibiotics due to the emergence of drug-resistant strains. Enzymes involved in bacterial lysine biosynthetic pathways may be potential targets for antibacterial drug development, since lysine is an essential component of the bacterial peptidoglycan cell wall. No pathway exists for lysine biosynthesis in humans; hence, the inhibitors targeting bacterial enzymes may have selective toxicity. dapE-encoded N-succinyl-L,L-diaminopimelic acid desuccinylase (DapE) is a critical enzyme of this pathway and deletion of DapE gene is lethal to H. pylori, since the organism has no alternative pathway for lysine biosynthesis. In this study, we reported a 3D model structure of H. pylorie DapE, which consisted of a catalytic domain and a dimerization domain generated by MODELLER software. We also confirmed the stability of the modeled structure through 10 ns molecular dynamics simulation using GROMACS software. Next, to identify potential small molecule inhibitors of DapE, drug-like small molecule-screening library was generated. This was performed by Tanimoto-based similarity searching in the PubChem Database with DapE substrate L,L-SDAP as a query molecule, followed by fragment-based docking approach using GLIDE XP. This approach identified two potential substrate-competitive small molecule inhibitors of DapE. These new molecules may provide a starting point to search for novel therapeutics.


Asunto(s)
Proteínas Bacterianas/química , Simulación por Computador , Inhibidores Enzimáticos/química , Helicobacter pylori/enzimología , Modelos Moleculares , Secuencia de Aminoácidos , Proteínas Bacterianas/antagonistas & inhibidores , Sitios de Unión , Descubrimiento de Drogas , Inhibidores Enzimáticos/farmacología , Humanos , Conformación Molecular , Simulación del Acoplamiento Molecular , Simulación de Dinámica Molecular , Datos de Secuencia Molecular , Unión Proteica , Reproducibilidad de los Resultados , Alineación de Secuencia , Bibliotecas de Moléculas Pequeñas , Especificidad por Sustrato
17.
Genomics Proteomics Bioinformatics ; 13(3): 148-58, 2015 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-26184859

RESUMEN

Gut microbiota of higher vertebrates is host-specific. The number and diversity of the organisms residing within the gut ecosystem are defined by physiological and environmental factors, such as host genotype, habitat, and diet. Recently, culture-independent sequencing techniques have added a new dimension to the study of gut microbiota and the challenge to analyze the large volume of sequencing data is increasingly addressed by the development of novel computational tools and methods. Interestingly, gut microbiota maintains a constant relative abundance at operational taxonomic unit (OTU) levels and altered bacterial abundance has been associated with complex diseases such as symptomatic atherosclerosis, type 2 diabetes, obesity, and colorectal cancer. Therefore, the study of gut microbial population has emerged as an important field of research in order to ultimately achieve better health. In addition, there is a spontaneous, non-linear, and dynamic interaction among different bacterial species residing in the gut. Thus, predicting the influence of perturbed microbe-microbe interaction network on health can aid in developing novel therapeutics. Here, we summarize the population abundance of gut microbiota and its variation in different clinical states, computational tools available to analyze the pyrosequencing data, and gut microbe-microbe interaction networks.


Asunto(s)
ADN Bacteriano/genética , Microbioma Gastrointestinal/genética , Tracto Gastrointestinal/microbiología , Genoma Bacteriano/genética , Metagenómica/métodos , Animales , Secuencia de Bases , Biodiversidad , Diabetes Mellitus Tipo 2/microbiología , Humanos , Interacciones Microbianas/genética , ARN Ribosómico 16S/genética , Análisis de Secuencia de ADN
18.
PLoS One ; 10(12): e0144547, 2015.
Artículo en Inglés | MEDLINE | ID: mdl-26672984

RESUMEN

BACKGROUND: Fungal allergy is considered as serious health problem worldwide and is increasing at an alarming rate in the industrialized areas. Rhizopus oyzae is a ubiquitously present airborne pathogenic mold and an important source of inhalant allergens for the atopic population of India. Here, we report the biochemical and immunological features of its 44 kDa sero-reactive aspartic protease allergen, which is given the official designation 'Rhi o 1'. METHOD: The natural Rhi o 1 was purified by sequential column chromatography and its amino acid sequence was determined by mass spectrometry and N-terminal sequencing. Based on its amino acid sequence, the cDNA sequence was identified, cloned and expressed to produce recombinant Rhi o 1. The allergenic activity of rRhi o 1 was assessed by means of its IgE reactivity and histamine release ability. The biochemical property of Rhi o 1 was studied by enzyme assay. IgE-inhibition experiments were performed to identify its cross-reactivity with the German cockroach aspartic protease allergen Bla g 2. For precise characterization of the cross-reactive epitope, we used anti-Bla g 2 monoclonal antibodies for their antigenic specificity towards Rhi o 1. A homology based model of Rhi o 1 was built and mapping of the cross-reactive conformational epitope was done using certain in silico structural studies. RESULTS: The purified natural nRhi o 1 was identified as an endopeptidase. The full length allergen cDNA was expressed and purified as recombinant rRhi o 1. Purified rRhi o 1 displayed complete allergenicity similar to the native nRhi o 1. It was recognized by the serum IgE of the selected mold allergy patients and efficiently induced histamine release from the sensitized PBMC cells. This allergen was identified as an active aspartic protease functional in low pH. The Rhi o 1 showed cross reactivity with the cockroach allergen Bla g 2, as it can inhibit IgE binding to rBla g 2 up to certain level. The rBla g 2 was also found to cross-stimulate histamine release from the effector cells sensitized with anti-Rhi o 1 serum IgE. This cross-reactivity was found to be mediated by a common mAb4C3 recognizable conformational epitope. Bioinformatic studies revealed high degree of structural resemblances between the 4C3 binding sites of both the allergens. CONCLUSION/SIGNIFICANCE: The present study reports for the first time anew fungal aspartic protease allergen designated as Rhi o 1, which triggers IgE-mediated sensitization leading to various allergic diseases. Here we have characterized the recombinant Rhi o 1 and its immunological features including cross-reactive epitope information that will facilitate the component-resolved diagnosis of mold allergy.


Asunto(s)
Alérgenos/genética , Alérgenos/aislamiento & purificación , Antígenos Fúngicos/genética , Antígenos Fúngicos/aislamiento & purificación , Proteasas de Ácido Aspártico/genética , Proteasas de Ácido Aspártico/aislamiento & purificación , Clonación Molecular , Rhizopus/genética , Adolescente , Adulto , Alérgenos/química , Alérgenos/inmunología , Secuencia de Aminoácidos , Antígenos Fúngicos/química , Antígenos Fúngicos/inmunología , Proteasas de Ácido Aspártico/química , Proteasas de Ácido Aspártico/inmunología , Secuencia de Bases , Biología Computacional , Reacciones Cruzadas/inmunología , Activación Enzimática , Femenino , Expresión Génica , Humanos , Inmunoglobulina E/sangre , Inmunoglobulina E/inmunología , Masculino , Espectrometría de Masas , Persona de Mediana Edad , Modelos Moleculares , Datos de Secuencia Molecular , Mucormicosis/inmunología , Mucormicosis/microbiología , Filogenia , Conformación Proteica , Proteínas Recombinantes , Rhizopus/inmunología , Alineación de Secuencia , Análisis de Secuencia de Proteína , Adulto Joven
19.
J Biomol Struct Dyn ; 33(1): 147-57, 2015.
Artículo en Inglés | MEDLINE | ID: mdl-24261636

RESUMEN

SAP-1 is a 113 amino acid long single-chain protein which belongs to the type 2 cystatin gene family. In our previous study, we have purified SAP-1 from human seminal plasma and observed its cross-class inhibitory property. At this time, we report the interaction of SAP-1 with diverse proteases and its binding partners by CD-spectroscopic and molecular docking methods. The circular dichroism (CD) spectroscopic studies demonstrate that the conformation of SAP-1 is changed after its complexation with proteases, and the alterations in protein secondary structure are quantitatively calculated with increase of α-helices and reduction of ß-strand content. To get insight into the interactions between SAP-1 and proteases, we make an effort to model the three-dimensional structure of SAP-1 by molecular modeling and verify its stability and viability through molecular dynamics simulations and finally complexed with different proteases using ClusPro 2.0 Server. A high degree of shape complementarity is examined within the complexes, stabilized by a number of hydrogen bonds (HBs) and hydrophobic interactions. Using HB analyses in different protein complexes, we have identified a series of key residues that may be involved in the interactions between SAP-1 and proteases. These findings will assist to understand the mechanism of inhibition of SAP-1 for different proteases and provide intimation for further research.


Asunto(s)
Dicroismo Circular/métodos , Simulación del Acoplamiento Molecular/métodos , Simulación de Dinámica Molecular , Cistatinas Salivales/química , Secuencia de Aminoácidos , Humanos , Datos de Secuencia Molecular , Unión Proteica , Conformación Proteica , Estructura Secundaria de Proteína , Estructura Terciaria de Proteína , Cistatinas Salivales/genética , Cistatinas Salivales/metabolismo , Homología de Secuencia de Aminoácido
20.
J Mol Model ; 20(3): 2174, 2014 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-24590695

RESUMEN

TNT, accidentally released at several manufacturing sites, contaminates ground water and soil. It has a toxic effect to algae and invertebrate, and chronic exposure to TNT also causes harmful effects to human. On the other hand, many plants including Arabidopsis thaliana have the ability to metabolize TNT either completely or at least to a reduced less toxic form. In A. thaliana, the enzyme UDP glucosyltransferase (UDPGT) can further conjugate the reduced forms 2-HADNT and 4-HADNT (2-hydroxylamino-4, 6- dinitrotoluene and 4-hydroxylamino-2, 6- dinitrotoluene) of TNT. Based on the experimental analysis, existing literature and phylogenetic analysis, it is evident that among 107 UDPGT proteins only six are involved in the TNT degrading process. A total of 13 UDPGT proteins including five of these TNT degrading proteins fall within the same group of phylogeny. Thus, these 13 UDPGT proteins have been classified into two groups, TNT-degrading and TNT-non-degrading proteins. To understand the differences in TNT-degrading capacities; using homology modeling we first predicted two structures, taking one representative sequence from both the groups. Next, we performed molecular docking of the modeled structure and TNT reduced form 2-hydroxylamino-4, 6- dinitrotoluene (2-HADNT). We observed that while the Trp residue located within the active site region of the TNT- degrading protein showed π-Cation interaction; such type of interaction was absent in TNT-non-degrading protein, as the respective Trp residue lay outside of the pocket in this case. We observed the conservation of this π-Cation interaction during MD simulation of TNT-degrading protein. Thus, the position and the orientation of the active site residue Trp could explain the presence and absence of TNT-degrading capacity of the UDPGT proteins.


Asunto(s)
Proteínas de Arabidopsis/química , Glucuronosiltransferasa/química , Simulación de Dinámica Molecular , Estructura Terciaria de Proteína , Trinitrotolueno/química , Compuestos de Anilina/química , Compuestos de Anilina/metabolismo , Arabidopsis/enzimología , Arabidopsis/genética , Arabidopsis/metabolismo , Proteínas de Arabidopsis/genética , Proteínas de Arabidopsis/metabolismo , Biotransformación , Dinitrobencenos/química , Dinitrobencenos/metabolismo , Glucuronosiltransferasa/clasificación , Glucuronosiltransferasa/genética , Estructura Molecular , Familia de Multigenes/genética , Filogenia , Unión Proteica , Estructura Secundaria de Proteína , Trinitrotolueno/metabolismo , Uridina Difosfato/metabolismo
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