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1.
Funct Integr Genomics ; 23(1): 5, 2022 Dec 19.
Artículo en Inglés | MEDLINE | ID: mdl-36534203

RESUMEN

Corynebacterium striatum, a common constituent of the human skin microbiome, is now considered an emerging multidrug-resistant pathogen of immunocompromised and chronically ill patients. However, little is known about the molecular mechanisms in the transition from colonization to the multidrug-resistant (MDR) invasive phenotype in clinical isolates. This study performed a comprehensive pan-genomic analysis of C. striatum, including isolates from "normal skin microbiome" and from MDR infections, to gain insights into genetic factors contributing to pathogenicity and multidrug resistance in this species. For this, three novel genome sequences were obtained from clinical isolates of C. striatum of patients from Brazil, and other 24 complete or draft C. striatum genomes were retrieved from GenBank, including the ATCC6940 isolate from the Human Microbiome Project. Analysis of C. striatum strains demonstrated the presence of an open pan-genome (α = 0.852803) containing 3816 gene families, including 15 antimicrobial resistance (AMR) genes and 32 putative virulence factors. The core and accessory genomes included 1297 and 1307 genes, respectively. The identified AMR genes are primarily associated with resistance to aminoglycosides and tetracyclines. Of these, 66.6% are present in genomic islands, and four AMR genes, including aac(6')-ib7, are located in a class 1-integron. In conclusion, our data indicated that C. striatum possesses genomic characteristics favorable to the invasive phenotype, with high genomic plasticity, a robust genetic arsenal for iron acquisition, and important virulence determinants and AMR genes present in mobile genetic elements.


Asunto(s)
Antibacterianos , Corynebacterium , Humanos , Fenotipo , Factores de Virulencia/genética , Farmacorresistencia Bacteriana Múltiple/genética , Pruebas de Sensibilidad Microbiana
2.
Genomics ; 113(4): 2730-2743, 2021 07.
Artículo en Inglés | MEDLINE | ID: mdl-34118385

RESUMEN

Mycoplasma genitalium is an obligate intracellular bacterium that is responsible for several sexually transmitted infections, including non-gonococcal urethritis in men and several inflammatory reproductive tract syndromes in women. Here, we applied subtractive genomics and reverse vaccinology approaches for in silico prediction of potential vaccine and drug targets against five strains of M. genitalium. We identified 403 genes shared by all five strains, from which 104 non-host homologous proteins were selected, comprising of 44 exposed/secreted/membrane proteins and 60 cytoplasmic proteins. Based on the essentiality, functionality, and structure-based binding affinity, we finally predicted 19 (14 novel) putative vaccine and 7 (2 novel) candidate drug targets. The docking analysis showed six molecules from the ZINC database as promising drug candidates against the identified targets. Altogether, both vaccine candidates and drug targets identified here may contribute to the future development of therapeutic strategies to control the spread of M. genitalium worldwide.


Asunto(s)
Mycoplasma genitalium , Vacunas , Femenino , Genómica , Humanos , Masculino , Mycoplasma genitalium/genética , Vacunología
3.
Microb Pathog ; 161(Pt A): 105263, 2021 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-34687839

RESUMEN

Corynebacterium ulcerans is an emerging pathogen able to transmit the acute infection diphtheria to humans. Although there is a well-established vaccine based on the toxin produced by Corynebacterium diphtheriae, another species of this genus known to cause the disease, there is still no vaccine formulations described for C. ulcerans; this fact contributes to the increase in cases of infection that has been observed. In this study, we want to provide information at the genomic level of this bacterium in order to suggest proteins as possible vaccine targets. We carried out an in silico prospection of vaccine candidates through reverse vaccinology for targets that exhibit antigenic potential against diphtheria. We found important virulence factors, such as adhesion-related ones, that are responsible for pathogen-host interaction after infection, but we did not find the diphtheria toxin, which is the main component of the currently available vaccine. This study provides detailed information about the exoproteome and hypothetical proteins from the core genome of C. ulcerans, suggesting vaccine targets to be further tested in vitro for the development of a new vaccine against diphtheria.


Asunto(s)
Infecciones por Corynebacterium , Difteria , Vacunas , Corynebacterium/genética , Infecciones por Corynebacterium/prevención & control , Difteria/prevención & control , Toxina Diftérica/genética , Humanos , Virulencia
4.
Int J Mol Sci ; 20(15)2019 Jul 30.
Artículo en Inglés | MEDLINE | ID: mdl-31366155

RESUMEN

Alzheimer's disease (AD) and Parkinson's disease (PD) are the most common neurodegenerative disorders related to aging. Though several risk factors are shared between these two diseases, the exact relationship between them is still unknown. In this paper, we analyzed how these two diseases relate to each other from the genomic, epigenomic, and transcriptomic viewpoints. Using an extensive literature mining, we first accumulated the list of genes from major genome-wide association (GWAS) studies. Based on these GWAS studies, we observed that only one gene (HLA-DRB5) was shared between AD and PD. A subsequent literature search identified a few other genes involved in these two diseases, among which SIRT1 seemed to be the most prominent one. While we listed all the miRNAs that have been previously reported for AD and PD separately, we found only 15 different miRNAs that were reported in both diseases. In order to get better insights, we predicted the gene co-expression network for both AD and PD using network analysis algorithms applied to two GEO datasets. The network analysis revealed six clusters of genes related to AD and four clusters of genes related to PD; however, there was very low functional similarity between these clusters, pointing to insignificant similarity between AD and PD even at the level of affected biological processes. Finally, we postulated the putative epigenetic regulator modules that are common to AD and PD.


Asunto(s)
Enfermedad de Alzheimer/genética , Predisposición Genética a la Enfermedad , Enfermedad de Parkinson/genética , Redes Reguladoras de Genes , Cadenas HLA-DRB5/genética , Humanos , MicroARNs/genética , MicroARNs/metabolismo , Sirtuina 1/genética
5.
Funct Integr Genomics ; 18(5): 593-610, 2018 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-29752561

RESUMEN

Biochemical tests are traditionally used for bacterial identification at the species level in clinical microbiology laboratories. While biochemical profiles are generally efficient for the identification of the most important corynebacterial pathogen Corynebacterium diphtheriae, their ability to differentiate between biovars of this bacterium is still controversial. Besides, the unambiguous identification of emerging human pathogenic species of the genus Corynebacterium may be hampered by highly variable biochemical profiles commonly reported for these species, including Corynebacterium striatum, Corynebacterium amycolatum, Corynebacterium minutissimum, and Corynebacterium xerosis. In order to identify the genomic basis contributing for the biochemical variabilities observed in phenotypic identification methods of these bacteria, we combined a comprehensive literature review with a bioinformatics approach based on reconstruction of six specific biochemical reactions/pathways in 33 recently released whole genome sequences. We used data retrieved from curated databases (MetaCyc, PathoSystems Resource Integration Center (PATRIC), The SEED, TransportDB, UniProtKB) associated with homology searches by BLAST and profile Hidden Markov Models (HMMs) to detect enzymes participating in the various pathways and performed ab initio protein structure modeling and molecular docking to confirm specific results. We found a differential distribution among the various strains of genes that code for some important enzymes, such as beta-phosphoglucomutase and fructokinase, and also for individual components of carbohydrate transport systems, including the fructose-specific phosphoenolpyruvate-dependent sugar phosphotransferase (PTS) and the ribose-specific ATP-binging cassette (ABC) transporter. Horizontal gene transfer plays a role in the biochemical variability of the isolates, as some genes needed for sucrose fermentation were seen to be present in genomic islands. Noteworthy, using profile HMMs, we identified an enzyme with putative alpha-1,6-glycosidase activity only in some specific strains of C. diphtheriae and this may aid to understanding of the differential abilities to utilize glycogen and starch between the biovars.


Asunto(s)
Proteínas Bacterianas/genética , Técnicas de Tipificación Bacteriana/métodos , Corynebacterium/genética , Genoma Bacteriano , Transportadoras de Casetes de Unión a ATP/genética , Corynebacterium/clasificación , Corynebacterium/metabolismo , Fructoquinasas/genética , Sistema de Fosfotransferasa de Azúcar del Fosfoenolpiruvato/genética , Fosfoglucomutasa/genética , Filogenia , Polimorfismo Genético
6.
BMC Bioinformatics ; 17(Suppl 18): 456, 2016 Dec 15.
Artículo en Inglés | MEDLINE | ID: mdl-28105921

RESUMEN

BACKGROUND: The evolution of Next-Generation Sequencing (NGS) has considerably reduced the cost per sequenced-base, allowing a significant rise of sequencing projects, mainly in prokaryotes. However, the range of available NGS platforms requires different strategies and software to correctly assemble genomes. Different strategies are necessary to properly complete an assembly project, in addition to the installation or modification of various software. This requires users to have significant expertise in these software and command line scripting experience on Unix platforms, besides possessing the basic expertise on methodologies and techniques for genome assembly. These difficulties often delay the complete genome assembly projects. RESULTS: In order to overcome this, we developed SIMBA (SImple Manager for Bacterial Assemblies), a freely available web tool that integrates several component tools for assembling and finishing bacterial genomes. SIMBA provides a friendly and intuitive user interface so bioinformaticians, even with low computational expertise, can work under a centralized administrative control system of assemblies managed by the assembly center head. SIMBA guides the users to execute assembly process through simple and interactive pages. SIMBA workflow was divided in three modules: (i) projects: allows a general vision of genome sequencing projects, in addition to data quality analysis and data format conversions; (ii) assemblies: allows de novo assemblies with the software Mira, Minia, Newbler and SPAdes, also assembly quality validations using QUAST software; and (iii) curation: presents methods to finishing assemblies through tools for scaffolding contigs and close gaps. We also presented a case study that validated the efficacy of SIMBA to manage bacterial assemblies projects sequenced using Ion Torrent PGM. CONCLUSION: Besides to be a web tool for genome assembly, SIMBA is a complete genome assemblies project management system, which can be useful for managing of several projects in laboratories. SIMBA source code is available to download and install in local webservers at http://ufmg-simba.sourceforge.net .


Asunto(s)
Bacterias/genética , Biología Computacional/métodos , Minería de Datos/métodos , Genoma Bacteriano , Bacterias/clasificación , Bacterias/aislamiento & purificación , Secuencia de Bases , Mapeo Cromosómico , Biología Computacional/instrumentación , Secuenciación de Nucleótidos de Alto Rendimiento , Internet , Análisis de Secuencia de ADN , Programas Informáticos
7.
Pneumologie ; 69(6): 335-40, 2015 Jun.
Artículo en Alemán | MEDLINE | ID: mdl-25962568

RESUMEN

BACKGROUND: The most common long-term complication of tracheotomy is the benign stenosis of the trachea, which is described for up to 20% of the cases. Typically, the stenosis occurs after decannulation in the context of secondary wound healing. This study examined whether the closure of the tracheostomy by surgical procedure reduces stenosis. METHOD: With the help of our clinical database a retrospective analysis of 401 surgical tracheotomies was performed. Variables that were recorded were the indication for tracheotomy, the clinical course and complications occurred. RESULTS: 155 patients were successfully decannulated. In 92 of these patients the tracheostomy was closed by a surgical procedure, in 63 cases the closure occurred spontaneously by wound healing. After decannulation 3% (n=3) of the surgically closed and 22% (n=14) of the spontaneously closed tracheostomies developed a symptomatic tracheal stenosis (p<0.001). CONCLUSION: Secondary wound healing of the tracheostomy often leads to symptomatic tracheal stenosis. The incidence of symptomatic tracheal stenosis was significantly reduced applying closure of the tracheostomy by surgical procedure.


Asunto(s)
Complicaciones Posoperatorias/prevención & control , Estenosis Traqueal/epidemiología , Estenosis Traqueal/prevención & control , Traqueostomía/estadística & datos numéricos , Traqueotomía/estadística & datos numéricos , Técnicas de Cierre de Heridas/estadística & datos numéricos , Terapia Combinada/estadística & datos numéricos , Femenino , Alemania/epidemiología , Humanos , Masculino , Persona de Mediana Edad , Complicaciones Posoperatorias/epidemiología , Prevalencia , Factores de Riesgo , Resultado del Tratamiento , Cicatrización de Heridas
8.
BMC Genomics ; 15: 14, 2014 Jan 09.
Artículo en Inglés | MEDLINE | ID: mdl-24405787

RESUMEN

BACKGROUND: The completion of whole-genome sequencing for Corynebacterium pseudotuberculosis strain 1002 has contributed to major advances in research aimed at understanding the biology of this microorganism. This bacterium causes significant loss to goat and sheep farmers because it is the causal agent of the infectious disease caseous lymphadenitis, which may lead to outcomes ranging from skin injury to animal death. In the current study, we simulated the conditions experienced by the bacteria during host infection. By sequencing transcripts using the SOLiDTM 3 Plus platform, we identified new targets expected to potentiate the survival and replication of the pathogen in adverse environments. These results may also identify possible candidates useful for the development of vaccines, diagnostic kits or therapies aimed at the reduction of losses in agribusiness. RESULTS: Under the 3 simulated conditions (acid, osmotic and thermal shock stresses), 474 differentially expressed genes exhibiting at least a 2-fold change in expression levels were identified. Important genes to the infection process were induced, such as those involved in virulence, defence against oxidative stress, adhesion and regulation, and many genes encoded hypothetical proteins, indicating that further investigation of the bacterium is necessary. The data will contribute to a better understanding of the biology of C. pseudotuberculosis and to studies investigating strategies to control the disease. CONCLUSIONS: Despite the veterinary importance of C. pseudotuberculosis, the bacterium is poorly characterised; therefore, effective treatments for caseous lymphadenitis have been difficult to establish. Through the use of RNAseq, these results provide a better biological understanding of this bacterium, shed light on the most likely survival mechanisms used by this microorganism in adverse environments and identify candidates that may help reduce or even eradicate the problems caused by this disease.


Asunto(s)
Corynebacterium pseudotuberculosis/genética , Genes Bacterianos , Estrés Fisiológico , Proteínas Bacterianas/genética , Proteínas Bacterianas/metabolismo , Corynebacterium pseudotuberculosis/metabolismo , Regulación hacia Abajo , Concentración de Iones de Hidrógeno , Presión Osmótica , ARN no Traducido/metabolismo , Análisis de Secuencia de ADN , Factor sigma/genética , Factor sigma/metabolismo , Temperatura , Regulación hacia Arriba
9.
BMC Genomics ; 15: 986, 2014 Nov 18.
Artículo en Inglés | MEDLINE | ID: mdl-25407400

RESUMEN

BACKGROUND: Exiguobacterium antarcticum strain B7 is a Gram-positive psychrotrophic bacterial species isolated in Antarctica. Although this bacteria has been poorly studied, its genome has already been sequenced. Therefore, it is an appropriate model for the study of thermal adaptation. In the present study, we analyzed the transcriptomes and proteomes of E. antarcticum B7 grown at 0°C and 37°C by SOLiD RNA-Seq, Ion Torrent RNA-Seq and two-dimensional difference gel electrophoresis tandem mass spectrometry (2D-DIGE-MS/MS). RESULTS: We found expression of 2,058 transcripts in all replicates from both platforms and differential expression of 564 genes (absolute log2FC≥1, P-value<0.001) comparing the two temperatures by RNA-Seq. A total of 73 spots were differentially expressed between the two temperatures on 2D-DIGE, 25 of which were identified by MS/MS. Some proteins exhibited patterns of dispersion in the gel that are characteristic of post-translational modifications. CONCLUSIONS: Our findings suggest that the two sequencing platforms yielded similar results and that different omic approaches may be used to improve the understanding of gene expression. To adapt to low temperatures, E. antarcticum B7 expresses four of the six cold-shock proteins present in its genome. The cold-shock proteins were the most abundant in the bacterial proteome at 0°C. Some of the differentially expressed genes are required to preserve transcription and translation, while others encode proteins that contribute to the maintenance of the intracellular environment and appropriate protein folding. The results denote the complexity intrinsic to the adaptation of psychrotrophic organisms to cold environments and are based on two omic approaches. They also unveil the lifestyle of a bacterial species isolated in Antarctica.


Asunto(s)
Adaptación Fisiológica/genética , Bacillaceae/genética , Bacillaceae/fisiología , Frío , Regulación Bacteriana de la Expresión Génica , Genómica/métodos , Bacillaceae/crecimiento & desarrollo , Membrana Celular/metabolismo , Proteínas y Péptidos de Choque por Frío/metabolismo , Electroforesis en Gel Bidimensional , Perfilación de la Expresión Génica , Espectrometría de Masas , Biosíntesis de Proteínas , Pliegue de Proteína , Proteoma/metabolismo , Análisis de Secuencia de ARN , Transcripción Genética
10.
Antonie Van Leeuwenhoek ; 106(4): 605-14, 2014 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-25017489

RESUMEN

Reference genes presenting stable expression profiles over a wide variety of conditions are required in relative expression studies of specific bacterial genes by quantitative reverse transcription PCR (RT-qPCR). High-throughput sequencing of bacterial transcriptomes using the RNA-seq methodology now provides a wealth of data that may be searched for identification of the most stably expressed genes of a given bacterium. Herein, we searched a RNA-seq dataset from various experiments with the pathogenic bacterium Corynebacterium pseudotuberculosis, grown under different stress conditions, in order to select appropriate candidate reference genes for this species. Nineteen genes involved in maintenance of basic cellular functions, so-called housekeeping genes, were chosen for study and their expression profiles in C. pseudotuberculosis were evaluated throughout all growth conditions. Eight of these genes (atpA, dnaG, efp, fusA, gyrA, gyrB, rpoB, and rpoC), mostly participating in DNA replication and transcription, matched the defined criteria to be included as candidate reference genes. Transcriptional levels of these genes were quantified by RT-qPCR assays after growth of C. pseudotuberculosis under two additional conditions. Expression stability analysis by NormFinder indicated the combination of genes encoding DNA gyrase subunit A (gyrA) and elongation factor P (fusA) as the most suitable for normalization of RT-qPCR studies in C. pseudotuberculosis.


Asunto(s)
Corynebacterium pseudotuberculosis/genética , Perfilación de la Expresión Génica/métodos , Perfilación de la Expresión Génica/normas , Reacción en Cadena en Tiempo Real de la Polimerasa/métodos , Reacción en Cadena en Tiempo Real de la Polimerasa/normas , Estándares de Referencia , Análisis de Secuencia de ARN , Genes Bacterianos
11.
Fortschr Neurol Psychiatr ; 81(4): 202-5, 2013 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-23589113

RESUMEN

Neurodegenerative movement disorders, such as Huntington's disease (HD), have become a promising field for Deep Brain Stimulation (DBS). This study aims to contribute to the establishment of a well-grounded database including both expected and unexpected effects of pallidal DBS in HD, and to discuss the ethical and legal restrictions of DBS in cognitively limited patients. Evaluation of the outcome data indicates that pallidal DBS exerted an independent effect on motor symptoms but probably also on the patient's cognitive and affective state. The cognitive decline, however, that characterizes the late stage of neurodegenerative disorders implicates ethical and legal problems given the patients' inability to give informed consent to DBS.


Asunto(s)
Estimulación Encefálica Profunda/métodos , Globo Pálido/fisiología , Enfermedad de Huntington/terapia , Adulto , Manejo de Caso , Cognición/fisiología , Estimulación Encefálica Profunda/efectos adversos , Depresión/etiología , Depresión/terapia , Electrodos Implantados , Femenino , Humanos , Enfermedad de Huntington/psicología , Trastornos Mentales/etiología , Trastornos Mentales/terapia , Trastornos del Movimiento/etiología , Trastornos del Movimiento/terapia , Pruebas Neuropsicológicas , Medición de Riesgo , Técnicas Estereotáxicas , Resultado del Tratamiento
12.
J Bacteriol ; 194(16): 4476, 2012 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-22843601

RESUMEN

Corynebacterium pseudotuberculosis causes disease in several animal species, although distinct biovars exist that appear to be restricted to specific hosts. In order to facilitate a better understanding of the differences between biovars, we report here the complete genome sequence of the equine pathogen Corynebacterium pseudotuberculosis strain 1/06-A.


Asunto(s)
Corynebacterium pseudotuberculosis/genética , ADN Bacteriano/química , ADN Bacteriano/genética , Genoma Bacteriano , Análisis de Secuencia de ADN , Animales , Infecciones por Corynebacterium/veterinaria , Corynebacterium pseudotuberculosis/aislamiento & purificación , Enfermedades de los Caballos/microbiología , Caballos , Datos de Secuencia Molecular , América del Norte
13.
J Bacteriol ; 194(17): 4736-7, 2012 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-22887652

RESUMEN

Here, we report the whole-genome sequences of two ovine-pathogenic Corynebacterium pseudotuberculosis isolates: strain 3/99-5, which represents the first C. pseudotuberculosis genome originating from the United Kingdom, and 42/02-A, the second from Australia. These genome sequences will contribute to the objective of determining the global pan-genome of this bacterium.


Asunto(s)
Infecciones por Corynebacterium/veterinaria , Corynebacterium pseudotuberculosis/genética , Genoma Bacteriano , Enfermedades de las Ovejas/microbiología , Animales , Australia , Secuencia de Bases , Mapeo Cromosómico , Infecciones por Corynebacterium/microbiología , Corynebacterium pseudotuberculosis/clasificación , Corynebacterium pseudotuberculosis/aislamiento & purificación , Linfadenitis/microbiología , Linfadenitis/veterinaria , Datos de Secuencia Molecular , Escocia , Análisis de Secuencia de ADN , Ovinos/microbiología
14.
BMC Plant Biol ; 12: 168, 2012 Sep 17.
Artículo en Inglés | MEDLINE | ID: mdl-22984782

RESUMEN

BACKGROUND: Black pepper (Piper nigrum L.) is one of the most popular spices in the world. It is used in cooking and the preservation of food and even has medicinal properties. Losses in production from disease are a major limitation in the culture of this crop. The major diseases are root rot and foot rot, which are results of root infection by Fusarium solani and Phytophtora capsici, respectively. Understanding the molecular interaction between the pathogens and the host's root region is important for obtaining resistant cultivars by biotechnological breeding. Genetic and molecular data for this species, though, are limited. In this paper, RNA-Seq technology has been employed, for the first time, to describe the root transcriptome of black pepper. RESULTS: The root transcriptome of black pepper was sequenced by the NGS SOLiD platform and assembled using the multiple-k method. Blast2Go and orthoMCL methods were used to annotate 10338 unigenes. The 4472 predicted proteins showed about 52% homology with the Arabidopsis proteome. Two root proteomes identified 615 proteins, which seem to define the plant's root pattern. Simple-sequence repeats were identified that may be useful in studies of genetic diversity and may have applications in biotechnology and ecology. CONCLUSIONS: This dataset of 10338 unigenes is crucially important for the biotechnological breeding of black pepper and the ecogenomics of the Magnoliids, a major group of basal angiosperms.


Asunto(s)
Secuenciación de Nucleótidos de Alto Rendimiento , Piper nigrum/genética , Raíces de Plantas/genética , Transcriptoma , Arabidopsis/genética , Arabidopsis/metabolismo , Bases de Datos Genéticas , Perfilación de la Expresión Génica , Biblioteca de Genes , Genoma de Planta , Repeticiones de Microsatélite , Anotación de Secuencia Molecular , Filogenia , Piper nigrum/metabolismo , Proteínas de Plantas/genética , Proteínas de Plantas/metabolismo , Raíces de Plantas/metabolismo , Proteoma/genética , Proteoma/metabolismo , ARN de Planta/genética , ARN de Planta/metabolismo , Análisis de Secuencia de ARN , Homología de Secuencia de Aminoácido
15.
PeerJ ; 10: e13351, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-35539017

RESUMEN

Antimicrobial resistance is a significant public health problem worldwide. In recent years, the scientific community has been intensifying efforts to combat this problem; many experiments have been developed, and many articles are published in this area. However, the growing volume of biological literature increases the difficulty of the biocuration process due to the cost and time required. Modern text mining tools with the adoption of artificial intelligence technology are helpful to assist in the evolution of research. In this article, we propose a text mining model capable of identifying and ranking prioritizing scientific articles in the context of antimicrobial resistance. We retrieved scientific articles from the PubMed database, adopted machine learning techniques to generate the vector representation of the retrieved scientific articles, and identified their similarity with the context. As a result of this process, we obtained a dataset labeled "Relevant" and "Irrelevant" and used this dataset to implement one supervised learning algorithm to classify new records. The model's overall performance reached 90% accuracy and the f-measure (harmonic mean between the metrics) reached 82% accuracy for positive class and 93% for negative class, showing quality in the identification of scientific articles relevant to the context. The dataset, scripts and models are available at https://github.com/engbiopct/TextMiningAMR.


Asunto(s)
Antiinfecciosos , Inteligencia Artificial , Minería de Datos/métodos , Algoritmos , Aprendizaje Automático
16.
J Biomol Struct Dyn ; 40(20): 10136-10152, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-34155952

RESUMEN

Pertussis is a highly contagious respiratory disease caused by Bordetella pertussis, a Gram-negative bacterium described over a century ago. Despite broad vaccine coverage and treatment options, the disease is remerging as a public health problem especially in infants and older children. Recent data indicate re-emergence of the disease is related to bacterial resistance to immune defences and decreased vaccine effectiveness, which obviously suggests the need of new effective vaccines and drugs. In an attempt to contribute with solutions to this great challenge, bioinformatics tools were used to genetically comprehend the species of these bacteria and predict new vaccines and drug targets. In fact, approaches were used to analysis genomic plasticity, gene synteny and species similarities between the 20 genomes of Bordetella pertussis already available. Furthermore, it was conducted reverse vaccinology and docking analysis to identify proteins with potential to become vaccine and drug targets, respectively. The analyses showed the 20 genomes belongs to a homogeneous group that has preserved most of the genes over time. Besides that, were found genomics islands and good proteins to be candidates for vaccine and drugs. Taken together, these results suggests new possibilities that may be useful to develop new vaccines and drugs that will help the prevention and treatment strategies of pertussis disease caused by these Bordetella strains. Communicated by Ramaswamy H. Sarma.


Asunto(s)
Bordetella pertussis , Tos Ferina , Niño , Humanos , Adolescente , Bordetella pertussis/genética , Tos Ferina/prevención & control , Tos Ferina/microbiología , Vacuna contra la Tos Ferina/farmacología , Genómica
17.
J Biomol Struct Dyn ; 40(16): 7496-7510, 2022 10.
Artículo en Inglés | MEDLINE | ID: mdl-33719856

RESUMEN

The genus Rickettsia belongs to the Proteobacteria phylum and these bacteria infect animals and humans causing a range of diseases worldwide. The genus is divided into 4 groups and despite the public health threat and the knowledge accumulated so far, the mandatory intracellular bacteria behaviour and limitation for in vitro culture makes it difficult to create new vaccines and drug targets to these bacteria. In an attempt to overcome these limitations, pan-genomic approaches has used 47 genomes of the genus Rickettsia, in order to describe species similarities and genomics islands. Moreover, we conducted reverse vaccinology and docking analysis aiming the identification of proteins that have great potential to become vaccine and drug targets. We found out that the bacteria of the four Rickettsia groups have a high similarity with each other, with about 90 to 100% of identity. A pathogenicity island and a resistance island were predicted. In addition, 8 proteins were also predicted as strong candidates for vaccine and 9 as candidates for drug targets. The prediction of the proteins leads us to believe in a possibility of prospecting potential drugs or creating a polyvalent vaccine, which could reach most strains of this large group of bacteria.Communicated by Ramaswamy H. Sarma.


Asunto(s)
Rickettsia , Vacunas , Animales , Genoma Bacteriano/genética , Genómica , Humanos , Rickettsia/genética , Factores de Virulencia/genética
18.
Front Microbiol ; 13: 1011578, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-36466658

RESUMEN

Corynebacterium amycolatum is a nonlipophilic coryneform which is increasingly being recognized as a relevant human and animal pathogen showing multidrug resistance to commonly used antibiotics. However, little is known about the molecular mechanisms involved in transition from colonization to the MDR invasive phenotype in clinical isolates. In this study, we performed a comprehensive pan-genomic analysis of C. amycolatum, including 26 isolates from different countries. We obtained the novel genome sequences of 8 of them, which are multidrug resistant clinical isolates from Spain and Tunisia. They were analyzed together with other 18 complete or draft C. amycolatum genomes retrieved from GenBank. The species C. amycolatum presented an open pan-genome (α = 0.854905), with 3,280 gene families, being 1,690 (51.52%) in the core genome, 1,121 related to accessory genes (34.17%), and 469 related to unique genes (14.29%). Although some classic corynebacterial virulence factors are absent in the species C. amycolatum, we did identify genes associated with immune evasion, toxin, and antiphagocytosis among the predicted putative virulence factors. Additionally, we found genomic evidence for extensive acquisition of antimicrobial resistance genes through genomic islands.

19.
Cancers (Basel) ; 13(9)2021 Apr 22.
Artículo en Inglés | MEDLINE | ID: mdl-33921978

RESUMEN

A heterogeneous disease such as cancer is activated through multiple pathways and different perturbations. Depending upon the activated pathway(s), the survival of the patients varies significantly and shows different efficacy to various drugs. Therefore, cancer subtype detection using genomics level data is a significant research problem. Subtype detection is often a complex problem, and in most cases, needs multi-omics data fusion to achieve accurate subtyping. Different data fusion and subtyping approaches have been proposed over the years, such as kernel-based fusion, matrix factorization, and deep learning autoencoders. In this paper, we compared the performance of different deep learning autoencoders for cancer subtype detection. We performed cancer subtype detection on four different cancer types from The Cancer Genome Atlas (TCGA) datasets using four autoencoder implementations. We also predicted the optimal number of subtypes in a cancer type using the silhouette score and found that the detected subtypes exhibit significant differences in survival profiles. Furthermore, we compared the effect of feature selection and similarity measures for subtype detection. For further evaluation, we used the Glioblastoma multiforme (GBM) dataset and identified the differentially expressed genes in each of the subtypes. The results obtained are consistent with other genomic studies and can be corroborated with the involved pathways and biological functions. Thus, it shows that the results from the autoencoders, obtained through the interaction of different datatypes of cancer, can be used for the prediction and characterization of patient subgroups and survival profiles.

20.
Microbiol Resour Announc ; 10(48): e0073121, 2021 Dec 02.
Artículo en Inglés | MEDLINE | ID: mdl-34854719

RESUMEN

Pseudomonas sp. strain LAP_36 was isolated from rhizosphere soil from Deschampsia antarctica on King George Island, South Shetland Islands, Antarctica. Here, we report on its draft genome sequence, which consists of 8,794,771 bp with 60.0% GC content and 8,011 protein-coding genes.

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