A enorme quantidade de dados que vem sendo gerada por tecnologias modernas de biologia representam um grande desafio para áreas como a bioinformática. Há uma série de programas disponíveis para a análise destes dados, mas que nem sempre são compreendidos o suficiente para serem corretamente aplicados, ou ainda, há problemas que requerem o desenvolvimento de novas soluções. Neste trabalho, nós apresentamos a análise de dados de duas das principais fontes de dados em larga escala: microarrays e sequenciamento. Na primeira, avaliamos se a estatística do método Rank Products (RP) é adequada para a identificação de genes diferencialmente expressos em estudos de doenças complexas, cujo uma das características é a heterogeneidade genética entre indivíduos com o mesmo fenótipo. Na segunda, desenvolvemos uma ferramenta chamada hunT para buscar por genes alvos do fator de transcrição T - um importante marcador de mesoderma com papel chave no desenvolvimento de vertebrados -, através da identificação de sítios de ligação para o T em suas sequências reguladoras. O desempenho do RP foi testado usando dados simulados e dados reais de um estudo de fissura lábio-palatina não-sindrômica, de autismo e também de um estudo que avalia o efeito da privação do sono em humanos. Nossos resultados mostraram que o RP é uma solução eficiente para detectar genes consistentemente desregulados em somente um subgrupo de pacientes, que esta habilidade é mantida com poucas amostras, mas que o seu desempenho é prejudicado quando são analisados poucos genes. Obtivemos fortes evidências biológicas da eficiência do método nos estudos com dados reais através da identificação de genes e vias previamente associados às doenças e da validação de novos genes candidatos através da técnica de PCR quantitativo em tempo real. Já o programa hunT identificou 4.602 genes de camundongo com o sítio de ligação para o domínio do T, sendo alguns deles já demonstrados experimentalmente. Identificamos 32 destes genes com expressão alterada em um estudo onde avaliamos o transcriptoma da diferenciação in vitro de células tronco embrionárias de camundongo para mesoderma, sugerindo a participação destes genes neste processo sendo regulados pelo T / The large amount of data generated by modern technologies of biology provides a big challenge for areas such as bioinformatics. In order to analyze these data there are several computer programs available; however these are not always well understood enough to be correctly applied. Moreover, there are problems that require the development of new solutions. In this work, we present the data analysis of two main high-throughput data sources: microarrays and sequencing. Firstly, we evaluated whether the statistic of Rank Products method (RP) is suitable for the identification of differentially expressed genes in studies of complex diseases, which are characterized by the vast genetic heterogeneity among the individuals affected. Secondly, we developed a tool named hunT to search for target genes of T transcription factor - an important mesodermal marker that plays a key role in the vertebrate development -, by identifying binding sites for T in their regulatory sequences. The RP performance was tested using both simulated and real data from three different studies: non-syndromic cleft lip and palate, autism and sleep deprivation effect in Humans. Our results have shown that RP is an effective solution for the identification of consistently deregulated genes in a subgroup of patients, this ability is maintained even with few samples, however its performance is impaired when only few genes are analyzed. We have obtained strong biological of effectiveness of the method in the studies with real data by not only identifying genes and pathways previously associated with diseases but also corroborating the behavior of novel candidate genes with the real-time PCR technique. The hunT program has identified 4,602 mouse genes containing the binding site for the T domain, some of which have already been demonstrated experimentally. We identified 32 of these genes with altered expression in a study which evaluated the transcriptome of in vitro differentiation of mouse embryonic stem cells to mesoderm, suggesting the involvement of these genes in this process regulated by T

A enorme quantidade de dados que vem sendo gerada por tecnologias modernas de biologia representam um grande desafio para áreas como a bioinformática. Há uma série de programas disponíveis para a análise destes dados, mas que nem sempre são compreendidos o suficiente para serem corretamente aplicados, ou ainda, há problemas que requerem o desenvolvimento de novas soluções. Neste trabalho, nós apresentamos a análise de dados de duas das principais fontes de dados em larga escala: microarrays e sequenciamento. Na primeira, avaliamos se a estatística do método Rank Products (RP) é adequada para a identificação de genes diferencialmente expressos em estudos de doenças complexas, cujo uma das características é a heterogeneidade genética entre indivíduos com o mesmo fenótipo. Na segunda, desenvolvemos uma ferramenta chamada hunT para buscar por genes alvos do fator de transcrição T - um importante marcador de mesoderma com papel chave no desenvolvimento de vertebrados -, através da identificação de sítios de ligação para o T em suas sequências reguladoras. O desempenho do RP foi testado usando dados simulados e dados reais de um estudo de fissura lábio-palatina não-sindrômica, de autismo e também de um estudo que avalia o efeito da privação do sono em humanos. Nossos resultados mostraram que o RP é uma solução eficiente para detectar genes consistentemente desregulados em somente um subgrupo de pacientes, que esta habilidade é mantida com poucas amostras, mas que o seu desempenho é prejudicado quando são analisados poucos genes. Obtivemos fortes evidências biológicas da eficiência do método nos estudos com dados reais através da identificação de genes e vias previamente associados às doenças e da validação de novos genes candidatos através da técnica de PCR quantitativo em tempo real. Já o programa hunT identificou 4.602 genes de camundongo com o sítio de ligação para o domínio do T, sendo alguns deles já demonstrados experimentalmente. Identificamos 32 destes genes com expressão alterada em um estudo onde avaliamos o transcriptoma da diferenciação in vitro de células tronco embrionárias de camundongo para mesoderma, sugerindo a participação destes genes neste processo sendo regulados pelo T / The large amount of data generated by modern technologies of biology provides a big challenge for areas such as bioinformatics. In order to analyze these data there are several computer programs available; however these are not always well understood enough to be correctly applied. Moreover, there are problems that require the development of new solutions. In this work, we present the data analysis of two main high-throughput data sources: microarrays and sequencing. Firstly, we evaluated whether the statistic of Rank Products method (RP) is suitable for the identification of differentially expressed genes in studies of complex diseases, which are characterized by the vast genetic heterogeneity among the individuals affected. Secondly, we developed a tool named hunT to search for target genes of T transcription factor - an important mesodermal marker that plays a key role in the vertebrate development -, by identifying binding sites for T in their regulatory sequences. The RP performance was tested using both simulated and real data from three different studies: non-syndromic cleft lip and palate, autism and sleep deprivation effect in Humans. Our results have shown that RP is an effective solution for the identification of consistently deregulated genes in a subgroup of patients, this ability is maintained even with few samples, however its performance is impaired when only few genes are analyzed. We have obtained strong biological of effectiveness of the method in the studies with real data by not only identifying genes and pathways previously associated with diseases but also corroborating the behavior of novel candidate genes with the real-time PCR technique. The hunT program has identified 4,602 mouse genes containing the binding site for the T domain, some of which have already been demonstrated experimentally. We identified 32 of these genes with altered expression in a study which evaluated the transcriptome of in vitro differentiation of mouse embryonic stem cells to mesoderm, suggesting the involvement of these genes in this process regulated by T

In recent years, uranium pollution in the environment has been recognized as a serious threat, and novel in situ microbial bioremediation strategies have been incorporated into field-scale contaminated sites. The Oak Ridge Integrated Field-scale Subsurface Research Challenge (IFC) site is one of the largest uranium contaminated areas in the United States, and a literature review has revealed the potential of uranium reduction by dominant Anaeromyxobacter dehalogenans species that respire during bioremediation. A genome-scale model of A. dehalogenans, a unique microbe with diverse metabolic capabilities that thrives in the natural environment, has been developed, and applied to an in silico field-scale computational setting for evaluation of the biotic uranium reduction in the Oak Ridge IFC site. The metabolic model of A. dehalogenans was integrated into an expanded microbial community framework for the prediction of chemical profiles, and subsequent scenario evaluation of in situ measured data.

In recent years, uranium pollution in the environment has been recognized as a serious threat, and novel in situ microbial bioremediation strategies have been incorporated into field-scale contaminated sites. The Oak Ridge Integrated Field-scale Subsurface Research Challenge (IFC) site is one of the largest uranium contaminated areas in the United States, and a literature review has revealed the potential of uranium reduction by dominant Anaeromyxobacter dehalogenans species that respire during bioremediation. A genome-scale model of A. dehalogenans, a unique microbe with diverse metabolic capabilities that thrives in the natural environment, has been developed, and applied to an in silico field-scale computational setting for evaluation of the biotic uranium reduction in the Oak Ridge IFC site. The metabolic model of A. dehalogenans was integrated into an expanded microbial community framework for the prediction of chemical profiles, and subsequent scenario evaluation of in situ measured data.

The purpose of researching bacterial gene expression is to control and prevent the diseases which are caused by bacteria. Recently researchers discovered small non-coding RNAs (ncRNA / sRNA) perform a variety of critical regulatory functions in bacteria. The genome-wide searching for sRNAs, especially the computational method, has become an effective way to predict the small non-coding RNAs because sRNAs have the consistent sequence characteristics. This article proposes a hybrid computational approach, HybridRNA, for the prediction of small non-coding RNAs, which integrates three critical techniques, including secondary structural algorithm, thermo-dynamic stability analysis and sequence conservation prediction. Relying on these computational techniques, our approach was used to search for sRNAs in Streptococcus pyogenes which is one of the most important bacteria for human health. This search led five strongest candidates of sRNA to be predicted as the key components of known regulatory pathways in S. pyogens.

A Xylella fastidiosa é uma bactéria gram.negativa, fastidiosa, que vive limitada ao xilema de plantas causando várias doenças de importância econômica como a doença de Pierce em videiras nos Estados Unidos e a Clorose Variegada dos Citros (CVC) no Brasil. A CVC tem afetado severamente a citricultura do estado de São Paulo pondo em risco milhares de empregos e milhões de dólares em geração de divisas. O sequenciamento do genoma de X. fastidiosa revelou genes envolvidos em possíveis mecanismos de patogenicidade dessa bactéria, entre eles um operon possivelmente envolvido na produção de um exopolissacarídeo extracelular denominado goma fastidiana. Supõe.se que esse exopolissacarídeo seja o responsável pela manutenção dos biofilmes bacterianos que causam a oclusão dos vasos xilemáticos levando ao surgimento dos sintomas da CVC. Para estudar esse operon, denominado operon gum, foram construídos vetores para a inativação dos genes gumB, gumD e gumF por duas estratégias: mutagênese por inserção.deleção e mutagênese por troca alélica. A mutagênese por inserção.deleção envolve a integração via recombinação homóloga com uma permuta.de um plasmídeo contendo uma cópia truncada do gene alvo. A mutagênese por troca alélica, por sua vez, envolve duas permutas e se caracteriza pela troca do gene alvo selvagem por uma cópia interrompida por um marcador de seleção. Nenhum mutante gum foi obtido usando.se a estratégia de troca alélica, todavia, mutantes para os genes gumB e gumF foram obtidos com sucesso pela estratégia de mutagênese por inserção.deleção. Nenhum mutante para o gene gumD foi obtido, sugerindo que essa mutação possa ser letal para a célula. A análise de células e colônias desses mutantes crescidos em meio sólido ou em suspensão não mostrou diferenças morfológicas em relação a linhagem selvagem. A inativação dos genes gumB e gumF não influenciou a capacidade de X. fastidiosa se aderir a vidro. Com o uso do gene repórter CAT, que codifica para a enzima clorafenicol acetil transferase a qual confere à bactéria resistência ao antibiótico clorafenicol foi possível verificar que a glicose não influencia na expressão desse operon ao nível de transcrição. Com o uso desse gene reporter, também foi possível identificar uma região transcrita a partir de um promotor não caracterizado, localizada na fita antisenso do operon gum. A comparação do perfil cromatográfico de proteínas solúveis totais dos mutantes e da linhagem selvagem mostrou diferenças significativas nesses pefis, indicando um efeito pleiotrópico dessas mutações. O estudo da função dos genes gumB e gumF na patogenicidade de X. fastidiosa foi impossibilitado por se ter verificado recentemente que a linhagem usada na construção dos mutantes não coloniza a planta eficientemente para a indução de sintomas em citros e tabaco em condições experimentais após inoculação mecânica. / Xylella fastidiosa is a fastidious, xylem restricted, gram.negative bacteria, that causes several economically important diseases as Pierce's disease of grapevine in USA and the Citrus Variegated Chlorosis (CVC) in Brasil. CVC affects severely the São Paulo State citriculture jeopardizing thousands of jobs and millions of dollars of incomes. The genome sequence of X. fastidiosa has revealed several genes possibly involved in the pathogenicity mechanisms of this bacterium, among them, an operon containing nine genes possibly involved in the synthesis of an exopolisaccharide named fastidian gum. This gum is possibly involved in the bacterial biofilm maintenance that causes the xylem occlusion leading to CVC symptoms development. To study this operon, named gum operon, vectors were constructed to inactivate the gumB, gumD and gumF genes by two strategies, insertion.duplication mutagenesis and allelic exchange mutagenesis. The insertion.duplication mutagenesis involves the integration a whole plasmid containing a truncated copy of the target gene by homologous recombination with one crossing over. The allelic exchange mutagenesis involves homologous recombination with two crossing overs that substitutes the wild.type copy of the target gene by a truncated copy interrupted by a selectable marker gene. No gum mutant was obtained using the allelic exchange strategy; however gumB and gumF mutants were obtained by insertion-duplication mutagenesis strategy. GumD mutant was not obtained, suggesting that the mutation in this gene is lethal to the cell. Analysis of cells and colonies of these mutants growing in solid media and in suspension hasn't reveal any morphological difference to the wild.type strain. The disruption of the gumB and gumF genes does not influenced the adhesion capacity of X. fastidiosa to the glass, used as a substrate. Using the reporter gene CAT, wich codes for cloramphenicol acetil transferase enzime confering resistance to cloramphenicol, we verified that glucose has no influence in the expression of this operon at the transcription level. Using this reporter gene, we also identified a transcribed region directed by a non characterized promoter, localized in the antisense strand of the gum operon. A comparison between the soluble protein profile of the mutants and the wild.type strain, obtained by liquid chromatography, showed significative differences, indicating a pleiotropic effect of these mutations. The study of the function of the gumB and gumF genes in the pathogenicity of X. fastidiosa was not concluded because we verified recently that the strainm, used to generate the mutants, do not colonize the plants efficiently to induce symptoms in citrus and tobacco plants after mechanical inoculation.

A Xylella fastidiosa é uma bactéria gram.negativa, fastidiosa, que vive limitada ao xilema de plantas causando várias doenças de importância econômica como a doença de Pierce em videiras nos Estados Unidos e a Clorose Variegada dos Citros (CVC) no Brasil. A CVC tem afetado severamente a citricultura do estado de São Paulo pondo em risco milhares de empregos e milhões de dólares em geração de divisas. O sequenciamento do genoma de X. fastidiosa revelou genes envolvidos em possíveis mecanismos de patogenicidade dessa bactéria, entre eles um operon possivelmente envolvido na produção de um exopolissacarídeo extracelular denominado goma fastidiana. Supõe.se que esse exopolissacarídeo seja o responsável pela manutenção dos biofilmes bacterianos que causam a oclusão dos vasos xilemáticos levando ao surgimento dos sintomas da CVC. Para estudar esse operon, denominado operon gum, foram construídos vetores para a inativação dos genes gumB, gumD e gumF por duas estratégias: mutagênese por inserção.deleção e mutagênese por troca alélica. A mutagênese por inserção.deleção envolve a integração via recombinação homóloga com uma permuta.de um plasmídeo contendo uma cópia truncada do gene alvo. A mutagênese por troca alélica, por sua vez, envolve duas permutas e se caracteriza pela troca do gene alvo selvagem por uma cópia interrompida por um marcador de seleção. Nenhum mutante gum foi obtido usando.se a estratégia de troca alélica, todavia, mutantes para os genes gumB e gumF foram obtidos com sucesso pela estratégia de mutagênese por inserção.deleção. Nenhum mutante para o gene gumD foi obtido, sugerindo que essa mutação possa ser letal para a célula. A análise de células e colônias desses mutantes crescidos em meio sólido ou em suspensão não mostrou diferenças morfológicas em relação a linhagem selvagem. A inativação dos genes gumB e gumF não influenciou a capacidade de X. fastidiosa se aderir a vidro. Com o uso do gene repórter CAT, que codifica para a enzima clorafenicol acetil transferase a qual confere à bactéria resistência ao antibiótico clorafenicol foi possível verificar que a glicose não influencia na expressão desse operon ao nível de transcrição. Com o uso desse gene reporter, também foi possível identificar uma região transcrita a partir de um promotor não caracterizado, localizada na fita antisenso do operon gum. A comparação do perfil cromatográfico de proteínas solúveis totais dos mutantes e da linhagem selvagem mostrou diferenças significativas nesses pefis, indicando um efeito pleiotrópico dessas mutações. O estudo da função dos genes gumB e gumF na patogenicidade de X. fastidiosa foi impossibilitado por se ter verificado recentemente que a linhagem usada na construção dos mutantes não coloniza a planta eficientemente para a indução de sintomas em citros e tabaco em condições experimentais após inoculação mecânica. / Xylella fastidiosa is a fastidious, xylem restricted, gram.negative bacteria, that causes several economically important diseases as Pierce's disease of grapevine in USA and the Citrus Variegated Chlorosis (CVC) in Brasil. CVC affects severely the São Paulo State citriculture jeopardizing thousands of jobs and millions of dollars of incomes. The genome sequence of X. fastidiosa has revealed several genes possibly involved in the pathogenicity mechanisms of this bacterium, among them, an operon containing nine genes possibly involved in the synthesis of an exopolisaccharide named fastidian gum. This gum is possibly involved in the bacterial biofilm maintenance that causes the xylem occlusion leading to CVC symptoms development. To study this operon, named gum operon, vectors were constructed to inactivate the gumB, gumD and gumF genes by two strategies, insertion.duplication mutagenesis and allelic exchange mutagenesis. The insertion.duplication mutagenesis involves the integration a whole plasmid containing a truncated copy of the target gene by homologous recombination with one crossing over. The allelic exchange mutagenesis involves homologous recombination with two crossing overs that substitutes the wild.type copy of the target gene by a truncated copy interrupted by a selectable marker gene. No gum mutant was obtained using the allelic exchange strategy; however gumB and gumF mutants were obtained by insertion-duplication mutagenesis strategy. GumD mutant was not obtained, suggesting that the mutation in this gene is lethal to the cell. Analysis of cells and colonies of these mutants growing in solid media and in suspension hasn't reveal any morphological difference to the wild.type strain. The disruption of the gumB and gumF genes does not influenced the adhesion capacity of X. fastidiosa to the glass, used as a substrate. Using the reporter gene CAT, wich codes for cloramphenicol acetil transferase enzime confering resistance to cloramphenicol, we verified that glucose has no influence in the expression of this operon at the transcription level. Using this reporter gene, we also identified a transcribed region directed by a non characterized promoter, localized in the antisense strand of the gum operon. A comparison between the soluble protein profile of the mutants and the wild.type strain, obtained by liquid chromatography, showed significative differences, indicating a pleiotropic effect of these mutations. The study of the function of the gumB and gumF genes in the pathogenicity of X. fastidiosa was not concluded because we verified recently that the strainm, used to generate the mutants, do not colonize the plants efficiently to induce symptoms in citrus and tobacco plants after mechanical inoculation.

Yes / Background: Mycobacterium tuberculosis rapid diagnostic tests (RDTs) are widely employed in routine laboratories and national surveys for detection of rifampicinresistant (RR)-TB. However, as next-generation sequencing technologies have become more commonplace in research and surveillance programs, RDTs are being increasingly complemented by whole genome sequencing (WGS). While comparison between RDTs is difficult, all RDT results can be derived from WGS data. This can facilitate continuous analysis of RR-TB burden regardless of the data generation technology employed. By converting WGS to RDT results, we enable comparison of data with different formats and sources particularly for low- and middle-income high TB-burden countries that employ different diagnostic algorithms for drug resistance surveys. This allows national TB control programs (NTPs) and epidemiologists to utilize all available data in the setting for improved RR-TB surveillance. Methods: We developed the Python-based MycTB Genome to Test (MTBGT) tool that transforms WGS-derived data into laboratory-validated results of the primary RDTs—Xpert MTB/RIF, XpertMTB/RIF Ultra, GenoType MDRTBplus v2.0, and GenoscholarNTM+MDRTB II. The tool was validated through RDT results of RR-TB strains with diverse resistance patterns and geographic origins and applied on routine-derived WGS data. Results: The MTBGT tool correctly transformed the single nucleotide polymorphism (SNP) data into the RDT results and generated tabulated frequencies of the RDT probes as well as rifampicin-susceptible cases. The tool supplemented the RDT probe reactions output with the RR-conferring mutation based on identified SNPs. The MTBGT tool facilitated continuous analysis of RR-TB and Xpert probe reactions from different platforms and collection periods in Rwanda. Conclusion: Overall, the MTBGT tool allows low- and middle-income countries to make sense of the increasingly generated WGS in light of the readily available RDT. / Erasmus Mundus Joint Doctorate Fellowship grant 2016- 1346.

<p>  </p> <p><em>Fusobacterium necrophorum</em> is a Gram-negative, anaerobic, opportunistic pathogen that causes necrotic infections in cattle leading to liver abscess, foot rot, and calf diphtheria. Particularly, liver abscess in cattle is reported at 20.7% annually, and leads to liver condemnation and an annual economic burden of about 62 million dollars to the feedlot industry. Antibiotic administration is the mainstay of treating these infections, but antibiotic resistance is unavoidable and demand for antibiotic-free, natural, and organic beef has demanded alternative therapies and preventatives. Vaccination is one of the best alternatives to prophylactic antibiotic administration. In this study, we have explored outer membrane proteins (OMPs) and outer membrane vesicles (OMVs) for potential vaccine candidates. OMPs and OMVs are vaccine targets because of their antigenic properties and host specificity. Additionally, we performed comparative genomic analysis of <em>F. necrophorum</em> species to identify additional virulence genes with vaccine potential, unique to the <em>F. necrophorum</em> and its virulent subspecies <em>necrophorum</em>. </p> <p>Protein- protein interaction investigation through binding assay and pulldown assay identified novel OMPs, namely 17kDa, 22kDa, and 66.3 kDa proteins, which were further characterized as OmpH, OmpA and Cell Surface Protein (CSP), respectively. In this study, these novel OMPs including previously characterized 43kDa OMPs were cloned, and recombinant proteins were expressed and purified. These recombinant proteins were used to generate polyclonal antibodies in rabbits, and their efficacy was studied using <em>in vitro</em> adhesion inhibition assays. The combination of two or more antibodies raised against the recombinant OMPs was significantly effective in reducing/neutralizing bacterial binding to bovine endothelial cells compared to individual antibody treatment. This suggests that a multiple subunit vaccine could be effective and provide sufficient evidence to perform <em>in vivo</em> studies. </p> <p>Similarly, we purified OMVs of <em>F. necrophorum</em> subspecies <em>necrophorum</em> 8L1 and analyzed its content using proteomics and lipidomics. Out of 342 proteins identified by tandem liquid chromatography mass spectrometry (LC-MS), OMPs and toxins were the most abundant. These included OMPs and toxins namely, 43 kDa OMP, OmpH, OmpA, CSP, FadA, leukotoxin family filamentous adhesin, N-terminal domain of hemagglutinin and other OMP transport and assembly factor protein. The presence of a subset of these proteins was further confirmed by western blot analysis. Lipidomics analysis showed that OMVs contained phospholipid, sphingolipid, and acetyl carnitine as the main lipid contents. Cytotoxicity assay on BL-3 cell line showed that these OMVs have a toxic effect on host immune cells and could impart immunomodulatory effect. All these findings suggest the vaccine potential of OMVs and demand dose-based <em>in vivo</em> study.</p> <p>In addition, we identified and characterized 5 clinical isolates of <em>F. necrophorum</em> using comparative genomics, UBCG (Up-to-date Bacterial Core Gene) based analysis enabled phylogenetic characterization of 46 <em>F. necrophorum</em> genomes into subspecies specific clades. The pangenome and recombination analysis showed the extensive disparity in accessory genes resulting in species divergence. Strikingly, we detected antimicrobial resistance gene for macrolides and tetracycline in one strain of <em>F. necrophorum</em>, a harbinger of the start of resistance and necessitating search for an alternative prophylactic method. We also noted common virulence genes, including toxins, outer membrane adhesion proteins, cell envelope, type IV secretion system, ABC (ATP-binding cassette) transporters and transporter proteins in <em>F. necrophorum</em> strains. A focused study on these genes could help identify the main genes of virulence and inform effective vaccination strategies against fusobacterial infections. </p> <p>Overall, the studies suggest adhesins and toxin and/or OMV-based subunit vaccine could be potential targets for vaccine development against fusobacterial infections.  </p>

<p>  </p> <p>Microbiome studies are varied and involve the examination of microorganisms at different levels: individual cells to determine individual functions, populations of specific microorganisms to determine interactions between organisms, and/or communities of microorganisms for a broader investigation of interactions between organism and environment. These studies are typically done within the context of a particular niche or environment. There are two parts to this dissertation, separated by the types of research involved. First, the analysis of bacterial communities using 16S rRNA sequencing and analysis. In this first part the bacterial communities of the reproductive tract of bulls and the gastrointestinal tract of weanling pigs were studied. The reproductive organs of the male, domestic species had not been studied from an ecological perspective prior to the study. As such, the research was mainly focused on characterizing the bacterial communities found within the prepuce of bulls that were considered to be healthy, or that the breeding soundness exam was satisfactory and the bulls had no clinical disease in the urogenital tract. Through this study two distinct types of bacterial communities were found based on the diversity of the observed taxa; the groups were split into a low diversity group identified by the presence of <em>Bradyrhizobium</em> and a high diversity group distinguished by the abundance of mucosal-associated bacteria found in oral, respiratory, and vaginal communities of cattle. Second, the effects of supplementary, soluble fiber on the intestinal bacterial communities of piglets pre- and/or post-weaning were studied. The rationale behind this study was to determine if pre-weaning fiber could alter the microbiome prior to weaning and the change of diet from liquid to solid. Pre-weaning, supplementary, soluble fiber was found to increase short-chain fatty acid concentrations and bacterial taxa potentially involved in their production. Additionally, bacterial taxa implicated in an increased inflammatory response were reduced in groups fed supplementary fiber. Taken together, the two bacterial community studies highlight the gaps in knowledge for reproductive communities in male animals as well as the potential for reducing weaning stress in pigs. Part two of this dissertation focuses on whole genome sequence analysis as a way to study bacterial populations associated with bovine respiratory disease (BRD), a common and potentially fatal disease in cattle. Identification of BRD has low accuracy and the presence of antibiotic resistant bacteria increases the chance of treatment failure. Using machine learning, the prediction of antibiotic resistance in bacterial isolates from animals with BRD was performed to find potential sequences for use in future molecular assays. While using known resistance genes was helpful for some antibiotics, several of the antibiotics used in treating BRD were better predicted using the machine learning models. Model output sequences should be further tested using molecular methods to determine function and importance before using as an assay target. Put together, the contents of this dissertation should serve as an introduction to bacterial ecology as well as how the concepts can be applied to food animal production systems.</p>