Two novel antibiotic resistance genes, tet(44) and ant(6)-Ib, are located within a transferable pathogenicity island in Campylobacter fetus subsp. fetus

New tetracycline and streptomycin resistance genes, tet(44) and ant(6)-Ib, were identified in Campylobacter fetus subsp. fetus within a transferable pathogenicity island that is typically unique to Campylobacter fetus subsp. venerealis. The 640-amino-acid tetracycline resistance determinant, Tet 44, belongs to a class of proteins that confers resistance to tetracycline and minocycline by ribosomal protection. The 286-amino-acid streptomycin resistance determinant, ANT(6)-Ib, belongs to a family of aminoglycoside nucleotidyltransferases. The resistance phenotypes were demonstrated by gene inactivation and expression.

Investigating the pathogenicity of mutations in two ubiquitously expressed housekeeping genes that cause autosomal dominant retinitis pigmentosa

The purpose of this dissertation research was to investigate potential mechanisms through which mutations in two ubiquitously expressed genes, inosine monophosphate dehydrogenase 1 (IMPDH1) and pre-mRNA processing factor 31 (PRPF31), cause autosomal dominant retinitis pigmentosa (adRP) but have no other apparent clinical consequences. Basic properties of the gene and gene product, such as expression and protein levels, were examined. The purpose of our research is to understand the genetic basis of inherited retinopathies such as retinitis pigmentosa (RP). RP is a heterogeneous retinal dystrophy that affects approximately one in 3,700 individuals, making it the most common heritable retinal degenerative disease worldwide. Currently, mutations in 35 genes are known to cause RP and additional loci have been mapped but the underlying gene is not yet known. Often the genes associated with RP are integral to the biological processes underlying vision, making their role in retinal disease easy to explain. However, the mechanisms by which other genes cause RP are not apparent, especially widely-expressed genes. For IMPDH1, this research characterized the enzymatic properties of retinal isoforms. Results show that the retinal isoforms have enzymatic functions similar to the previously known canonical IMPDH1 whether or not an adRP pigmentosa mutation is included in the protein. For PRPF31, this research tested the hypothesis that functional haploinsufficiency is the cause of disease and relates to nonpenetrance in some individuals. Studies in patients with known mutations show that haploinsufficiency is the likely cause of disease, however, we did not confirm that non-penetrant individuals are protected from disease via increased expression of the wild type allele. Information gleaned from these functional studies, and the testing methods developed in tandem, will contribute to future research on disease mechanism related to adRP. ^

New genes of Xanthomonas citri subsp citri involved in pathogenesis and adaptation revealed by a transposon-based mutant library

Background: Citrus canker is a disease caused by the phytopathogens Xanthomonas citri subsp. citri, Xanthomonas fuscans subsp. aurantifolli and Xanthomonas alfalfae subsp. citrumelonis. The first of the three species, which causes citrus bacterial canker type A, is the most widely spread and severe, attacking all citrus species. In Brazil, this species is the most important, being found in practically all areas where citrus canker has been detected. Like most phytobacterioses, there is no efficient way to control citrus canker. Considering the importance of the disease worldwide, investigation is needed to accurately detect which genes are related to the pathogen-host adaptation process and which are associated with pathogenesis. Results: Through transposon insertion mutagenesis, 10,000 mutants of Xanthomonas citri subsp. citri strain 306 (Xcc) were obtained, and 3,300 were inoculated in Rangpur lime (Citrus limonia) leaves. Their ability to cause citrus canker was analyzed every 3 days until 21 days after inoculation; a set of 44 mutants showed altered virulence, with 8 presenting a complete loss of causing citrus canker symptoms. Sequencing of the insertion site in all 44 mutants revealed that 35 different ORFs were hit, since some ORFs were hit in more than one mutant, with mutants for the same ORF presenting the same phenotype. An analysis of these ORFs showed that some encoded genes were previously known as related to pathogenicity in phytobacteria and, more interestingly, revealed new genes never implicated with Xanthomonas pathogenicity before, including hypothetical ORFs. Among the 8 mutants with no canker symptoms are the hrpB4 and hrpX genes, two genes that belong to type III secretion system (TTSS), two hypothetical ORFS and, surprisingly, the htrA gene, a gene reported as involved with the virulence process in animal-pathogenic bacteria but not described as involved in phytobacteria virulence. Nucleic acid hybridization using labeled cDNA probes showed that some of the mutated genes are differentially expressed when the bacterium is grown in citrus leaves. Finally, comparative genomic analysis revealed that 5 mutated ORFs are in new putative pathogenicity islands. Conclusion: The identification of these new genes related with Xcc infection and virulence is a great step towards the understanding of plant-pathogen interactions and could allow the development of strategies to control citrus canker.

Evolutionary dynamics of Chlamydia trachomatis genome and identification of molecular patterns of hypothetical protein coding genes

The obligate intracellular bacterium Chlamydia trachomatis is a human pathogen of major public health significance. Strains can be classified into 15 main serovars (A to L3) that preferentially cause ocular infections (A-C), genital infections (D-K) or lymphogranuloma venereum (LGV) (L1-L3), but the molecular basis behind their distinct tropism, ecological success and pathogenicity is not welldefined. Most chlamydial research demands culture in eukaryotic cell lines, but it is not known if stains become laboratory adapted. By essentially using genomics and transcriptomics, we aimed to investigate the evolutionary patterns underlying the adaptation of C. trachomatis to the different human tissues, given emphasis to the identification of molecular patterns of genes encoding hypothetical proteins, and to understand the adaptive process behind the C. trachomatis in vivo to in vitro transition. Our results highlight a positive selection-driven evolution of C. trachomatis towards nichespecific adaptation, essentially targeting host-interacting proteins, namely effectors and inclusion membrane proteins, where some of them also displayed niche-specific expression patterns. We also identified potential "ocular-specific" pseudogenes, and pointed out the major gene targets of adaptive mutations associated with LGV infections. We further observed that the in vivo-derived genetic makeup of C. trachomatis is not significantly compromised by its long-term laboratory propagation. In opposition, its introduction in vitro has the potential to affect the phenotype, likely yielding virulence attenuation. In fact, we observed a "genital-specific" rampant inactivation of the virulence gene CT135, which may impact the interpretation of data derived from studies requiring culture. Globally, the findings presented in this Ph.D. thesis contribute for the understanding of C.trachomatis adaptive evolution and provides new insights into the biological role of C. trachomatishypothetical proteins. They also launch research questions for future functional studies aiming toclarify the determinants of tissue tropism, virulence or pathogenic dissimilarities among C. trachomatisstrains.

Study of Staphylococcus aureus pathogenic genes by transfer and expression in the less virulent organism Streptococcus gordonii.

Because Staphylococcus aureus strains contain multiple virulence factors, studying their pathogenic role by single-gene inactivation generated equivocal results. To circumvent this problem, we have expressed specific S. aureus genes in the less virulent organism Streptococcus gordonii and tested the recombinants for a gain of function both in vitro and in vivo. Clumping factor A (ClfA) and coagulase were investigated. Both gene products were expressed functionally and with similar kinetics during growth by streptococci and staphylococci. ClfA-positive S. gordonii was more adherent to platelet-fibrin clots mimicking cardiac vegetations in vitro and more infective in rats with experimental endocarditis (P < 0.05). Moreover, deleting clfA from clfA-positive streptococcal transformants restored both the low in vitro adherence and the low in vivo infectivity of the parent. Coagulase-positive transformants, on the other hand, were neither more adherent nor more infective than the parent. Furthermore, coagulase did not increase the pathogenicity of clfA-positive streptococci when both clfA and coa genes were simultaneously expressed in an artificial minioperon in streptococci. These results definitively attribute a role for ClfA, but not coagulase, in S. aureus endovascular infections. This gain-of-function strategy might help solve the role of individual factors in the complex the S. aureus-host relationship.

Analysis of stop-gain and frameshift variants in human innate immunity genes.

Loss-of-function variants in innate immunity genes are associated with Mendelian disorders in the form of primary immunodeficiencies. Recent resequencing projects report that stop-gains and frameshifts are collectively prevalent in humans and could be responsible for some of the inter-individual variability in innate immune response. Current computational approaches evaluating loss-of-function in genes carrying these variants rely on gene-level characteristics such as evolutionary conservation and functional redundancy across the genome. However, innate immunity genes represent a particular case because they are more likely to be under positive selection and duplicated. To create a ranking of severity that would be applicable to innate immunity genes we evaluated 17,764 stop-gain and 13,915 frameshift variants from the NHLBI Exome Sequencing Project and 1,000 Genomes Project. Sequence-based features such as loss of functional domains, isoform-specific truncation and nonsense-mediated decay were found to correlate with variant allele frequency and validated with gene expression data. We integrated these features in a Bayesian classification scheme and benchmarked its use in predicting pathogenic variants against Online Mendelian Inheritance in Man (OMIM) disease stop-gains and frameshifts. The classification scheme was applied in the assessment of 335 stop-gains and 236 frameshifts affecting 227 interferon-stimulated genes. The sequence-based score ranks variants in innate immunity genes according to their potential to cause disease, and complements existing gene-based pathogenicity scores. Specifically, the sequence-based score improves measurement of functional gene impairment, discriminates across different variants in a given gene and appears particularly useful for analysis of less conserved genes.

Mutation screening of multiple genes in Spanish patients with autosomal recessive retinitis pigmentosa by targeted resequencing.

Retinitis Pigmentosa (RP) is a heterogeneous group of inherited retinal dystrophies characterised ultimately by the loss of photoreceptor cells. RP is the leading cause of visual loss in individuals younger than 60 years, with a prevalence of about 1 in 4000. The molecular genetic diagnosis of autosomal recessive RP (arRP) is challenging due to the large genetic and clinical heterogeneity. Traditional methods for sequencing arRP genes are often laborious and not easily available and a screening technique that enables the rapid detection of the genetic cause would be very helpful in the clinical practice. The goal of this study was to develop and apply microarray-based resequencing technology capable of detecting both known and novel mutations on a single high-throughput platform. Hence, the coding regions and exon/intron boundaries of 16 arRP genes were resequenced using microarrays in 102 Spanish patients with clinical diagnosis of arRP. All the detected variations were confirmed by direct sequencing and potential pathogenicity was assessed by functional predictions and frequency in controls. For validation purposes 4 positive controls for variants consisting of previously identified changes were hybridized on the array. As a result of the screening, we detected 44 variants, of which 15 are very likely pathogenic detected in 14 arRP families (14%). Finally, the design of this array can easily be transformed in an equivalent diagnostic system based on targeted enrichment followed by next generation sequencing.

Biology and pathogenicity of "Chlamydia"- related organisms

Abstract : This thesis investigates the pathogenicity and biology of Parachlamydia acanthamoebae and other obligate intracellular bacteria related to chlamydiae. All these Chlamydia-like organisms replicate in amoebae. Some evolved to resist to macrophages and represent possible new agents of respiratory tract infection. Using serological and molecular approaches, we showed that Parachlamydia acanthameobae likely plays a role as an etiological agent of pneumonia [1,2]. We also showed that Parachlamydia was able to enter and survive within pneumocytes and lung fibroblasts [3]. Moreover, we developed an animal model of lung infection in mice, which fulfilled the third and fourth Koch postulate [4]. Given the likely role of Parachlamydia in pneumonia, we studied its antibiotic susceptibility. We showed that Chlamydia-related organisms were resistant to quinolones, mainly due to mutations in the QRDR of gyrA [5]. To have tools to investigate the role of other Chlamydia-related bacteria in pneumonia, we developed immunofluorescence assays and assessed the rate of serological cross-reactivity between all these Chlamydia-related bacteria [6]. We also developed new diagnostic specific PCRs [2,7] and sequenced additional genes that are useful for both taxonomic and diagnostic purposes [8]. Then, we applied these serological and molecular approaches to patients with and without respiratory tract infections. This led to the identification of a possible role of Protochlamydia naegleriophila [7] and of Waddlia chondrophila in pneumonia [1]. A significant part of the thesis also investigated interactions of Parachlamydia with macrophages [9] and the host range of Chlamydia-related bacteria [10]. In conclusion, there are growing body of evidence supporting the role of Chlamydia-like organisms as agents of pneumonia. Further studies are needed to precise their pathogenic role in this setting. The diagnostic tools developed during this thesis will be useful to investigate the role of these strict intracellular bacteria in other diseases in both humans and animals [11,12]. Résumé : Le but de cette thèse est de déterminer le rôle pathogène de Parachlamydia et des bactéries apparentées aux Chlamydia ainsi que d'étudier leur biologie. Parachlamydia acanthamoebae est une bactérie intracellulaire apparentée aux Chlamydia, et qui est résistante non seulement aux amibes mais aussi aux macrophages. Par une approche sérologique et moléculaire, nous avons montré que les bactéries apparentées aux Chlamydia jouent probablement un rôle comme agent de pneumonie [1,2]. De plus, nous avons démontré que P. acanthameobae est capable d'entrer et de survivre dans les pneumocytes et fibroblastes pulmonaires [3]. Nous avons ensuite développé un modèle animal remplissant les troisième et quatrième postulats de Koch [4]. Nous avons aussi démontré que les bactéries apparentées aux Chlamydia sont résistantes aux quinolones, en raison de mutations dans la région QRDR de gyrA [5]. Afin de mieux déterminer le rôle pathogène de ces bactéries, nous avons mis au point des techniques d' immunofluorescence et déterminé la cross-réaction sérologique entre les différentes bactéries apparentées aux Chlamydia [6]. Différentes PCR diagnostiques ont aussi été développées [2,7] et des gènes supplémentaires ont été séquencés, qui seront utiles à la taxonomie ainsi qu'au développement de nouvelles méthodes diagnostiques [8]. Ces méthodes ont été appliquées à des échantillons provenant de patient avec ou sans pneumonie et ont permis l'identification du possible rôle pathogène de Protochlamydia naegleriophila [7] et de Waddlia chondrophila [1]. L'interaction de Parachlamydia avec les macrophages [9] et la permissivité de différentes cellules aux bactéries apparentées aux Chlamydia [10] ont également été étudiés dans le cadre de cette thèse. En conclusion, plusieurs nouveaux éléments viennent renforcer l'hypothèse que les bactéries apparentées aux Chlamydia sont des agents de pneumonies. Cependant, d'autres études doivent être menées pour confirmer leur rôle dans cette maladie. Les méthodes diagnostiques développées ici seront très utiles pour déterminer le rôle pathogène de ces bactéries chez les humains et animaux [11,12]

Pseudomonas aeruginosa virulence genes identified in a Dictyostelium host model.

The human pathogen Pseudomonas aeruginosa has been shown previously to use similar virulence factors when infecting mammalian hosts or Dictyostelium amoebae. Here we randomly mutagenized a clinical isolate of P. aeruginosa, and identified mutants with attenuated virulence towards Dictyostelium. These mutant strains also exhibited a strong decrease in virulence when infecting Drosophila and mice, confirming that P. aeruginosa makes use of similar virulence traits to confront these very different hosts. Further characterization of these bacterial mutants showed that TrpD is important for the induction of the quorum-sensing circuit, while PchH and PchI are involved in the induction of the type III secretion system. These results demonstrate the usefulness and the relevance of the Dictyostelium host model to identify and analyse new virulence genes in P. aeruginosa.

Biology and pathogenicity of "Waddlia chondrophila"

Abstract This thesis investigates the pathogenicity of a Chlamydia-related bacterium: Waddlia chondrophila, which is suspected to cause abortion in bovines as well as miscarriages in humans. Macrophages represent the first line of defense of the innate immunity against invading pathogens, we thus studied the interaction between W. chondrophila and human macrophages. We observed that W. chondrophila multiplied very efficiently inside monocyte-derived macrophages. Diagnostic tools to detect obligate intracellular bacteria are lacking so we developed a Waddlia specific real-time PCR based on the 16S rRNA encoding gene. Since W. chondrophila could be involved in human miscarriage, we analyzed samples from women having miscarriage or uneventful pregnancy. Waddlia serologies results confirmed an association between the presence of W. chondrophila antibodies and miscarriage (23.2% versus 14.6% in the control group, p-value 0.044). As W. chondrophila's pathogenicity was suggested, we studied its antibiotic susceptibility. W. chondrophila revealed to be susceptible to macrolides and tetracylines but resistant to beta-lactams and fluoroquinolones. This resistance to fluoroquinolones could be explained by mutations in the quinolone resistance determining region of the gyrase (GyrA) and topoisomerase IV (ParC) encoding genes. In conclusion, this thesis allowed to precise the role of W. chondrophila in human miscarriage. However, more studies will be necessary to fully understand the pathogenesis of W. chondrophila in adverse pregnancy outcomes. Résumé Le but de cette thèse a été d'étudier la pathogénicité d'une bactérie apparentée aux Chlamydia: Waddlia chondrophila. Les macrophages représentant la première ligne de défense du système immunitaire inné contre les pathogènes, nous avons d'abord étudié l'interaction entre W. chondrophila and les macrophages humains. Nous avons pu observer que W. chondrophila résistait aux effecteurs microbicides des macrophages et se multipliait efficacement au sein de ces cellules. Au vu du manque d'outils diagnostiques pour détecter cette bactérie intracellulaire obligatoire, nous avons également développé une PCR en temps réel, spécifique pour Waddlia, basée sur le gène de l'ARN ribosomal 16S. Cette PCR a été utilisée dans les différents projets afin de détecter la présence de W. chondrophila. W. chondrophila étant suspectée de pouvoir causer des fausses couches chez la femme, nous avons analysé des échantillons provenant de femmes ayant souffert de fausse couche, ainsi que, comme contrôles, des femmes ayant eu une grossesse normale. Les sérologies ont révélé une association entre la présence d'anticorps dirigés contre Waddlia et la fausse couche (23.2% versus 14.6% chez les contrôles, p-value=0.044). La présence de la bactérie a aussi été détectée par PCR et immunohistochimie dans plusieurs échantillons. L'implication de W. chondrophila dans la fausse couche se précisant, nous avons étudié sa susceptibilité aux antibiotiques. W. chondrophila s'est révélée sensible aux macrolides et aux tetracyclines mais résistante aux beta-lactames et aux quinolones. Cette résistance aux quinolones peut être expliquée par la présence de mutations dans le QRDR (région déterminant la résistance aux quinolones) des gènes gyrA et parC. En conclusion, cette thèse a permis de préciser l'implication de W. chondrophila dans la fausse couche. Des études complémentaires seront cependant nécessaires pour confirmer et préciser le rôle exact de W. chondrophila dans les problèmes obstétricaux.

M-protein and other intrinsic virulence factors of Streptococcus pyogenes are encoded on an ancient pathogenicity island.

BACKGROUND: The increasing number of completely sequenced bacterial genomes allows comparing their architecture and genetic makeup. Such new information highlights the crucial role of lateral genetic exchanges in bacterial evolution and speciation. RESULTS: Here we analyzed the twelve sequenced genomes of Streptococcus pyogenes by a naïve approach that examines the preferential nucleotide usage along the chromosome, namely the usage of G versus C (GC-skew) and T versus A (TA-skew). The cumulative GC-skew plot presented an inverted V-shape composed of two symmetrical linear segments, where the minimum and maximum corresponded to the origin and terminus of DNA replication. In contrast, the cumulative TA-skew presented a V-shape, which segments were interrupted by several steep slopes regions (SSRs), indicative of a different nucleotide composition bias. Each S. pyogenes genome contained up to nine individual SSRs, encompassing all described strain-specific prophages. In addition, each genome contained a similar unique non-phage SSR, the core of which consisted of 31 highly homologous genes. This core includes the M-protein, other mga-related factors and other virulence genes, totaling ten intrinsic virulence genes. In addition to a high content in virulence-related genes and to a peculiar nucleotide bias, this SSR, which is 47 kb-long in a M1GAS strain, harbors direct repeats and a tRNA gene, suggesting a mobile element. Moreover, its complete absence in a M-protein negative group A Streptococcus natural isolate demonstrates that it could be spontaneously lost, but in vitro deletion experiments indicates that its excision occurred at very low rate. The stability of this SSR, combined to its presence in all sequenced S. pyogenes sequenced genome, suggests that it results from an ancient acquisition. CONCLUSION: Thus, this non-phagic SSR is compatible with a pathogenicity island, acquired before S. pyogenes speciation. Its potential excision might bear relevance for vaccine development, because vaccines targeting M-protein might select for M-protein-negative variants that still carry other virulence determinants.

Melanization and pathogenicity in Tenebrio molitor and Pacifastacus leniusculus by Aeromonas hydrophila.

Aeromonas hydrophila is the most common Aeromonas species causing infections in human and other animals such as amphibians, reptiles, fish and crustaceans. Pathogenesis of Aeromonas species have been reported to be associated with virulence factors such as lipopolysaccharides (LPS), bacterial toxins, bacterial secretion systems, flagella, and other surface molecules. Several mutant strains of A. hydrophila AH-3 were initially used to study their virulence in two animal species, Pacifastacus leniusculus (crayfish) and Tenebrio molitor larvae (mealworm). The AH-3 strains used in this study have mutations in genes involving the synthesis of flagella, LPS structures, secretion systems, and some other factors, which have been reported to be involved in A. hydrophila pathogenicity. Our study shows that the LPS (O-antigen and external core) is the most determinant A. hydrophila AH-3 virulence factor in both animals. Furthermore, we studied the immune responses of these hosts to infection of virulent or non-virulent strains of A. hydrophila AH-3. The AH-3 wild type (WT) containing the complete LPS core is highly virulent and this bacterium strongly stimulated the prophenoloxidase activating system resulting in melanization in both crayfish and mealworm. In contrast, the ΔwaaE mutant which has LPS without O-antigen and external core was non-virulent and lost ability to stimulate this system and melanization in these two animals. The high phenoloxidase activity found in WT infected crayfish appears to result from a low expression of pacifastin, a prophenoloxidase activating enzyme inhibitor, and this gene expression was not changed in the ΔwaaE mutant infected animal and consequently phenoloxidase activity was not altered as compared to non-infected animals. Therefore we show that the virulence factors of A. hydrophila are the same regardless whether an insect or a crustacean is infected and the O-antigen and external core is essential for activation of the proPO system and as virulence factors for this bacterium.

A chromosomal insertion toolbox for promoter probing, mutant complementation and pathogenicity studies in Ralstonia solanacearum

We describe here the construction of a delivery system for stable and directed insertion of gene constructs in a permissive chromosomal site of the bacterial wilt pathogen Ralstonia solanacearum. The system consists of a collection of suicide vectors the Ralstonia chromosome (pRC) series that carry an integration element flanked by transcription terminators and two sequences of homology to the chromosome of strain GMI1000, where the integration element is inserted through a double recombination event. Unique restriction enzyme sites and a GATEWAY cassette enable cloning of any promoter::gene combination in the integration element. Variants endowed with different selectable antibiotic resistance genes and promoter::gene combinations are described. We show that the system can be readily used in GMI1000 and adapted to other R. solanacearum strains using an accessory plasmid. We prove that the pRC system can be employed to complement a deletion mutation with a single copy of the native gene, and to measure transcription of selected promoters in monocopy both in vitro and in planta. Finally, the system has been used to purify and study secretion type III effectors. These novel genetic tools will be particularly useful for the construction of recombinant bacteria that maintain inserted genes or reporter fusions in competitive situations (i.e., during plant infection).

Detection of virulence-associated genes in Salmonella Enteritidis isolates from chicken in South of Brazil

Salmonella spp. are considered the main agents of foodborne disease and Salmonella Enteritidis is one of the most frequently isolated serovars worldwide. The virulence of Salmonella spp. and their interaction with the host are complex processes involving virulence factors to overcome host defenses. The purpose of this study was to detect virulence genes in S. Enteritidis isolates from poultry in the South of Brazil. PCR-based assays were developed in order to detect nine genes (lpfA, agfA, sefA, invA, hilA, avrA, sopE, sivH and spvC) associated with the virulence in eighty-four isolates of S. Enteritidis isolated from poultry. The invA, hilA, sivH, sefA and avrA genes were present in 100% of the isolates; lpfA and sopE were present in 99%; agfA was present in 96%; and the spvC gene was present in 92%. It was possible to characterize the isolates with four different genetic profiles (P1, P2, P3 and P4), as it follows: P1, positive for all genes; P2, negative only for spvC; P3, negative for agfA; and P4, negative for lpfA, spvC and sopE. The most prevalent profile was P1, which was present in 88% of the isolates. Although all isolates belong to the same serovar, it was possible to observe variations in the presence of these virulence-associated genes between different isolates. The characterization of the mechanisms of virulence circulating in the population of Salmonella Enteritidis is important for a better understanding of its biology and pathogenicity. The frequency of these genes and the establishment of genetic profiles can be used to determine patterns of virulence. These patterns, associated with in vivo studies, may help develop tools to predict the ability of virulence of different strains.

Classification of antimicrobial resistance using artificial neural networks and the relationship of 38 genes associated with the virulence of Escherichia coli isolates from broilers

Avian pathogenic Escherichia coli (APEC) is responsible for various pathological processes in birds and is considered as one of the principal causes of morbidity and mortality, associated with economic losses to the poultry industry. The objective of this study was to demonstrate that it is possible to predict antimicrobial resistance of 256 samples (APEC) using 38 different genes responsible for virulence factors, through a computer program of artificial neural networks (ANNs). A second target was to find the relationship between (PI) pathogenicity index and resistance to 14 antibiotics by statistical analysis. The results showed that the RNAs were able to make the correct classification of the behavior of APEC samples with a range from 74.22 to 98.44%, and make it possible to predict antimicrobial resistance. The statistical analysis to assess the relationship between the pathogenic index (PI) and resistance against 14 antibiotics showed that these variables are independent, i.e. peaks in PI can happen without changing the antimicrobial resistance, or the opposite, changing the antimicrobial resistance without a change in PI.