Identifying reliable screening tools and characterizing tolerant germplasm sources is essential for developing wheat (Triticum aestivum L.) varieties suited for the hot areas of the world. Our objective was to evaluate heat tolerance of promising wild tetraploid wheat (Triticum turgidum L.) accessions that could be used as sources of heat tolerance in common- and durum-wheat (Triticum durum) breeding programs. We screened 109 wild tetraploid wheat accessions collected by the International Center for Agriculture Research in the Dry Areas (ICARDA) from the hottest wheat growing areas in Africa and Asia, as well as, two common wheat checks for their response to heat stress by measuring damage to the thylakoid membranes, flag leaf temperature depression (FLTD), and spike temperature depression (STD) during exposure to heat stress for 16 beginning at anthesis. Measurements were taken on the day of anthesis then 4, 8, 12, and 16 days post anthesis (DPA) under controlled optimum and heat-stress conditions. Individual kernel weight (IKW) and heat susceptibility index (HSI) measurements were also obtained. Prolonged exposure to heat stress was associated with increased damage to thylakoid membranes, as indicated by the high ratio of constant fluorescence (O) to peak variable fluorescence (P). A positive and significant correlation was found between O/P ratio and both FLTD and STD under heat-stress conditions. A negative and significant correlation was found between FLTD and HSI and between STD and HSI based on the second and third measurements (4 and 8 DPA). Correlations obtained after the third measurement were not significant because heat-stress accelerated maturity and senescence. For a pedigree-based mapping strategy a family approach was then developed by crossing and back-crossing heat-tolerant and heat-susceptible germplasm. A set of 800 lines resulting from the pedigree-based family approach was phenotyped using FLTD, chlorophyll content and yield and its components under heat stress. Genotyping of these lines was accomplished using simple sequence repeat (SSRs) markers. Some QTLs associated with heat stress tolerance were identified. This study identified potential heat-tolerant wild tetraploid wheat germplasm and QTL conditioning heat tolerance that can be incorporated into wheat breeding programs to improve cultivated common and durum wheat.

En 1975, Wilson et King ont proposé que l'évolution opère non seulement via des changements affectant la structure des protéines, mais aussi via des mutations qui modifient la régulation génétique. L'étude des éléments régulateurs de l'expression génétique a un rôle important dans la compréhension de l'expression de différentes maladies et de la réponse thérapeutique. Nous avons développé un algorithme bio- informatique qui nous permet rapidement de trouver des sites de régulation génétique à travers tout le génome et pour une grande quantité de gènes. Notre approche consiste à trouver des sites polymorphes (SNPs) qui sont en déséquilibre de liaison avec le débalancement allélique (AI) afin de cartographier la région régulatrice et le site responsable. Notre méthode est avantageuse par rapport à d'autres méthodes, car elle n'a pas besoin des données « phasées». De plus, les données de débalancement allélique ne sont pas affectées par des facteurs externes étant donné qu'ils sont mesurés dans la même cellule. Nous avons démontré que notre approche est fiable et qu'elle peut détecter des sites loin du gène. De plus, il peut être appliqué à des données de génotypage sans avoir besoin de les « phaser » . / Wilson and King (1975) proposed that evolution frequently operates through mutations affecting genetic regulation. Likewise, it is expected that genetic variation responsible for inter-individual differences will be due to variation in regulatory sites. Identifying such sites is thus important in the genetic and medical research. We have developed a new bioinformatics algorithm to find genome-wide regulatory sites for a big number of genes. Individuals carrying different alleles at a regulatory site will exhibit allelic imbalance(AI) due to differential expression of the two copies the same locus. Our approach consists of searching polymorphic sites (SNPs) in linkage disequilibrium with AI in order to map regulatory regions. We have detected many SNPs associated to the regulation of different genes pointed in previous studies. We have also found regulatory regions far from the transcription start site (TSS). The major advantage of this method is that phased data is not needed. In addition, AI data has the benefit of not being affected by external factors since it is measured in the same cell. The results show that our approach is reliable and it can detect sites far from the gene.

The evolutionary history of the human species has generated complex patterns of population structure and linkage disequilibrium (non-random associations of alleles at different loci or LD). The understanding of these patterns is crucial to two of the most important challenges facing biomedical science today: the identification of disease predisposing genes and prediction of variable drug reactions. The genetic variation revealed by these endeavours can also illuminate the underlying population historical processes. Here, I illustrate each of these applications: first, by assessing the demographic context of cultural change in the British Isles. Y chromosome variation indicates that the Viking age invasions left a significant paternal legacy (at least in Orkney), while the Neolithic and Iron Age cultural transitions did not. In contrast, mitochondrial DNA and X chromosome variation indicate that one or more of these pre-Anglo-Saxon revolutions had a major effect on the maternal genetic heritage of the British Isles. Second, I provide conclusive evidence that diverse demographic histories produce strikingly different patterns of association. Elevated LD extends an order of magnitude further in the Lemba, a Bantu-Semitic hybrid population, than in the putative parental populations. A significant relationship between allele-frequency differentials in the parental populations and the Lemba LD demonstrates that it is admixture-generated. Third, I demonstrate that the genetic structure inferred in a heterogeneous sample using neutral markers (a) shows ethnic labels to be inaccurate descriptions of human population structure, and (b) predicts drug metabolising profiles, defined by the distribution of drug metabolising enzyme variants. Thus the trade-off between therapeutic response and adverse drug reactions will differ between different sub-clusters. Assessment of genetic structure during drug trials is therefore, like the empirical evaluation of each population’s pattern of LD, a necessity.

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No. of bitstreams: 2 Dissertação - Mariana Paiva Lopes - 2014 .pdf: 2192084 bytes, checksum: e551c174d821b3b398247680a94c40cd (MD5) license_rdf: 0 bytes, checksum: d41d8cd98f00b204e9800998ecf8427e (MD5) Previous issue date: 2014-03-12 / Coordenação de Aperfeiçoamento de Pessoal de Nível Superior - CAPES / The gene for tumor necrosis factor (TNF) is located in the human MHC central region known as class III (Major Histocompatibility Complex). This gene encodes an important pro- inflammatory cytokine produced primarily by macrophages, and it has been associated with several diseases, such as autoimmune and degenerative ones. Studies indicate that TNF polymorphisms may influence their level of expression and activity and therefore could influence susceptibility to tumors. Whereas the bladder urothelium can constantly be the target of inflammatory processes and as the main forms of treatment of bladder tumors are immunotherapy, the genetic profile of an individual can influence susceptibility to this type of injury. In this study, we analyzed the structure and variability of the regulatory region of the TNF gene in Brazilian samples and the results were compared with data obtained by 1000Genomes project. A study of association between polymorphisms of the promoter region of TNF and bladder carcinoma patients in the state of São Paulo in Ribeirão Preto, in our analysis was conducted there was no relationship of the data found with bladder carcinoma. In all evaluated populations we found 15 variation points, found in 11 Brazilian and 15 variation points found in the 1000Genomes data, these variation points are arranged in 20 different haplotypes. These haplotypes with comparisons involving primate sequences indicated that one allele arose before the main speciation and human dispersion. Two strains were defined by haplotype relationships and are probably very old in human evolutionary history, since all populations evaluated showed haplotypes belonging to each of these strains. The frequency of haplotype H01 is the highest among all populations evaluated. However, the haplotype H12, although at reduced frequency compared to H01 is probably the oldest haplotype in part by the second line being shared with other primates. / O gene do Fator de Necrose Tumoral (TNF) humano está localizado no MHC (Complexo Principal de Histocompatibilidade) central, região conhecida como classe III. Este gene codifica uma citocina pró-inflamatória importante, produzida principalmente por macrófagos, que tem sido relacionada com diversas doenças, como as autoimunes e as degenerativas. Estudos indicam que polimorfismos do TNF podem influenciar seu nível de expressão e atividade e, portanto, poderiam influenciar a susceptibilidade a tumores. Considerando que o urotélio vesical pode ser constantemente alvo de processos inflamatórios e que as principais formas de tratamento de tumores vesicais são imunoterápicos, o perfil genético de um indivíduo pode influenciar a susceptibilidade a esse tipo de lesão. Neste estudo analisamos a estrutura e a variabilidade da região regulatória do gene TNF em amostras brasileiras e os resultados foram comparados com dados obtidos pelo projeto 1000Genomes. Foi realizado um estudo de associação entre polimorfismos da região promotora do TNF e o carcinoma vesical em pacientes do estado de São Paulo da cidade de Ribeirão Preto, nas nossas análises não houve relação dos dados encontrados com o carcinoma vesical. Considerando todas as populações avaliadas foram encontrados 15 pontos de variação, 11 encontrados nas amostras brasileiras e 15 encontrados nos dados do projeto 1000Genomes, esses pontos de variação estão arranjados em 20 haplótipos diferentes. Esses haplótipos em conjunto com as comparações envolvendo sequências de primatas indicam que um alelo principal surgiu antes da especiação e dispersão humana. Duas linhagens foram definidas pelas relações haplotípicas e são, provavelmente, muito antigas na história evolutiva humana, já que todas as populações avaliadas apresentaram haplótipos pertencentes a cada uma destas linhagens. A frequência do haplótipo H01 é a mais alta entre todas as populações avaliadas. No entanto, o haplótipo H12, embora com frequência reduzida quando comparado com o H01, provavelmente é o haplótipo mais antigo em parte por esta segunda linhagem ser compartilhada com outros primatas.

The selection on genetic values predicted from markers could substantially increase the rate of genetic gain in animals by increasing accuracy of prediction and reducing generation interval, especially for difficult to measure traits, such as feed efficiency. Feed efficiency is the most important trait in animal production due to its impacts on cost of production and environmental factors. Many metrics measure the feed efficiency, such as ratio of gain to feed (FER), the ratio of feed to gain (FCR) and residual feed intake (RFI). Nevertheless, in ovine, no study with the aim of understand the genetic variants or the accuracy of genomic estimated breeding value (GEBV) for feed efficiency traits was published yet. Moreover, before to apply the genomic information, it is necessary to understand and characterized the population structure, for instance, by linkage disequilibrium (LD). Both genome-wide association studies (GWAS) and genomic selection (GS) leverage LD between marker and causal mutation. Based on the above considerations, the aim of this study was to map LD in ovine, characterized by Brazilian Santa Inês sheep; to search genetic variants for feed efficiency traits (FER, FCR and RFI) through GWAS; and to verify the accuracy of GEBV for RFI. In total, 396 samples (animals) of Longissimus dorsi muscle were collect. A high-density panel of SNP (Illumina High-Density Ovine SNP BeadChip®) comprising 54,241 SNPs was used to obtain the genotyping data. The phenotype data was comprised of 387 animals. The average LD between adjacent markers for two LD metrics, r² and |D\'|, were 0.166 and 0.617, respectively. The degree of LD estimated was lower than reported in other species and it was characterized by short haplotype blocks. Consequently, for genomic analyses, high-density panels of marker are recommended. Many markers were associated to feed efficiency traits in GWAS, mainly to RFI trait. Few candidate genes were reported in this study, highlighting NRF-1 (nuclear respiratory factor 1), which controls mitochondrial biosynthesis, the most important process responsible by a great fraction of the produced energy. Finally, we verified the accuracy of GEBV for RFI using few Bayesian regression models, and we found low accuracy, ranging from 0.033 (BayesB with π=0.9912) to 0.036 (BayesA), which might be explained by the low relationship among animals and small training population. / A seleção com base nos valores genéticos genômicos preditos pode aumentar substancialmente a taxa de ganho genético em animais por meio do aumento da acurácia de predição e redução do intervalo de gerações, especialmente para características de difícil e/ou onerosa mensuração, como eficiência alimentar. A eficiência alimentar é uma das características mais importantes na produção animal devido principalmente aos seus impactos econômicos e ambientais. Muitas métricas representam a eficiência alimentar, por exemplo: a relação do ganho de peso e consumo alimentar (EA), a proporção do consumo alimentar e ganho de peso (CA) e o consumo alimentar residual (CAR). Em ovinos, nenhum estudo com o objetivo de buscar variantes genéticas ou verificar a acurácia do valor genético genômico estimado para eficiência alimentar foi publicado. Adicionalmente, antes de aplicar a informação genômica, é necessário compreender e caracterizar a estrutura da população, como por meio do desequilíbrio de ligação (LD). O estudo de associação genômica (GWAS) e seleção genômica (GS) consideram o LD entre marcador e a mutação causal. Com base nas considerações acima, o objetivo deste estudo foi mapear o LD em ovinos, caracterizado pela raça ovina Santa Inês; localizar variantes genéticas para as características de eficiência alimentar (EA, CA e CAR) utilizando a abordagem GWAS; e verificar a acurácia da estimação dos valores genéticos genômico para o CAR. No total, foram coletadas 396 amostras (animais) do músculo Longissimus dorsi, para posterior genotipagem utilizando o painel de alta densidade (Illumina High-Density Ovine SNP BeadChip®), compreendendo 54.241 SNPs. O banco fenotípico é composto por 387 animais. O LD médio entre marcadores adjacentes para duas métricas de LD, r² e |D\'|, foram 0,166 e 0,617, respectivamente. O grau de LD estimado foi menor que o relatado em outras espécies e foi caracterizado por blocos de haplótipos curtos. Consequentemente, para as análises genômicas são recomendados painéis de marcadores de alta densidade. No GWAS, foram encontrados muitos marcadores associados aos fenótipos, em especial, à característica CAR. Alguns genes candidatos foram relatados neste estudo, destacando-se o NRF-1 (fator respiratório nuclear 1), que controla a biossíntese mitocondrial, o processo mais importante responsável por grande parte da produção de energia. Finalmente, verificamos a acurácia do valor genético genômico estimado para o CAR usando modelos de regressão Bayesiana, e encontramos baixos valores para acurácia (0,033 a 0,036) o que pode ser explicado pelo baixo grau de relacionamento entre os indivíduos e tamanho reduzido da população de treinamento.

Chez la tomate, l'amélioration pour la qualité du fruit est rendue difficile par la multiplicité et la complexité des caractères. La cartographie de QTL a permis la caractérisation génétique de ces caractères. L'objectif est maintenant d'identifier les gènes sous-jacents aux QTL. Nous avons utilisé la cartographie par déséquilibre de liaison (DL) dans ce but. Pour éviter les fausses associations entre caractères et polymorphismes moléculaires, la structure génétique a été prise en compte dans l'analyse. La tomate cultivée montre un faible niveau de diversité génétique, ce qui réduit la résolution de cartographie. Le génome de la tomate de type cerise est décrit comme une mosaïque entre celui de la tomate cultivée et de l'ancêtre sauvage. Ce mélange devrait augmenter la résolution des études d'association. Nous avons utilisé une « core collection » focalisée sur des accessions de type cerise pour valider la région génomique contenant un QTL pour le nombre de loges. Deux mutations sont associées avec le caractère. Ces deux SNP ont évolué différemment du reste du chromosome 2, en subissant une sélection balancée qui témoigne de l'augmentation de la diversité morphologique lors de la domestication. L'étude, focalisée sur le chromosome 2, a permis d'analyser l'étendue du DL en fonction de la distance génétique et physique. Des associations, entre polymorphismes et phénotypes étudiés, ont été détectés avec des méthodes prenant en compte la structure génétique. Nous avons montré l'intérêt d'utiliser la structure en mosaïque du génome des accessions de type cerise pour surmonter les limitations de résolution dans les analyses d'associations chez une espèce cultivée autogame. / In Tomato (Solanum lycopersicum), breeding for fruit quality is difficult due to the multiplicity and complexity of the traits. QTL mapping has allowed the genetic characterization of these traits. One of the challenges is now to identify the genes underlying these QTLs. Following this aim, we used linkage-disequilibrium (LD) mapping. To avoid hazardous associations between traits and polymorphisms, the genetic structure has to be taken into account for LD mapping. Cultivated tomato showed low genetic diversity reducing mapping resolution. Cherry type tomato genome is described to be admixture between cultivated tomato and its wild ancestor. Such admixture may increase resolution of association mapping. We used a core collection focused on cherry type accessions to validate a candidate gene for a fruit locule-number QTL. We found that two single nucleotide polymorphisms (SNP) were highly associated with the trait. These two SNP evolved differently from the rest of the chromosome 2. They underwent a balanced selection which testifies a selection for fruit morphology diversity by human. Association mapping, focused on whole chromosome 2, allowed us to assess the extent of linkage disequilibrium over genetic and physical distances. Associations of polymorphisms with phenotypes were detected with structured association methods. We thus showed efficiency of genome admixture to overcome the low-resolution limitation of association mapping for an inbred crop. We validated previously identified QTLs and found associations with new QTLs and new candidate genes. An evolutionary model including bottleneck and gene flow between wild and domesticated forms is also presented.

La fusariose des épis des céréales est due à un champignon pathogène (Fusarium spp.) qui entraine non seulement une perte directe de rendement en interrompant le remplissage des grains, mais également une perte indirecte par la production de mycotoxines, responsables de perturbations de procédés industriels et d'intoxications alimentaires. Parmi les différents moyens de lutte, la création de variétés résistantes semble la stratégie la plus efficace et la plus durable. Plusieurs variétés exotiques ont ainsi été identifiées comme résistantes mais présentent la particularité d'être difficilement cultivables sous nos latitudes. L'obtention de variétés résistantes adaptées à nos climats passe donc par une meilleure connaissance des mécanismes de résistance disponibles. La détection de QTL (Quantitative Trait Loci) chez le blé tendre a déjà permis de localiser certains des facteurs génétiques impliqués dans des mécanismes de résistance. Cependant l'utilisation de ces résultats en amélioration des plantes se heurte à deux contraintes majeures : la position des QTL reste le plus souvent imprécise et ces QTL, dérivant de populations biparentales, ne représentent qu'une fraction de la diversité génétique potentiellement intéressante pour ce caractère. L'objectif de la thèse était d'étudier la résistance du blé à la fusariose en réalisant une approche de génétique d'association. L'utilisation de génotypes faiblement apparentés et d'une densité élevée de marqueurs a permis de détecter des associations entre le polymorphisme génétique et des variations phénotypiques. Après avoir réalisé une synthèse sur le pathogène et sur l'approche par génétique d'association, le premier travail a été de réaliser une carte génétique fiable afin de pouvoir localiser les associations mises en évidence. Un panel de 195 variétés de blé tendre élites a été évalué pour leur résistance globale à la fusariose, pour leur résistance à la progression des symptômes et pour leur résistance à l'accumulation des mycotoxines. Des notations morphologiques (précocité, taille, aristation, nombre d'épillets par épi et extrusion des anthères) ont également été réalisées afin d'évaluer leur influence dans l'infestation. Ces variétés ont été génotypées avec 3016 marqueurs SNP, 200 marqueurs SSR et 1400 marqueurs DArT. Préalablement à la réalisation des tests d'association, l'étude de la structure a mis en évidence trois origines géographiques (française, anglaise et allemande) des variétés du panel. De même, l'étude du déséquilibre de liaison a montré que celui-ci était conservé sur une distance comprise entre 2 et 6 cM. L'étude d'association réalisée sur les notations d'infestation a permis d'identifier plusieurs zones associées, dont plusieurs sont colocalisées avec des Meta-QTL et/ou avec des zones identifiées avec les notations morphologiques. La densification en marqueurs de 6 zones associées avec les différentes notations d'infestation, localisées sur les chromosomes 1A, 1D, 2A, 2B, 5A et 7A, ont permis de confirmer ces régions, de restreindre fortement l'intervalle d'intérêt et de mettre en évidence de potentiels gènes candidats. Cette analyse a ainsi permis de mieux comprendre les mécanismes génétiques et morphologiques impliqués dans la résistance à la fusariose des épis. La décomposition en trois partie de cette résistance (résistance globale, résistance à la progression des symptômes, et résistance à l'accumulation des mycotoxines) montre l'existence de mécanismes génétiques indépendants et donc complémentaire à prendre en compte dans une stratégie de création de variétés résistantes à la fusariose des épis. / Fusarium head blight (FHB), caused by the fungal pathogen Fusarium spp., is a major cereals disease that not only cause direct yield losses, by interrupting grain filling, but also indirect quality losses by the production of mycotoxins, responsible of industrial processes disturbance and food poisoning. Most wheat breeding programs in FHB-affected areas of the world have been screening germplasm to identify sources of improved tolerance. Unfortunately, these sources of genetic resistance are often of exotic origin and not adapted to West European growing conditions. The selection of adapted varieties with improved tolerance therefore needs a better characterization of resistance mechanisms. Several QTL for FHB resistance in wheat have been identified in European germplasm, but the use of these information in marker-assisted selection is constrained by the precision of the QTL and the low diversity tested by using biparental population.The aim of the present study is to use association mapping, also called linkage disequilibrium mapping, to identify loci involved in the resistance to FHB. This method refers to the analysis of statistical associations between genotypes determined in a collection of individuals, and the phenotypes of the same individuals. A dense genetic map was compiled to localize precisely the association results. Resistance to F. graminearum was studied in a panel of 195 elite wheat varieties by the evaluation of three components: resistance to global infection, resistance to symptom progression and resistance to accumulation of mycotoxins. Morphological factors (plant height, heading date, awnedness, spikelets per ears, anther extrusion), known to influence resistance to FHB, were also recorded. All the varieties have been genotyped with around 3300 SNP markers, 200 SSR markers and 1400 DArT markers. We first investigated the structure of the panel, which could generate bias in the estimate of allele effects, if not included explicitly in the association models. We showed that the structure is based on geographical origin (French, German and UK). Study of the linkage disequilibrium (LD) showed an extent of LD between 2 and 6 cM. Results of association studies permitted to identify several loci for each of the evaluated components of resistance. Some of these loci colocalized with the results of the MetaQTL analysis and/or with loci associated with morphological traits. We selected more specifically 6 loci, located on chromosome 1A, 1D, 2A, 2B, 5A and 7A. Marker saturation of the regions, allowed to confirm the genome wide association results and to increase the accuracy of the loci of interest. This analysis allowed to better understand the many factors that influenced FHB resistance, whether genetic or morphological. Results show that the genetic mechanisms are independent between the three components and therefore, information obtained for each component are to be used complementary to create varieties with increased resistance to FHB.

La recherche des signatures génétiques de l'adaptation locale est d'un grand intérêt pour de nombreuses études de génétique des populations. Les approches pour trier les loci sélectifs à partir de leur contexte génomique, se concentrent sur les valeurs extrêmes de l'indice de fixation, FST, à travers les loci. Cependant, le calcul de l'indice de fixation devient difficile lorsque la population est génétiquement continue, lorsque la prédéfinition des sous-populations est une tâche difficile et en présence d'individus mélangés dans l'échantillon. Dans cette thèse, nous présentons une nouvelle méthode pour identifier les loci sous sélection basée sur une extension de la statistique FST à des échantillons avec des individus mélangés. Considérant notre objectif d'explorer des méthodes statistiques pour identifier l'adaptation locale dans la population mélangée, nous avons inclus des données spatiales pour calculer les coefficients d'ascendance et les fréquences d'allèles. Pour enrichir notre travail, nous avons investigué les effets du déséquilibre de liaison et des méthodes d'élagage de LD dans les analyses de génomes pour la sélection. / Finding genetic signatures of local adaptation is of great interest for many population genetic studies. Common approaches to sorting selective loci from their genomic background focus on the extreme values of the fixation index, FST, across loci. However, the computation of the fixation index becomes challenging when the population is genetically continuous, when predefining subpopulations is a difficult task, and in the presence of admixed individuals in the sample. In this thesis, we present a new method to identify loci under selection based on an extension of the FST statistic to samples with admixed individuals. Considering our goal of exploring statistical methods to identify local adaptation in admixed population, we included spatial data to compute ancestry coefficients and allele frequencies. To enrich our work, we investigated the effects of linkage disequilibrium and LD-pruning methods in genome scans for selection.

L'un des objectifs centraux de la biologie est de comprendre comment l'ADN, la séquence primaire, donne lieu à des traits observables. À cette fin, nous examinons ici des méthodes pour identifier les composants génétiques qui influencent les traits microbiens. Par « identifier », nous entendons l'élucidation à la fois l'état allélique et de la position physique de chaque variante causale d'un phénotype d'intérêt à la résolution des nucléotides de paires de bases. Nous nous sommes concentrés sur les études d'association génomique (genome-wide association studies; GWAS) en tant qu'approche générale d’étudier l'architecture génétique des traits. L'objectif global de cette thèse était d'examiner de manière critique les méthodologies GWAS et de les considérer en pratique dans des populations microbiennes fortement clonales et non- clonales (i.e. avec recombinaison fréquent). Le domaine de la GWAS microbienne est relativement nouveau par rapport aux quinze dernières années de la GWAS humaine, et en tant que tel, nous avons commencé par un examen de l'état de la GWAS microbienne. Nous avons posé deux questions principales : 1) Les méthodes GWAS humaines fonctionnent-elles facilement et sans modification pour les populations microbiennes ? 2) Et sinon, quels sont les problèmes méthodologiques centraux et les modifications nécessaires pour la GWAS microbienne? À partir de ces résultats, nous avons ensuite détaillé le déséquilibre de liaison (linkage disequilibrium; LD) comme principal obstacle dans la GWAS microbien, et nous avons présenté une nouvelle méthode, POUTINE, pour relever ce défi en exploitant les mutations homoplasiques pour briser implicitement la structure LD. Le reste de la thèse présente à la fois les méthodes traditionnelles GWAS (comptage des allèles) et POUTINE (comptage d’homoplasies) appliquées à une population hautement recombinogène de génomes de vibrions marins. Malgré une taille d'échantillon modeste, nous donnons un premier aperçu de l'architecture génétique de la résistance aux bactériophages dans une population naturelle, tout en montrant que les récepteurs des bactériophages jouent un rôle primordial. Ce résultat est en pleine cohérence avec des expériences en laboratoire de coévolution phage-bactérie. Il est important de noter que cette architecture met en évidence à quel point la sélection positive peut sculpter certains traits microbiens différemment de nombreux traits complexes humains, qui sont généralement soumis à une faible sélection purificatrice. Plus précisément, nous avons identifié des mutations à effet important à haute fréquence qui sont rarement observées dans les phénotypes complexes humains où de nombreuses mutations à faible effet contribuent à l'héritabilité. La thèse se termine par des perspectives sur les voies à suivre pour la GWAS microbienne. / One of the central goals of biology is to understand how DNA, the primary sequence, gives rise to observable traits. To this aim, we herein examine methods to identify the genetic components that influence microbial traits. By "identify" we mean the elucidation of both the allelic state and physical position of each causal variant of a phenotype of interest down to the base-pair nucleotide resolution. Our focus has been on genome-wide association studies (GWAS) as a general approach to dissecting the genetic architecture of traits. The overarching aim of this thesis was to critically examine GWAS methodologies and to consider them in practice in both strongly clonal and highly recombining microbial populations. The field of microbial GWAS is relatively new compared to the over fifteen years of human GWAS, and as such, we began this work with an examination of the state of microbial GWAS. We asked and attempted to answer two main questions: 1) Do human GWAS methods readily work without modification for microbial populations? 2) And if not, what are the central methodological problems and changes that are required for a successful microbial GWAS? Building from these findings, we then detailed linkage disequilibrium (LD) as the primary obstacle in microbial GWAS, and we presented a new method, POUTINE, to address this challenge by harnessing homoplasic mutations to implicitly break LD structure. The remainder of the thesis showcases both traditional GWAS methods (allele counting) and POUTINE applied to a highly recombining population of marine vibrio genomes. Despite a small sample size, we provide a first glimpse into the genetic architecture of bacteriophage resistance in a natural population and show that bacteriophage receptors play a primary role consistent with experimental populations of phage-bacteria coevolution. Importantly, this architecture highlights how strong positive selection can sculpt some microbial traits differently than many human complex traits, which are generally under weak purifying selection. Specifically, we identified common frequency, large-effect mutations that are rarely observed in human complex phenotypes where many low-effect mutations are thought to contribute to the bulk of heritability. The thesis concludes with perspectives on ways forward for microbial GWAS.

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