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Stepwise forward multiple regression for complex traits in high density genome-wide association studies.Gu, Xiangjun. Rosner, Gary, Daiger, Stephen, Chan, Wenyaw, January 2007 (has links)
Thesis (Ph. D.)--University of Texas Health Science Center at Houston, School of Public Health, 2007. / Source: Dissertation Abstracts International, Volume: 68-10, Section: B, page: 6419. Advisers: Christopher I. Amos; Ralph F. Frankowski. Includes bibliographical references.
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Genetic susceptibility to invasive Nontyphoidal Salmonella disease in African childrenGilchrist, James January 2016 (has links)
Nontyphoidal Salmonella (NTS) causes invasive, and frequently fatal, disease in African children. The burden of disease secondary to NTS reflects inadequacy of Salmonella-control strategies in Africa, with expanding antibiotic resistance, and no licensed anti-NTS vaccine. The delivery of improved interventions to prevent, diagnose, and treat invasive NTS (iNTS) infection, will be facilitated by an improved understanding of the biological determinants of susceptibility to iNTS, including host genetic factors. To identify host genetic determinants of iNTS disease, we performed a GWAS and replication analysis of NTS bacteraemia in African children. This analysis identified and validated a common genetic variant in STAT4 associated with increased iNTS risk. To characterise the function of the NTS-associated STAT4 variant, we utilised a genotype-selectable bioresource of healthy European adults and samples from African children with iNTS disease. In these experiments, the risk genotype at STAT4 is associated with reduced STAT4 RNA expression in stimulated leukocytes, and reduced IFNγ production in both ex vivo stimulated natural killer cells and in the serum of African children with acute NTS bacteraemia. To validate genetic variation suggestively associated with NTS bacteraemia in the GWAS, NTS-associated loci with evidence of regulatory function were prioritised for functional characterisation. Using in vitro models of intracellular Salmonella infection and RNA interference, I characterise the role of a candidate NTS-susceptibility determinant, EVI5L, in Salmonella infections. Finally, applying a pathway enrichment analysis to the NTS bacteraemia GWAS demonstrated that NTS-associated genetic variation in African children is enriched for methionine salvage enzymes. I further investigate the potential for host-pathogen interaction in this pathway, generating and characterising Salmonella mutants deficient in methionine metabolism. Taken together, these data represent the first unbiased assessment of genetic susceptibility to iNTS disease in unselected populations. These results have important implications for the design of Salmonella-control strategies for use in Africa.
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Estudos genômicos de características indicadoras de eficiência alimentar em duas populações de bovinos da raça Nelore / Genomic studies of feed efficiency traits in two Nelore populationsSantos, Samuel Wallace Boer dos 31 July 2018 (has links)
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Previous issue date: 2018-07-31 / Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq) / Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP) / Características de eficiência alimentar estão diretamente associadas com a lucratividade e sustentabilidade da bovinocultura de corte. Conversão alimentar, consumo alimentar residual, consumo de matéria seca, eficiência alimentar e ganho em peso, são características importantes para a seleção de animais mais eficientes dentro de um sistema de produção, porém, com exceção do ganho em peso, as demais não vêm sendo consideradas como critérios de seleção devido à dificuldade de obtenção de fenótipos para as mesmas. Com o avanço nas tecnologias de genotipagem e sequenciamento, foram desenvolvidos chips de alta densidade de marcadores do tipo SNP (Single Nucleotide Polymorphism) espalhados pelo genoma. Estas informações moleculares vêm sendo utilizadas em estudos de associação genômica ampla (GWAS) e de seleção genômica (SG). Basicamente, o GWAS permite a identificação de variações genéticas de maior efeito sobre a expressão fenotípica de características de interesse, enquanto a SG visa a predição do valor genômico direto dos candidatos à seleção utilizando apenas a informação molecular, o que tem revolucionado o melhoramento genético por proporcionar a diminuição do intervalo de geração e o aumento da acurácia de predição dos valores genéticos dos animais. Assim sendo, os objetivos do presente trabalho foram: 1) encontrar regiões cromossômicas de maior efeito sobre características de eficiência alimentar em animais Nelore provenientes de dois programas de melhoramento (Instituto de Zootecnia - IZ e Nelore Qualitas), visando encontrar possíveis diferenças/semelhanças entre as populações; 2) avaliar a existência de genes candidatos comum às populações; e 3) avaliar a possibilidade e os benefícios de combinar estas duas populações Nelore em estudos de seleção genômica. Foram utilizadas informações fenotípicas e genotípicas de 1.137 animais do IZ e 817 animais do Qualitas. Os animais foram genotipados com painel de alta densidade (Illumina BovineHD chip) ou tiveram seus genótipos imputados para HD através do software FImpute. Após o controle de qualidade dos genótipos, permaneceram para análise 408.161 SNPs para o IZ e 428.621 SNPs para o Qualitas. O GWAS foi realizado para cada população individualmente, considerando a metodologia GBLUP. Modelos unicaracterísticos foram empregados nas análises, incluindo, além dos efeitos aleatórios de animal e resíduo, os efeitos sistemáticos de grupos de contemporâneos (GC), os quais foram definidos como: sexo, ano de nascimento e instalação (IZ) e ano do teste e baia (Qualitas). Para o IZ também foram incluídos, para todas as características, os efeitos fixos de mês de nascimento, e, como covariáveis, idade do animal (linear), idade da mãe (linear e quadrática) e os dois primeiros componentes principais (obtidos a partir da matriz G). O efeito quadrático da idade do animal foi incluído no modelo apenas para o consumo de matéria seca e ganho médio diário. Para o Qualitas, foi considerado, para todas as características, o efeito linear da idade do animal como covariável. No GWAS, foram encontradas algumas regiões cromossômicas de maior efeito para cada característica nas duas populações, porém, não foram encontradas regiões em comum. No estudo de seleção genômica (SG), foram utilizados dez diferentes abordagens e esquemas envolvendo as duas populações para comparar a acurácia de predição. Em geral, a combinação das populações pode gerar benefícios para a seleção genômica, porém, tais benefícios dependem da característica e do esquema de validação. / Feed efficiency traits are directly associated with the profitability and sustainability of beef cattle. Feed conversion rate, residual feed intake, dry matter intake, feed efficiency and average daily gain are important traits for the selection of more efficiency animals within a production system, but, except for weight gain, the others have not been considered as selection criteria due to the difficulty of obtaining phenotypes. With the advance in genotyping and sequencing technologies, high density chips of SNP (Single Nucleotide Polymorphism) have been developed. This molecular information has been used in genome-wide association (GWAS) and genomic selection (GS) studies. Basically, GWAS allows the identification of genetic variations with major effects on the phenotypic expression of traits of interest, while SG aims at the prediction of direct genomic value for the selection candidates using only their molecular information, which has revolutionized the animal breeding by providing a decrease in generation interval and increases in the prediction accuracies of breeding values. Thus, the objectives of the present study were to: 1) identify chromosomal regions with major effects on feed efficiency traits in animals from two Nellore breeding programs (Instituto de Zootecnia and Nellore Qualitas), in order to find possible differences/similarities between the populations; 2) evaluate the existence of candidate genes in common to populations; and 3) evaluate the possibility and benefits of combining these two Nellore populations in genomic selection studies. Phenotypic and genotypic information of 1,137 animals from IZ and 817 from Qualitas were used. The animals were genotyped with high density panel (Illumina BovineHD chip) or had their genotypes imputed to HD through the FImpute software. After quality control, remained for analysis 408,161 SNPs for IZ and 428.611 SNPs for Qualitas. The GWAS was performed for each population individually, considering the GBLUP methodology. Single-trait models were implemented in the analyzes, including, in addition to the random effects of animal and residual, the systematic effects of contemporary groups (CG), which were defined as: sex, year of birth and pen for the IZ, and year of test and pen for the Qualitas. For IZ, there were also considered, for all traits, the fixed effects of month of birth and, as covariable, age of animal (linear effect), age of dam (linear and quadratic effects) and the first two principal components (calculated based on the G matrix). For ADG and DMI, the quadratic effect of age of animal, as covariable, was added to the model. For Qualitas, it was also included in the model, for all traits, the linear effect of the animal age as covariable. In GWAS, some chromosomal regions of greater effect were found for each trait in both populations. However, no common regions were found. In GS, ten different approach and schemes involving the two Nellore populations were used to compare the accuracy of genomic prediction. In general, genomic predictions combining both populations are feasible, but, the benefits will depend on the trait and validation scheme. / CNPq: 132884/2016-0 / FAPESP: 2016/24228-9 / FAPESP: 2017/13411-0
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Identification and characterisation of the genetic determinants of variable response to antigens from infectious agentsMentzer, Alexander January 2017 (has links)
Despite the success of vaccines in routine use worldwide, there are substantial challenges hampering our ability to develop vaccines against extant diseases including malaria and tuberculosis. Novel approaches are urgently required to help us understand immunological correlates of protection against disease and facilitate our understanding of the impact of human genetic variation on the success of diverse vaccines. To identify host genetic factors responsible for variation in antibody responses against vaccine antigens delivered routinely to infants worldwide I performed a genome-wide association study (GWAS) involving 2,499 infants recruited from three diverse sites across Africa. I identified strong genetic associations between variants in the class II major histocompatibility complex (MHC) locus and responses against five antigens: pertussis toxin (PT), filamentous haemagglutinin (FHA) and pertactin; diphtheria toxin (DT); and hepatitis B surface antigen. To characterise these associations at the gene and allelic level I developed a large, high-resolution (6-digit 'G') population-specific human leukocyte antigen (HLA) imputation reference panel including 697 individuals from the vaccine GWAS typed at 11 genes, highlighting the diversity of HLA across the African continent. Using this panel I imputed HLA into the remaining GWAS dataset to fine-map the associations to specific HLA alleles, amino acid and single nucleotide polymorphism sites; some of which were found to be African specific. I then used these HLA association findings observed with PT response to correlate, through genetics, this trait with susceptibility to whooping cough in an independently recruited and analysed set of cohorts from the UK. I further used these genetic correlations to demonstrate the relevance of levels of PT-specific circulating follicular helper T-cells and TRBV29-1 T-cell receptor gene expression levels in the development of this protective immune response against PT. By using HLA-peptide binding studies I also demonstrate the diversity of mechanisms that are involved in HLA-disease association, showing that the breadth and affinity of DT-peptide binding are increased with HLA-DRB1 alleles associated with increased DT antibody responses. Taken together, these data represent the first comprehensive genetic association study of multiple vaccine responses undertaken in African infants. These results highlight the importance of human genetics in modulating protective responses against vaccine antigens and demonstrate how such associations can be harnessed to understand biological mechanisms of protective efficacy in greater detail that may in turn facilitate future vaccine development.
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Rôle des déterminants génétiques constitutionnels dans le cancer du sein / Germline genetic determinants in breast cancerCurtit, Elsa 15 December 2017 (has links)
Comme pour toute pathologie, la survenue d’un cancer du sein est conditionnée par l’association de facteurs génétiques héréditaires et de facteurs environnementaux acquis. Les facteurs génétiques connus comprennent à la fois des mutations pathogènes rares induisant un risque élevé de développer un cancer du sein et des variants génétiques fréquents (single nucleotides polymorphisms - SNP) responsables d’une faible augmentation du risque. L’ensemble des résultats de ce manuscrit plaide en faveur d’un impact majeur des facteurs génétiques constitutionnels à la fois en ce qui concerne le risque de développer un cancer du sein mais aussi en tant que déterminants du type de cancer du sein, voire du pronostic. La survenue d’un cancer du sein exprimant les récepteurs aux estrogènes et HER2-négatif est associée à 4 SNP introniques du gène FGFR2. Le pronostic des cancers du sein n’est pas associé aux variants impliquant un risque de développer un cancer. Quatre SNP indépendants sont associés à une évolution péjorative des cancers du sein triple-négatifs.La séquence d’événements qui mène du génome du patient à celui de la tumeur reste complexe, mal connue et probablement spécifique à chaque cancer comme l’illustrent les deux cas liés à des mutations germinales BRCA1/2 étudiés en deuxième partie de manuscrit. Le dernier travail permet de faire un lien vers la pratique clinique et rapporte une prévalence des mutations germinales BRCA1/2 d’environ 3% dans une cohorte prospective de patientes présentant un cancer du sein métastatique, non sélectionnées en fonction de leur âge, type de cancer ou antécédents familiaux. / As in any disease, the development of breast cancer depends on genetic hereditary factors and environmental acquired factors. Genetic factors of breast cancer involve rare pathogenic mutations with high risk of developing a breast cancer and frequent genetic variants (single nucleotides polymorphisms - SNP) responsible for a low increase in the risk of cancer. The works presented in this manuscript show that germline genetic factors strongly determine the risk of developing a breast cancer, but also the subtype of breast cancer and may impact the prognosis. Estrogen-positive, HER2-negative breast cancer development is associated with 4 intronic SNP in FGFR2 gene. Breast cancer prognosis is not associated with variants conferring a risk of developing a breast cancer. Four independent SNP are associated with bad outcomes in triple-negative breast cancers.The way that leads from patient genome to tumor genome is complex, mainly unknown and probably different for each case, as illustrated in the two case reports involving BRCA1/2 germline mutations described in the second part of the manuscript. Last work is a clinical research trial and shows a prevalence of BRCA1/2 mutations of around 3%, in a prospective cohort with metastatic breast cancer patients unselected on their age, cancer type or family history.
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MODELS AND METHODS IN GENOME WIDE ASSOCIATION STUDIESPorretta'S, Luciano 26 January 2018 (has links)
The interdisciplinary field of systems biology has evolved rapidly over the last few years. Different disciplines have contributed to the development of both its experimental and theoretical branches.Although computational biology has been an increasing activity in computer science for more than a two decades, it has been only in the past few years that optimization models have been increasingly developed and analyzed by researchers whose primary background is Operations Research(OR). This dissertation aims at contributing to the field of computational biology by applying mathematical programming to certain problems in molecular biology.Specifically, we address three problems in the domain of Genome Wide Association Studies}:(i) the Pure Parsimony Haplotyping Under uncertatind Data Problem that consists in finding the minimum number of haplotypes necessary to explain a given set of genotypes containing possible reading errors; (ii) the Parsimonious Loss Of Heterozygosity Problem that consists of partitioning suspected polymorphisms from a set of individuals into a minimum number of deletion areas; (iii) and the Multiple Individuals Polymorphic Alu Insertion Recognition Problem that consists of finding the set of locations in the genome where ALU sequences are inserted in some individual(s).All three problems are NP-hard combinatorial optimization problems. Therefore, we analyse their combinatorial structure and we propose an exact approach to solution for each of them. The proposed models are efficient, accurate, compact, polynomial-sized and usable in all those cases for which the parsimony criterion is well suited for estimation. / Option Informatique du Doctorat en Sciences / info:eu-repo/semantics/nonPublished
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Impact de la diversité génétique du Sugarcane yellow leaf virus (SCYLV) sur les déterminismes de résistance de la canne à sucre à la feuille jaune / Impact of genetic diversity of Sugarcane yellow leaf virus (SCYLV) on the determinants of resistance to sugarcane yellow leafDebibakas, Sarah 21 November 2012 (has links)
Les variétés modernes de canne à sucre sont d'origine bispécifique et possèdent une structure génétique complexe, aneuploïde et hautement polyploïde rendant difficile les études de résistance génétique. La feuille jaune de la canne a sucre est une maladie dont l'agent causal est le sugarcane yellow leaf virus (scylv). Ce virus a une large diversité. Seuls trois génotypes viraux, différenciables par rtpcr, ont été trouves en Guadeloupe. Les objectifs de l'étude sont d'évaluer: l/la possibilité de marquer la résistance de la plante au scylv grâce a une étude d'association pan-génomique 2/l'impact de la diversité de l'agent pathogène sur la résistance de la canne a sucre au scylv. Les études d'association ont été menées avec plus de 4000 marqueurs aflp et d'art sur quatre types de données phénotypiques (intensité et densité virale dans les feuilles et les tiges). Les phénotypes ont été mesures sur 189 variétés de cannes à sucre dans deux essais successifs dans un dispositif en trois blocs randomises. De ces variétés, 40 ont été sélectionnées et ont permis d'obtenir 10 croisements biparentaux. Les descendances obtenues ont été suivies sur deux essais. L'incidence et la diversité du scylv ont été évaluées pour les 40 variétés et les descendances. L'héritabilité au sens strict de la résistance aux scylv a été déterminée. Six marqueurs de résistance au scylv ont été identifies ainsi que deux gènes ayant potentiellement un rôle dans la résistance au virus. L'étude montre également que la résistance de la plante est variable en fonction du génotype du scylv et que cette résistance est en partie transmise aux descendances. Créer des variétés résistantes au scylv est donc possible. / Modern varieties of sugarcane have a bispecific origin and a complex genetic structure, aneuploid and highly polyploid, maklng genetic resistance study uneasy to perform. Yellow leaf of sugarcane is a viral disease whose causal agent is the sugarcane yellow leaf virus (scylv). This virus has a wide range of diversity. Only three viral genotypes, distinguishable by rt-pcr, were found in guadeloupe. The objectives of this srudy are to assess: l/the possibility to find markers associated with plant resistance to scylv through a genome wide association study 2 1 the impact of the pathogen diversity on the resistance of sugarcane to scylv. Association studies have been conducted with more than 4000 aflp and dart markers on four types of phenotypic data (virus intensity and density in leaves and canes). Phenotypes were measured on 189 varieties of sugarcane in two successive trials in a three randomized complete block design. From these varieties, 40 were selected and allowed to obtain 10 biparental crosses. The offspring were followed during two trials. The incidence and the diversity of scylv were evaluated in the 40 varieties and the offspring. The narrow sense heritability of the resistance to the scylvs was determined. Six markers of the resistance to the scylv and two genes, with potential contribution in virus resistance, have been identified. The study also shows that the resistance of the plant is variable depending on the scylv genotype and that this resistance is partly transmitted to the offspring. Breeding for scylv resistance is practicable.
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Dissection de la relation génotype-phénotype par des études d'association chez Saccharomyces cerevisiae / Genotype-phenotype relationship exploration by genome-wide association studies in yeastPeter, Jackson 25 September 2017 (has links)
Un objectif central en biologie est de comprendre la relation entre le génotype et le phénotype. Afin de disséquer les bases génétiques de la diversité phénotypique, il est nécessaire de disposer d’une collection de données génomiques d’un grand nombre d’individus d’une même espèce. Dans ce but, mes travaux de thèse se basent sur l’étude des séquences génomiques ainsi que des données phénotypiques de 1011 isolats naturels de la levure Saccharomyces cerevisiae. Dans un premier temps, je me suis intéressé à la description de la variation génétique et phénotypique pour dresser un portrait précis de l’histoire évolutive de cette espèce. Les données de phénotypage nous ont permis de réaliser des études pangénomiques d’association génotype-phénotype avec une puissance jusque là inégalée chez Saccharomyces cerevisiae. Je me suis par la suite penché sur l’évaluation des paramètres influençant le pouvoir de détection d’une telle approche, d’en apprécier limites pour tenter de les contourner. / Elucidating the genetic origin of phenotypic diversity among individuals within the same species is essential to understand evolution. Using whole genome sequences of 1,011 Saccharomyces cerevisiae isolates, my work sought to describe intraspecific genetic variation and investigate of its phenotypic consequences. Doing so, I obtained a precise view of the evolutionary history of S. cerevisiae. Phenotypic characterization provided the opportunity to perform genotype-phenotype genome-wide association studies with unprecedented power. I then focused on the evaluation of the parameters influencing genome-wide association studies, the appreciation of the limits of such an approach, and ways to circumvent them.
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Genome-wide association analyses identify two susceptibility loci for pachychoroid disease central serous chorioretinopathy / ゲノムワイド関連解析による中心性漿液性脈絡網膜症関連遺伝子の特定Hosoda, Yoshikatsu 23 March 2020 (has links)
京都大学 / 0048 / 新制・課程博士 / 博士(医学) / 甲第22344号 / 医博第4585号 / 新制||医||1042(附属図書館) / 京都大学大学院医学研究科医学専攻 / (主査)教授 藤渕 航, 教授 渡邊 直樹, 教授 玉木 敬二 / 学位規則第4条第1項該当 / Doctor of Medical Science / Kyoto University / DFAM
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Genetic studies on spike and grain morphologies and on recombination frequency in common wheat by whole genome genotyping / 普通系コムギの全ゲノムジェノタイピングによる穂と穀粒の形態および組換え頻度の遺伝学的研究Yoshioka, Motohiro 24 November 2020 (has links)
京都大学 / 0048 / 新制・課程博士 / 博士(農学) / 甲第22852号 / 農博第2435号 / 新制||農||1082(附属図書館) / 学位論文||R2||N5312(農学部図書室) / 京都大学大学院農学研究科応用生物科学専攻 / (主査)教授 寺内 良平, 准教授 三瀬 和之, 教授 那須田 周平 / 学位規則第4条第1項該当 / Doctor of Agricultural Science / Kyoto University / DGAM
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