The release of the Illumina BovineSNP50 BeadChip in late 2007 has drawn attention from cattle breeders around the world to develop breeding programs that leverage association of these single nucleotide polymorphism (SNP) with economically important quantitative trait loci (QTL). In that context this project has come to study applications of the SNP panel in beef cattle. Analysis of linkage disequilibrium (LD) existing in Angus, Charolais, and crossbred animals revealed the pattern of LD within each breed group, as well as the persistence of LD phase between pairs of the breed groups. This is important for genomic selection where SNP are trained in one population and used to predict breeding value for animals in another population. Detection of chromosome regions potentially carrying QTL or causative mutations affecting the phenotypic variation in economically important traits was presented at individual SNP and haplotype levels. There were 269 SNP associated (P<0.001) with birth weight (BWT), weaning weight (WWT), average daily gain (ADG), dry matter intake (DMI), mid-test metabolic weight (MMWT), residual feed intake (RFI). They explained 1.64% - 8.06% of the phenotypic variation in these traits. There were 520 SNP associated (P<0.001) with carcass quality traits, namely hot carcass weight, back fat thickness, ribeye area, marbling scores, lean yield grade by Beef Improvement Federation, steak tenderness, and six rib dissection traits. These SNP explained 1.90 - 5.89% of the phenotypic variance of the traits. Many of the significant SNP were located on chromosome 6. Six haplotypes were found associated (P<0.05) with ADG, DMI, and RFI. In order for genomic selection to happen in beef cattle, higher density SNP panels should be made available at low genotyping cost. However, the cost of genotyping animals for high density SNP chip is still high, thus genotype imputation has come to practice. The last chapter of this thesis compared two approaches presently used in genotype imputation, investigated factors affecting imputation accuracy, as well as the impact of imputation accuracy on genomic estimated breeding value (GEBV). It proved that the highest possible accuracy of GEBV is attainable with sufficiently large groups of reference animals. / Ontario Ministry of Agriculture, Food and Rural Affairs. Ontario Cattlemen’s Association. Ontario Farm Innovation Program. Agriculture and Agri-Food Canada’s Growing Forward Program. Agriculture Adaptation Council. Ontario Research and Development Program. MITACS Accelerate. Beef Improvement Opportunities.

Après 25 ans de recherche intensive, aucun vaccin ou traitement définitif contre le SIDA n'existe, et les mécanismes moléculaires de pathogenèse de l'infection VIH-1 ne sont pas clairement élucidés. Les avancées technologiques permettent de comparer des sujets malades avec des sujets contrôles sur tout le génome. Il est ainsi possible d’identifier sans a priori des gènes potentiellement impliqués dans le développement de la maladie avec pour conséquence le développement rationnel de nouvelles stratégies diagnostiques ou thérapeutiques. Durant ma thèse, j’ai réalisé deux études d’association ‘génome entier’ dans le SIDA, en comparant les 275 non-progresseurs à long terme ou les 85 progresseurs rapides de la cohorte GRIV avec une cohorte de contrôles séronégatifs. J’ai réalisé une troisième analyse en exploitant les données issues de trois études ‘génome entier’ internationales dont la nôtre (France, Pays-Bas, USA), ciblant plus particulièrement les SNPs de fréquence faible (fréquence de l’allèle mineur, MAF<5%). Ces approches ‘génome entier’ ont réaffirmé le rôle central du HLA dans la progression vers le SIDA, mais aussi dévoilé de nouveaux gènes candidats très pertinents donnant une nouvelle lumière sur les mécanismes moléculaires de la maladie. / After 25 years of intensive research, no vaccine or cure exists against AIDS, and the molecular mechanisms of pathogenesis of HIV-1 infection are not clearly understood. Technological progress has made possible to compare cases versus controls over the whole genome. It is thus possible to identify genes potentially involved in disease development with no a priori, and consequently develop rationally new diagnostic or therapeutic strategies. During my PhD, I have completed two genome-wide association studies (GWAS) in AIDS, comparing 275 long term non-progressors or the 85 rapid progressors from the GRIV cohort with a cohort of seronegative controls. I have also completed a third analysis exploiting data from three international GWAS including ours (France, Netherlands, USA), targeting particularly low frequency SNPs (minor allele frequency, MAF <5%). These GWAS approaches have reaffirmed the central role of HLA for progression towards AIDS, but also revealed new relevant candidate genes, shedding a new light on the molecular mechanisms of disease progression.

La peau est un excellent modèle d’étude du vieillissement général. En plus de facteurs environnementaux, les facteurs génétiques jouent un rôle majeur dans le vieillissement cutané. Dans le cadre de ma thèse, j’ai eu accès à une cohorte exceptionnelle de 502 femmes caucasiennes très bien caractérisées sur le plan cutané, pour effectuer deux études d’association « génome-entier ». La première étude a montré le rôle joué par le système immunitaire, et en particulier le gène HLA‑C, dans la sévérité des lentigines du visage. La seconde a mis en évidence une association entre le gène H2AFY2 et la sévérité de l’affaissement de la paupière supérieure. La recherche de voies de signalisation biologiques associées à différents indicateurs du vieillissement cutané a souligné le rôle de la mélanogénèse et des mécanismes de réparation de l’ADN.Ces résultats ouvrent de nouvelles perspectives dans la compréhension des mécanismes inhérents au vieillissement cutané et général. / The skin is an excellent model to study general ageing. In addition to environmental factors, genetic factors play a key role in skin ageing mechanisms. During my PhD, I have had access to a unique cohort of 502 Caucasian women very-well characterized regarding their facial features to perform two genome-wide association studies. The first one pointed to the role of the immune system, and especially the HLA‑C gene, in the severity of facial lentigines. The second one identified an association between the H2AFY2 gene and the severity of superior eyelid drooping. I also looked for associations between biological pathways and several skin ageing indicators which underlined the role of the melanogenesis and several mechanisms of DNA repair.Overall, these results lead to new insights in the understanding of the molecular mechanisms underlying skin and global ageing.

La méthylation de l'ADN permet, via des remodelages de la chromatine et le recrutement de diverses protéines partenaires, de réguler l'expression des gènes. Des défaillances dans ces mécanismes de régulation peuvent modifier la susceptibilité individuelle face à certaines pathologies, notamment cardiovasculaires. Bien que les différents types cellulaires puissent avoir différents profils de méthylation, l'utilisation de l'ADN provenant de cellules sanguines permet de découvrir de nouveaux mécanismes physiopathologiques. Ce projet de thèse porte sur l'intérêt des analyses d'association méthylome entier comme stratégie alternative aux études d'association génome entier ("GWAS " en anglais) pour identifier de nouveaux déterminants moléculaires de biomarqueurs du risque cardiovasculaire. Pour cela, j'avais à ma disposition deux études épidémiologiques rassemblant 573 sujets pour lesquels les niveaux de méthylation de l'ADN issus du sang périphérique ont été mesurés par une puce à ADN de haute densité couvrant plus de 300 000 sites CpG.Le premier travail que j'ai réalisé a consisté en une étude du méthylome sanguin pour identifier des profils de méthylation associés à l'indice de masse corporelle. Cette étude a permis d'identifier des marques de méthylation de l'ADN au sein du gène HIF3A dont les augmentations sont associées à une augmentation de l'indice de masse corporelle (Lancet, 2014. 383(9933):1990-8). Ces résultats suggèrent en outre que des perturbations de la voie métabolique du gène HIF3A pourraient avoir un rôle important dans la réponse biologique à l'augmentation du poids. Dans un second travail (J Lipid Res, 2014. 55(7):1189-1191), j'ai montré que la variabilité inter individuelle des niveaux de méthylation sanguin du gène CPT1A était associée à la variabilité des taux lipidiques plasmatiques. Ce travail démontre qu'il est possible de détecter à partir d'échantillons sanguins des marques de méthylation de l'ADN qui pourraient être le reflet de mécanismes épigénétiques plus spécifiques de certains types cellulaires ou de certains tissus. Le gène CPT1A est par exemple principalement exprimé dans le foie.Au cours de mon travail de thèse, j'ai également étudié l'influence de la variabilité génétique sur les niveaux de méthylation de l'ADN sanguin (Am J Hum Genet, 2015. 96(4):532-42, Nat Commun, 2015. 6:6326). Cette étude a permis d'identifier près de 3 milles gènes dont les niveaux de méthylation sont associés à la présence de polymorphismes génétiques, localisés soit au sein de ces mêmes gènes (c.-à-d. effet cis) soit à une très grande distance (plus d'une mégabase voire sur un autre chromosome) (c.-à-d. effet trans). Ces résultats ouvrent de nouvelles perspectives pour mieux appréhender la régulation transcriptionnelle de diverses voies métaboliques. / DNA methylation regulates gene expression by chromatin reshaping and the recruitment of various partner proteins. Dysregulation in these regulatory mechanisms can influence the individual susceptibility to some pathologies, including cardiovascular disorders. Although different cell types can have different methylation patterns, the use of DNA from blood cells has recently been proposed as an interesting tool to discover new epigenetic related pathophysiological mechanisms. This PhD project focuses on the interests of the methylome-wide association analyses as an alternative strategy to the fashion genome-wide association studies ("GWAS ") approach to identify new molecular determinants of cardiovascular risk biomarkers. For my project, I had access to two epidemiological studies collecting together 573 subjects in which DNA methylation levels from peripheral blood cells were measured by a high density DNA microarray that covers more than 300 000 CpG sites.The first work I conducted consisted in a study of blood methylome to identify methylation profiles associated with body mass index. This study led to the identification of DNA methylation marks at the HIF3A gene whose increases are associated with an increase in body mass index (Lancet, 2014. 383(9933):1990-8). These results suggest that a disruption of the metabolic pathway HIF3A gene could have an important role in the biological response to the increase of the weight. In a second work (J Lipid Res, 2014. 55(7):1189-1191), I showed that the inter-individual variability in CPT1A methylation levels in blood were associated with variability of plasma lipid levels. This work demonstrates that it is possible to detect DNA methylation marks from blood samples that could reflect epigenetic mechanisms that occur primarily in specific cells or tissues. The CPT1A gene is for example mainly expressed in the liver.During my PhD, I also studied the influence of the genetic variability on the methylation levels from blood DNA (Am J Hum Genet, 2015. 96(4):532-42, Nat Commun, 2015. 6:6326). This work has identified nearly 3000 genes whose methylation levels are associated with the presence of genetic polymorphisms, located either within these same genes (ie cis effect) or at a very large distance (more than one megabase or to another chromosome) (ie trans effect). These results open new perspectives to better understand the transcriptional regulation of various metabolic pathways.

京都大学 / マギル大学 / 新制・課程博士 / 博士(ゲノム医学) / 甲第24203号 / 医博JD第1号 / 新制||医||JD1(附属図書館) / 京都大学大学院医学研究科京都大学マギル大学ゲノム医学国際連携専攻 / (主査)教授 稲垣 暢也, 教授 YOUSSEFIAN Shohab, 准教授 Majewski Jacek (マギル大学), 准教授 Gravel Simon (マギル大学), 教授 Gagneur Julien (ミュンヘン工科大学) / 学位規則第4条第1項該当 / Doctor of Philosophy in Human Genetics / Kyoto University / McGill University / DFAM

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Conduct disorder (CD) is a psychiatric syndrome in childhood and adolescence that is one of the most common childhood disorders with continuously increasing prevalence but uncertain pathogenesis. We performed a genome-wide, family-based association study of CD using P2BAT/FBAT software. The data is gathered from Collaborative Study on the Genetics of Alcoholism (COGA) and International Multi-Center ADHD Genetics Project (IMAGE). Using COGA data, we identified 20 markers which showed suggestive associations (p<10-3) with CD. Nine of them are located in known genes. Two genes, ADAM10 and CAMK2A, which had been reported associated with Alzheimer's disease (AD), bipolar disorder, and depression, were of more concern. Using IMAGE sample, our results were well replicated. This study identified several CD associated genetic variants, especially two novel candidate genes. These findings may serve as a resource for replication in other populations to elucidate the potential role of these genetic variants in CD.

Yes / Symptoms and signs (symptoms in brief) are the essential clinical manifestations for individualized diagnosis and treatment in traditional Chinese medicine (TCM). To gain insights into the molecular mechanism of symptoms, we develop a computational approach to identify the candidate genes of symptoms. This paper presents a network-based approach for the integrated analysis of multiple phenotype-genotype data sources and the prediction of the prioritizing genes for the associated symptoms. The method first calculates the similarities between symptoms and diseases based on the symptom-disease relationships retrieved from the PubMed bibliographic database. Then the disease-gene associations and protein-protein interactions are utilized to construct a phenotype-genotype network. The PRINCE algorithm is finally used to rank the potential genes for the associated symptoms. The proposed method gets reliable gene rank list with AUC (area under curve) 0.616 in classification. Some novel genes like CALCA, ESR1, and MTHFR were predicted to be associated with headache symptoms, which are not recorded in the benchmark data set, but have been reported in recent published literatures. Our study demonstrated that by integrating phenotype-genotype relationships into a complex network framework it provides an effective approach to identify candidate genes of symptoms. / NSFC Project (61105055, 81230086), China 973 Program (2014CB542903), The National Key Technology R&D Program (2013BAI02B01, 2013BAI13B04), the National S&T Major Special Project on Major New Drug Innovation (2012ZX09503-001-003), and the Fundamental Research Funds for the Central Universities.

Background: Community-acquired pneumonia (CAP) is an acute disease condition with a high risk of rapid deteriorations. We analysed the influence of genetics on cytokine regulation to obtain a better understanding of patient’s heterogeneity. Methods: For up to N = 389 genotyped participants of the PROGRESS study of hospitalised CAP patients, we performed a genome-wide association study of ten cytokines IL-1β, IL-6, IL-8, IL-10, IL-12, MCP-1 (MCAF), MIP-1α (CCL3), VEGF, VCAM-1, and ICAM-1. Consecutive secondary analyses were performed to identify independent hits and corresponding causal variants. Results: 102 SNPs from 14 loci showed genome-wide significant associations with five of the cytokines. The most interesting associations were found at 6p21.1 for VEGF (p = 1.58 × 10−20), at 17q21.32 (p = 1.51 × 10−9) and at 10p12.1 (p = 2.76 × 10−9) for IL-1β, at 10p13 for MIP-1α (CCL3) (p = 2.28 × 10−9), and at 9q34.12 for IL-10 (p = 4.52 × 10−8). Functionally plausible genes could be assigned to the majority of loci including genes involved in cytokine secretion, granulocyte function, and cilial kinetics. Conclusion: This is the first context-specific genetic association study of blood cytokine concentrations in CAP patients revealing numerous biologically plausible candidate genes. Two of the loci were also associated with atherosclerosis with probable common or consecutive pathomechanisms.

Plant symbiosis with arbuscular mycorrhizal (AM) fungi provides many benefits for plants, including increased nutrient uptake, drought tolerance, and belowground pathogen resistance. In order to have a better understanding of the genetic architecture of mycorrhizal symbiosis, we conducted a genome-wide association study (GWAS) by phenotyping a diversity panel of cultivated sunflower (Helianthus annuus) for root colonization under inoculation with the AM fungus Rhizophagus intraradices. This mapping panel consists of 261 inbred lines that capture approximately 90% of the genetic diversity present in the cultivated sunflower germplasm. Using a mixed linear model approach with a high-density genetic map, we determined regions of the genome that are likely associated with AM colonization in sunflower. Additionally, we used a ‘core 12' set of twelve diverse lines (representing approximately 50% of the genetic diversity in the cultivated germplasm) to assess the effect that inoculation with AM fungi has on dried shoot biomass and macronutrient uptake. Colonization rate among lines in the mapping panel ranged from 0 to 70% and was not correlated with mycorrhizal growth response, shoot P response, or shoot K response among the core 12 lines. Association mapping yielded three SNPs that were significantly associated with AM colonization rate. These SNPs explained 19.0%, 14.4%, and 27.9% of the variance in three different metrics used to measure the degree of root colonization. Three genes of interest identified from the significant regions that contained these SNPs are potentially related to plant defense. Overall, our data suggests that candidate genes involved in plant defense may affect AM colonization rates within cultivated sunflower, and that these genes have a large effect size.