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1.
Eur Heart J Open ; 4(2): oeae012, 2024 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-38532851

RESUMO

Aims: Epidemiological research has shown relevant differences between sexes in clinical manifestations, severity, and progression of cardiovascular and metabolic disorders. To date, the mechanisms underlying these differences remain unknown. Given the rising incidence of such diseases, gender-specific research on established and emerging risk factors, such as dysfunction of glycaemic and/or lipid metabolism, of sex hormones and of gut microbiome, is of paramount importance. The relationships between sex hormones, gut microbiome, and host glycaemic and/or lipid metabolism are largely unknown even in the homoeostasis status. Yet this knowledge gap would be pivotal to pinpoint to key mechanisms that are likely to be disrupted in disease context. Methods and results: Here we present the Women4Health (W4H) cohort, a unique cohort comprising up to 300 healthy women followed up during a natural menstrual cycle, set up with the primary goal to investigate the combined role of sex hormones and gut microbiota variations in regulating host lipid and glucose metabolism during homoeostasis, using a multi-omics strategy. Additionally, the W4H cohort will take into consideration another ecosystem that is unique to women, the vaginal microbiome, investigating its interaction with gut microbiome and exploring-for the first time-its role in cardiometabolic disorders. Conclusion: The W4H cohort study lays a foundation for improving current knowledge of women-specific mechanisms in cardiometabolic regulation. It aspires to transform insights on host-microbiota interactions into prevention and therapeutic approaches for personalized health care.

2.
Hum Mol Genet ; 32(5): 790-797, 2023 02 19.
Artigo em Inglês | MEDLINE | ID: mdl-36136759

RESUMO

Few genome-wide association studies (GWAS) analyzing genetic regulation of morphological traits of white blood cells have been reported. We carried out a GWAS of 12 morphological traits in 869 individuals from the general population of Sardinia, Italy. These traits, included measures of cell volume, conductivity and light scatter in four white-cell populations (eosinophils, lymphocytes, monocytes, neutrophils). This analysis yielded seven statistically significant signals, four of which were novel (four novel, PRG2, P2RX3, two of CDK6). Five signals were replicated in the independent INTERVAL cohort of 11 822 individuals. The most interesting signal with large effect size on eosinophil scatter (P-value = 8.33 x 10-32, beta = -1.651, se = 0.1351) falls within the innate immunity cluster on chromosome 11, and is located in the PRG2 gene. Computational analyses revealed that a rare, Sardinian-specific PRG2:p.Ser148Pro mutation modifies PRG2 amino acid contacts and protein dynamics in a manner that could possibly explain the changes observed in eosinophil morphology. Our discoveries shed light on genetics of morphological traits. For the first time, we describe such large effect size on eosinophils morphology that is relatively frequent in Sardinian population.


Assuntos
Eosinófilos , Estudo de Associação Genômica Ampla , Humanos , Cromossomos Humanos Par 11 , Polimorfismo de Nucleotídeo Único , Imunidade Inata
3.
Mult Scler ; 27(9): 1332-1340, 2021 08.
Artigo em Inglês | MEDLINE | ID: mdl-33566725

RESUMO

BACKGROUND: Defective alleles within the PRF1 gene, encoding the pore-forming protein perforin, in combination with environmental factors, cause familial type 2 hemophagocytic lymphohistiocytosis (FHL2), a rare, severe autosomal recessive childhood disorder characterized by massive release of cytokines-cytokine storm. OBJECTIVE: The aim of this study was to determine the function of hypomorph PRF1:p.A91V g.72360387 G > A on multiple sclerosis (MS) and type 1 diabetes (T1D). METHODS: We cross-compare the association data for PRF1:p.A91V mutation derived from GWAS on adult MS and pediatric T1D in Sardinians. The novel association with T1D was replicated in metanalysis in 12,584 cases and 17,692 controls from Sardinia, the United Kingdom, and Scotland. To dissect this mutation function, we searched through the coincident association immunophenotypes in additional set of general population Sardinians. RESULTS: We report that PRF1:p.A91V, is associated with increase of lymphocyte levels, especially within the cytotoxic memory T-cells, at general population level with reduced interleukin 7 receptor expression on these cells. The minor allele increased risk of MS, in 2903 cases and 2880 controls from Sardinia p = 2.06 × 10-4, odds ratio OR = 1.29, replicating a previous finding, whereas it protects from T1D p = 1.04 × 10-5, OR = 0.82. CONCLUSION: Our results indicate opposing contributions of the cytotoxic T-cell compartment to MS and T1D pathogenesis.


Assuntos
Autoimunidade , Sistema Imunitário , Autoimunidade/genética , Criança , Humanos , Inflamação , Proteínas com Homeodomínio LIM , Proteínas Musculares , Mutação , Perforina/genética , Fatores de Transcrição
5.
Nat Genet ; 50(10): 1426-1434, 2018 10.
Artigo em Inglês | MEDLINE | ID: mdl-30224645

RESUMO

The population of the Mediterranean island of Sardinia has made important contributions to genome-wide association studies of complex disease traits and, based on ancient DNA studies of mainland Europe, Sardinia is hypothesized to be a unique refuge for early Neolithic ancestry. To provide new insights on the genetic history of this flagship population, we analyzed 3,514 whole-genome sequenced individuals from Sardinia. Sardinian samples show elevated levels of shared ancestry with Basque individuals, especially samples from the more historically isolated regions of Sardinia. Our analysis also uniquely illuminates how levels of genetic similarity with mainland ancient DNA samples varies subtly across the island. Together, our results indicate that within-island substructure and sex-biased processes have substantially impacted the genetic history of Sardinia. These results give new insight into the demography of ancestral Sardinians and help further the understanding of sharing of disease risk alleles between Sardinia and mainland populations.


Assuntos
Variação Genética , Genética Populacional , Filogenia , Estudos de Casos e Controles , Demografia , Feminino , Frequência do Gene , Estudo de Associação Genômica Ampla , História Antiga , Migração Humana/estatística & dados numéricos , Humanos , Itália/epidemiologia , Estudos Longitudinais , Masculino , Região do Mediterrâneo/epidemiologia
6.
Nat Genet ; 49(12): 1758-1766, 2017 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-29083408

RESUMO

We screened variants on an exome-focused genotyping array in >300,000 participants (replication in >280,000 participants) and identified 444 independent variants in 250 loci significantly associated with total cholesterol (TC), high-density-lipoprotein cholesterol (HDL-C), low-density-lipoprotein cholesterol (LDL-C), and/or triglycerides (TG). At two loci (JAK2 and A1CF), experimental analysis in mice showed lipid changes consistent with the human data. We also found that: (i) beta-thalassemia trait carriers displayed lower TC and were protected from coronary artery disease (CAD); (ii) excluding the CETP locus, there was not a predictable relationship between plasma HDL-C and risk for age-related macular degeneration; (iii) only some mechanisms of lowering LDL-C appeared to increase risk for type 2 diabetes (T2D); and (iv) TG-lowering alleles involved in hepatic production of TG-rich lipoproteins (TM6SF2 and PNPLA3) tracked with higher liver fat, higher risk for T2D, and lower risk for CAD, whereas TG-lowering alleles involved in peripheral lipolysis (LPL and ANGPTL4) had no effect on liver fat but decreased risks for both T2D and CAD.


Assuntos
Exoma/genética , Estudos de Associação Genética/métodos , Variação Genética , Lipídeos/sangue , Doença da Artéria Coronariana/sangue , Doença da Artéria Coronariana/genética , Diabetes Mellitus Tipo 2/sangue , Diabetes Mellitus Tipo 2/genética , Predisposição Genética para Doença/genética , Genótipo , Humanos , Degeneração Macular/sangue , Degeneração Macular/genética , Fenótipo , Fatores de Risco
7.
N Engl J Med ; 376(17): 1615-1626, 2017 04 27.
Artigo em Inglês | MEDLINE | ID: mdl-28445677

RESUMO

BACKGROUND: Genomewide association studies of autoimmune diseases have mapped hundreds of susceptibility regions in the genome. However, only for a few association signals has the causal gene been identified, and for even fewer have the causal variant and underlying mechanism been defined. Coincident associations of DNA variants affecting both the risk of autoimmune disease and quantitative immune variables provide an informative route to explore disease mechanisms and drug-targetable pathways. METHODS: Using case-control samples from Sardinia, Italy, we performed a genomewide association study in multiple sclerosis followed by TNFSF13B locus-specific association testing in systemic lupus erythematosus (SLE). Extensive phenotyping of quantitative immune variables, sequence-based fine mapping, cross-population and cross-phenotype analyses, and gene-expression studies were used to identify the causal variant and elucidate its mechanism of action. Signatures of positive selection were also investigated. RESULTS: A variant in TNFSF13B, encoding the cytokine and drug target B-cell activating factor (BAFF), was associated with multiple sclerosis as well as SLE. The disease-risk allele was also associated with up-regulated humoral immunity through increased levels of soluble BAFF, B lymphocytes, and immunoglobulins. The causal variant was identified: an insertion-deletion variant, GCTGT→A (in which A is the risk allele), yielded a shorter transcript that escaped microRNA inhibition and increased production of soluble BAFF, which in turn up-regulated humoral immunity. Population genetic signatures indicated that this autoimmunity variant has been evolutionarily advantageous, most likely by augmenting resistance to malaria. CONCLUSIONS: A TNFSF13B variant was associated with multiple sclerosis and SLE, and its effects were clarified at the population, cellular, and molecular levels. (Funded by the Italian Foundation for Multiple Sclerosis and others.).


Assuntos
Fator Ativador de Células B/genética , Mutação INDEL , Lúpus Eritematoso Sistêmico/genética , Esclerose Múltipla/genética , Autoimunidade , Fator Ativador de Células B/metabolismo , Estudos de Casos e Controles , Expressão Gênica , Estudo de Associação Genômica Ampla , Humanos , Itália , Lúpus Eritematoso Sistêmico/imunologia , MicroRNAs , Esclerose Múltipla/imunologia , Fenótipo , Polimorfismo de Nucleotídeo Único , Risco , Análise de Sequência de RNA , Transcrição Gênica
8.
Nat Genet ; 49(5): 700-707, 2017 May.
Artigo em Inglês | MEDLINE | ID: mdl-28394350

RESUMO

Genetic studies of complex traits have mainly identified associations with noncoding variants. To further determine the contribution of regulatory variation, we combined whole-genome and transcriptome data for 624 individuals from Sardinia to identify common and rare variants that influence gene expression and splicing. We identified 21,183 expression quantitative trait loci (eQTLs) and 6,768 splicing quantitative trait loci (sQTLs), including 619 new QTLs. We identified high-frequency QTLs and found evidence of selection near genes involved in malarial resistance and increased multiple sclerosis risk, reflecting the epidemiological history of Sardinia. Using family relationships, we identified 809 segregating expression outliers (median z score of 2.97), averaging 13.3 genes per individual. Outlier genes were enriched for proximal rare variants, providing a new approach to study large-effect regulatory variants and their relevance to traits. Our results provide insight into the effects of regulatory variants and their relationship to population history and individual genetic risk.


Assuntos
Perfilação da Expressão Gênica/métodos , Variação Genética , Estudo de Associação Genômica Ampla/métodos , Locos de Características Quantitativas/genética , Processamento Alternativo , Mapeamento Cromossômico , Saúde da Família , Feminino , Predisposição Genética para Doença/genética , Genética Populacional , Genótipo , Humanos , Itália , Masculino , Polimorfismo de Nucleotídeo Único , Sítio de Iniciação de Transcrição
9.
Mol Biol Evol ; 34(5): 1230-1239, 2017 05 01.
Artigo em Inglês | MEDLINE | ID: mdl-28177087

RESUMO

Sardinians are "outliers" in the European genetic landscape and, according to paleogenomic nuclear data, the closest to early European Neolithic farmers. To learn more about their genetic ancestry, we analyzed 3,491 modern and 21 ancient mitogenomes from Sardinia. We observed that 78.4% of modern mitogenomes cluster into 89 haplogroups that most likely arose in situ. For each Sardinian-specific haplogroup (SSH), we also identified the upstream node in the phylogeny, from which non-Sardinian mitogenomes radiate. This provided minimum and maximum time estimates for the presence of each SSH on the island. In agreement with demographic evidence, almost all SSHs coalesce in the post-Nuragic, Nuragic and Neolithic-Copper Age periods. For some rare SSHs, however, we could not dismiss the possibility that they might have been on the island prior to the Neolithic, a scenario that would be in agreement with archeological evidence of a Mesolithic occupation of Sardinia.


Assuntos
DNA Mitocondrial/genética , Genoma Mitocondrial/genética , DNA Antigo/análise , Demografia , Etnicidade/genética , Evolução Molecular , Variação Genética/genética , Genética Populacional/métodos , Haplótipos/genética , Humanos , Ilhas , Itália/etnologia , Filogenia , Análise de Sequência de DNA/métodos , População Branca/genética
10.
Nat Genet ; 48(10): 1279-83, 2016 10.
Artigo em Inglês | MEDLINE | ID: mdl-27548312

RESUMO

We describe a reference panel of 64,976 human haplotypes at 39,235,157 SNPs constructed using whole-genome sequence data from 20 studies of predominantly European ancestry. Using this resource leads to accurate genotype imputation at minor allele frequencies as low as 0.1% and a large increase in the number of SNPs tested in association studies, and it can help to discover and refine causal loci. We describe remote server resources that allow researchers to carry out imputation and phasing consistently and efficiently.


Assuntos
Genótipo , Haplótipos , Polimorfismo de Nucleotídeo Único , Alelos , Técnicas Genéticas , Estudo de Associação Genômica Ampla , Humanos , Internet , Valores de Referência
11.
Behav Genet ; 46(2): 170-82, 2016 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-26362575

RESUMO

Extraversion is a relatively stable and heritable personality trait associated with numerous psychosocial, lifestyle and health outcomes. Despite its substantial heritability, no genetic variants have been detected in previous genome-wide association (GWA) studies, which may be due to relatively small sample sizes of those studies. Here, we report on a large meta-analysis of GWA studies for extraversion in 63,030 subjects in 29 cohorts. Extraversion item data from multiple personality inventories were harmonized across inventories and cohorts. No genome-wide significant associations were found at the single nucleotide polymorphism (SNP) level but there was one significant hit at the gene level for a long non-coding RNA site (LOC101928162). Genome-wide complex trait analysis in two large cohorts showed that the additive variance explained by common SNPs was not significantly different from zero, but polygenic risk scores, weighted using linkage information, significantly predicted extraversion scores in an independent cohort. These results show that extraversion is a highly polygenic personality trait, with an architecture possibly different from other complex human traits, including other personality traits. Future studies are required to further determine which genetic variants, by what modes of gene action, constitute the heritable nature of extraversion.


Assuntos
Extroversão Psicológica , Estudo de Associação Genômica Ampla , Personalidade/genética , Estudos de Coortes , Humanos , Herança Multifatorial/genética , Polimorfismo de Nucleotídeo Único/genética , Fatores de Risco
12.
Nat Genet ; 47(11): 1352-1356, 2015 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-26366551

RESUMO

We report sequencing-based whole-genome association analyses to evaluate the impact of rare and founder variants on stature in 6,307 individuals on the island of Sardinia. We identify two variants with large effects. One variant, which introduces a stop codon in the GHR gene, is relatively frequent in Sardinia (0.87% versus <0.01% elsewhere) and in the homozygous state causes Laron syndrome involving short stature. We find that this variant reduces height in heterozygotes by an average of 4.2 cm (-0.64 s.d.). The other variant, in the imprinted KCNQ1 gene (minor allele frequency (MAF) = 7.7% in Sardinia versus <1% elsewhere) reduces height by an average of 1.83 cm (-0.31 s.d.) when maternally inherited. Additionally, polygenic scores indicate that known height-decreasing alleles are at systematically higher frequencies in Sardinians than would be expected by genetic drift. The findings are consistent with selection for shorter stature in Sardinia and a suggestive human example of the proposed 'island effect' reducing the size of large mammals.


Assuntos
Estatura/genética , Variação Genética , Síndrome de Laron/genética , Seleção Genética , Adulto , Idoso , Idoso de 80 Anos ou mais , Proteínas de Transporte/genética , Feminino , Efeito Fundador , Frequência do Gene , Estudo de Associação Genômica Ampla/métodos , Genótipo , Haplótipos , Sequenciamento de Nucleotídeos em Larga Escala/métodos , Humanos , Ilhas , Itália , Canal de Potássio KCNQ1/genética , Estudos Longitudinais , Masculino , Pessoa de Meia-Idade , Adulto Jovem
13.
Nat Genet ; 47(11): 1272-1281, 2015 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-26366554

RESUMO

We report ∼17.6 million genetic variants from whole-genome sequencing of 2,120 Sardinians; 22% are absent from previous sequencing-based compilations and are enriched for predicted functional consequences. Furthermore, ∼76,000 variants common in our sample (frequency >5%) are rare elsewhere (<0.5% in the 1000 Genomes Project). We assessed the impact of these variants on circulating lipid levels and five inflammatory biomarkers. We observe 14 signals, including 2 major new loci, for lipid levels and 19 signals, including 2 new loci, for inflammatory markers. The new associations would have been missed in analyses based on 1000 Genomes Project data, underlining the advantages of large-scale sequencing in this founder population.


Assuntos
Biomarcadores/sangue , Variação Genética , Genoma Humano/genética , Estudo de Associação Genômica Ampla/métodos , Lipídeos/sangue , Análise de Sequência de DNA/métodos , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Feminino , Efeito Fundador , Frequência do Gene , Genética Populacional , Genótipo , Geografia , Haplótipos , Humanos , Mediadores da Inflamação/sangue , Itália , Masculino , Pessoa de Meia-Idade , Polimorfismo de Nucleotídeo Único , Adulto Jovem
14.
Nat Genet ; 47(11): 1264-71, 2015 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-26366553

RESUMO

We report genome-wide association study results for the levels of A1, A2 and fetal hemoglobins, analyzed for the first time concurrently. Integrating high-density array genotyping and whole-genome sequencing in a large general population cohort from Sardinia, we detected 23 associations at 10 loci. Five signals are due to variants at previously undetected loci: MPHOSPH9, PLTP-PCIF1, ZFPM1 (FOG1), NFIX and CCND3. Among the signals at known loci, ten are new lead variants and four are new independent signals. Half of all variants also showed pleiotropic associations with different hemoglobins, which further corroborated some of the detected associations and identified features of coordinated hemoglobin species production.


Assuntos
Genoma Humano/genética , Estudo de Associação Genômica Ampla/métodos , Técnicas de Genotipagem/métodos , Hemoglobinas/genética , Análise de Sequência de DNA/métodos , Adulto , Feminino , Variação Genética , Genótipo , Humanos , Ilhas , Itália , Masculino , Pessoa de Meia-Idade , Família Multigênica , Polimorfismo de Nucleotídeo Único , alfa-Globinas/genética , Globinas beta/genética
16.
PLoS Genet ; 11(7): e1005306, 2015 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-26172475

RESUMO

DNA sequencing identifies common and rare genetic variants for association studies, but studies typically focus on variants in nuclear DNA and ignore the mitochondrial genome. In fact, analyzing variants in mitochondrial DNA (mtDNA) sequences presents special problems, which we resolve here with a general solution for the analysis of mtDNA in next-generation sequencing studies. The new program package comprises 1) an algorithm designed to identify mtDNA variants (i.e., homoplasmies and heteroplasmies), incorporating sequencing error rates at each base in a likelihood calculation and allowing allele fractions at a variant site to differ across individuals; and 2) an estimation of mtDNA copy number in a cell directly from whole-genome sequencing data. We also apply the methods to DNA sequence from lymphocytes of ~2,000 SardiNIA Project participants. As expected, mothers and offspring share all homoplasmies but a lesser proportion of heteroplasmies. Both homoplasmies and heteroplasmies show 5-fold higher transition/transversion ratios than variants in nuclear DNA. Also, heteroplasmy increases with age, though on average only ~1 heteroplasmy reaches the 4% level between ages 20 and 90. In addition, we find that mtDNA copy number averages ~110 copies/lymphocyte and is ~54% heritable, implying substantial genetic regulation of the level of mtDNA. Copy numbers also decrease modestly but significantly with age, and females on average have significantly more copies than males. The mtDNA copy numbers are significantly associated with waist circumference (p-value = 0.0031) and waist-hip ratio (p-value = 2.4×10-5), but not with body mass index, indicating an association with central fat distribution. To our knowledge, this is the largest population analysis to date of mtDNA dynamics, revealing the age-imposed increase in heteroplasmy, the relatively high heritability of copy number, and the association of copy number with metabolic traits.


Assuntos
Variações do Número de Cópias de DNA/genética , DNA Mitocondrial/genética , Dosagem de Genes/genética , Linfócitos/citologia , Obesidade/genética , Envelhecimento , Algoritmos , Sequência de Bases , Distribuição da Gordura Corporal , Índice de Massa Corporal , Feminino , Sequenciamento de Nucleotídeos em Larga Escala , Humanos , Masculino , Mitocôndrias/genética , Mitocôndrias/metabolismo , Análise de Sequência de DNA , Fatores Sexuais , Circunferência da Cintura/genética , Relação Cintura-Quadril
17.
JAMA Psychiatry ; 72(7): 642-50, 2015 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-25993607

RESUMO

IMPORTANCE: Neuroticism is a pervasive risk factor for psychiatric conditions. It genetically overlaps with major depressive disorder (MDD) and is therefore an important phenotype for psychiatric genetics. The Genetics of Personality Consortium has created a resource for genome-wide association analyses of personality traits in more than 63,000 participants (including MDD cases). OBJECTIVES: To identify genetic variants associated with neuroticism by performing a meta-analysis of genome-wide association results based on 1000 Genomes imputation; to evaluate whether common genetic variants as assessed by single-nucleotide polymorphisms (SNPs) explain variation in neuroticism by estimating SNP-based heritability; and to examine whether SNPs that predict neuroticism also predict MDD. DESIGN, SETTING, AND PARTICIPANTS: Genome-wide association meta-analysis of 30 cohorts with genome-wide genotype, personality, and MDD data from the Genetics of Personality Consortium. The study included 63,661 participants from 29 discovery cohorts and 9786 participants from a replication cohort. Participants came from Europe, the United States, or Australia. Analyses were conducted between 2012 and 2014. MAIN OUTCOMES AND MEASURES: Neuroticism scores harmonized across all 29 discovery cohorts by item response theory analysis, and clinical MDD case-control status in 2 of the cohorts. RESULTS: A genome-wide significant SNP was found on 3p14 in MAGI1 (rs35855737; P = 9.26 × 10-9 in the discovery meta-analysis). This association was not replicated (P = .32), but the SNP was still genome-wide significant in the meta-analysis of all 30 cohorts (P = 2.38 × 10-8). Common genetic variants explain 15% of the variance in neuroticism. Polygenic scores based on the meta-analysis of neuroticism in 27 cohorts significantly predicted neuroticism (1.09 × 10-12 < P < .05) and MDD (4.02 × 10-9 < P < .05) in the 2 other cohorts. CONCLUSIONS AND RELEVANCE: This study identifies a novel locus for neuroticism. The variant is located in a known gene that has been associated with bipolar disorder and schizophrenia in previous studies. In addition, the study shows that neuroticism is influenced by many genetic variants of small effect that are either common or tagged by common variants. These genetic variants also influence MDD. Future studies should confirm the role of the MAGI1 locus for neuroticism and further investigate the association of MAGI1 and the polygenic association to a range of other psychiatric disorders that are phenotypically correlated with neuroticism.


Assuntos
Transtornos de Ansiedade/genética , Moléculas de Adesão Celular Neuronais/genética , Transtorno Depressivo Maior/genética , Personalidade/genética , Proteínas Adaptadoras de Transdução de Sinal , Transtornos de Ansiedade/psicologia , Moléculas de Adesão Celular , Transtorno Depressivo Maior/psicologia , Predisposição Genética para Doença , Estudo de Associação Genômica Ampla , Guanilato Quinases , Humanos , Herança Multifatorial , Neuroticismo , Polimorfismo de Nucleotídeo Único , Fatores de Risco
18.
Genet Epidemiol ; 39(4): 227-38, 2015 May.
Artigo em Inglês | MEDLINE | ID: mdl-25740221

RESUMO

Advances in exome sequencing and the development of exome genotyping arrays are enabling explorations of association between rare coding variants and complex traits. To ensure power for these rare variant analyses, a variety of association tests that group variants by gene or functional unit have been proposed. Here, we extend these tests to family-based studies. We develop family-based burden tests, variable frequency threshold tests and sequence kernel association tests. Through simulations, we compare the performance of different tests. We describe situations where family-based studies provide greater power than studies of unrelated individuals to detect rare variants associated with moderate to large changes in trait values. Broadly speaking, we find that when sample sizes are limited and only a modest fraction of all trait-associated variants can be identified, family samples are more powerful. Finally, we illustrate our approach by analyzing the relationship between coding variants and levels of high-density lipoprotein (HDL) cholesterol in 11,556 individuals from the HUNT and SardiNIA studies, demonstrating association for coding variants in the APOC3, CETP, LIPC, LIPG, and LPL genes and illustrating the value of family samples, meta-analysis, and gene-level tests. Our methods are implemented in freely available C++ code.


Assuntos
Estudos de Associação Genética/métodos , Variação Genética/genética , Modelos Genéticos , Software , Apolipoproteína C-III/genética , Proteínas de Transferência de Ésteres de Colesterol/genética , HDL-Colesterol/genética , Simulação por Computador , Exoma/genética , Família , Genótipo , Humanos , Lipase/genética , Lipase Lipoproteica/genética , Fenótipo
19.
Eur J Hum Genet ; 23(7): 975-83, 2015 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-25293720

RESUMO

The utility of genotype imputation in genome-wide association studies is increasing as progressively larger reference panels are improved and expanded through whole-genome sequencing. Developing general guidelines for optimally cost-effective imputation, however, requires evaluation of performance issues that include the relative utility of study-specific compared with general/multipopulation reference panels; genotyping with various array scaffolds; effects of different ethnic backgrounds; and assessment of ranges of allele frequencies. Here we compared the effectiveness of study-specific reference panels to the commonly used 1000 Genomes Project (1000G) reference panels in the isolated Sardinian population and in cohorts of European ancestry including samples from Minnesota (USA). We also examined different combinations of genome-wide and custom arrays for baseline genotypes. In Sardinians, the study-specific reference panel provided better coverage and genotype imputation accuracy than the 1000G panels and other large European panels. In fact, even gene-centered custom arrays (interrogating ~200 000 variants) provided highly informative content across the entire genome. Gain in accuracy was also observed for Minnesotans using the study-specific reference panel, although the increase was smaller than in Sardinians, especially for rare variants. Notably, a combined panel including both study-specific and 1000G reference panels improved imputation accuracy only in the Minnesota sample, and only at rare sites. Finally, we found that when imputation is performed with a study-specific reference panel, cutoffs different from the standard thresholds of MACH-Rsq and IMPUTE-INFO metrics should be used to efficiently filter badly imputed rare variants. This study thus provides general guidelines for researchers planning large-scale genetic studies.


Assuntos
Genoma Humano/genética , Estudo de Associação Genômica Ampla/métodos , Polimorfismo de Nucleotídeo Único , Análise de Sequência de DNA/métodos , Análise Custo-Benefício , Frequência do Gene , Genética Populacional , Estudo de Associação Genômica Ampla/economia , Genótipo , Haplótipos , Humanos , Itália , Minnesota , Projetos de Pesquisa , Análise de Sequência de DNA/economia , População Branca/genética
20.
PLoS Genet ; 10(5): e1004353, 2014 May.
Artigo em Inglês | MEDLINE | ID: mdl-24809476

RESUMO

Genome sequencing of the 5,300-year-old mummy of the Tyrolean Iceman, found in 1991 on a glacier near the border of Italy and Austria, has yielded new insights into his origin and relationship to modern European populations. A key finding of that study was an apparent recent common ancestry with individuals from Sardinia, based largely on the Y chromosome haplogroup and common autosomal SNP variation. Here, we compiled and analyzed genomic datasets from both modern and ancient Europeans, including genome sequence data from over 400 Sardinians and two ancient Thracians from Bulgaria, to investigate this result in greater detail and determine its implications for the genetic structure of Neolithic Europe. Using whole-genome sequencing data, we confirm that the Iceman is, indeed, most closely related to Sardinians. Furthermore, we show that this relationship extends to other individuals from cultural contexts associated with the spread of agriculture during the Neolithic transition, in contrast to individuals from a hunter-gatherer context. We hypothesize that this genetic affinity of ancient samples from different parts of Europe with Sardinians represents a common genetic component that was geographically widespread across Europe during the Neolithic, likely related to migrations and population expansions associated with the spread of agriculture.


Assuntos
Fósseis , Genética Populacional , Genoma Humano , Europa (Continente) , Feminino , Humanos , Polimorfismo de Nucleotídeo Único
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