GENOMEWIDE ASSOCIATION STUDIES

  • 文章类型: Journal Article
    最近的研究将肠道菌群和血清代谢物浓度的变化与脑出血(ICH)联系起来。然而,潜在的因果关系尚不清楚.因此,本研究旨在估计肠道微生物群之间遗传预测因果关系的影响,血清代谢物,和ICH。
    来自肠道微生物群的全基因组关联研究(GWAS)的汇总数据,血清代谢物,和ICH分别获得。肠道微生物群GWAS(N=18,340)来自MiBioGen研究,来自TwinsUK和KORA研究的血清代谢物GWAS(N=7,824),和来自FinnGenR9的ICH的GWAS汇总级别数据(ICH,3749例;339,914例控制)。进行了双样本孟德尔随机化(MR)研究,以探索肠道微生物群之间的因果关系,血清代谢物,和ICH。随机效应逆方差加权(IVW)MR分析作为主要结果,以及一系列敏感性分析,以评估结果的稳健性。此外,进行了反向MR以评估反向因果关系的可能性.为了验证相关发现,我们进一步从英国生物库选择数据进行分析.
    MR分析结果揭示了17个肠道微生物分类群之间的名义关联(p<0.05),31血清代谢物,和ICH。在肠道微生物群中,木聚糖真杆菌属水平较高(比值比(OR):1.327,95%置信区间(CI):1.154~1.526;Bonferroni校正p=7.28×10-5),在Bonferroni校正检验后,保留了与ICH风险较高的强因果关系.同时,塞内加尔属(OR:0.843,95%CI:0.778-0.915;Bonferroni校正p=4.10×10-5)与较低的ICH风险相关。此外,Bonferroni校正后,在最初的31种血清代谢物中,仅保留了两种血清代谢物。血清代谢产物之一,异戊酸(OR:7.130,95%CI:2.648-19.199;Bonferroni校正p=1.01×10-4)显示出非常强的因果关系,具有较高的ICH风险,而其他代谢产物未确定,排除在进一步分析之外.各种敏感性分析产生了类似的结果,没有观察到异质性或方向性多效性。
    这项双样本MR研究揭示了肠道微生物群和血清代谢物对ICH风险的显着影响。鉴定了参与ICH开发的特定细菌类群和代谢物。未来需要进一步研究,以更深入地研究这些发现背后的机制。
    UNASSIGNED: Recent research linked changes in the gut microbiota and serum metabolite concentrations to intracerebral hemorrhage (ICH). However, the potential causal relationship remained unclear. Therefore, the current study aims to estimate the effects of genetically predicted causality between gut microbiota, serum metabolites, and ICH.
    UNASSIGNED: Summary data from genome-wide association studies (GWAS) of gut microbiota, serum metabolites, and ICH were obtained separately. Gut microbiota GWAS (N = 18,340) were acquired from the MiBioGen study, serum metabolites GWAS (N = 7,824) from the TwinsUK and KORA studies, and GWAS summary-level data for ICH from the FinnGen R9 (ICH, 3,749 cases; 339,914 controls). A two-sample Mendelian randomization (MR) study was conducted to explore the causal effects between gut microbiota, serum metabolites, and ICH. The random-effects inverse variance-weighted (IVW) MR analyses were performed as the primary results, together with a series of sensitivity analyses to assess the robustness of the results. Besides, a reverse MR was conducted to evaluate the possibility of reverse causation. To validate the relevant findings, we further selected data from the UK Biobank for analysis.
    UNASSIGNED: MR analysis results revealed a nominal association (p < 0.05) between 17 gut microbial taxa, 31 serum metabolites, and ICH. Among gut microbiota, the higher level of genus Eubacterium xylanophilum (odds ratio (OR): 1.327, 95% confidence interval (CI):1.154-1.526; Bonferroni-corrected p = 7.28 × 10-5) retained a strong causal relationship with a higher risk of ICH after the Bonferroni corrected test. Concurrently, the genus Senegalimassilia (OR: 0.843, 95% CI: 0.778-0.915; Bonferroni-corrected p = 4.10 × 10-5) was associated with lower ICH risk. Moreover, after Bonferroni correction, only two serum metabolites remained out of the initial 31 serum metabolites. One of the serum metabolites, Isovalerate (OR: 7.130, 95% CI: 2.648-19.199; Bonferroni-corrected p = 1.01 × 10-4) showed a very strong causal relationship with a higher risk of ICH, whereas the other metabolite was unidentified and excluded from further analysis. Various sensitivity analyses yielded similar results, with no heterogeneity or directional pleiotropy observed.
    UNASSIGNED: This two-sample MR study revealed the significant influence of gut microbiota and serum metabolites on the risk of ICH. The specific bacterial taxa and metabolites engaged in ICH development were identified. Further research is required in the future to delve deeper into the mechanisms behind these findings.
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  • 文章类型: Journal Article
    早发冠状动脉疾病(CAD)在印度是地方性疾病。全球疾病负担研究报告称,2019年印度有286,000人死亡。这些患者中的许多人都有标准的危险因素,但三分之一没有。临床风险算法和成像在早熟CAD中提供有限的风险信息。CAD是多因素的,现在研究集中在使用基因风险评分(GRS)的基因簇和单核苷酸多态性(SNP)的预测能力上。较早的研究结合了10到12个基因和100-500个SNP的数据来计算GRS,然而,随着全基因组关联研究(GWAS)的出现,数以百万计的SNP已被纳入。研究报告说,基于GWAS的GRS可能比传统工具更具辨别力。最近的研究,尤其是南亚人,据报道,GRS将年轻个体的净重新分类提高了15%(12-19%)。积极的生活方式干预和降脂治疗可以改善高GRS个体的风险,并有可能预防过早的CAD。
    Premature coronary artery disease (CAD) is endemic in India. Global Burden of Diseases study has reported that it led to 286,000 deaths in 2019 in India. Many of these patients have standard risk factors but a third have none. Clinical risk algorithms and imaging provide limited risk information in premature CAD. CAD is multifactorial and studies have now focused on the predictive capability of clusters of genes and single nucleotide polymorphisms (SNPs) using gene risk score (GRS). Older studies combined data from 10 to 12 genes and 100-500 SNPs to calculate GRS, however, following the advent of genome-wide association studies (GWAS), millions of SNPs have been incorporated. Studies have reported that GWAS-based GRS may be more discriminative than conventional tools. Recent studies, especially among South Asians, have reported that GRS improves net reclassification by 15% (12-19%) for younger individuals. Aggressive lifestyle interventions and lipid-lowering therapies can ameliorate risk in high-GRS individuals and potentially prevent premature CAD.
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  • 文章类型: Journal Article
    背景:全基因组关联研究已将>100个基因位点与心房颤动(AF)相关联,但建立导致房颤的因果基因仍然具有挑战性。
    目的:通过纳入基因表达和共表达分析,确定与AF风险位点相关的候选新致病基因和机制通路,并为AF相关基因的功能研究和靶向提供资源。
    方法:确定了人类左心房组织中房颤风险变异附近的候选基因的顺式表达数量性状基因座(eQTL)。鉴定每个候选基因的共表达伴侣。加权基因共表达网络分析(WGCNA)鉴定了候选AF基因的过度表示的模块和模块。将独创性路径分析(IPA)应用于每个候选基因的共表达伴侣。将IPA和基因集合过表示分析应用于每个WGCNA模块。
    结果:166个房颤风险SNPs位于135个位点。鉴定了81个以前未被注释为推定的AF风险基因的新基因。IPA确定线粒体功能障碍,氧化应激,上皮粘附连接信号,和沉默酶信号是最常见的重要通路。WGCNA表征了64个模块(候选AF基因在8个中过量代表),以细胞损伤为代表,死亡,压力,发展,代谢/线粒体,转录/翻译,和免疫激活/炎症调节途径。
    结论:候选基因共表达分析提示房颤中细胞应激和重塑的重要作用,支持房颤的双重风险模型:房颤的遗传易感性可能直到晚年才显现出来,当细胞应激源压倒适应性反应时。这些分析还提供了新的资源来指导对潜在因果AF基因的功能研究。
    Genomewide association studies have associated >100 genetic loci with atrial fibrillation (AF), but establishing causal genes contributing to AF remains challenging.
    The purpose of this study was to determine candidate novel causal genes and mechanistic pathways associated with AF risk loci by incorporating gene expression and coexpression analyses and to provide a resource for functional studies and targeting of AF-associated genes.
    Cis-expression quantitative trait loci were identified for candidate genes near AF risk variants in human left atrial tissues. Coexpression partners were identified for each candidate gene. Weighted gene coexpression network analysis (WGCNA) identified modules and modules with overrepresentation of candidate AF genes. Ingenuity pathway analysis (IPA) was applied to the coexpression partners of each candidate gene. IPA and gene set over representation analysis were applied to each WGCNA module.
    One hundred sixty-six AF-risk single nucleotide polymorphisms were located in 135 loci. Eighty-one novel genes not previously annotated as putative AF risk genes were identified. IPA identified mitochondrial dysfunction, oxidative stress, epithelial adherens junction signaling, and sirtuin signaling as the most frequent significant pathways. WGCNA characterized 64 modules (candidate AF genes overrepresented in 8), represented by cell injury, death, stress, developmental, metabolic/mitochondrial, transcription/translation, and immune activation/inflammation regulatory pathways.
    Candidate gene coexpression analyses suggest significant roles for cellular stress and remodeling in AF, supporting a dual risk model for AF: Genetic susceptibility to AF may not manifest until later in life, when cellular stressors overwhelm adaptive responses. These analyses also provide a novel resource to guide functional studies on potential causal AF genes.
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  • 文章类型: Journal Article
    牙周炎等复杂疾病是环境和遗传影响的总和。个人遗传体质与内部和外部风险因素的影响相互作用,如吸烟,口腔卫生,营养不良,情绪压力,和年龄。因此,生活在相同环境背景下并具有类似生活习惯的个体具有不同的疾病风险。遗传研究提供了在疾病病因中具有因果作用的DNA序列变体的鉴定,并且允许鉴定在特定情况下有助于疾病易感性和发病机理的疾病相关免疫和代谢途径。在过去的几年中,遗传医学研究取得了真正的进步。从候选基因关联研究开始,采用了新的方法,将全基因组关联研究的研究设计扩展到全基因组荟萃分析和基因x环境相互作用研究。对患有罕见严重形式的牙周炎的患者进行成本有效的全外显子组和全基因组测序有可能鉴定在常见形式的发病机理中具有直接作用的基因和途径。并行,开发了动物模型,该模型使用遗传高度多样化的小鼠品系来鉴定人类疾病的风险基因。本章介绍了具有明确统计证据的主要研究和已确定的易感基因。此外,它描述了在实验性牙科研究中使用先进方法的开创性研究,开辟新的研究途径。尽管对牙周炎的遗传体系结构的了解仍处于起步阶段,基因研究正在为未来的工作奠定基础,有可能以确定牙周疾病各种原因的方式推进牙科医学。这些知识可能最终允许对个体患者的疾病风险进行预测,并导致诊断和治疗,而不是治疗症状,而是治愈疾病。
    A complex disease such as periodontitis is the sum of environmental and genetic effects. The personal genetic constitution interacts with the effects of internal and external risk factors like smoking, oral hygiene, malnutrition, emotional stress, and age. Accordingly, individuals who live in the same environmental context and share comparable lifestyle habits have different disease risks. Genetic research offers the identification of DNA sequence variants that have a causal role in disease etiology and allows the identification of disease relevant immune and metabolic pathways that contribute to disease susceptibility and pathogenesis in specific situations. Real advances have been made in genetic medical research in the last years. Starting from candidate gene association studies, new approaches were employed that have expanded the study design of genomewide association studies to genomewide meta-analyses and gene x environment interaction studies. Cost efficient whole-exome and whole-genome sequencing of patients with rare severe forms of periodontitis has the potential to identify genes and pathways with a direct role in the pathogenesis of common forms. In parallel, animal models were developed that use genetically highly diverse mouse lines to identify risk genes of human diseases. This chapter presents the main studies and the identified susceptibility genes that have clear statistical evidence. In addition, it describes pioneering studies that used advanced methods in experimental dental research, opening up new avenues of research. Although the knowledge of the genetic architecture of periodontitis is still in its infancy, genetic research is building the basis for future works with the potential to advance dental medicine in ways that will determine the various causes of periodontal diseases. This knowledge may eventually allow making predictions about disease risk for individual patients and leading to diagnosis and treatments that do not treat the symptoms but heal the disease.
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  • 文章类型: Journal Article
    成人身高反映了儿童骨骼生长的结果。生长板(骨phy)软骨细胞是身高的关键决定因素。随着骨软骨细胞的成熟和增殖,它们经历了三个发育阶段,它们在生长板中组织成三个不同的层:(I)静止(圆形),(ii)增生(扁平),和(iii)肥大。最近人类身高的全基因组关联研究(GWASs)确定了许多相关基因座,富集了生长板软骨细胞中表达的基因。然而,目前尚不清楚哪些特定基因在生长板的哪些层中表达调节骨骼生长和人类身高。为了连接身高和生长板生物学的遗传学,我们通过晶状体分析了小鼠新生胫骨生长板三个解剖层中基因表达的GWAS数据。对于每个基因,我们得出了每个生长板层的特异性评分,并根据近期身高GWAS数据的基因水平p值对这些评分进行了回归.我们发现在圆形细胞层中表达的特异性,它含有成熟早期的软骨细胞,与高度GWASp值显着相关(p=8.5×10-9);在对其他细胞层进行特异性调节后,这种关联仍然存在。在“人类孟德尔在线遗传(OMIM)基因集”(已知会导致单基因骨骼生长障碍的基因,p<9.7×10-6)。我们复制了在体外分化过程中在早期和晚期时间点采样的成熟软骨细胞的RNA测序(RNA-seq)数据中的关联:我们发现分化早期的表达与身高GWAS的p值显着相关(p=6.1×10-10),并且这种关联在培养物和OMIM基因集中10天的表达条件下保持(p<0.006)。这些发现新暗示高度GWAS突出显示的基因,并在圆形细胞层中特异性表达,是骨骼生物学的潜在重要调节因子。©2021美国骨骼和矿物质研究协会(ASBMR)。
    Human adult height reflects the outcome of childhood skeletal growth. Growth plate (epiphyseal) chondrocytes are key determinants of height. As epiphyseal chondrocytes mature and proliferate, they pass through three developmental stages, which are organized into three distinct layers in the growth plate: (i) resting (round), (ii) proliferative (flat), and (iii) hypertrophic. Recent genomewide association studies (GWASs) of human height identified numerous associated loci, which are enriched for genes expressed in growth plate chondrocytes. However, it remains unclear which specific genes expressed in which layers of the growth plate regulate skeletal growth and human height. To connect the genetics of height and growth plate biology, we analyzed GWAS data through the lens of gene expression in the three dissected layers of murine newborn tibial growth plate. For each gene, we derived a specificity score for each growth plate layer and regressed these scores against gene-level p values from recent height GWAS data. We found that specificity for expression in the round cell layer, which contains chondrocytes early in maturation, is significantly associated with height GWAS p values (p = 8.5 × 10-9 ); this association remains after conditioning on specificity for the other cell layers. The association also remains after conditioning on membership in an \"Online Mendelian Inheritance in Man (OMIM) gene set\" (genes known to cause monogenic skeletal growth disorders, p < 9.7 × 10-6 ). We replicated the association in RNA-sequencing (RNA-seq) data from maturing chondrocytes sampled at early and late time points during differentiation in vitro: we found that expression early in differentiation is significantly associated with p values from height GWASs (p = 6.1 × 10-10 ) and that this association remains after conditioning on expression at 10 days in culture and on the OMIM gene set (p < 0.006). These findings newly implicate genes highlighted by GWASs of height and specifically expressed in the round cell layer as being potentially important regulators of skeletal biology. © 2021 American Society for Bone and Mineral Research (ASBMR).
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  • 文章类型: Journal Article
    The magnitude of all therapeutic responses is significantly determined by genome structure, variation, and functional interactions. This determination occurs at many levels which are discussed in the current review. Well-established examples of structural variation between individuals are known to dictate an individual\'s response to numerous drugs, as clearly illustrated by warfarin. The exponential rate of genomic-based interrogation is coupled with an expanding repertoire of genomic technologies and applications. This is leading to an ever more sophisticated appreciation of how structural variation, regulation of transcription and genomic structure, both individually and collectively, define cell therapeutic responses.
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  • 文章类型: Biography
    Biomarkers diagnose, predict or assess the risk of disease, and studies of the effects of genetic variation on biomarker phenotypes in the general population complement studies on patients diagnosed with disease. This paper traces the evolution of studies on biomarker genetics over the past 40 years through examples drawn from the work of Professor Martin and his colleagues.
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  • 文章类型: Journal Article
    Although genomewide association studies (GWASs) have identified many genetic variants underlying complex traits, a large fraction of heritability still remains unexplained. Integrative analysis that incorporates additional information, such as expression quantitativetrait locus (eQTL) data into sequencing studies (denoted as transcriptomewide association study [TWAS]), can aid the discovery of trait-associated genetic variants. However, general TWAS methods only incorporate one eQTL-derived weight (e.g., cis-effect), and thus can suffer a substantial loss of power when the single estimated cis-effect is not predictive for the effect size of a genetic variant or when there are estimation errors in the estimated cis-effect, or if the data are not consistent with the model assumption. In this study, we propose an omnibus test (OT) which utilizes a Cauchy association test to integrate association evidence demonstrated by three different traditional tests (burden test, quadratic test, and adaptive test) using GWAS summary data with multiple eQTL-derived weights. The p value of the proposed test can be calculated analytically, and thus it is fast and efficient. We applied our proposed test to two schizophrenia (SCZ) GWAS summary data sets and two lipids trait (HDL) GWAS summary data sets. Compared with the three traditional tests, our proposed OT can identify more trait-associated genes.
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  • 文章类型: Journal Article
    Bamaxiang pig is from Guangxi province in China, characterized by its small body size and two-end black coat colour. It is an important indigenous breed for local pork market and excellent animal model for biomedical research. In this study, we performed genomewide association studies (GWAS) on 43 growth and carcass traits in 315 purebred Bamaxiang pigs based on a 1.4 million SNP array. We observed considerable phenotypic variability in the growth and carcass traits in the Bamaxiang pigs. The corresponding SNP based heritability varied greatly across the 43 traits and ranged from 9.0% to 88%. Through a conditional GWAS, we identified 53 significant associations for 35 traits at p value threshold of 10-6 . Among which, 26 associations on chromosome 3, 7, 14 and X passed a genomewide significance threshold of 5 × 10-8 . The most remarkable loci were at around 30.6 Mb on chromosome 7, which had growth stage-dependent effects on body lengths and cannon circumferences and showed large effects on multiple carcass traits. We discussed HMGA1 NUDT3, EIF2AK1, TMEM132C and AFF2 that near the lead SNP of significant loci as plausible candidate genes for corresponding traits. We also showed that including phenotypic covariate in GWAS can help to reveal additional significant loci for the target traits. The results provide insight into the genetic architecture of growth and carcass traits in Bamaxiang pigs.
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  • 文章类型: Journal Article
    具有共同遗传基础的性状经常显示对选择或环境条件的相关表型反应。在黑腹果蝇中,腹部的色素沉着和胸部的三叉戟状区域具有遗传相关性。这里,我们使用了一种混合复制的全基因组关联方法(Pool-GWAS)来确定两个黑腹果蝇种群中胸三叉戟色素沉着变异的遗传基础.我们证实了先前报道的乌木的巨大影响以及(3R)Payne中世界性倒置的关联。第一次,我们确定tan是导致三叉戟色素沉着变化的另一个主要位点。有趣的是,与女性腹部色素沉着最密切相关的调节型tan也与三叉戟色素沉着密切相关.我们在转基因试验中验证了这种共同的遗传基础,并发现了对三叉戟和腹部色素沉着的定性相似影响。需要进一步的工作来确定这种遗传相关性是否受到自然选择的青睐或反映了共享监管架构的中性副产品。
    Traits with a common genetic basis frequently display correlated phenotypic responses to selection or environmental conditions. In Drosophila melanogaster, pigmentation of the abdomen and a trident-shaped region on the thorax are genetically correlated. Here, we used a pooled replicated genomewide association approach (Pool-GWAS) to identify the genetic basis of variation in thoracic trident pigmentation in two Drosophila melanogaster populations. We confirmed the previously reported large effect of ebony and the association of the cosmopolitan inversion In(3R)Payne. For the first time, we identified tan as another major locus contributing to variation in trident pigmentation. Intriguingly, the regulatory variants of tan that were most strongly associated with female abdominal pigmentation also showed a strong association with trident pigmentation. We validated this common genetic basis in transgenic assays and found qualitatively similar effects on trident and abdominal pigmentation. Further work is required to determine whether this genetic correlation is favoured by natural selection or reflects a neutral by-product of a shared regulatory architecture.
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