genome wide association study (GWAS)

全基因组关联研究 (GWAS)
  • 文章类型: Journal Article
    化感作用已被认为是控制杂草的自然方法。尽管已经研究了化感化合物的性质,关于化感作用的遗传基础知之甚少。然而,众所周知,水稻在不同品种之间表现出不同的化感潜力,和育种具有化感潜力的水稻植物,赋予稻田中杂草的优势将是非常理想的。了解基因因子和鉴定负责化感作用的基因组区域将有助于育种程序。利用水稻现有的遗传多样性,特别是在温带粳稻中,我们对水稻化感作用的遗传决定因素进行了全面调查。采用全基因组关联研究,我们确定了四个定量特征基因座,最有希望的基因座位于2号和5号染色体上。随后对位于这些QTL内的基因的检查揭示了与次级代谢产物如苯丙氨酸氨裂解酶(PAL)的生物合成相关的基因。酚类化合物合成的关键酶,和两个编码R2R3型MYB转录因子的基因。这两个与水稻化感作用相关的QTL的鉴定为进一步探索和有针对性的育种策略提供了有用的工具。
    Allelopathy has been considered as a natural method of weed control. Despite the nature of allelochemical compounds has been studied, little is known about the genetic basis underlying allelopathy. However, it is known that rice exhibits diverse allelopathic potentials across varieties, and breeding for rice plants exhibiting allelopathic potential conferring an advantage against weeds in paddy fields would be highly desirable. Knowledge of the gene factors and the identification of the genomic regions responsible for allelopathy would facilitate breeding programs. Taking advantage of the existing genetic diversity in rice, particularly in temperate japonica rice, we conducted a comprehensive investigation into the genetic determinants that contribute to rice allelopathy. Employing Genome-Wide Association Study, we identified four Quantitative Trait Loci, with the most promising loci situated on chromosome 2 and 5. Subsequent inspection of the genes located within these QTLs revealed genes associated with the biosynthesis of secondary metabolites such as Phenylalanine Ammonia Lyase (PAL), a key enzyme in the synthesis of phenolic compounds, and two genes coding for R2R3-type MYB transcription factors. The identification of these two QTLs associated to allelopathy in rice provides a useful tool for further exploration and targeted breeding strategies.
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  • 文章类型: Journal Article
    OBJECTIVE: Previous research suggests that peripheral immune cells may play a role in the development of Alzheimer\'s disease (AD). Our study aims to determine if the composition of peripheral immune cells directly contributes to the occurrence of AD.
    METHODS: We utilized a two-sample Mendelian randomization (MR) approach to examine the association between peripheral immune cells and AD.The primary analysis method used was the inverse variance weighted (IVW) method, and we also conducted analyses using MR Egger, weighted median, simple mode, and weighted mode methods to ensure the accuracy of the results.Heterogeneity and horizontal pleiotropy were evaluated using Cochran\'s Q statistics and the MR Egger intercept, respectively.
    RESULTS: The study found a significant correlation between increased IgD + CD24- AC cells (Odds Ratio [OR] = 1.03, 95% Confidence Interval [CI] = 1.01-1.06, P = 0.0172), increased CD4 + %leukocyte (OR = 1.08, 95% CI = 1.02-1.14, P = 0.0086), and increased CD4 + CD8dim AC cells (OR = 1.06, 95% CI = 1.01-1.11, P = 0.0218), with an increased susceptibility to AD. Conversely, an increase in EM DN (CD4-CD8-) %T cells (OR = 0.95, 95% CI = 0.92-0.99, P = 0.0164) and an increase in DN (CD4-CD8-) AC cells (OR = 0.93, 95% CI = 0.88-0.99, P = 0.0145) were associated with a protective effect against AD.
    CONCLUSIONS: Our findings establish a causal link between peripheral immune cells and AD. This study is the first to examine the relationship between peripheral immune cells and AD using MR, offering valuable insights for early diagnosis and treatment decisions.
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  • 文章类型: Journal Article
    尽管已知2型糖尿病(T2D)是由多种因素引起的代谢疾病,病因仍未被充分理解。这里,我们的目的是确定循环免疫细胞谱是否会对T2D负债造成因果关系。
    我们在来自血细胞联盟的563,085名参与者中应用了一项全基因组关联研究(GWAS)的血液特征摘要统计,并对包括3,757名撒丁岛人的淋巴细胞亚群进行了另一项GWAS的流式细胞术分析,以鉴定遗传预测的血液免疫细胞。我们还从DIAGRAM联盟获得了898,130名个体的GWAS汇总统计数据,以评估遗传预测的T2D。我们主要使用逆方差加权(IVW)和加权中位数方法进行孟德尔随机化分析和敏感性分析,以评估异质性和多效性。
    对于循环血液白细胞及其亚群,遗传预测的循环单核细胞计数的增加与T2D的高风险有因果关系[比值比(OR)=1.06,95%置信区间(CI)=1.02~1.10,p=0.0048].对于淋巴细胞亚群,CD8+T细胞和CD4+CD8dimT细胞计数对T2D易感性具有因果效应(CD8+T细胞:OR=1.09,95%CI=1.03-1.17,p=0.0053;CD4+CD8dimT细胞:OR=1.04,95%CI=1.01-1.08,p=0.0070)。没有确定多效性。
    这些发现表明,较高的循环单核细胞和T淋巴细胞亚群预测T2D易感性增加,这证实了T2D的免疫倾向。我们的结果可能为T2D的诊断和治疗提供新的治疗靶点。
    Though type 2 diabetes (T2D) has been known as a metabolic disease caused by multiple factors, the etiology remains insufficiently understood. Here, we aimed to figure out whether circulating immune cell profiles causally impact T2D liability.
    We applied one genome-wide association study (GWAS) summary statistics of blood traits in 563,085 participants from the Blood Cell Consortium and another GWAS of flow cytometric profile of lymphocyte subsets comprising 3,757 Sardinians to identify genetically predicted blood immune cells. We also obtained GWAS summary statistics in 898,130 individuals from the DIAGRAM Consortium to evaluate genetically predicted T2D. We primarily used inverse variance weighted (IVW) and weighted median methods to perform Mendelian randomization analyses and sensitivity analyses to evaluate heterogeneity and pleiotropy.
    For circulating blood leukocyte and its subpopulations, the increase of genetically predicted circulating monocyte count was causally correlated with a higher risk of T2D [odds ratio (OR) = 1.06, 95% confidence interval (CI) = 1.02-1.10, p = 0.0048]. For lymphocyte subsets, CD8+ T cell and CD4+ CD8dim T cell count were identified with causal effect on T2D susceptibility (CD8+ T cell: OR = 1.09, 95% CI = 1.03-1.17, p = 0.0053; CD4+ CD8dim T cell: OR = 1.04, 95% CI = 1.01-1.08, p = 0.0070). No pleiotropy was determined.
    These findings demonstrated that higher circulating monocyte and T-lymphocyte subpopulation predicted increased T2D susceptibility, which confirmed the immunity predisposition for T2D. Our results may have the potential to provide new therapeutic targets for the diagnosis and treatment of T2D.
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  • 文章类型: Journal Article
    多发性硬化症(MS)是一种复杂的中枢神经系统(CNS)脱髓鞘疾病,其病因涉及遗传和环境因素之间的相互作用。我们的目的是确定遗传预测的外周免疫细胞计数是否可能对MS产生因果影响。
    我们使用了与循环白细胞细胞计数密切相关的遗传变异,淋巴细胞,单核细胞,中性粒细胞,嗜酸性粒细胞,和嗜碱性粒细胞,除了一些T和B淋巴细胞亚群,作为工具变量(IVs)进行孟德尔随机化(MR)分析。使用来自国际多发性硬化遗传学联盟(IMSGC)全基因组关联研究(GWAS)的汇总统计来测量免疫细胞计数对MS风险的影响。
    我们的研究结果表明白细胞计数[比值比(OR),1.24;95%置信区间(CI),1.07-1.43;p=0.0039]和淋巴细胞计数(OR,1.17;95%CI,1.01-1.35;p=0.0317)与MS易感性有因果关系。此外,我们还发现,遗传预测的自然杀伤T(NKT)细胞计数的增加也与MS风险的增加有关(OR,1.24;95%CI,1.06-1.45;p=0.0082)。
    这些发现表明,外周免疫细胞计数较高的遗传倾向可以对MS风险产生因果效应,这证实了外周免疫在MS中的关键作用。特别是,NKT细胞计数与MS之间的因果关系强调了未来探索NKT细胞在疾病发病机制中的功能作用的相关性.
    Multiple sclerosis (MS) is a complex central nervous system (CNS) demyelinating disease, the etiology of which involves the interplay between genetic and environmental factors. We aimed to determine whether genetically predicted peripheral immune cell counts may have a causal effect on MS.
    We used genetic variants strongly associated with cell counts of circulating leukocyte, lymphocyte, monocyte, neutrophil, eosinophil, and basophil, in addition to some subpopulations of T and B lymphocyte, as instrumental variables (IVs) to perform Mendelian randomization (MR) analyses. The effect of immune cell counts on MS risk was measured using the summary statistics from the International Multiple Sclerosis Genetics Consortium (IMSGC) genome-wide association studies (GWAS).
    Our findings indicated that higher leucocyte count [odds ratio (OR), 1.24; 95% confidence interval (CI), 1.07 - 1.43; p = 0.0039] and lymphocyte count (OR, 1.17; 95% CI, 1.01 - 1.35; p = 0.0317) were causally associated with MS susceptibility. In addition, we also found that increase of genetically predicted natural killer T (NKT) cell count is also associated with an increase MS risk (OR, 1.24; 95% CI, 1.06 - 1.45; p = 0.0082).
    These findings show that the genetic predisposition to higher peripheral immune cell counts can exert a causal effect on MS risk, which confirms the crucial role played by peripheral immunity in MS. Particularly, the causal association between NKT cell count and MS underscores the relevance of exploring the functional roles of NKT cells in disease pathogenesis in future.
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  • 文章类型: Journal Article
    本研究旨在鉴定与股骨头坏死(ONFH)相关的新候选基因。
    通过整合UKBiobank中的骨坏死(ON)的全基因组关联研究数据集与预先计算的肌肉骨骼(MS)和血液的mRNA表达参考重量进行全转录组关联研究(TWAS)。通过DAVID工具进一步对通过TWAS鉴定的ON相关基因进行基因本体论(GO)分析。最后,我们对TWAS和全基因组mRNA表达谱进行了反式组学比较分析,以鉴定ONFHDNA水平TWAS和mRNA水平表达谱共有的共同基因和GO术语.
    TWAS共鉴定出564个MS和血液中PTWAS值<0.05的基因,如CBX1(PTWAS=0.0001MS),SRPK2(血液PTWAS=0.0002),和MYO5A(血液PTWAS=0.0005)。将TWAS检测到的基因与通过mRNA表达谱鉴定的差异表达基因进行比较后,我们检测到59个重叠基因,如STEAP4[PTWAS=0.0270,FC(倍数变化)mRNA=7.03],RABEP1(PTWAS=0.010,FCmRNA=2.22),和MORC3(PTWAS=0.0053,FCmRNA=2.92)。对TWAS鉴定的基因的GO分析发现了53个ON的GO术语。进一步比较TWAS和mRNA表达谱的GO结果,确定了四个重叠的GO术语,包括半胱氨酸型内肽酶活性(PTWAS=0.0006,PmRNA=0.0227),细胞外间隙(PTWAS=0.0342,PmRNA=0.0012),蛋白结合(PTWAS=0.0112,PmRNA=0.0106),和ATP结合(PTWAS=0.0464,PmRNA=0.0033)。
    通过整合TWAS和mRNA表达谱鉴定了几个ONFH相关基因和GO术语。为揭示ONFH的发病机制提供了新的线索。
    UNASSIGNED: This study aims to identify novel candidate genes associated with osteonecrosis of the femoral head (ONFH).
    UNASSIGNED: A transcriptome-wide association study (TWAS) was performed by integrating the genome-wide association study dataset of osteonecrosis (ON) in the UK Biobank with pre-computed mRNA expression reference weights of muscle skeleton (MS) and blood. The ON-associated genes identified by TWAS were further subjected to gene ontology (GO) analysis by the DAVID tool. Finally, a trans-omics comparative analysis of TWAS and genome-wide mRNA expression profiling was conducted to identify the common genes and the GO terms shared by both DNA-level TWAS and mRNA-level expression profile for ONFH.
    UNASSIGNED: TWAS totally identified 564 genes that were with P TWAS value <0.05 for MS and blood, such as CBX1 (P TWAS = 0.0001 for MS), SRPK2 (P TWAS = 0.0002 for blood), and MYO5A (P TWAS = 0.0005 for blood). After comparing the genes detected by TWAS with the differentially expressed genes identified by mRNA expression profiling, we detected 59 overlapped genes, such as STEAP4 [P TWAS = 0.0270, FC (fold change)mRNA = 7.03], RABEP1 (P TWAS = 0.010, FCmRNA = 2.22), and MORC3 (P TWAS = 0.0053, FCmRNA = 2.92). The GO analysis of TWAS-identified genes discovered 53 GO terms for ON. Further comparing the GO results of TWAS and mRNA expression profiling identified four overlapped GO terms, including cysteine-type endopeptidase activity (P TWAS = 0.0006, P mRNA = 0.0227), extracellular space (P TWAS = 0.0342, P mRNA = 0.0012), protein binding (P TWAS = 0.0112, P mRNA = 0.0106), and ATP binding (P TWAS = 0.0464, P mRNA = 0.0033).
    UNASSIGNED: Several ONFH-associated genes and GO terms were identified by integrating TWAS and mRNA expression profiling. It provides novel clues to reveal the pathogenesis of ONFH.
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  • 文章类型: Journal Article
    To identify rheumatoid arthritis (RA)-associated susceptibility genes and pathways through integrating genome-wide association study (GWAS) and gene expression profile data.
    A transcriptome-wide association study (TWAS) was conducted by the FUSION software for RA considering EBV-transformed lymphocytes (EL), transformed fibroblasts (TF), peripheral blood (NBL), and whole blood (YBL). GWAS summary data was driven from a large-scale GWAS, involving 5539 autoantibody-positive RA patients and 20,169 controls. The TWAS-identified genes were further validated using the mRNA expression profiles and made a functional exploration.
    TWAS identified 692 genes with PTWAS values < 0.05 for RA. CRIPAK (PEL = 0.01293, PTF = 0.00038, PNBL = 0.02839, PYBL = 0.0978), MUT (PEL = 0.00377, PTF = 0.00076, PNBL = 0.00778, PYBL = 0.00096), FOXRED1 (PEL = 0.03834, PTF = 0.01120, PNBL = 0.01280, PYBL = 0.00583), and EBPL (PEL = 0.00806, PTF = 0.03761, PNBL = 0.03540, PYBL = 0.04254) were collectively expressed in all the four tissues/cells. Eighteen genes, including ANXA5, AP4B1, ATIC (PTWAS = 0.0113, downregulated expression), C12orf65, CMAH, PDHB, RUNX3 (PTWAS = 0.0346, downregulated expression), SBF1, SH2B3, STK38, TMEM43, XPNPEP1, KIAA1530, NUFIP2, PPP2R3C, RAB24, STX6, and TLR5 (PTWAS = 0.04665, upregulated expression), were validated with integrative analysis of TWAS and mRNA expression profiles. TWAS-identified genes functionally involved in endoplasmic reticulum organization, regulation of cytokine production, TNF signaling pathway, immune response-regulating signaling pathway, regulation of autophagy, etc. CONCLUSION: We identified multiple candidate genes and pathways, providing novel clues for the genetic mechanism of RA.
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  • 文章类型: Journal Article
    背景:霜冻是冬季豌豆作物(PisumsativumL.)的限制性非生物胁迫,确定霜冻耐受性的遗传决定因素是选育寒冷北方地区品种的主要问题。先前已从双亲作图群体中检测到数量性状基因座(QTL),概述了控制这种特征的基因组区域。豌豆高通量基因分型工具的最新发展带来了进行遗传关联研究的机会,以便在大量遗传资源中捕获更高的等位基因多样性,并由于高标记密度而完善因果多态性的定位。在这项研究中,我们使用一组365个豌豆种质进行了全基因组关联研究(GWAS).通过在田间和受控条件下对霜冻进行评分来进行表型分析。还使用IlluminaInfinium®BeadChip对关联映射集合进行了基因分型,它允许收集11,366个单核苷酸多态性(SNP)标记的数据。
    结果:GWAS鉴定出62个与耐霜冻性显着相关的SNP,并分布在七个豌豆连锁群(LGs)中的六个上。这些结果证实了已经在LGIII上的多个环境中绘制的3个QTL,V和VI具有双亲群体。他们还允许识别一个基因座,在LGII上,尚未检测到两个基因座,关于LGsI和VII,以前只在一个环境中检测到。对应于注释的重要SNP的50个候选基因,或与前者处于强连锁不平衡状态的SNP,被发现是GWAS检测到的霜冻损伤(FD)相关基因座的基础。此外,分析允许在关联作图集合中定义FD相关基因座的标记的有利单倍型及其相应的种质.
    结论:这项研究导致鉴定了FD相关基因座以及相应的有利单倍型标记和代表性豌豆种质,这些标记可能用于冬季豌豆育种计划。在确定的FD相关基因座上突出显示的候选基因中,结果还鼓励人们进一步关注C重复结合因子(CBF)的存在,这是LGVI上抗冻性基因座的潜在遗传决定因素。
    BACKGROUND: Frost is a limiting abiotic stress for the winter pea crop (Pisum sativum L.) and identifying the genetic determinants of frost tolerance is a major issue to breed varieties for cold northern areas. Quantitative trait loci (QTLs) have previously been detected from bi-parental mapping populations, giving an overview of the genome regions governing this trait. The recent development of high-throughput genotyping tools for pea brings the opportunity to undertake genetic association studies in order to capture a higher allelic diversity within large collections of genetic resources as well as to refine the localization of the causal polymorphisms thanks to the high marker density. In this study, a genome-wide association study (GWAS) was performed using a set of 365 pea accessions. Phenotyping was carried out by scoring frost damages in the field and in controlled conditions. The association mapping collection was also genotyped using an Illumina Infinium® BeadChip, which allowed to collect data for 11,366 single nucleotide polymorphism (SNP) markers.
    RESULTS: GWAS identified 62 SNPs significantly associated with frost tolerance and distributed over six of the seven pea linkage groups (LGs). These results confirmed 3 QTLs that were already mapped in multiple environments on LG III, V and VI with bi-parental populations. They also allowed to identify one locus, on LG II, which has not been detected yet and two loci, on LGs I and VII, which have formerly been detected in only one environment. Fifty candidate genes corresponding to annotated significant SNPs, or SNPs in strong linkage disequilibrium with the formers, were found to underlie the frost damage (FD)-related loci detected by GWAS. Additionally, the analyses allowed to define favorable haplotypes of markers for the FD-related loci and their corresponding accessions within the association mapping collection.
    CONCLUSIONS: This study led to identify FD-related loci as well as corresponding favorable haplotypes of markers and representative pea accessions that might to be used in winter pea breeding programs. Among the candidate genes highlighted at the identified FD-related loci, the results also encourage further attention to the presence of C-repeat Binding Factors (CBF) as potential genetic determinants of the frost tolerance locus on LG VI.
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  • 文章类型: Journal Article
    Genome wide association studies (GWASs) have provided insights into the molecular basis of the disorder in different population. This study presents the first GWAS of substance use disorder (SUD) in patients from the United Arab Emirates (UAE). The aim was to identify genetic association(s) that may provide insights into the molecular basis of the disorder. The GWAS discovery cohort consisted of 512 (250 cases and 262 controls) male participants from the UAE. Controls with no prior history of SUD were available from the Emirates family registry. The replication cohort consisted of 520 (415 cases and 105 controls) Australian male Caucasian participants. The GWAS discovery samples were genotyped for 4.6 million single nucleotide polymorphism (SNP). The replication cohort was genotyped using TaqMan assay. The GWAS association analysis identified three potential SNPs rs118129027 (p-value = 6.24 × 10-8 ), rs74477937 (p-value = 8.56 × 10-8 ) and rs78707086 (p-value = 8.55 × 10-8 ) on ch7p14.1, that did not meet the GWAS significance threshold but were highly suggestive. In the replication cohort, the association of the three top SNPs did not reach statistical significance. In a meta-analysis of the discovery and the replication cohorts, there were no strengthen evidence for association of the three SNPs. The top identified rs118129027 overlaps with a regulatory factor (enhancer) region that targets three neighboring genes LOC105375237, LOC105375240, and YAE1D1. The YAE1D1, which represents a potential locus that is involved in regulating translation initiation pathway. Novel associations that require further confirmation were identified, suggesting a new insight to the genetic basis of SUD.
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  • 文章类型: Journal Article
    背景:巴卡纳病,由种子传播的镰刀菌引起,主要是F.Fujikuroi,是一种水稻疾病,其重要性在几个水稻种植国家中大大增加,导致产量损失增加。
    结果:筛选了粳稻的种质资源,允许鉴定对bakanae具有高至中等水平抗性的种质。GWAS方法发现了两个与观察到的表型变异高度相关的基因组区域,以响应1号染色体短臂(命名为qBK1_628091)和4号染色体长臂(命名为qBK4_31750955)上的bakanae感染。对bakanae的高水平表型抗性与两个抗性基因座上抗性等位基因的累积存在有关,表明它们可以在抗性育种中提供有用的疾病保护水平。与qBK1_628091和qBK4_31750955的基因组位置相对于文献中报道的巴卡科抗性的QTL的精细比较表明,此处描述的抗性基因座代表了与富士抗性相关的新基因组区域。考虑到两个基因组区域中包含的所有注释基因和F.fujikuroi相关的DEGs,对在bakanae抗性中具有推定作用的候选基因进行了搜索,突出了可能与抗性有关的几种基因功能,从而为抗性基因座的功能表征铺平了道路。
    结论:在水稻1号和4号染色体上鉴定了新的有效的巴卡科抗性来源,并为抗性育种提供了工具。
    BACKGROUND: Bakanae disease, caused by seed-borne Fusarium species, mainly F. fujikuroi, is a rice disease whose importance is considerably increasing in several rice growing countries, leading to incremental production losses.
    RESULTS: A germplasm collection of japonica rice was screened for F. fujikuroi resistance, allowing the identification of accessions with high-to-moderate levels of resistance to bakanae. A GWAS approach uncovered two genomic regions highly associated with the observed phenotypic variation for response to bakanae infection on the short arm of chromosome 1 (named as qBK1_628091) and on the long arm of chromosome 4 (named as qBK4_31750955). High levels of phenotypic resistance to bakanae were associated to the cumulated presence of the resistant alleles at the two resistance loci, suggesting that they can provide useful levels of disease protection in resistance breeding. A fine comparison with the genomic positions of qBK1_628091 and qBK4_31750955 with respect to the QTLs for bakanae resistance reported in the literature suggests that the resistant loci here described represent new genomic regions associated to F. fujikuroi resistance. A search for candidate genes with a putative role in bakanae resistance was conducted considering all the annotated genes and F. fujikuroi-related DEGs included in the two genomic regions highlighting several gene functions that could be involved in resistance, thus paving the way to the functional characterization of the resistance loci.
    CONCLUSIONS: New effective sources for bakanae resistance were identified on rice chromosomes 1 and 4 and tools for resistance breeding are provided.
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