Association analysis

关联分析
  • 文章类型: Journal Article
    弓形虫(T.gondii)是一种机会性病原体,影响约1/3的世界人口。虽然免疫功能正常的个体通常无症状,它可以导致免疫功能低下患者的严重弓形虫病。最近的研究揭示了弓形虫感染和神经精神疾病之间的潜在联系。我们实施了一项队列研究和一项病例对照研究,以进一步确定这种关联。在队列研究中,我们分析了英国生物银行数据库的数据,其中包括8814名接受弓形虫SAG1抗体检测的个体,基线时没有神经精神疾病。其中,22.52%(n=1985)的SAG1抗体检测呈阳性。平均随访12.26年,Cox比例风险模型和逻辑回归分析显示,基线时SAG1血清阳性与精神分裂症发病率之间存在显著关联(HR:5.89;95%CI:1.69-20.53)。在我们的病例对照研究中,纳入239例精神分裂症患者和455例健康个体。使用改良的凝集试验(MAT)检测弓形虫抗体,logistic回归分析显示,精神分裂症患者弓形虫感染率(10.04%)高于健康对照组(3.74%).弓形虫感染是精神分裂症的重要危险因素(OR:3.33;95%CI:1.68-6.61)。然而,我们的调查没有揭示弓形虫感染与其他神经精神疾病之间的紧密关联,包括老年痴呆症,痴呆症,焦虑,抑郁症,神经退行性疾病,和周围神经疾病,如神经和神经丛疾病。
    Toxoplasma gondii (T. gondii) is an opportunistic pathogen affecting about 1/3 of world population. While often asymptomatic in immunocompetent individuals, it can lead to severe toxoplasmosis in immunocompromised patients. Recent research has unveiled a potential link between T. gondii infection and neuropsychiatric diseases. We implemented both a cohort study and a case control study to further identify this association. In the cohort study, we analyzed data from the UK Biobank database, which included 8814 individuals tested for T. gondii SAG1 antibodies and free of neuropsychiatric disorders at baseline. Among them, 22.52% (n = 1985) tested positive for SAG1 antibody. Over an average follow-up period of 12.26 years, Cox proportional hazards models and logistic regression analysis revealed a significant association between the SAG1 seropositivity at baseline and the incidence of schizophrenia (HR: 5.89; 95% CI: 1.69-20.53). In our case-control study, 239 patients diagnosed with schizophrenia and 455 healthy individuals were involved. Using the modified agglutination test (MAT) to detect T. gondii antibodies, logistic regression analysis showed a higher prevalence of T. gondii infection among schizophrenia patients (10.04%) compared to healthy controls (3.74%). T. gondii infection emerged as a significant risk factor for schizophrenia (OR: 3.33; 95% CI: 1.68-6.61). However, our investigations did not reveal a robust association between T. gondii infection and other neuropsychiatric conditions, including Alzheimer\'s disease, dementia, anxiety, depression, neurodegenerative disorders, and peripheral neurological disorders such as neurological and plexus disorders.
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  • 文章类型: Journal Article
    杂合性(ROHet)和纯合性(ROH)的运行包含与目的性状相关的有用信息。缺乏研究ROHet和ROH对哺乳动物繁殖成功和繁殖损失的影响。这里,我们检测并表征了中国本地猪基因组中的ROHet和ROH模式(即,金华,春安,LongyouBlack,和圣贤斑猪),揭示了本地猪的相似遗传特征。稍后,在这四个本地猪品种中,我们使用线性模型的关联分析强调了与落叶性状相关的ROHet和ROH。为了确定与凋落物性状相关的有希望的候选基因,我们进一步深入探讨了其他五个猪品种的选择模式(即,Erhualian,眉山,Minzhu,荣昌,和迪庆猪),使用FST和遗传多样性比,在与基本凋落物性状相关的ROHet和ROH上具有不同水平的繁殖性能。然后,我们鉴定了一组与猪繁殖性能相关的已知和新的候选基因。对于新的候选基因(即,CCDC91,SASH1,SAMD5,MACF1,MFSD2A,EPC2和MBD5),我们获得了公开可用的数据集,并进行了多组学分析,整合了转录组范围的关联研究和比较性单细胞RNA-seq分析,以揭示它们在哺乳动物生殖表现中的作用.这些基因尚未被广泛报道为与生育力相关的基因,并且可以补充地视为先前的生物学信息,以修饰有利于猪产仔性状遗传改善的基因组选择模型。此外,我们的发现为ROHet和ROH在哺乳动物中的功能提供了新的见解。
    Runs of heterozygosity (ROHet) and homozygosity (ROH) harbor useful information related to traits of interest. There is a lack of investigating the effect of ROHet and ROH on reproductive success and the loss of reproduction in mammals. Here, we detected and characterized the ROHet and ROH patterns in the genomes of Chinese indigenous pigs (i.e., Jinhua, Chun\'an, Longyou Black, and Shengxian Spotted pigs), revealing the similar genetic characteristics of indigenous pigs. Later, we highlighted the underlying litter traits-related ROHet and ROH using association analysis with linear model in these four indigenous pig breeds. To pinpoint the promising candidate genes associated with litter traits, we further in-depth explore the selection patterns of other five pig breeds (i.e., Erhualian, Meishan, Minzhu, Rongchang, and Diqing pigs) with different levels of reproduction performance at the underlying litter traits-related ROHet and ROH using F ST and genetic diversity ratio. Then, we identified a set of known and novel candidate genes associated with reproductive performance in pigs. For the novel candidate genes (i.e., CCDC91, SASH1, SAMD5, MACF1, MFSD2A, EPC2, and MBD5), we obtained public available datasets and performed multi-omics analyses integrating transcriptome-wide association studies and comparative single-cell RNA-seq analyses to uncover the roles of them in mammalian reproductive performance. The genes have not been widely reported to be fertility-related genes and can be complementally considered as prior biological information to modify genomic selections models that benefits pig genetic improvement of litter traits. Besides, our findings provide new insights into the function of ROHet and ROH in mammals.
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  • 文章类型: Journal Article
    胰腺癌是一种致命的疾病,约占全球癌症死亡人数的5%。令人沮丧的5年生存率为10%。已知的遗传风险因素只能解释胰腺癌遗传风险的一小部分。我们在1,591例胰腺癌病例和2,134例欧洲血统的无癌对照中进行了全外显子组病例对照测序研究。在我们基于基因的分析中,ATM排名第一,全基因组显著p值为1×10-8。ATM中蛋白质截短变体的比值比为24,大大高于先前的估计,虽然我们的包括一个广泛的95%置信区间(4.0-1000)。SIK3是排名第二的基因(p=3.84×10-6,错误发现率或FDR=0.032)。我们在几个先验感兴趣的基因中观察到名义上显著的关联信号,包括BRCA2(p=4.3×10-4),STK11(p=0.003),PALB2(p=0.019),和TP53(p=0.037),并报告了这些基因中已知致病变异和不确定显著性变异(VUS)的风险估计。已确定的易感基因中的罕见变异解释了约24%的对数家族相对风险,与已确定的常见易感性变体(17%)的贡献相当。总之,这项研究为胰腺癌的遗传易感性提供了新的见解,完善已知胰腺癌易感基因中的罕见变异风险估计,并将SIK3鉴定为新的候选易感基因。这项研究强调了ATM截断变体的重要性以及VUS在胰腺癌病因学中的作用。
    Pancreatic cancer is a deadly disease that accounts for approximately 5% of cancer deaths worldwide, with a dismal 5-year survival rate of 10%. Known genetic risk factors explain only a modest proportion of the heritable risk of pancreatic cancer. We conducted a whole-exome case-control sequencing study in 1,591 pancreatic cancer cases and 2,134 cancer-free controls of European ancestry. In our gene-based analysis, ATM ranked first, with a genome-wide significant p value of 1 × 10-8. The odds ratio for protein-truncating variants in ATM was 24, which is substantially higher than prior estimates, although ours includes a broad 95% confidence interval (4.0-1000). SIK3 was the second highest ranking gene (p = 3.84 × 10-6, false discovery rate or FDR = 0.032). We observed nominally significant association signals in several genes of a priori interest, including BRCA2 (p = 4.3 × 10-4), STK11 (p = 0.003), PALB2 (p = 0.019), and TP53 (p = 0.037), and reported risk estimates for known pathogenic variants and variants of uncertain significance (VUS) in these genes. The rare variants in established susceptibility genes explain approximately 24% of log familial relative risk, which is comparable to the contribution from established common susceptibility variants (17%). In conclusion, this study provides new insights into the genetic susceptibility of pancreatic cancer, refining rare variant risk estimates in known pancreatic cancer susceptibility genes and identifying SIK3 as a novel candidate susceptibility gene. This study highlights the prominent importance of ATM truncating variants and the underappreciated role of VUS in pancreatic cancer etiology.
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  • 文章类型: Journal Article
    Aims: We aimed to explore whether RELN contributes to the vulnerability and severity of clinical symptoms of schizophrenia (SZ) in a Chinese population. Methods: The following were conducted in an adult Han Chinese population from southern China: case-control association analyses of 30 representative single nucleotide polymorphisms (SNPs) that were screened according to specific programs based on bioinformatics tools and former research and quantitative trait locus analyses with SNPs and psychiatric symptoms evaluated with the positive and negative symptoms scale. Results: A 4-SNP haplotype consisting of rs362814, rs39339, rs540058, and rs661575 was found to be significantly associated with SZ even after Bonferroni correction (χ2 = 29.024, p = 6.42E-04, p Bonf = 0.017), and the T-C-T-C haplotype was a protective factor for SZ (OR = 0.050, 95% CI = 0.004-0.705). Moreover, the 4-SNP haplotype showed a significant association with G16 (active social avoidance) after false discovery rate correction (χ2 = 28.620, p = 1.697E-04, p FDR = 0.025). In addition, P7 (hostility) was related to the haplotype comprising rs2229864, rs2535764, and rs262355 (χ2 = 31.424, p = 2.103E-05, p adjustment = 0.019) in quantitative trait loci analyses. Conclusion: Overall, this study showed several positive associations between RELN and SZ, as well as psychiatric symptoms, which not only supports the proposition that RELN is a susceptibility gene for SZ but also provides information on a genotype-phenotype correlation for SZ in a Chinese population.
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  • 文章类型: Journal Article
    进行了数百项全基因组关联研究,以绘制人类常染色体上的疾病基因。众所周知,许多复杂的疾病是由性别决定的,X染色体有望发挥重要作用。然而,只有少数X染色体上的单核苷酸多态性与所研究的疾病显著相关.另一方面,为了平衡两性之间的遗传效应,在大多数X连锁基因中,X染色体失活是通过沉默雌性中两个X染色体的一个拷贝而发生的,并实现了剂量补偿。关于X染色体的一些关联研究纳入了有关剂量补偿的信息。然而,其中一些需要Hardy-Weinberg均衡的假设,一些需要指定潜在的遗传模型。因此,在这篇文章中,通过考虑不同的剂量补偿模式,我们提出了一种新的关联方法。所提出的测试是一种可靠的方法,因为它既不需要指定潜在的遗传模型,也不需要假设Hardy-Weinberg均衡。Further,所提出的方法允许案例和控制之间与Hardy-Weinberg平衡的不同偏差。仿真结果表明,我们提出的方法在控制尺寸和测试功率方面总体上优于现有方法。最后,我们将提出的检验方法应用于Graves\'疾病数据的荟萃分析,以供实际使用。
    Hundreds of genome-wide association studies were conducted to map the disease genes on autosomes in human beings. It is known that many complex diseases are sex-determined and X chromosome is expected to play an important role. However, only a few single-nucleotide polymorphisms on X chromosome were found to be significantly associated with the diseases under study. On the other hand, to balance the genetic effect between two sexes, X chromosome inactivation occurs in most of X-linked genes by silencing one copy of two X chromosomes in females and dosage compensation is achieved. A few association studies on X chromosome incorporated the information on dosage compensation. However, some of them require the assumption of Hardy-Weinberg equilibrium and some need to specify the underlying genetic model. Therefore, in this article, we propose a novel method for association by taking account of different dosage compensation patterns. The proposed test is a robust approach because it requires neither specifying the underlying genetic models nor the assumption of Hardy-Weinberg equilibrium. Further, the proposed method allows for different deviations from Hardy-Weinberg equilibrium between cases and controls. Simulation results demonstrate that our proposed method generally outperforms the existing methods in terms of controlling the size and the test power. Finally, we apply the proposed test to the meta-analysis of the Graves\' disease data for its practical use.
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  • 文章类型: Journal Article
    Breast cancer is the most common cancer in women worldwide. Breast tumorigenesis encompasses both extrinsic and intrinsic factors. Among intrinsic aspects, the appearance of DNA variation can cause genetic instability, which may lead to carcinogenesis. Genome-wide association studies have found several potential breast cancer-associated single nucleotide polymorphisms (SNPs) in many different populations. Among these, seven (rs2046210, rs1219648, rs3817198, rs3803662, rs889312, rs10941679 and rs13281615) have been shown to be significantly associated with breast cancer risk in various populations including those very similar to the Vietnamese. Here, therefore, we have investigated the relationship between these SNPs and breast cancer risk in a Vietnamese population case-control cohort. Real-time PCR high-resolution melt analysis was performed to genotype 300 breast cancer cases and 325 healthy controls, and the association between the seven SNPs and breast cancer risk was determined by analyzing the differences in allelic and genotypic frequencies between case and control groups using R software. While five of the seven showed no association with breast cancer, there was a relationship between the other two SNPs, rs2046210 and rs3803662, and the risk of developing this disease in Vietnamese women. The A allele is the risk allele for both rs2046210 (OR [95% CI] = 1.43 [1.14 - 1.78], P = 0.0015) and rs3803662 (OR [95% CI] = 1.45 [1.16 - 1.83], P = 0.001). We conclude that two polymorphisms, rs2046210 in ESR1 and rs3803662 in TNRC9, are associated with breast cancer risk in the Vietnamese population.
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  • 文章类型: Journal Article
    BACKGROUND: Cerebral palsy (CP) is the leading cause of motor disability in children; however, its pathogenesis is unknown in most cases. Growing evidence suggests that Nitric oxide synthase 1 (NOS1) is involved in neural development and neurologic diseases. The purpose of this study was to determine whether genetic variants of NOS1 contribute to CP susceptibility in a Han Chinese population.
    METHODS: A case-control study involving 652 CP patients and 636 healthy controls was conducted. Six SNPs in the NOS1 gene (rs3782219, rs6490121, rs2293054, rs10774909, rs3741475, and rs2682826) were selected, and the MassARRAY typing technique was applied for genotyping. Data analysis was conducted using SHEsis online software, and multiple test corrections were performed using SNPSpD online software.
    RESULTS: There were no significant differences in genotype and allele frequencies between patients and controls for the SNPs except rs6490121, which deviated from Hardy-Weinberg equilibrium and was excluded from further analyses. Subgroup analysis revealed differences in genotype frequencies between the CP with neonatal encephalopathy group (CP + NE) and control group for rs10774909, rs3741475, and rs2682826 (after SNPSpD correction, p = 0.004, 0.012, and 0.002, respectively). The T allele of NOS1 SNP rs3782219 was negatively associated with spastic quadriplegia (OR = 0.742, 95% CI = 0.600-0.918, after SNPSpD correction, p = 0.023). There were no differences in allele or genotype frequencies between CP subgroups and controls for the other genetic polymorphisms.
    CONCLUSIONS: NOS1 is associated with CP + NE and spastic quadriplegia, suggesting that NOS1 is likely involved in the pathogenesis of CP and that it is a potential therapeutic target for treatment of cerebral injury.
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  • 文章类型: Journal Article
    The genetic basis of complex diseases often involves multiple causative loci. Under such a disease etiology, assuming one disease locus in linkage disequilibrium mapping is likely to induce bias and lead to efficiency loss in disease locus estimation. An approach is needed for simultaneously localizing multiple functional loci within the same region. However, due to the increasing number of parameters accompanying disease loci, these estimates can be computationally infeasible. To circumvent this problem, we propose to estimate the main and two-adjacent-locus joint effects and a nuisance parameter at the disease loci separately through a linear approximation. Estimates of the genetic effects are entered into a generalized estimating equation to estimate disease loci, and the procedure is conducted iteratively until convergence. The proposed method provides estimates and confidence intervals (CIs) for the disease loci, the genetic main effects, and the joint effects of two adjacent disease loci, with the CIs for the disease loci providing useful regions for further fine-mapping. We apply the proposed approach to a data example of case-control studies. Results of the simulations and data example suggest that the developed method performs well in terms of bias, variance, and coverage probability under scenarios with up to three disease loci.
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  • 文章类型: Journal Article
    Rare variants have recently garnered an immense amount of attention in genetic association analysis. However, unlike methods traditionally used for single marker analysis in GWAS, rare variant analysis often requires some method of aggregation, since single marker approaches are poorly powered for typical sequencing study sample sizes. Advancements in sequencing technologies have rendered next-generation sequencing platforms a realistic alternative to traditional genotyping arrays. Exome sequencing in particular not only provides base-level resolution of genetic coding regions, but also a natural paradigm for aggregation via genes and exons. Here, we propose the use of penalized regression in combination with variant aggregation measures to identify rare variant enrichment in exome sequencing data. In contrast to marginal gene-level testing, we simultaneously evaluate the effects of rare variants in multiple genes, focusing on gene-based least absolute shrinkage and selection operator (LASSO) and exon-based sparse group LASSO models. By using gene membership as a grouping variable, the sparse group LASSO can be used as a gene-centric analysis of rare variants while also providing a penalized approach toward identifying specific regions of interest. We apply extensive simulations to evaluate the performance of these approaches with respect to specificity and sensitivity, comparing these results to multiple competing marginal testing methods. Finally, we discuss our findings and outline future research.
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