common genetic variants

常见遗传变异
  • 文章类型: Journal Article
    精神分裂症是一种严重的精神疾病,与预期寿命减少15-20年有关。可用的治疗方法对大多数受影响的个体至少部分有效,和个人资源,如韧性(成功适应逆境)和应对能力(用于应对压力或威胁情况的策略),是疾病结局和长期持续康复的重要决定因素。已发表的研究结果支持韧性和应对能力的遗传背景的存在,具有可变的遗传力估计。然而,关于这些个人资源的遗传决定因素的全基因组分析,尤其是在精神分裂症的背景下,缺乏。这里,我们进行了全基因组关联研究和辅助分析,以调查潜在的弹性遗传决定因素,490例精神分裂症患者的应对和自尊。结果表明,复杂的遗传背景与神经质的遗传背景部分重叠,担心和精神分裂症本身,并支持社会方面在塑造这些心理结构中的重要性。海马神经发生和脂质代谢似乎是潜在相关的生物学基础,和特定的miRNA,如miR-124和miR-137,可能需要进一步研究作为潜在的生物标志物。总之,这项研究代表了识别遗传和生物学相关因素形成弹性的重要的第一步,精神分裂症的应对资源和自尊。
    Schizophrenia is a severe psychiatric disorder, associated with a reduction in life expectancy of 15-20 years. Available treatments are at least partially effective in most affected individuals, and personal resources such as resilience (successful adaptation despite adversity) and coping abilities (strategies used to deal with stressful or threatening situations), are important determinants of disease outcomes and long-term sustained recovery. Published findings support the existence of a genetic background underlying resilience and coping, with variable heritability estimates. However, genome-wide analyses concerning the genetic determinants of these personal resources, especially in the context of schizophrenia, are lacking. Here, we performed a genome-wide association study coupled with accessory analyses to investigate potential genetic determinants of resilience, coping and self-esteem in 490 schizophrenia patients. Results revealed a complex genetic background partly overlapping with that of neuroticism, worry and schizophrenia itself and support the importance of social aspects in shapingthese psychological constructs. Hippocampal neurogenesis and lipid metabolism appear to be potentially relevant biological underpinnings, and specific miRNAs such as miR-124 and miR-137 may warrant further studies as potential biomarkers. In conclusion, this study represents an important first step in the identification of genetic and biological correlates shaping resilience, coping resources and self-esteem in schizophrenia.
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  • 文章类型: Journal Article
    背景:已知ADHD先证者的亲属患精神分裂症和双相情感障碍的风险增加,提示共同的遗传因素。在这项研究中,我们的目标是识别共同的风险变体(即,单核苷酸多态性,SNP)在ADHD和精神分裂症之间,多动症和双相情感障碍之间。
    方法:使用来自三个GWAS的汇总数据,1例ADHD(20,183例ADHD和35,191例对照),另一个关于精神分裂症(76,755例精神分裂症和243,649例对照),另一个关于双相情感障碍(41,917例双相情感障碍和371,549例对照),我们使用共定位分析来识别ADHD和精神分裂症共有的SNP,和多动症和双相情感障碍共有的SNP。然后对这两组共有的共同遗传变体进行功能基因组分析。
    结果:我们发现与ADHD相关的12个SNPs中有3个与精神分裂症SNPs共同定位,与ADHD相关的12个SNPs中有1个与双相情感障碍共同定位。与精神分裂症相关的SNP只有0.4%(431个中的2个)和与双相情感障碍相关的SNP的2.3%(86个中的2个),与ADHDSNP共同定位。一些映射到这些共有遗传变异体(SCN2A和UNC5D)的基因参与神经系统的发育。
    结论:使用共定位分析,本研究揭示了与ADHD和精神分裂症以及ADHD和双相情感障碍相关的共有遗传变异,并且可能至少部分解释了多动症先证者亲属患精神分裂症和双相情感障碍的风险增加。
    BACKGROUND: Relatives of ADHD probands are known to be at increased risk of schizophrenia and bipolar disorder, suggesting shared genetic factors. In this study, we aim to identify shared common risk variants (i.e., Single-Nucleotide Polymorphisms, SNPs) between ADHD and schizophrenia, and between ADHD and bipolar disorder.
    METHODS: With the summary data from three GWAS, one on ADHD (20,183 cases with ADHD and 35,191 controls), another on schizophrenia (76,755 cases with schizophrenia and 243,649 controls) and another on bipolar disorder (41,917 cases with bipolar disorder and 371,549 controls), we used colocalization analysis to identify SNPs shared by ADHD and schizophrenia, and SNPs shared by ADHD and bipolar disorder. Functional genomic analyses were then conducted on these two sets of shared common genetic variants.
    RESULTS: We found that three of the 12 SNPs associated with ADHD colocalized with schizophrenia SNPs and one of the 12 SNPs associated with ADHD colocalized with bipolar disorder. Only 0.4% of the SNPs associated with schizophrenia (2 out of 431) and 2.3% of the SNPs associated with bipolar disorder (2 out of 86), colocalized with ADHD SNPs. Some genes mapped to these shared genetic variants (SCN2A and UNC5D) are involved in the development of the nervous system.
    CONCLUSIONS: Using colocalization analysis, the present study uncovers shared genetic variants associated with ADHD and schizophrenia as well as ADHD and bipolar disorder, and may at least partially explain the increased risk of schizophrenia and bipolar disorder in relatives of ADHD probands.
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  • 文章类型: Journal Article
    背景:青春期的宪法延迟(CDP)是高度遗传的,但是CDP的遗传基础在很大程度上是未知的。特发性低促性腺激素性性腺功能减退(IHH)可由罕见的遗传变异引起,但是在大约一半的案例中,没有发现罕见的变异原因。
    目的:确定影响青春期时间的常见遗传变异是否有助于CDP和IHH。
    方法:病例对照研究。
    方法:80名CDP患者;301名正常IHH患者,348例患有Kallmann综合征;来自无关研究的对照基因分型数据。
    方法:基于全基因组关联研究的多基因评分(PGS),用于男性青春期标志的时间和初潮年龄(AAM)。
    结果:与对照组相比,CDP队列对男性青春期标志和AAM的PGS较高(对于男性标志,科恩的d=0.85,p=1×10-16;对于AAM,d=0.67,p=1×10-10)。与对照组相比,正常IHH队列的男性标志PGS也较高,但差异较小(男性标志d=0.20,p=0.003;AAMd=0.10,p=0.055)。与对照组相比,KS队列未见差异(男性标志d=0.04,p=0.45;AAMd=-0.03,p=0.86)。
    结论:影响普通人群青春期时间的常见遗传变异对CDP的遗传学有很大贡献,弱于正常的IHH,可能根本不会去KS。这些发现表明,CDP和正常IHH的共同变异遗传学在很大程度上但并不完全不同。
    BACKGROUND: Constitutional delay of puberty (CDP) is highly heritable, but the genetic basis for CDP is largely unknown. Idiopathic hypogonadotropic hypogonadism (IHH) can be caused by rare genetic variants, but in about half of cases, no rare-variant cause is found.
    OBJECTIVE: To determine whether common genetic variants that influence pubertal timing contribute to CDP and IHH.
    METHODS: Case-control study.
    METHODS: 80 individuals with CDP; 301 with normosmic IHH, and 348 with Kallmann syndrome; control genotyping data from unrelated studies.
    METHODS: Polygenic scores (PGS) based on genome-wide association studies for timing of male pubertal hallmarks and age at menarche (AAM).
    RESULTS: The CDP cohort had higher PGS for male pubertal hallmarks and for AAM compared to controls (for male hallmarks, Cohen\'s d = 0.85, p = 1 × 10-16; for AAM, d = 0.67, p = 1 × 10-10). The normosmic IHH cohort also had higher PGS for male hallmarks compared to controls, but the difference was smaller (male hallmarks d = 0.20, p = 0.003; AAM d = 0.10, p = 0.055). No differences were seen for the KS cohort compared to controls (male hallmarks d = 0.04, p = 0.45; AAM d = -0.03, p = 0.86).
    CONCLUSIONS: Common genetic variants that influence pubertal timing in the general population contribute strongly to the genetics of CDP, weakly to normosmic IHH, and potentially not at all to KS. These findings demonstrate that the common-variant genetics of CDP and normosmic IHH are largely but not entirely distinct.
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  • 文章类型: Journal Article
    已知创造力是可遗传的,并表现出患有精神疾病的家族聚集性;然而,他们关系的复杂性还没有得到很好的确立。在本研究中,我们证明,使用扩展和验证的基于机器学习(ML)的职业创造力表型(OC)可以让我们进一步了解创造力的特点,这在以前很难定义和研究。我们对来自英国生物库的241,736名参与者进行了最大的全基因组关联研究(GWAS),并确定了25个尚未报告的铅变异和三个候选因果基因,这些基因以前与教育程度和精神疾病有关。通过各种后GWAS分析,我们发现OC和精神疾病之间存在广泛的遗传重叠,具有混合效应方向。包括双变量因果混合模型。此外,我们发现我们的原始GWAS与针对教育年限调整的GWAS之间存在强烈的遗传相关性(rg=0.95).我们通过基于ML的表型分析进行的GWAS分析有助于理解创造力的遗传结构,这可能为人类认知和精神疾病的遗传发现和遗传预测提供信息。
    Creativity is known to be heritable and exhibits familial aggregation with psychiatric disorders; however, the complex nature of their relationship has not been well-established. In the present study, we demonstrate that using an expanded and validated machine learning (ML)-based phenotyping of occupational creativity (OC) can allow us to further understand the trait of creativity, which was previously difficult to define and study. We conducted the largest genome-wide association study (GWAS) on OC with 241,736 participants from the UK Biobank and identified 25 lead variants that have not yet been reported and three candidate causal genes that were previously associated with educational attainment and psychiatric disorders. We found extensive genetic overlap between OC and psychiatric disorders with mixed effect direction through various post-GWAS analyses, including the bivariate causal mixture model. In addition, we discovered a strongly genetic correlation between our original GWAS and the GWAS adjusted for education years (rg = 0.95). Our GWAS analysis via ML-based phenotyping contributes to the understanding of the genetic architecture of creativity, which may inform genetic discovery and genetic prediction in human cognition and psychiatric disorders.
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  • 文章类型: Journal Article
    精神分裂症(SCZ)患者经常表现出代谢综合征(MetS)的高风险,这可能会导致更糟糕的临床结果。尽管这两种表型是遗传连锁的,对它们共同的遗传决定因素知之甚少。这里,我们调查了SCZ和MetS是否具有遗传风险因素。为了检查这两种疾病之间的遗传重叠,我们通过整合基因组中SCZ(n=320,404)和MetS(n=291,107)的GWAS数据,应用了全面的遗传重叠分析,遗传变异,和基因水平。在基因组水平,我们通过LDSC(rg=-0.09,P=1×10-4)和GNOVA(rho=-0.04,P=1.39×10-8)分析观察到SCZ和MetS之间的多基因重叠。在SNP级别,我们进行了联合FDR(conjFDR)分析,以鉴定同时与两种表型相关的遗传变异.基于conjFDR<0.05,我们确定了SCZ和MetS之间共有的22个基因座。在基因层面,我们进一步证明SCZ和MetS推断的基因表达在49个GTEx组织中重叠,并强调PCCB和KCTD13基因是遗传关联的推定介质.总的来说,这些发现为SCZ和MetS之间的关联提供了新的启示,并可能增强我们对两种疾病之间重叠的高合并症和遗传过程的认识。
    Patients with schizophrenia (SCZ) frequently exhibit an elevated risk of metabolic syndrome (MetS), which may lead to a worse clinical outcome. Even though these two phenotypes are genetically linked, little is known about their shared genetic determinants. Here, we investigated whether SCZ and MetS share genetic risk factors. To examine the genetic overlap between the two disorders, we applied a comprehensive genetic overlap analysis by integrating GWAS data for SCZ (n = 320,404) and MetS (n = 291,107) at the genome, genetic variants, and gene levels. At the genome level, we observed polygenic overlap between SCZ and MetS by utilizing LDSC (rg=-0.09, P = 1 × 10-4) and GNOVA (rho=-0.04, P = 1.39 × 10-8) analysis. At the SNP level, we performed conjunctional FDR (conjFDR) analysis to identify genetic variants simultaneously associated with two phenotypes. Based on conjFDR < 0.05, we identified 22 loci shared between SCZ and MetS. At the gene level, we further demonstrated that SCZ- and MetS-inferred gene expression overlapped across 49 GTEx tissues and highlighted the PCCB and KCTD13 genes as putative mediators of the genetic association. Overall, these findings shed novel light on the association between SCZ and MetS, and potentially enhance our knowledge of the high comorbidity and genetic processes that overlap between the two disorders.
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  • 文章类型: Journal Article
    宿主遗传变异在调节COVID-19临床结果中起关键作用。尽管蛋白质编码区具有功能相关性,位于此处的罕见变异不太可能完全解释世界范围内相当数量的急性受影响的COVID-19患者.使用外显子组范围的关联方法,欧洲血统的人,我们试图鉴定与COVID-19严重程度变异相关的常见编码变异.在这里,队列1比较非住院(对照)和住院(病例)个体,在队列2中,需要呼吸支持的住院受试者(病例)与不需要呼吸支持的住院受试者(对照)进行了比较.在队列1和2中,病例和对照组之间分别有229和111个变体显着差异。这包括先前使用关联研究与COVID-19严重程度相关的FBXO34、CNTN2和TMCC2。总的来说,我们报告了26个已知的和12个新的候选基因中的SNP,有强有力的分子证据表明它们与危及生命的COVID-19和康复后后遗症的病理生理学有关.在这些著名的已知基因中包括,HLA-DQB1,AHSG,ALOX5AP,MUC5AC,SMPD1,SPG7,SPEG,GAS6和SERPINA12。这些结果增强了我们对COVID-19临床谱的病理机制的理解,并可能被用来优先考虑预测疾病严重程度的生物标志物,以及改善欧洲血统个体的治疗策略。
    Host genetic variability plays a pivotal role in modulating COVID-19 clinical outcomes. Despite the functional relevance of protein-coding regions, rare variants located here are less likely to completely explain the considerable numbers of acutely affected COVID-19 patients worldwide. Using an exome-wide association approach, with individuals of European descent, we sought to identify common coding variants linked with variation in COVID-19 severity. Herein, cohort 1 compared non-hospitalized (controls) and hospitalized (cases) individuals, and in cohort 2, hospitalized subjects requiring respiratory support (cases) were compared to those not requiring it (controls). 229 and 111 variants differed significantly between cases and controls in cohorts 1 and 2, respectively. This included FBXO34, CNTN2, and TMCC2 previously linked with COVID-19 severity using association studies. Overall, we report SNPs in 26 known and 12 novel candidate genes with strong molecular evidence implicating them in the pathophysiology of life-threatening COVID-19 and post-recovery sequelae. Of these few notable known genes include, HLA-DQB1, AHSG, ALOX5AP, MUC5AC, SMPD1, SPG7, SPEG,GAS6, and SERPINA12. These results enhance our understanding of the pathomechanisms underlying the COVID-19 clinical spectrum and may be exploited to prioritize biomarkers for predicting disease severity, as well as to improve treatment strategies in individuals of European ancestry.
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  • 文章类型: Journal Article
    目的:为了确定来自科英布拉眼科研究(CES)的葡萄牙人群中年龄相关性黄斑变性(AMD)中常见和罕见遗传变异的贡献,和遗传风险评分(GRS)。
    方法:参与者接受眼科检查和影像学检查。集中阅读中心进行了AMD分期。用EYE-RISK测定进行基因测序。对69个单核苷酸多态性(SNP)进行了基因分型,并测试了与AMD的相关性。使用逻辑回归进行病例对照和进展至AMD分析,以95%置信区间(CI)评估每个变体的等位基因比值比(OR)。计算病例/对照和进展者/非进展者的GRS。使用逻辑回归在病例/对照之间比较罕见变异的累积影响。
    结果:在病例对照分析(237例/640例对照)中,与疾病风险相关的变异为:ARMS2rs10490924,ARMS2_HTRA1rs3750846,CFHrs35292876,SLC16A8rs8135665,TGFBR1rs1626340。主要风险变种ARMS2/HTRA1rs3750846、CFHrs570618和C3rs2230199具有意想不到的较低等位基因频率(AF),风险最高的变异是一种罕见的变异,CFHrs35292876(或,2.668;p值=0.021)。在进展到AMD的分析中(137个进展者/630个非进展者),与进展风险相关的变异包括ARMS2rs10490924,ARMS2_HTRA1rs3750846,CFHrs35292876.病例/对照组的GRS为1.124±1.187和0.645±1.124(p值<0.001),进展者/非进展者为1.190±1.178和0.669±1.141(p值<0.001)。在病例中观察到较高比例的致病性罕见CFH变异(OR,9.661;p值<0.001)。
    结论:常见和罕见变异均与AMD相关,但在我们的人群中,一个CFH罕见变异体的疾病风险最高,而三个主要风险变异体有低于预期的AF,其起源于AMD患病率较低的地理区域.GRS在AMD患者中仍显著增高。损伤性CFH罕见变异在AMD病例中累积更常见。
    OBJECTIVE: To determine the contribution of common and rare genetic variants in age-related macular degeneration (AMD) in a Portuguese population from the Coimbra Eye Study (CES), and the genetic risk score (GRS).
    METHODS: Participants underwent ophthalmologic examination and imaging. A centralized reading centre performed AMD staging. Genetic sequencing was carried out with the EYE-RISK assay. Sixty-nine single nucleotide polymorphisms (SNPs) were genotyped and tested for association with AMD. Case-control and progression-to-AMD analyses were performed using logistic regression to assess allelic odds ratio (OR) at a 95% confidence interval (CI) for each variant. GRS was calculated for cases/controls and progressors/non-progressors. Cumulative impact of rare variants was compared between cases/controls using logistic regression.
    RESULTS: In case-control analysis (237 cases/640 controls) variants associated with risk of disease were: ARMS2 rs10490924, ARMS2_HTRA1 rs3750846, CFH rs35292876, SLC16A8 rs8135665, TGFBR1 rs1626340. Major risk variants ARMS2/HTRA1 rs3750846, CFH rs570618 and C3 rs2230199 had unexpected lower allele frequency (AF), and the highest risk-conferring variant was a rare variant, CFH rs35292876 (OR, 2.668; p-value = 0.021). In progression-to-AMD analysis (137 progressors/630 non-progressors), variants associated with risk of progression were ARMS2 rs10490924, ARMS2_HTRA1 rs3750846, CFH rs35292876. GRS of cases/controls was 1.124 ± 1.187 and 0.645 ± 1.124 (p-value < 0.001), and of progressors/non-progressors was 1.190 ± 1.178 and 0.669 ± 1.141 (p-value < 0.001). Higher proportion of pathogenic rare CFH variants was observed in cases (OR, 9.661; p-value < 0.001).
    CONCLUSIONS: Both common and rare variants were associated with AMD, but a CFH rare variant conferred the highest risk of disease while three major risk variants had a lower-than-expected AF in our population originary from a geographic region with lower prevalence of AMD. GRS was still significantly higher in AMD patients. Damaging CFH rare variants were cumulatively more common in AMD cases.
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  • 文章类型: Journal Article
    目的:研究偏头痛与后循环缺血性卒中(PCiS)和前循环缺血性卒中(ACiS)两种不同表型之间的潜在遗传关系,我们生成了偏头痛多基因风险评分(PRS),并比较了PCiS和ACiS之间的差异,并分别与非中风对照受试者。
    方法:根据磁共振弥散加权成像的病变位置,将急性缺血性卒中病例分为PCiS或ACiS。排除标准是血管区域或不确定区域的病变;同侧胎儿大脑后动脉的幕上PCiS;和房颤病例。我们使用公开可用的GWAS数据生成了三种偏头痛表型(任何偏头痛;无先兆偏头痛;有先兆偏头痛)的偏头痛PRS,并分别比较了PCiS和ACiS的平均PRS与非中风对照受试者,在每个中风表型之间。
    结果:我们的主要分析包括464名PCiS和1079名具有欧洲遗传血统的ACiS患者。与非中风对照受试者(n=15396)相比,任何偏头痛的PRS与PCiS风险增加(p=0.01-0.03)和ACiS风险降低(p=0.010-0.039)相关。无先兆PRS的偏头痛与PCiS显著相关(p=0.008-0.028),但不是ACiS。比较PCiS与ACiS直接,偏头痛PRS在PCiS与ACiS用于任何偏头痛(p=0.001-0.010)和无先兆偏头痛(p=0.032-0.048)。在我们的分析中,有先兆PRS的偏头痛没有显示出差异关联。
    结论:我们的结果表明,与ACiS相比,未明确的偏头痛和无先兆的偏头痛之间的遗传重叠更强。可能的共同机制包括脑血管内皮功能失调。
    OBJECTIVE: To examine potential genetic relationships between migraine and the two distinct phenotypes posterior circulation ischemic stroke (PCiS) and anterior circulation ischemic stroke (ACiS), we generated migraine polygenic risk scores (PRSs) and compared these between PCiS and ACiS, and separately vs. non-stroke control subjects.
    METHODS: Acute ischemic stroke cases were classified as PCiS or ACiS based on lesion location on diffusion-weighted MRI. Exclusion criteria were lesions in both vascular territories or uncertain territory; supratentorial PCiS with ipsilateral fetal posterior cerebral artery; and cases with atrial fibrillation. We generated migraine PRS for three migraine phenotypes (any migraine; migraine without aura; migraine with aura) using publicly available GWAS data and compared mean PRSs separately for PCiS and ACiS vs. non-stroke control subjects, and between each stroke phenotype.
    RESULTS: Our primary analyses included 464 PCiS and 1079 ACiS patients with genetic European ancestry. Compared to non-stroke control subjects (n=15396), PRSs of any migraine were associated with increased risk of PCiS (p=0.01-0.03) and decreased risk of ACiS (p=0.010-0.039). Migraine without aura PRSs were significantly associated with PCiS (p=0.008-0.028), but not with ACiS. When comparing PCiS vs. ACiS directly, migraine PRSs were higher in PCiS vs. ACiS for any migraine (p=0.001-0.010) and migraine without aura (p=0.032-0.048). Migraine with aura PRS did not show a differential association in our analyses.
    CONCLUSIONS: Our results suggest a stronger genetic overlap between unspecified migraine and migraine without aura with PCiS compared to ACiS. Possible shared mechanisms include dysregulation of cerebral vessel endothelial function.
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  • 文章类型: Journal Article
    通过基因表达和可变剪接数量性状基因座(e/sQTL)分析来解释神经精神疾病和大脑相关性状的非编码风险基因座的功能通常在大量死后的成年组织中进行。然而,遗传风险位点富含在新皮质分化过程中活跃的调节元件,风险变异的调节作用可能被块状组织的异质性所掩盖。这里,我们映射e/sQTL,以及代表两个主要发育阶段的培养细胞中的等位基因特异性表达,原代人类神经祖细胞(n=85)及其分选的神经元后代(n=74),识别在发育中的皮质壁或成人皮质中未检测到的许多基因座。通过全转录组关联使用共定位和遗传归因,我们揭示了在新皮质分化过程中活跃的脑相关性状的潜在风险的细胞类型特异性调节机制.具体来说,我们确定了CENPW的祖先特异性eQTL与皮层表面积和教育程度的常见变异关联共同定位.
    Interpretation of the function of non-coding risk loci for neuropsychiatric disorders and brain-relevant traits via gene expression and alternative splicing quantitative trait locus (e/sQTL) analyses is generally performed in bulk post-mortem adult tissue. However, genetic risk loci are enriched in regulatory elements active during neocortical differentiation, and regulatory effects of risk variants may be masked by heterogeneity in bulk tissue. Here, we map e/sQTLs, and allele-specific expression in cultured cells representing two major developmental stages, primary human neural progenitors (n = 85) and their sorted neuronal progeny (n = 74), identifying numerous loci not detected in either bulk developing cortical wall or adult cortex. Using colocalization and genetic imputation via transcriptome-wide association, we uncover cell-type-specific regulatory mechanisms underlying risk for brain-relevant traits that are active during neocortical differentiation. Specifically, we identified a progenitor-specific eQTL for CENPW co-localized with common variant associations for cortical surface area and educational attainment.
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  • 文章类型: Journal Article
    BACKGROUND: Attention deficit hyperactivity disorder (ADHD) and autism spectrum disorder (ASD) are two highly heritable neurodevelopmental disorders. Several lines of evidence point towards the presence of shared genetic factors underlying ASD and ADHD. We conducted genomic analyses of common risk variants (i.e. single nucleotide polymorphisms, SNPs) shared by ASD and ADHD, and those specific to each disorder.
    METHODS: With the summary data from two GWAS, one on ASD (N = 46,350) and another on ADHD (N = 55,374) individuals, we used genomic structural equation modelling and colocalization analysis to identify SNPs shared by ASD and ADHD and SNPs specific to each disorder. Functional genomic analyses were then conducted on shared and specific common genetic variants. Finally, we performed a bidirectional Mendelian randomization analysis to test whether the shared genetic risk between ASD and ADHD was interpretable in terms of reciprocal relationships between ASD and ADHD.
    RESULTS: We found that 37.5% of the SNPs associated with ASD (at p < 1e-6) colocalized with ADHD SNPs and that 19.6% of the SNPs associated with ADHD colocalized with ASD SNPs. We identified genes mapped to SNPs that are specific to ASD or ADHD and that are shared by ASD and ADHD, including two novel genes INSM1 and PAX1. Our bidirectional Mendelian randomization analyses indicated that the risk of ASD was associated with an increased risk of ADHD and vice versa.
    CONCLUSIONS: Using multivariate genomic analyses, the present study uncovers shared and specific genetic variants associated with ASD and ADHD. Further functional investigation of genes mapped to those shared variants may help identify pathophysiological pathways and new targets for treatment.
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