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American Journal of Medical Genetics Part B: Neuropsychiatric Genetics最新文献

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Multivariate analyses of molecular genetic associations between childhood psychopathology and adult mood disorders and related traits 儿童精神病理与成人情绪障碍及相关特征的分子遗传关联的多变量分析
IF 2.8 3区 医学 Q3 GENETICS & HEREDITY Pub Date : 2022-11-15 DOI: 10.1002/ajmg.b.32922
Wonuola A. Akingbuwa, Anke R. Hammerschlag, Andrea G. Allegrini, Hannah Sallis, Ralf Kuja-Halkola, Kaili Rimfeld, Paul Lichtenstein, Sebastian Lundstrom, Marcus R. Munafò, Robert Plomin, Michel G. Nivard, Meike Bartels, Christel M. Middeldorp

Ubiquitous associations have been detected between different types of childhood psychopathology and polygenic risk scores based on adult psychiatric disorders and related adult outcomes, indicating that genetic factors partly explain the association between childhood psychopathology and adult outcomes. However, these analyses in general do not take into account the correlations between the adult trait and disorder polygenic risk scores. This study aimed to further clarify the influence of genetic factors on associations between childhood psychopathology and adult outcomes by accounting for these correlations. Using a multivariate multivariable regression, we analyzed associations of childhood attention-deficit/hyperactivity disorder (ADHD), internalizing, and social problems, with polygenic scores (PGS) of adult disorders and traits including major depression, bipolar disorder, subjective well-being, neuroticism, insomnia, educational attainment, and body mass index (BMI), derived for 20,539 children aged 8.5–10.5 years. After correcting for correlations between the adult phenotypes, major depression PGS were associated with all three childhood traits, that is, ADHD, internalizing, and social problems. In addition, BMI PGS were associated with ADHD symptoms and social problems, while neuroticism PGS were only associated with internalizing problems and educational attainment PGS were only associated with ADHD symptoms. PGS of bipolar disorder, subjective well-being, and insomnia were not associated with any childhood traits. Our findings suggest that associations between childhood psychopathology and adult traits like insomnia and subjective well-being may be primarily driven by genetic factors that influence adult major depression. Additionally, specific childhood phenotypes are genetically associated with educational attainment, BMI and neuroticism.

在不同类型的儿童精神病理学和基于成人精神障碍和相关成人结果的多基因风险评分之间,已经发现了普遍的关联,这表明遗传因素在一定程度上解释了童年精神病理学与成人结果之间的关联。然而,这些分析通常没有考虑成年特征与疾病多基因风险评分之间的相关性。本研究旨在通过解释这些相关性,进一步阐明遗传因素对儿童精神病理学和成人预后之间关系的影响。使用多变量多变量回归,我们分析了儿童注意力缺陷/多动障碍(ADHD)、内化和社会问题与成人障碍的多基因评分(PGS)以及包括重度抑郁症、双相情感障碍、主观幸福感、神经质、失眠、受教育程度和体重指数(BMI)在内的特征的关系,适用于20539名8.5-10.5岁的儿童 年。在校正了成人表型之间的相关性后,重度抑郁症PGS与所有三种儿童特征相关,即多动症、内化和社会问题。此外,BMI PGS与多动症症状和社会问题有关,而神经质PGS仅与内化问题有关,教育程度PGS仅和多动症症状有关。双相情感障碍的PGS、主观幸福感和失眠与任何儿童特征无关。我们的研究结果表明,儿童精神病理学与失眠和主观幸福感等成人特征之间的联系可能主要是由影响成人重度抑郁症的遗传因素驱动的。此外,特定的儿童表型与教育程度、BMI和神经质在基因上相关。
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引用次数: 0
Influence of antidepressant treatment on SLC6A4 methylation in Korean patients with major depression 抗抑郁药物治疗对韩国重度抑郁症患者SLC6A4甲基化的影响
IF 2.8 3区 医学 Q3 GENETICS & HEREDITY Pub Date : 2022-09-12 DOI: 10.1002/ajmg.b.32921
Young Kyung Moon, Hyeseung Kim, Seonwoo Kim, Shinn-Won Lim, Doh Kwan Kim

Genetic variation of the serotonin transporter gene (SLC6A4) has been suggested as potential mediator for antidepressant response in patients with depression. This study aimed to determine whether DNA methylation in SLC6A4 changes after antidepressant treatment and whether it affects treatment response in patients with depression. Overall, 221 Korean patients with depression completed 6 weeks of selective serotonin reuptake inhibitor (SSRI) monotherapy. DNA was extracted from venous blood pre- and post-treatment, and DNA methylation was analyzed using polymerase chain reaction. We used Wilcoxon's signed-rank test to verify the difference in methylation after treatment. Treatment response was assessed using the 17-item Hamilton Depression Rating Scale, and mRNA levels were quantified.

After adjusting for relevant covariates, DNA methylation was significantly altered in specific CpG sites in SLC6A4 (p < .001 in CpG3, CpG4, and CpG5) following 6 weeks of treatment. Methylation change's magnitude (ΔDNA methylation) after drug treatment was not associated with treatment response or mRNA level change. SSRI antidepressants can influence SLC6A4 methylation in patients with depression. However, ΔDNA methylation at CpG3, CpG4, and CpG5 in SLC6A4 was not associated with treatment response. Future studies should investigate the integrative effect of other genetic variants and CpG methylation on gene transcription and antidepressant treatment response.

5 -羟色胺转运基因(SLC6A4)的遗传变异已被认为是抑郁症患者抗抑郁反应的潜在中介。本研究旨在确定SLC6A4 DNA甲基化在抗抑郁药物治疗后是否会改变,以及它是否会影响抑郁症患者的治疗反应。总的来说,221名韩国抑郁症患者完成了6周的选择性血清素再摄取抑制剂(SSRI)单药治疗。提取治疗前后静脉血DNA,采用聚合酶链反应分析DNA甲基化。我们使用Wilcoxon's sign -rank检验来验证治疗后甲基化的差异。采用17项汉密尔顿抑郁评定量表评估治疗效果,并量化mRNA水平。在调整相关协变量后,SLC6A4中特定CpG位点的DNA甲基化显著改变(p <)。在治疗6周后,CpG3、CpG4和CpG5的评分为0.001。药物治疗后甲基化变化的幅度(ΔDNA Methylation)与治疗反应或mRNA水平变化无关。SSRI抗抑郁药可影响抑郁症患者SLC6A4甲基化。然而,在SLC6A4中,ΔDNA CpG3、CpG4和CpG5的甲基化与治疗反应无关。未来的研究应探讨其他遗传变异和CpG甲基化对基因转录和抗抑郁治疗反应的综合影响。
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引用次数: 0
Within subject cross-tissue analyzes of epigenetic clocks in substance use disorder postmortem brain and blood 在受试者体内对物质使用障碍死后大脑和血液中的表观遗传时钟进行跨组织分析
IF 2.8 3区 医学 Q3 GENETICS & HEREDITY Pub Date : 2022-09-03 DOI: 10.1002/ajmg.b.32920
Brenda Cabrera-Mendoza, Laura Stertz, Katherine Najera, Sudhakar Selvaraj, Antonio L. Teixeira, Thomas D. Meyer, Gabriel R. Fries, Consuelo Walss-Bass

There is a possible accelerated biological aging in patients with substance use disorders (SUD). The evaluation of epigenetic clocks, which are accurate estimators of biological aging based on DNA methylation changes, has been limited to blood tissue in patients with SUD. Consequently, the impact of biological aging in the brain of individuals with SUD remains unknown. In this study, we evaluated multiple epigenetic clocks (DNAmAge, DNAmAgeHannum, DNAmAgeSkinBlood, DNAmPhenoAge, DNAmGrimAge, and DNAmTL) in individuals with SUD (n = 42), including alcohol (n = 10), opioid (n = 19), and stimulant use disorder (n = 13), and controls (n = 10) in postmortem brain (prefrontal cortex) and blood tissue obtained from the same individuals. We found a higher DNAmPhenoAge (β = 0.191, p-value = 0.0104) and a nominally lower DNAmTL (β = −0.149, p-value = 0.0603) in blood from individuals with SUD compared to controls. SUD subgroup analysis showed a nominally lower brain DNAmTL in subjects with alcohol use disorder, compared to stimulant use disorder and controls (β = 0.0150, p-value = 0.087). Cross-tissue analyzes indicated a lower blood DNAmTL and a higher blood DNAmAge compared to their respective brain values in the SUD group. This study highlights the relevance of tissue specificity in biological aging studies and suggests that peripheral measures of epigenetic clocks in SUD may depend on the specific type of drug used.

物质使用障碍(SUD)患者可能加速生物衰老。表观遗传时钟是基于DNA甲基化变化的生物衰老的准确估计器,其评估仅限于SUD患者的血液组织。因此,生物老化对SUD患者大脑的影响尚不清楚。在这项研究中,我们评估了来自同一个体的死后大脑(前额叶皮质)和血液组织中的多个表观遗传时钟(DNAmAge, DNAmAgeHannum, DNAmAgeSkinBlood, DNAmPhenoAge, DNAmGrimAge和DNAmTL),包括酒精(n = 10),阿片类药物(n = 19)和兴奋剂使用障碍(n = 13),以及对照组(n = 10)。我们发现,与对照组相比,SUD患者血液中的DNAmPhenoAge更高(β = 0.191, p值= 0.0104),DNAmTL名义上更低(β = - 0.149, p值= 0.0603)。SUD亚组分析显示,与兴奋剂使用障碍和对照组相比,酒精使用障碍患者的DNAmTL名义上较低(β = 0.0150, p值= 0.087)。跨组织分析表明,与SUD组各自的脑值相比,血液DNAmTL较低,血液DNAmAge较高。这项研究强调了组织特异性在生物衰老研究中的相关性,并表明SUD表观遗传时钟的外周测量可能取决于所使用的特定类型的药物。
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引用次数: 2
Genetics and epigenetics of self-injurious thoughts and behaviors: Systematic review of the suicide literature and methodological considerations 自残思想和行为的遗传学和表观遗传学:自杀文献的系统回顾和方法论考虑
IF 2.8 3区 医学 Q3 GENETICS & HEREDITY Pub Date : 2022-08-17 DOI: 10.1002/ajmg.b.32917
Salahudeen Mirza, Anna R. Docherty, Amanda Bakian, Hilary Coon, Jair C. Soares, Consuelo Walss-Bass, Gabriel R. Fries

Suicide is a multifaceted and poorly understood clinical outcome, and there is an urgent need to advance research on its phenomenology and etiology. Epidemiological studies have demonstrated that suicidal behavior is heritable, suggesting that genetic and epigenetic information may serve as biomarkers for suicide risk. Here we systematically review the literature on genetic and epigenetic alterations observed in phenotypes across the full range of self-injurious thoughts and behaviors (SITB). We included 577 studies focused on genome-wide and epigenome-wide associations, candidate genes (SNP and methylation), noncoding RNAs, and histones. Convergence of specific genes is limited across units of analysis, although pathway-based analyses do indicate nervous system development and function and immunity/inflammation as potential underlying mechanisms of SITB. We provide suggestions for future work on the genetic and epigenetic correlates of SITB with a specific focus on measurement issues.

自杀是一种多方面的临床结果,对其现象学和病因学的研究迫切需要推进。流行病学研究表明,自杀行为是可遗传的,表明遗传和表观遗传信息可能作为自杀风险的生物标志物。在这里,我们系统地回顾了在自残思想和行为(SITB)的所有表型中观察到的遗传和表观遗传改变的文献。我们纳入了577项研究,重点关注全基因组和表观全基因组关联、候选基因(SNP和甲基化)、非编码rna和组蛋白。尽管基于通路的分析确实表明神经系统发育和功能以及免疫/炎症是SITB潜在的潜在机制,但特定基因的趋同在分析单位之间是有限的。我们提供了建议,为未来的工作在遗传和表观遗传相关的SITB与测量问题的具体重点。
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引用次数: 6
ADHD-associated PARK2 copy number variants: A pilot study on gene expression and effects of supplementary deprivation in patient-derived cell lines adhd相关的PARK2拷贝数变异:在患者来源的细胞系中基因表达和补充剥夺效应的初步研究
IF 2.8 3区 医学 Q3 GENETICS & HEREDITY Pub Date : 2022-08-16 DOI: 10.1002/ajmg.b.32918
Franziska Radtke, Viola Stella Palladino, Rhiannon V. McNeill, Andreas G. Chiocchetti, Denise Haslinger, Matthias Leyh, Danijel Gersic, Markus Frank, Lena Grünewald, Stephan Klebe, Oliver Brüstle, Katharina Günther, Frank Edenhofer, Thorsten M. Kranz, Andreas Reif, Sarah Kittel-Schneider

Recent studies show an association of Parkin RBR E3 ubiquitin protein ligase (PARK2) copy number variations (CNVs) with attention deficit hyperactivity disorder (ADHD). The aim of our pilot study to investigate gene expression associated with PARK2 CNVs in human-derived cellular models. We investigated gene expression in fibroblasts, hiPSC and dopaminergic neurons (DNs) of ADHD PARK2 deletion and duplication carriers by qRT PCR compared with healthy and ADHD cell lines without PARK2 CNVs. The selected 10 genes of interest were associated with oxidative stress response (TP53, NQO1, and NFE2L2), ubiquitin pathway (UBE3A, UBB, UBC, and ATXN3) and with a function in mitochondrial quality control (PINK1, MFN2, and ATG5). Additionally, an exploratory RNA bulk sequencing analysis in DNs was conducted. Nutrient deprivation as a supplementary deprivation stress paradigm was used to enhance potential genotype effects. At baseline, in fibroblasts, hiPSC, and DNs, there was no significant difference in gene expression after correction for multiple testing. After nutrient deprivation in fibroblasts NAD(P)H-quinone-dehydrogenase 1 (NQO1) expression was significantly increased in PARK2 CNV carriers. In a multivariate analysis, ubiquitin C (UBC) was significantly upregulated in fibroblasts of PARK2 CNV carriers. RNA sequencing analysis of DNs showed the strongest significant differential regulation in Neurontin (NNAT) at baseline and after nutrient deprivation. Our preliminary results suggest differential gene expression in pathways associated with oxidative stress, ubiquitine-proteasome, immunity, inflammation, cell growth, and differentiation, excitation/inhibition modulation, and energy metabolism in PARK2 CNV carriers compared to wildtype healthy controls and ADHD patients.

最近的研究表明,Parkin RBR E3泛素蛋白连接酶(PARK2)拷贝数变异(CNVs)与注意缺陷多动障碍(ADHD)有关。我们初步研究的目的是在人源性细胞模型中研究与PARK2 CNVs相关的基因表达。我们用qRT - PCR方法研究了ADHD PARK2缺失和重复携带者成纤维细胞、hiPSC和多巴胺能神经元(DNs)的基因表达,并与健康和不含PARK2 CNVs的ADHD细胞系进行了比较。选择的10个感兴趣的基因与氧化应激反应(TP53, NQO1和NFE2L2),泛素途径(UBE3A, UBB, UBC和ATXN3)以及线粒体质量控制(PINK1, MFN2和ATG5)相关。此外,还对DNs进行了探索性RNA批量测序分析。利用营养剥夺作为补充剥夺胁迫模式来增强潜在的基因型效应。在基线时,在成纤维细胞、hiPSC和DNs中,经过多次检测校正后,基因表达没有显著差异。营养剥夺后成纤维细胞中NAD(P) h -醌脱氢酶1 (NQO1)的表达在PARK2 CNV携带者中显著升高。在一项多变量分析中,泛素C (UBC)在PARK2 CNV携带者的成纤维细胞中显著上调。DNs的RNA测序分析显示,在基线和营养剥夺后,神经元素(NNAT)的显著差异调节最强。我们的初步结果表明,与野生型健康对照和ADHD患者相比,PARK2 CNV携带者在氧化应激、泛素-蛋白酶体、免疫、炎症、细胞生长和分化、兴奋/抑制调节和能量代谢相关途径中的基因表达存在差异。
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引用次数: 2
Cross-sectional and longitudinal associations between gut microbiota composition and cognition in the second year of life: Findings from the Child Health and Resident Microbes study 2岁时肠道微生物群组成与认知之间的横断面和纵向关联:来自儿童健康和常驻微生物研究的发现
IF 2.8 3区 医学 Q3 GENETICS & HEREDITY Pub Date : 2022-08-13 DOI: 10.1002/ajmg.b.32915
Misa Matsuyama, Nida Murtaza, Mark Morrison, Peter S.W. Davies, Rebecca J. Hill, Amy Loughman

The relationship between the gut microbiota and brain function are receiving increasing research attention. Studies investigating gut microbiota and early childhood neurocognition are limited, particularly in longitudinal measurements. We examined cross-sectional relationships between gut microbiota of a cohort of otherwise healthy children using 16S rRNA sequencing and their cognitive development measured with Bayley's Scales of Infant Development III at 24 months of age (n = 43), and longitudinal relationships between gut microbiota composition at 12 months (n = 41) of age and neurodevelopment at 24 months of age. Associations between gut microbiota characteristics and cognitive development were observed both cross-sectionally and longitudinally, notably with butyrate producing bacteria among some children. Bacterial diversity varied between cross-sectional and longitudinal observations, where the gut microbiota community of children with lower cognitive scores had a trend toward higher alpha diversity, whereas, in the longitudinal observation, a trend toward reduced alpha diversity was observed. This study is limited by a small sample size and its exploratory nature. Yet, the study contributes to knowledge in the gut microbiota characteristics and early life neurodevelopment, a field of study which is underexplored, presenting opportunities for future larger specific studies.

肠道微生物群与大脑功能之间的关系正受到越来越多的研究关注。调查肠道微生物群和儿童早期神经认知的研究是有限的,特别是在纵向测量。我们使用16S rRNA测序检测了一组健康儿童的肠道微生物群与他们在24月龄(n = 43)时使用Bayley's婴儿发育量表III测量的认知发育之间的横断面关系,以及12月龄(n = 41)时肠道微生物群组成与24月龄时神经发育之间的纵向关系。在横断面和纵向上观察到肠道微生物群特征与认知发育之间的关联,特别是在一些儿童中产生丁酸盐的细菌。细菌多样性在横断面和纵向观察之间存在差异,其中认知得分较低的儿童的肠道微生物群落有较高α多样性的趋势,而在纵向观察中,观察到α多样性降低的趋势。本研究受限于样本量小和探索性。然而,该研究有助于了解肠道微生物群特征和早期生命神经发育,这是一个尚未充分探索的研究领域,为未来更大规模的具体研究提供了机会。
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引用次数: 0
CELSR1 variants are associated with partial epilepsy of childhood CELSR1变异与儿童部分癫痫有关
IF 2.8 3区 医学 Q3 GENETICS & HEREDITY Pub Date : 2022-08-12 DOI: 10.1002/ajmg.b.32916
Zheng Chen, Sheng Luo, Zhi-Gang Liu, Yan-Chun Deng, Su-Li He, Xiao-Rong Liu, Yong-Hong Yi, Jie Wang, Liang-Di Gao, Bing-Mei Li, Zhi-Jun Wu, Zi-Long Ye, De-Hai Liang, Wen-Jun Bian, Wei-Ping Liao, For the China Epilepsy Gene 1.0 Project

CELSR1 gene, encoding cadherin EGF LAG seven-pass G-type receptor 1, is mainly expressed in neural stem cells during the embryonic period. It plays an important role in neurodevelopment. However, the relationship between CELSR1 and disease of the central nervous system has not been defined. In this study, we performed trios-based whole-exome sequencing in a cohort of 356 unrelated cases with partial epilepsy without acquired causes and identified CELSR1 variants in six unrelated cases. The variants included one de novo heterozygous nonsense variant, one de novo heterozygous missense variant, and four compound heterozygous missense variants that had one variant was located in the extracellular region and the other in the cytoplasm. The patients with biallelic variants presented severe epileptic phenotypes, whereas those with heterozygous variants were associated with a mild epileptic phenotype of benign epilepsy with centrotemporal spikes (BECTS). These variants had no or low allele frequency in the gnomAD database. The frequencies of the CELSR1 variants in this cohort were significantly higher than those in the control populations. The evidence from ClinGen Clinical-Validity Framework suggested a strong association between CELSR1 variants and epilepsy. These findings provide evidence that CELSR1 is potentially a candidate pathogenic gene of partial epilepsy of childhood.

CELSR1基因编码钙粘蛋白EGF - LAG七通g型受体1,主要在胚胎期的神经干细胞中表达。它在神经发育中起着重要作用。然而,CELSR1与中枢神经系统疾病之间的关系尚未明确。在这项研究中,我们对356例不相关的无获得性病因的部分癫痫患者进行了基于三重奏的全外显子组测序,并在6例不相关的病例中发现了CELSR1变异。变异包括1个从头杂合无义变异、1个从头杂合错义变异和4个复合杂合错义变异,其中一个变异位于细胞外区,另一个位于细胞质中。双等位基因变异的患者表现出严重的癫痫表型,而杂合变异的患者则表现出轻度的癫痫表型,即良性癫痫伴中央颞叶尖峰(BECTS)。这些变异在gnomAD数据库中没有等位基因频率或等位基因频率很低。该队列中CELSR1变异的频率显著高于对照人群。来自ClinGen临床有效性框架的证据表明CELSR1变异与癫痫之间存在很强的关联。这些发现证明CELSR1可能是儿童部分性癫痫的潜在致病基因。
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引用次数: 5
Cover Image, Volume 189B, Number 6, September 2022 封面图片,第189B卷,第6期,2022年9月
IF 2.8 3区 医学 Q3 GENETICS & HEREDITY Pub Date : 2022-08-10 DOI: 10.1002/ajmg.b.32856
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引用次数: 0
Ludvig Dahl's psychiatric genetic studies in his 1859 monograph: “Contribution to the knowledge of insanity in Norway” 路德维格·达尔在他1859年的专著《对挪威精神错乱知识的贡献》中对精神病学基因的研究
IF 2.8 3区 医学 Q3 GENETICS & HEREDITY Pub Date : 2022-07-24 DOI: 10.1002/ajmg.b.32914
Kenneth S. Kendler MD, Nikolai Czajkowski PhD, Ted Reichborn-Kjennerud MD, PhD

In 1859, Ludvig Dahl, a Norwegian alienist, wrote a rarely referenced book entitled “Contribution to The Knowledge of Insanity.” In it, he describes a highly innovative psychiatric genetics research project with severable notable features. First, while the vast majority of 19th century psychiatric genetic studies were based on asylum hospital records, Dahl did field work to find cases of mental illness in certain defined areas within Norway, using census data, key-informants, record reviews, and personal interviews especially of suspected affected individuals. Second, for the first time in the history of psychiatric genetics, and perhaps more broadly in medical genetics, Dahl studied and graphed extensive pedigrees covering up to seven generations demonstrating a high density of psychiatric illness. Third, he proposed and conducted the first controlled investigation of familial aggregation of insanity. A 126 member 5-generation pedigree that he studied contained 8 individuals with confirmed insanity compared to 16 cases in the remaining 2,974 individuals in the Parish, a relative risk of nearly 12. Dahl also noted the co-segregation within pedigrees of mental handicap, deaf-mutism, and insanity. He evaluated familial-environmental sources of familial aggregation and noted, among nonpsychotic family members in his pedigrees, personalities that might reflect a “disposition” to insanity.

1859年,挪威外星人学者路德维格·达尔(Ludvig Dahl)写了一本很少被提及的书,名为《对精神错乱知识的贡献》(Contribution to The Knowledge of Insanity)。在这篇文章中,他描述了一个高度创新的精神病学遗传学研究项目,该项目具有几个显著的特点。首先,19世纪绝大多数精神病学基因研究都是基于精神病院的记录,达尔利用人口普查数据、关键线人、记录审查和个人访谈,特别是对疑似受影响的个人进行了实地调查,在挪威的某些特定地区发现了精神疾病病例。其次,在精神病学遗传学的历史上,也许在更广泛的医学遗传学上,达尔第一次研究并绘制了涵盖多达七代人的广泛谱系图,证明了精神疾病的高密度。第三,他提出并进行了第一次精神错乱家族聚集性的对照调查。他研究了一个由126个成员组成的5代谱系,其中有8人被确诊为精神错乱,而教区剩余的2974个人中有16例,相对风险接近12。达尔还注意到精神障碍、聋哑人和精神错乱谱系中的共同隔离。他评估了家庭聚集的家庭环境来源,并指出,在他的谱系中,在非精神病家庭成员中,性格可能反映出精神错乱的“倾向”。
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引用次数: 1
Integrative multi-omics analysis of genomic, epigenomic, and metabolomics data leads to new insights for Attention-Deficit/Hyperactivity Disorder 基因组、表观基因组和代谢组学数据的综合多组学分析为注意力缺陷/多动障碍提供了新的见解
IF 2.8 3区 医学 Q3 GENETICS & HEREDITY Pub Date : 2022-07-21 DOI: 10.1101/2022.07.21.22277887
Nikki Hubers, F. Hagenbeek, R. Pool, S. Déjean, A. Harms, Peter J. Roetman, C. V. van Beijsterveldt, V. Fanos, E. Ehli, R. Vermeiren, M. Bartels, J. Hottenga, T. Hankemeier, J. van Dongen, D. Boomsma
The evolving field of multi-omics combines data across omics levels and provides methods for simultaneous analysis. We integrated genomics (transmitted and non-transmitted polygenic scores), epigenomics and metabolomics data in a multi-omics framework to identify biomarkers for ADHD and investigated the connections among omics levels. We trained single- and multi-omics models to differentiate between cases and controls in 596 twins (cases=14.8%) from the Netherlands Twin Register (NTR) demonstrating reasonable in-sample prediction through cross-validation. Out-of-sample prediction in NTR participants (N=258, cases=14.3%) and in a clinical sample (N=145, cases=51%) did not perform well (range misclassification: 0.40-0.57). The multi-omics model selected 30 PGSs, 143 CpGs, and 90 metabolites. We confirmed previous associations with ADHD such as with glucocorticoid exposure and the transmembrane protein family TMEM, show that the DNA methylation of the MAD1L1 gene associated with ADHD has a relation with parental smoking behavior and present novel findings including associations between indirect genetic effects and CpGs of the STAP2 gene. The results highlighted connections between omics levels, with the strongest connections between indirect genetic effects, CpGs, and amino acid levels. Our study shows that multi-omics designs considering interrelated omics levels can help unravel the complex biology underlying ADHD.
不断发展的多组学领域结合了跨组学水平的数据,并提供了同时分析的方法。我们将基因组学(遗传和非遗传多基因评分)、表观基因组学和代谢组学数据整合到一个多组学框架中,以确定ADHD的生物标志物,并研究组学水平之间的联系。我们训练了单组学和多组学模型来区分来自荷兰双胞胎登记册(NTR)的596对双胞胎(病例=14.8%)的病例和对照组,通过交叉验证证明了合理的样本内预测。NTR参与者(N=258,病例=14.3%)和临床样本(N=145,病例=51%)的样本外预测表现不佳(范围错误分类:0.40-0.57)。多组学模型选择了30个pgs, 143个CpGs和90个代谢物。我们证实了先前与ADHD的关联,如糖皮质激素暴露和跨膜蛋白家族TMEM,表明与ADHD相关的MAD1L1基因的DNA甲基化与父母吸烟行为有关,并提出了新的发现,包括间接遗传效应与STAP2基因CpGs之间的关联。研究结果强调了组学水平之间的联系,其中间接遗传效应、CpGs和氨基酸水平之间的联系最为密切。我们的研究表明,考虑到相互关联的组学水平的多组学设计可以帮助揭示ADHD背后的复杂生物学。
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引用次数: 2
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American Journal of Medical Genetics Part B: Neuropsychiatric Genetics
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