ALSPAC

ALSPAC
  • 文章类型: Journal Article
    背景:已知自闭症和注意力缺陷多动障碍(ADHD)特征的遗传和环境病因在空间上有所不同,但是这是否转化为特定常见遗传变异的关联变化?
    方法:我们在布里斯托尔周边地区的雅芳父母和儿童纵向研究(N=4,255-6,165)中绘制了自闭症和多动症的多基因评分与其各自特征之间的关联图,英国,并将它们与自闭症和多动症患病率相关的环境图进行比较。
    结果:我们的结果表明遗传关联在空间上有所不同,在不同p值阈值下构建的多基因评分中,自闭症特征的模式一致。多动症性状的模式在不同阈值之间的差异更大。我们发现空间分布通常与已知的环境影响相关。
    结论:这些发现揭示了导致自闭症和多动症特征中环境与遗传影响之间复杂相互作用的因素。
    BACKGROUND: The genetic and environmental aetiology of autistic and Attention Deficit Hyperactivity Disorder (ADHD) traits is known to vary spatially, but does this translate into variation in the association of specific common genetic variants?
    METHODS: We mapped associations between polygenic scores for autism and ADHD and their respective traits in the Avon Longitudinal Study of Parents and Children (N = 4,255-6,165) across the area surrounding Bristol, UK, and compared them to maps of environments associated with the prevalence of autism and ADHD.
    RESULTS: Our results suggest genetic associations vary spatially, with consistent patterns for autistic traits across polygenic scores constructed at different p-value thresholds. Patterns for ADHD traits were more variable across thresholds. We found that the spatial distributions often correlated with known environmental influences.
    CONCLUSIONS: These findings shed light on the factors that contribute to the complex interplay between the environment and genetic influences in autistic and ADHD traits.
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  • 文章类型: Journal Article
    目的:很少有纵向研究调查儿童期炎症在产前产妇压力与青少年心理健康之间的中介作用。这项研究的目的是检查产前产妇压力之间的关系,9岁时的免疫标志物浓度以及青春期广泛性焦虑症(GAD)和抑郁症的症状。
    方法:这项研究包括来自雅芳父母和子女纵向研究(ALSPAC)的3723对母子对。使用怀孕期间测量的55个项目检查了产前产妇的压力。使用9岁儿童的血清白细胞介素-6(IL-6)和C反应蛋白(CRP)的浓度评估炎症。当儿童16岁和18岁时,对GAD和抑郁症进行了评估,分别。由结构方程模型组成的分析。
    结果:产前母体压力与儿童期IL-6浓度升高有关,在青春期有更大的抑郁症和GAD症状。然而,我们没有观察到产前产妇压力和CRP之间的关联;CRP和IL-6与抑郁症和GAD无关。没有证据表明CRP和IL-6介导了产前母体压力与GAD或抑郁症之间的关联。
    结论:产前母体压力与儿童期IL-6水平相关,以及青春期的GAD和抑郁症。未来的研究应该检查发育过程中多个点的免疫活性与成年后的心理健康的关系,以确定发育过程中不同点的炎症是否会增加母亲在怀孕期间经历重大压力源的儿童的心理健康问题的风险。
    OBJECTIVE: Few longitudinal studies have investigated the mediating role of inflammation during childhood in associations between prenatal maternal stress and adolescent mental health. The objective of this study was to examine the associations between prenatal maternal stress, concentrations of immune markers at age 9, and symptoms of generalized anxiety disorder (GAD) and depression during adolescence.
    METHODS: This study included 3723 mother-child pairs from the Avon Longitudinal Study of Parents and Children (ALSPAC). Prenatal maternal stress was examined using 55 items measured during pregnancy. Inflammation was assessed using serum concentrations of interleukin-6 (IL-6) and C-reactive protein (CRP) when children were 9 years old. GAD and depression were assessed when children were 16 and 18 years of age, respectively. Analyses comprised of structural equation models.
    RESULTS: Prenatal maternal stress was associated with higher concentrations of IL-6 in childhood, and with greater symptoms of depression and GAD in adolescence. However, we did not observe associations between prenatal maternal stress and CRP; also, CRP and IL-6 were not associated with depression and GAD. There was no evidence that CRP and IL-6 mediated the associations between prenatal maternal stress and either GAD or depression.
    CONCLUSIONS: Prenatal maternal stress is associated with IL-6 levels in childhood, and with GAD and depression during adolescence. Future studies should examine immune activity at multiple points during development in relation to mental health into adulthood to determine whether inflammation at different points during development could increase risk for mental health problems among children whose mothers experienced significant stressors during pregnancy.
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  • 文章类型: Journal Article
    背景:情绪问题(EP)在青春期中期后急剧增加。早期EP与较差的长期结果相关,它们的潜在机制可能与晚期发作的EP不同。考虑到多动症之间的既定关系,自闭症,和后来的抑郁症,我们旨在研究神经发育状况和相关因素与青少年早期发作的EP之间的关联.
    方法:英国两个人口队列中的青少年,雅芳父母和子女纵向研究(ALSPAC)和千年队列研究(MCS),包括在内。在11-14岁之间的优势和困难问卷(SDQ)情绪问题子量表上得分>6的个体被定义为患有早期青春期EP,而那些在16-25岁时首次得分>6的患者被定义为具有迟发EP。我们测试了青春期早期EP(总病例=887,对照组=19,582)与ICD-10/DSM-5神经发育状况之间的关联以及已知的相关性,包括:性别,出生并发症,认知能力低,特殊教育需求(SEND),和癫痫。分别在ALSPAC和MCS中进行分析,然后进行荟萃分析。
    结果:在两个队列的荟萃分析中,青春期早期发作EP与女性性别相关,认知能力低下的可能性更大,发送,自闭症,多动症,和阅读困难。与晚期EP相比,青春期早期发作的EP与男性有关,认知能力低,发送,癫痫,ASD,多动症,和阅读困难。
    结论:抑郁/焦虑的临床定义仅在ALSPAC中可用,相反,我们主要通过问卷定义EP,捕获更广泛的表型。
    结论:患有青春期早期EP的个体可能患有共同发生的神经发育状况。临床医生应考虑评估患有EP的青少年的神经发育状况。
    BACKGROUND: Emotional problems (EPs) increase sharply after mid-adolescence. Earlier EPs are associated with poorer long-term outcomes, and their underlying mechanisms may differ to later-onset EPs. Given an established relationship between ADHD, autism, and later depression, we aimed to examine associations between neurodevelopmental conditions and correlates and early adolescent-onset EPs.
    METHODS: Adolescents in two UK population cohorts, Avon Longitudinal Study of Parents and Children (ALSPAC) and Millennium Cohort Study (MCS), were included. Individuals scoring >6 on the Strengths and Difficulties Questionnaire (SDQ) emotional problems subscale between ages 11-14 were defined as having early adolescent-onset EP, whilst those scoring >6 for the first time at 16-25 were defined as having later-onset EP. We tested associations between early adolescent-onset EP (total cases = 887, controls = 19,582) and ICD-10/DSM-5 neurodevelopmental conditions and known correlates, including: sex, birth complications, low cognitive ability, special educational needs (SEND), and epilepsy. Analyses were conducted separately in ALSPAC and MCS then meta-analysed.
    RESULTS: In the meta-analysis of both cohorts, early adolescent-onset EPs were associated with female sex and greater likelihood of low cognitive ability, SEND, autism, ADHD, and reading difficulties. Compared to later-onset EP, early adolescent-onset EPs were associated with male sex, low cognitive ability, SEND, epilepsy, ASD, ADHD, and reading difficulties.
    CONCLUSIONS: A clinical definition of depression/anxiety was available only in ALSPAC, instead we primarily defined EP via questionnaires, which capture a broader phenotype.
    CONCLUSIONS: Individuals with early adolescent-onset EP are likely to have a co-occurring neurodevelopmental condition. Clinicians should consider assessing for neurodevelopmental conditions in young adolescents with EPs.
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  • 文章类型: Journal Article
    聚丝团蛋白(FLG)基因内的空突变是特应性皮炎的遗传风险因素。FLG的研究通常使用测序或定制的基因分型。具有全基因组估算数据的大规模人群队列提供了强大的遗传分析机会,但定制的FLG基因分型在此类研究中通常不可行。因此,我们旨在确定从全基因组估算来源中提取的选定FLG空基因型数据的质量,关注英国人口数据。
    我们比较了可以通过插补检测到的三个FLG无效突变的等位基因频率(p。Arg501Ter,p.Arg2447Ter和p.Ser3247Ter;通常称为R501X,R2447X和S3247X分别)在ALSPAC队列中直接进行基因分型和全基因组估算的数据中。在ALSPAC和UKBiobank中,使用Logistic回归分析来检验特应性皮炎与估算和基因分型的FLG无效突变的关联,以研究估算的FLG数据的有用性。
    在使用单倍型参考联盟(HRC)进行填补的数据集中,三个FLG无效突变似乎得到了很好的填补(与直接基因分型数据相比,差异为0.3%)。然而,与野生型等位基因相比,无效等位基因的填补比例更高。尽管估算数据中的FLG突变不完美,它们仍然与特应性皮炎密切相关(英国生物银行的p值在7x10-10和5x10-75之间).
    HRC估算的数据似乎足以对选定的FLG无效突变进行基于英国人群的遗传分析(p。Arg501Ter,p.Arg2447Ter和p.Ser3247Ter)。
    UNASSIGNED: Null mutations within the filaggrin ( FLG) gene are established genetic risk factors for atopic dermatitis. Studies of FLG have typically used sequencing or bespoke genotyping. Large-scale population cohorts with genome-wide imputed data offer powerful genetic analysis opportunities, but bespoke FLG genotyping is often not feasible in such studies. Therefore, we aimed to determine the quality of selected FLG null genotype data extracted from genome-wide imputed sources, focussing on UK population data.
    UNASSIGNED: We compared the allele frequencies of three FLG null mutations that could be detected by imputation (p.Arg501Ter, p.Arg2447Ter and p.Ser3247Ter; commonly referred to as R501X, R2447X and S3247X respectively) in directly genotyped and genome-wide imputed data in the ALSPAC cohort. Logistic regression analysis was used to test the association of atopic dermatitis with imputed and genotyped FLG null mutations in ALSPAC and UK Biobank to investigate the usefulness of imputed FLG data.
    UNASSIGNED: The three FLG null mutations appear to be well imputed in datasets that use the Haplotype Reference Consortium (HRC) for imputation (0.3% discordance compared with directly genotyped data). However, a greater proportion of null alleles failed imputation compared to wild-type alleles. Despite the calling of FLG mutations in imputed data being imperfect, they are still strongly associated with atopic dermatitis (p-values between 7x10 -10 and 5x10 -75 in UK Biobank).
    UNASSIGNED: HRC imputed data appears to be adequate for UK population-based genetic analysis of selected FLG null mutations (p.Arg501Ter, p.Arg2447Ter and p.Ser3247Ter).
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  • 文章类型: Journal Article
    在孟德尔随机化(MR)分析中用作暴露工具的遗传变异可能具有水平多效性效应(即,通过暴露以外的途径影响结果),这可能会破坏结果的有效性。我们以吸烟行为为例,研究了这种情况的程度。我们首先在英国生物银行进行了一项全表型关联研究,使用吸烟启动基因仪器。从最密切相关的表型中,我们选择了那些我们认为可能是由吸烟引起的或不可能是由吸烟引起的。我们检查了吸烟开始的遗传工具之间的关联,英国生物银行和雅芳父母和子女纵向研究(ALSPAC)中的吸烟沉重和终身吸烟以及这些表型。我们在从不吸烟者中进行了阴性对照分析,包括孩子。我们发现有证据表明,与吸烟相关的遗传工具与英国生物银行和(在较小程度上)ALSPAC中吸烟引起的表型无关。我们观察到从不吸烟者与表型的关联。我们的结果表明,吸烟相关的遗传风险评分与吸烟下游不太合理的意外表型相关。这可能反映了这些遗传风险评分中的水平多效性,我们鼓励研究人员在使用这些和遗传风险评分进行其他复杂的行为暴露时谨慎行事。我们概述了可以采取的方法来考虑这一点,并克服了由潜在的水平多效性引起的问题,例如,在遗传知情因果推断分析中(例如,MR)重要的是要考虑阴性控制结果和三角测量方法,避免得出不正确的结论。
    Genetic variants used as instruments for exposures in Mendelian randomisation (MR) analyses may have horizontal pleiotropic effects (i.e., influence outcomes via pathways other than through the exposure), which can undermine the validity of results. We examined the extent of this using smoking behaviours as an example. We first ran a phenome-wide association study in UK Biobank, using a smoking initiation genetic instrument. From the most strongly associated phenotypes, we selected those we considered could either plausibly or not plausibly be caused by smoking. We examined associations between genetic instruments for smoking initiation, smoking heaviness and lifetime smoking and these phenotypes in UK Biobank and the Avon Longitudinal Study of Parents and Children (ALSPAC). We conducted negative control analyses among never smokers, including children. We found evidence that smoking-related genetic instruments were associated with phenotypes not plausibly caused by smoking in UK Biobank and (to a lesser extent) ALSPAC. We observed associations with phenotypes among never smokers. Our results demonstrate that smoking-related genetic risk scores are associated with unexpected phenotypes that are less plausibly downstream of smoking. This may reflect horizontal pleiotropy in these genetic risk scores, and we would encourage researchers to exercise caution this when using these and genetic risk scores for other complex behavioural exposures. We outline approaches that could be taken to consider this and overcome issues caused by potential horizontal pleiotropy, for example, in genetically informed causal inference analyses (e.g., MR) it is important to consider negative control outcomes and triangulation approaches, to avoid arriving at incorrect conclusions.
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  • 文章类型: Journal Article
    背景:怀孕期间的感染与后代的不良身心健康结局密切相关,然而,潜在的分子途径仍然很大程度上未知。这里,我们研究了子宫内常见感染暴露是否与出生时的DNA甲基化(DNAm)模式相关,以及这是否与普通人群的后代健康结局相关.
    方法:使用来自荷兰基于人口的一代R研究的2,367名儿童的数据,我们首先进行了全表观基因组关联研究,以确定出生时与产前感染暴露相关的差异甲基化位点和区域.我们还通过使用每个妊娠中期的自我报告累积感染评分来检查感染时间的影响。第二,我们试图开发一个基于脐带血DNAm的总甲基化谱评分(MPS)作为产前感染暴露的表观遗传代表,并测试了该MPS是否与后代健康结果相关,包括精神症状,BMI,13-16岁的哮喘。第三,我们调查了产前感染暴露是否与后代表观遗传年龄加速相关-这是生物衰老的标志。在所有分析步骤中,我们测试了我们的发现是否在864名来自独立人群队列的参与者中复制(ALSPAC,英国)。
    结果:我们观察到脐带血中没有与产前感染暴露有关的差异甲基化部位或区域,经过多次测试校正。33个DNAm位点显示出暗示性关联(p<5e10-5;其中一个在ALSPAC中也名义上相关),表明与免疫相关基因的潜在联系,神经发育,和心血管通路。虽然产前感染的MPS与产妇内部感染报告相关,但在第R代研究中保留了样本(R2增量=0.049),它没有在ALSPAC中复制(R2增量=0.001),在这两个队列中,其与后代健康结局均无前瞻性关联.此外,我们观察到,不同队列和时钟的产前感染暴露与表观遗传年龄加速之间没有关联.
    结论:与之前的研究相比,报告了在子宫内暴露于严重感染的后代的DNAm差异,在普通儿科人群中,我们没有发现自我报告的妊娠期临床明显的常见感染与脐带血中DNAm或表观遗传衰老之间存在关联的证据.需要未来的研究来确定是否存在关联,但对于目前的样本量来说,关联太微妙而没有统计学意义。他们是否在感染评分与我们的发现队列更相似的队列中复制,它们是否发生在与脐带血不同的组织中,以及其他生物学途径是否可能与介导产前常见感染暴露对下游后代健康结局的影响更相关。
    BACKGROUND: Infections during pregnancy have been robustly associated with adverse mental and physical health outcomes in offspring, yet the underlying molecular pathways remain largely unknown. Here, we examined whether exposure to common infections in utero associates with DNA methylation (DNAm) patterns at birth and whether this in turn relates to offspring health outcomes in the general population.
    METHODS: Using data from 2,367 children from the Dutch population-based Generation R Study, we first performed an epigenome-wide association study to identify differentially methylated sites and regions at birth associated with prenatal infection exposure. We also examined the influence of infection timing by using self-reported cumulative infection scores for each trimester. Second, we sought to develop an aggregate methylation profile score (MPS) based on cord blood DNAm as an epigenetic proxy of prenatal infection exposure and tested whether this MPS prospectively associates with offspring health outcomes, including psychiatric symptoms, BMI, and asthma at ages 13-16 years. Third, we investigated whether prenatal infection exposure associates with offspring epigenetic age acceleration - a marker of biological aging. Across all analysis steps, we tested whether our findings replicate in 864 participants from an independent population-based cohort (ALSPAC, UK).
    RESULTS: We observed no differentially methylated sites or regions in cord blood in relation to prenatal infection exposure, after multiple testing correction. 33 DNAm sites showed suggestive associations (p < 5e10 - 5; of which one was also nominally associated in ALSPAC), indicating potential links to genes associated with immune, neurodevelopmental, and cardiovascular pathways. While the MPS of prenatal infections associated with maternal reports of infections in the internal hold out sample in the Generation R Study (R2incremental = 0.049), it did not replicate in ALSPAC (R2incremental = 0.001), and it did not prospectively associate with offspring health outcomes in either cohort. Moreover, we observed no association between prenatal exposure to infections and epigenetic age acceleration across cohorts and clocks.
    CONCLUSIONS: In contrast to prior studies, which reported DNAm differences in offspring exposed to severe infections in utero, we do not find evidence for associations between self-reported clinically evident common infections during pregnancy and DNAm or epigenetic aging in cord blood within the general pediatric population. Future studies are needed to establish whether associations exist but are too subtle to be statistically meaningful with present sample sizes, whether they replicate in a cohort with a more similar infection score as our discovery cohort, whether they occur in different tissues than cord blood, and whether other biological pathways may be more relevant for mediating the effect of prenatal common infection exposure on downstream offspring health outcomes.
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  • 文章类型: Journal Article
    有关宗教/精神信仰和行为(RSBB)的纵向数据对于了解宗教如何塑造我们的生活以及决定宗教信仰的因素至关重要。尽管有这种重要性,有详细和重复的RSBB数据的纵向研究很少。使用来自英格兰西南部的雅芳父母和子女纵向研究(ALSPAC)父母一代近30年的数据,我们描述了自我报告的RSBB(宗教信仰,从属关系,和出席,在其他情况下)测量四次(怀孕,加上产后5年、9年和28年;约。3600名母亲和1200名伴侣在所有四个时间点都有数据)。尽管RSBB随着时间的推移总体上是一致的,观察到了向非宗教的转变;例外包括罗马天主教,在过去的三十年里非常稳定,和宗教出席,从怀孕增加到5年,在28年下降之前。RSBB的大多数变化都很小,例如,关于宗教信仰的“是”和“不确定”之间,而不是在“是”和“否”之间。“我们还提供了一个简单的示例,说明如何分析这些纵向数据。除了描述这些纵向图案,本文将使用ALSPAC的纵向RSBB数据为未来的研究提供信息。
    Longitudinal data on religious/spiritual beliefs and behaviors (RSBB) are essential for understanding both how religion shapes our lives and the factors determining religiosity. Despite this importance, there are few longitudinal studies with detailed and repeated RSBB data. Using data spanning nearly 30 years from the parental generation of the Avon Longitudinal Study of Parents and Children (ALSPAC) based in the Southwest of England, we describe individual-level changes in various aspects of self-reported RSBB (religious belief, affiliation, and attendance, among others) measured on four occasions (pregnancy, plus 5, 9, and 28 years post-partum; approx. 3600 mothers and 1200 partners have data at all four time-points). Although RSBBs were generally consistent over time, a shift towards non-religiosity was observed; exceptions included Roman Catholic affiliation, which was remarkably stable over three decades, and religious attendance, which increased from pregnancy to 5 years, before declining at 28 years. Most changes in RSBB were minor, e.g., between \"yes\" and \"not sure\" regarding religious belief, rather than between \"yes\" and \"no.\" We also provide a simple illustrative example of how these longitudinal data can be analyzed. In addition to describing these longitudinal patterns, this paper will help inform future research using ALSPAC\'s longitudinal RSBB data.
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  • 文章类型: Journal Article
    自闭症和自闭症特征与童年创伤和成年心理病理学的更大风险相关。然而,童年创伤在自闭症之间的关联中扮演的角色,人们对成年期的自闭症特征和抑郁症知之甚少。
    我们使用了基于英国的出生队列,其中包含自闭症的表型和基因型数据,自闭症特征,对多达9,659人的儿童创伤和抑郁症进行前瞻性随访,从出生到28岁.使用混合效应增长曲线模型,我们根据自闭症/孤独症患者特征的存在与否评估了抑郁症状随时间变化的轨迹,并探讨了这些特征是否因创伤暴露而有所不同.我们使用混杂因素调整逻辑回归模型进一步研究了成年后自闭症/自闭症特征与抑郁症之间的关系,并进行了调解分析以调查与儿童创伤的关系。
    所有自闭症变量都显示10-28岁之间抑郁症状轨迹增加。社会交往困难(SCDs)与成年期抑郁症诊断最密切相关(年龄24OR=2.15;95CIs:1.22-3.76)。创伤和自闭症特征相结合,进一步增加抑郁症状评分。中介分析提供了自闭症特征和抑郁风险增加之间的直接途径以及通过创伤风险增加的间接途径的证据。
    自闭症/自闭症特征增加了经历童年创伤和在18岁和24岁被诊断为抑郁症的几率。儿童期出现的抑郁症状轨迹持续到成年期。SCD和儿童创伤的综合影响大于个体暴露,提示SCDs患者创伤后抑郁症状恶化。
    自闭症和自闭症特征与童年经历创伤事件和成年后心理健康问题的机会更高有关。然而,我们不了解童年创伤如何影响成年后自闭症特征和抑郁症之间的联系。使用英国一项大型出生队列研究的数据,从出生到28岁,我们追踪了多达9,659人。我们研究了自闭症之间的联系,自闭症特征,童年创伤,和抑郁症。我们发现,与自闭症相关的所有特征都与10至28岁之间的抑郁症状有关。其中,社会交往中的困难与成年后的抑郁联系最紧密,风险增加一倍以上。我们发现,当童年困难和自闭症特征结合在一起时,出现抑郁症状的风险增加得更多。我们发现自闭症特征直接和间接地增加了抑郁症的机会,通过增加经历童年创伤的机会。一起来看,我们的研究表明,自闭症和自闭症特征增加了经历童年创伤并在18岁和24岁被诊断出患有抑郁症的可能性。在童年出现的抑郁症的迹象往往会持续到成年。社会交往困难和童年创伤的结合对抑郁症状的影响更强,这表明具有这些特征的人在面对创伤性事件后可能会经历更严重的抑郁症。
    UNASSIGNED: Autism and autistic traits have been associated with greater risk of childhood trauma and adulthood psychopathology. However, the role that childhood trauma plays in the association between autism, autistic traits and depression in adulthood is poorly understood.
    UNASSIGNED: We used a UK-based birth cohort with phenotype and genotype data on autism, autistic traits, childhood trauma and depression in up to 9,659 individuals prospectively followed up from birth until age 28 years. Using mixed-effects growth-curve models, we assessed trajectories of depression symptoms over time according to the presence or absence of autism/ autistic traits and explored whether these differed by trauma exposure. We further investigated the association between autism/ autistic traits and depression in adulthood using confounder-adjusted logistic regression models and undertook mediation analyses to investigate the relationship with childhood trauma.
    UNASSIGNED: All autism variables demonstrated increased depressive symptom trajectories between ages 10-28 years. Social communication difficulties (SCDs) were the most strongly associated with a depression diagnosis in adulthood (age 24 OR= 2.15; 95%CIs: 1.22-3.76). Trauma and autistic traits combined to further increase depression symptom scores. Mediation analyses provided evidence for direct pathways between autistic traits and increased risk of depression alongside indirect pathways through increased risk of trauma.
    UNASSIGNED: Autism/ autistic traits increase the odds of experiencing childhood trauma and of being diagnosed with depression at age 18 and 24. Depressive symptom trajectories emergent in childhood persist into adulthood. The combined effect of SCDs and childhood trauma is greater than the individual exposures, suggesting worse depression symptomatology following trauma in individuals with SCDs.
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  • 文章类型: Journal Article
    选择偏差是流行病学研究中普遍关注的问题。在文学中,选择偏差通常被视为缺失数据的问题。流行的方法来调整由于数据缺失导致的偏差,例如逆概率加权,依赖于数据随机缺失的假设,如果违反了这个假设,可能会产生有偏差的结果。在结果数据不是随机缺失的观察性研究中,Heckman的样本选择模型可用于调整数据缺失导致的偏差。在本文中,我们回顾了Heckman的方法和TchetgenTchetgen和Wirth(2017)提出的类似方法。然后,我们讨论如何使用个体水平的数据将这些方法应用于孟德尔随机化分析,缺少暴露或结果或两者的数据。我们探索与参与相关的遗传变异是否可以用作选择工具。然后,我们描述了如何获得错误调整的Wald比率,两阶段最小二乘和逆方差加权估计。在仿真中对这两种方法进行了评估和比较,结果表明,它们都可以减轻选择偏差,但在某些情况下可能会产生具有较大标准误差的参数估计。在一个说明性的真实数据应用程序中,我们使用来自Avon父母和儿童纵向研究的数据,调查体重指数对吸烟的影响.
    Selection bias is a common concern in epidemiologic studies. In the literature, selection bias is often viewed as a missing data problem. Popular approaches to adjust for bias due to missing data, such as inverse probability weighting, rely on the assumption that data are missing at random and can yield biased results if this assumption is violated. In observational studies with outcome data missing not at random, Heckman\'s sample selection model can be used to adjust for bias due to missing data. In this paper, we review Heckman\'s method and a similar approach proposed by Tchetgen Tchetgen and Wirth (2017). We then discuss how to apply these methods to Mendelian randomization analyses using individual-level data, with missing data for either the exposure or outcome or both. We explore whether genetic variants associated with participation can be used as instruments for selection. We then describe how to obtain missingness-adjusted Wald ratio, two-stage least squares and inverse variance weighted estimates. The two methods are evaluated and compared in simulations, with results suggesting that they can both mitigate selection bias but may yield parameter estimates with large standard errors in some settings. In an illustrative real-data application, we investigate the effects of body mass index on smoking using data from the Avon Longitudinal Study of Parents and Children.
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  • 文章类型: Journal Article
    目的:关于因果分析中应包括哪些表型的假设,这反过来会产生临床和政策影响,可以通过利用表观基因组的无假设方法来指导,例如。材料和方法:使用ALSPAC数据进行最小调整的表观基因组范围关联研究(EWAS),例如条件,痛经和月经大出血(HMB)。在EWAS目录中搜索差异甲基化的CpG并鉴定相关性状。在具有和不具有ALSPAC中的示例条件的那些之间比较了性状。结果:7个CpG位点与痛经相关,2个与HMB相关。在假设检验阶段,吸烟和不良儿童经历评分与这两种情况有关。结论:假设生成EWAS可以帮助识别未来分析的关联。
    为了告知政策并改善临床实践,研究人们健康的研究人员发现哪些特征可能会增加患病风险,这一点很重要。然而,很难知道应该看哪些特征。在这项研究中,我们想寻找可能增加痛苦和沉重时期风险的特征,使用有关开关的数据来打开和关闭我们的基因。90年代儿童研究中的一些人拥有基因开关的数据。我们比较了有和没有痛苦或沉重时期的所有开关。在痛苦的时期,我们发现了与七个交换机的链接,在繁重的时期,我们找到了两个.然后我们使用了另一个数据源,叫做EWAS目录,看看哪些特征与这些开关相关。我们发现的特征包括体型,吸烟和虐待儿童。最后,当使用来自更广泛的90年代儿童群体的特征数据时,我们发现,吸烟和更困难的童年是一些与痛苦和沉重时期有关的特征。这种方法的一个好处是,我们可以找到可能增加痛苦或沉重时期风险的新特征;这些应该在未来的研究中进行研究。
    Aim: Hypotheses about what phenotypes to include in causal analyses, that in turn can have clinical and policy implications, can be guided by hypothesis-free approaches leveraging the epigenome, for example. Materials & methods: Minimally adjusted epigenome-wide association studies (EWAS) using ALSPAC data were performed for example conditions, dysmenorrhea and heavy menstrual bleeding (HMB). Differentially methylated CpGs were searched in the EWAS Catalog and associated traits identified. Traits were compared between those with and without the example conditions in ALSPAC. Results: Seven CpG sites were associated with dysmenorrhea and two with HMB. Smoking and adverse childhood experience score were associated with both conditions in the hypothesis-testing phase. Conclusion: Hypothesis-generating EWAS can help identify associations for future analyses.
    To inform policy and improve clinical practice, it is important that researchers who study people\'s health find out which traits might increase the risk of illness. However, it can be difficult to know which traits should be looked at. In this study, we wanted to look for traits that might increase the risk of painful and heavy periods, using data about the switches that turn our genes on and off. There are some people in the Children of the 90s study that have data on gene switches. We compared all the switches between those with and without painful or heavy periods. For painful periods, we found links with seven switches and for heavy periods, we found two. We then used another data source, called the EWAS Catalog, to see which traits were associated with these switches. The traits we found included body size, smoking and child abuse. Finally, when using data on traits from the wider Children of the 90s group, we found that smoking and more difficult childhoods were some of the traits related to painful and heavy periods. A good thing about this approach is that we could find new traits that might increase the risk of painful or heavy periods; these should be looked at in future studies.
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