Proposal summaries
B2327 - Vitamin D in Pregnancy and Perinatal Depression - 12/11/2014
Background:
Results from a recent meta-analysis suggest that low Vitamin D levels are associated with depression1. As pregnancy is a time for increased nutritional demands, precipitation of depression would be more likely during pregnancy if this hypothetical association were causal. Low vitamin D levels are common during pregnancy, particularly in high-risk groups.2,3,4 Some studies have reported an association between low vitamin D levels and depressive symptoms during pregnancy5,6 and in the postnatal period.7,8,9 However, other studies have not supported this hypothesis.10 Previous studies have been limited by sample size7,9, identification of depression10, or follow up time to development of symptoms.5,6,8
Aims:
*To determine the relationship between vitamin D (serum 25-hydroxyvitamin D3 and D2) and perinatal depression.
*To personally develop research skills in preparation for applying for research fellowships
B2318 - Prenatal and early childhood environmental risk factors for psychiatric outcomes using a novel exposure biomarker - 06/11/2014
There is substantial evidence that early environmental insults increase risk for psychiatric disorders,
especially those with strong neurodevelopmental origins. Thus, there is a need to reliably identify these
environmental factors, as well as whether higher exposure level during critical periods for
neurodevelopment are related to greater risk for psychiatric disorders. Moreover, while environmental
toxins have been reliably associated with early neurodevelopment, similar investigations into longer term
and psychiatric outcomes are scarce.
Current approaches use indirect measures of fetal exposure, such as chemical concentrations in maternal
blood and urine, which may not accurately reflect fetal uptake for many toxins due to variable partitioning
across the placenta (Smith et al., 2007). Thus, a direct marker of early exposure is needed to aid our
understanding of the etiology of psychiatric disorders, as well as to aid prevention.
The current study proposes to use a unique and well-characterized birth cohort: the Avon Longitudinal
Study of Parents and Children (ALSPAC) and applying an extensively developed and piloted method to
determine multi-toxin early exposure (Arora et al., 2006, 2011; 2012; 2013; Hare et al., 2011; Austin et
al., 2013). Human deciduous teeth undergo systematic mineralization commencing prenatally and are
composed of a collagen-based, lipid-containing, calcium-rich apatite matrix, which accumulates bone
seeking elements and organic compounds. The methodology combines detailed histological analysis and
associated analytical tools to establish a comprehensive record of weekly to monthly exposure history of
multiple chemicals and metals and history of infections from the second trimester through early
childhood.
Aims
The overall goal of this project is to determine the association of early life environmental metal and
chemical toxin and infection exposures with multiple psychiatric and neurological outcomes: psychotic
like experiences, depression, mild cognitive impairment and autstic-like traits. A detailed history of
exposure during prenatal and early childhood development will be established to distinguish between two
important aspects of the exposure profile:
1) Exposure timing: We will construct weekly to monthly exposure history over the prenatal and early
childhood periods in order to identify the developmental period(s) most strongly associated with risk for
poor psychiatric and neurological outcomes.
2) Exposure intensity: Cumulative exposure may be more important than exposure during any single
developmental window and our biomarker allows measurement of cumulative exposure from the prenatal
period to the time of tooth shedding, which occurs between ages 6 to 12 years.
B2316 - Examining the long-term outcome of early onset depression in 10-13 year olds - 31/10/2014
Aims
1. To investigate the long-term outcomes of early onset depression in children affected at the ages of 10 and 13 years.
2. To examine the potential moderating effect of factors that might predict long-term outcome, including comorbid psychiatric disorder and family history of depression.
3. To examine the course and correlates of depressive symptoms and disorder across adolescence in boys.
Background
Depression in pre-adolescence is a serious, neglected disorder. It is common, has poor outcomes, and has been the subject of very little research. This project will investigate the course of early onset depression in a large population cohort study
B2315 - Bayesian individual knot point models for modelling growth - 31/10/2014
This project is IEU research, linked with Laura Howe's MRC fellowship and the IEU stats theme. Analysis will be carried out by Sam Brilleman with supervision from Laura Howe and Kate Tilling.
Aim: to evaluate the use of Bayesian individual knot point models for modelling growth across childhood and adolescence and estimating age of puberty onset, and to compare these models with alternative approaches such as SITAR
Exposure: age
Outcome: height and weight
Confounding variables: gender
Project justification: Self-reported measures of pubertal status can be inaccurate and there is often lots of missing data due to participant embarrassment. Height-based indices of pubertal development offer an attractive alternative that may be both more accurate and result in less missing data. In this project, we will use all available height and weight data to estimate trajectories of growth across childhood and adolescence, using models that allow person-specific ages at which the rate of growth changes. The idea is that the timing of these knowpoints may be informative about pubertal growth spurts. The models will be compared with other approaches to identifying pubertal growth spurts from growth trajectories, e.g. superimposition by translation and rotation (SITAR), a method developed by Tim Cole.
B2314 - Handling multivariate missingness in health and behaviour data via multiple imputation under MNAR Issues in Practice - 31/10/2014
BACKGROUND:
Data collected by ALSPAC to explore potential predictors of adolscent alcohol, tobacco and cannabis consumption exhibit substantial levels of missingness in both outcomes and covariates and are plausibly missing not at random (MNAR). This is also the case for data collected by ALSPAC to explore potential correlates of adolescent mental health. Standard maximum likelihood and Bayesian full probability modelling procedures can quickly become computationally infeasible in the presence of multivariate MNAR missingness. We propose to tackle this difficulty by extending a popular procedure for performing multiple imputation under MAR, Fully Conditional Specification, to handle MNAR missingness mechanisms. Our method will be broadly applicable to future analyses of the ALSPAC data and to both cross-sectional and longitudinal data.
AIMS:
1. To develop a new statistical method for handling datasets with multivariate MNAR missingness.
2. To use this new method to further explore the missing data mechanism for
a. key variables on alcohol, tobacco and cannabis use in teenagers.
b. key variables on mental health outcomes in teenagers.
B2307 - Association between arterial stiffness of ALSPAC fathers mothers and blood pressure trajectories of their offspring - 23/10/2014
Hypertension represents a major cause of cardiovascular morbidity and mortality, affecting one in three adults worldwide[1]. Intergenerational transmission of blood pressure characteristics has long been demonstrated[2, 3] and may be attributed to a variable combination of genetic and environmental factors[4-8].
Despite some studies demonstrating age-specific effects[9], tracking of cardiovascular traits, including blood pressure, has been shown to persist into adulthood[10]. There has been a suggestion that a stronger maternal-offspring association exists for some cardiovascular risk factors, including hypertension[11-13], although this has not been replicated in other studies[14-16], which has led to speculation that intrauterine influences may contribute to development of risk factors for adult diseases in the offspring[17].
Adolescent blood pressure increases with ageing and the rate of change has been shown to track into later adult life, being associated with higher systolic pressures and thus a greater risk of cardiovascular events[18, 19]. It has been postulated that adolescence provides a critical window for mediating the transition to adult hypertension[20], with the familial aggregation potentially increasing throughout this time[21]. However, there has been limited evidence to support screening and interventions in childhood to prevent later cardiovascular disease[22, 23]. Recent analysis of serial measurements in longitudinal studies have allowed calculation of adolescent blood pressure trajectories, which may facilitate a more accurate depiction of the associations between childhood blood pressure changes and later cardiovascular disease[24], allowing for better stratification of cardiovascular risk and interventions that are targeted[25] rather than population-based[26].
Arterial stiffness, measured non-invasively through pulse wave velocity[27] is independently associated with several cardiovascular risk factors in adults, including systolic hypertension[28, 29]. The main contributors to arterial stiffness are known to be time (age), heart rate and blood pressure[30] - pulse pressure is correlated with arterial stiffness and reflects age-related changes in systolic (increase) and diastolic (decrease) that occur with ageing. Such changes result from the reduced ability to repair damage to collagen and elastin fibres caused by constant expansion and relaxation and may be a reflection of age repair mechanisms more generally[31]. Arterial stiffness is related to ageing in other domains including cognition[32, 33] and thus parental vascular ageing may provide an indicator of an individual offspring's propensity to age across more than just cardiovascular traits, allowing for early interventions that minimise these effects.
The ALSPAC study provides an excellent resource to explore these issues further. In addition to investigating the relationships between blood pressure trajectories and vascular ageing in this study, the project will enable us to clean the existing PWV data. Due to occasional field worker errors and a software upgrade that changed the output fields, it will be first necessary to produce a clean research ready dataset with the arterial stiffness exposures that can subsequently be used by others.
B2326 - Recognising the hidden face of autismdefining the characteristics and needs of females with autistic difficulties - 23/10/2014
AIMS
We aim to discover:
1. The rates of ASD and of the broader autism phenotype in AT+ females, compared to AT+ males, AT- females and AT- males.
2. The rates of undiagnosed ASD in AT+ females, compared to AT+ males, and the characteristics across the lifespan that are associated with undiagnosed ASD.
3. The characteristics of the female autistic phenotype. To this end we will compare AT+ males and females on current and previous measures of social communication and inflexibility. We will also investigate whether the female autistic phenotpye reflects typical gender differences, by comparing gender differences for AT+ participants with gender differences for AT- participants.
4. The needs females with childhood autistic difficulties, by assessing mental health, well being and adaptive functioning of AT+ females across their childhood, adolescence and early adulthood.
5. Risk and protective factors in childhood that influence adult outcomes for women who have AT+ in childhood, by looking for associations between individual (e.g. childhood anxiety, IQ) and environmental (parenting, socio-economic status, educational provision) factors measured prospectively in ALSPAC.
B2313 - Participant views on research ethics in Children of the 90s supporting participant-aligned policy development - 23/10/2014
Introduction
The social context in which biomedical research occurs is constantly changing, eg. social media is reshaping views and expectations about individual privacy; understandings of health are constantly evolving. At the same time, new research technologies are becoming available with increasing rapidity, eg. new 'omics tools for analysis. Any change in society or technology may raise new ethical questions for studies such as ALSPAC and may have implications for the policies used to govern these studies.
New policy issues emerge relatively frequently but not necessarily in predictable patterns. Recently emerging issues of concern to cohort studies and biobanks internationally have included: return of incidental findings, recall by genotype, commercial funding in research and data sharing. Legislation proscribes some actions related to these emerging issues, (eg. EU Directive 95/46/EC: 'Protection of personal data', 2012), funder policy provides broad guidelines for policy (eg. MRC/Wellcome Trust 'Framework on the feedback of health-related findings in research', 2014), and individual studies produce in house policy (ALSPAC 'Disclosure of biomedical information to participants', 2011).
Transparency of study policies and practice, especially as new issues emerge, is axiomatic to building and maintaining trust. For longitudinal studies maintaining trust with their participants is crucial to the establishment and maintenance of the long term relationships that characterise these studies; relationships that are realised in participant retention. But extant trust is not enough. Policies must also continue to be sensitive to and aligned with participant (social) values and norms. One way to achieve this is to ensure meaningful engagement of participants in the issues that impact them. Children of the 90s has always been keen to involve participants in the research and ethical decisions made about the study. As part of that commitment the Data to Knowledge Research Group, University of Bristol, will undertake a series of qualitative studies to explore, in depth, the views and perspectives of participants on key emerging research/ethical issues. Drawing from the findings of these qualitative studies ALSPAC will then invite the wider cohort to become involved in engagement activities to assess the views of the broader constituency.
This programme of work will address key issues as they arise over the duration of the current strategic award funding (2014-2019). In the first instance these will include return of incidental findings, recall by genotype, commercial funding in research. In each case the aims and objectives of the research will take the form:
Aim
To gain a better understanding of Children of the 90s participants' perspectives on the issue under study.
Objectives
1. To assess the attitudes of participants to the issue and to understand whether these attitudes may change over time.
2. To understand the potential impact of the issue on Children of the 90s participants.
3. To help inform the policy on the issue in Children of the 90s.
Proposed methods
B2312 - Whole genome sequence based analysis of liver function within the UK10K project - 23/10/2014
The UK10K project represents one of the first large scale applications of next generation sequencing to population based epidemiological samples and the examination of complex phenotypes. The objectives of this work are to record whole genome sequence variation at and below 1% minor allele frequency, to provide an imputation reference and to use this, not only to provide a resource for the scientific community (both genotypes and phenotypes), but also to examine genetic associations across a spectrum of genetic variation.
The study is composed of two samples drawn from European population based epidemiological studies (The Avon Longitudinal Study of Parents and children and Twins UK) and forms a collection of nearly 4000 participants now with whole genome sequence data and phenotypes (along with complementary imputed internal replication data sets). A total of 1,990 individuals from TwinsUK and 2,040 individuals from ALSPAC were consented for sequencing. Variant sites and genotype likelihoods were called using samtools and genotypes were refined and phased using BEAGLE, with similar procedures to the 1000 Genomes Project.
In addition, both ALSPAC and TwinsUK consented to release phenotype data related to cardiovascular disease as a public resource for the association analyses. For TwinsUK, liver phenotypes including bilirubin, alkaline phosphatase, GGT and albumin were released. The association analyses for the liver phenotypes are currently reaching a critical phase for the singlepoint associations, and also for those more rare variants with analyses being undertaken using variant aggregation techniques such as SKAT. Consequently, we are following up possible avenues for increasing our sample sizes, in particular data sets with existing whole genome sequence data such as ALSPAC. To this end, we are writing to seek a collaborative arrangement efforts to continue our analysis of both single point and rare variant associations. These phenotypes would not be part of the UK10K public release.
B2310 - Formulating Identifying and Estimating the Genomic Architecture of Non-cognitive Skill Formation - 23/10/2014
Background:
Economists and psychologists have established that non-cognitive traits, such as persistence and motivation, are more strongly associated with educational, labour market and risky behaviour outcomes than cognitive measures such as IQ (1-3). This observation has been used to motivate substantial government investments in early years interventions, such as Head Start in the US and Sure Start in the UK. These programs are partly designed to develop children's non-cognitive skills and ultimately improve their outcomes as adults (4). Yet, despite the increasing enthusiasm for these initiatives amongst policy makers, there are still major unresolved questions about whether the associations of non-cognitive skills and later outcomes are due to underlying causal relationships.
The evidence about the importance of non-cognitive skills is largely based on observational studies, both cross sectional and longitudinal. It is very difficult to infer causation in these studies, because of the challenge in sufficiently accounting for all the potential differences between individuals. This may be one reason why, in practice, experimental and quasi-experimental studies have found that the success of early interventions has been mixed (5). Additionally, we do not know the extent to which the associations between non-cognitive skills and educational and labour market outcomes are driven by common genetic and environment factors. The progress in genome-wide data and statistical tools such as GCTA mean it is now possible to estimate both the contribution of common genetic variation to these traits and the proportions of the associations of non-cognitive skills and outcomes which are due to a shared genetic aetiology. Finally, we can use these methods to show how common genetic variation influences these traits across the life course (6).
Aims:
We will use Genome-wide Complex Trait Analysis to investigate the genetic architecture underlying cognitive and non-cognitive skills.
B2309 - Genomewide association study for BMI in infants and children the Early Growth Genetics consortium - 23/10/2014
The analyses to be undertaken for this project at simple and require only a number of basic procedures. These will all be run by local ALSPAC analysts (Timpson or Stergiakouli) and only results provided for the work of the consortium. Analyses follow:
(i) GWAS for BMI (see attached protocol (based on the 1000g analysis, though this is the same for the HAPMAP imputation based analyses) for this procedure)
(ii) Sensitivity analyses (slight alterations to models run for GWAS, but no substantive changes)
(iii) For top SNP variants, expression data available on ALSPAC LCLs will be assessed in efforts to chart cis eQTLs relevant to implicated genetic signals.
B2308 - Exploring the genetic and epigenetic mechanisms of early human language development - 23/10/2014
Aims and objectives
Within this project, we aim to enhance the understanding of genetic and epigenetic factors driving the development of human language, and how these factors impact on later child development. We will 1) investigate the genetic architecture of early linguistic abilities, especially expressive language, with respect to common and moderately rare genetic variation, exploiting detailed information from UK10K(http://www.uk10k.org/) and 1000Genomes(http://www.1000genomes.org/)1.
Aim I: Search for single variant genetic effects through a genome-wide meta-analysis of early linguistic skills
Aim II: DNA-based heritability estimations for early language skills using genome-wide data
Aim III: Identification of pleiotropic effects between early linguistic skills and intellectual and developmental outcomes in middle/late childhood
Furthermore, epigenomic variation at birth is likely to harbour a large proportion of cumulative environmental changes during early prenatal development2.
Aim IV: Search for links between epigenetic changes in newborns and early linguistic skills
B2304 - Costs and Gains to Postponement How Changes in the Age of Parenthood Influence the Health and Well-being of Children - 16/10/2014
The overarching aim of the COSTPOST project (more detailed summary reported below), which will last for a total of four years, is to investigate the consequences of fertility postponement on a range of outcomes for children and their parents. In particular, the COSTPOST project has been inspired by the fact that since many industrialized countries have experienced a remarkable postponement of first births to older maternal ages, we should know more about its consequences for the well-being of children and their parents.
B2303 - Parental separation and later life cardiometabolic health a cross cohort comparison - 16/10/2014
Background:
There is a growing recognition that adverse experiences such as abuse, neglect and domestic violence in early life may have implications for cardiometabolic health later in life. But whilst a substantial body of evidence has examined the long term consequences of parental divorce on mental health, the potential implications for physical health including cardiometabolic health have received far less attention. Limited evidence suggests that children who experience parent divorce are at increased risk of obesity, poor self-rated health, asthma, cancer[1], and more recently, CVD mortality[2] and stroke[3]. Early life socio economic position is probably a main confounder of the association of interest. Cross cohort comparisons (here between ALSPAC, Pelotas and APCAPS) allow us to examine an association of interest in different settings, with differing confounding structures (e.g. in high and low income countries). The assumption is that if an association is consistent in both settings, it is less likely to be driven by residual confounding[4]. In addition, the role of age at parental divorce and the degree of conflict in the household prior to the parental separation as potential effect modifiers of the association between parental divorce and cardiometabolic health will be explored. Finally, a range of social, behavioural, and biosychosocial factors are likely to mediate associations between parent divorce and cardiometabolic health in later life. These will be identified and examined here.
Aims: Using detailed data from the Avon Longitudinal Study of Parents and Children (ALSPAC), the 1993 Pelotas birth cohort from Brazil and the APCAPS cohort from India, we will examine the association of parental divorce with adiposity (BMI, DXA-determined total body fat mass) and cardiovascular risk factors (blood pressure, lipids, glucose and insulin) measured at 15-18 years.
B2302 - Childhood Sexual Behaviour and Adolescent Sexual Orientation - 16/10/2014
To explore the relation between childhood sexual behaviour and adolescent sexual behaviour, and possible mechanism underlying this relationship (e.g., the roles of childhood gender-typed behaviour, childhood victimisation, childhood and adolescent intimate friendships, and pubertal development).
Middle childhood--conventionally defined as between 6 to 11 years of age--provides rich contexts in which sexual orientation might develop. It nurtures intimate same-sex friendships [1], and coincides with adrenarche--a potential biological catalyst for the emergence of sexual attraction [2]. Sexual behaviour (e.g., masturbation) in middle childhood may be related to adolescent sexual orientation in at least 2 ways: The pleasure resulting from genital stimulation during adrenarche may involve same-sex friends in intimate interactions, which may lead to adolescent same-sex sexual attraction and activities.
Also, childhood gender atypicality may be involved in the link between childhood sexual behaviour and adolesent sexual orientation: for example, gender atypicality in middle childhood may increase victimization, which could be associated with increased childhood sexual behaviour, perhaps to offset negative emotions [3]; in addition, childhood gender atypicality is directly linked to same-sex sexual orientation [4].
B2301 - Genome-wide study of genetic variants associated with recognition of negative non-verbal emotions - 25/09/2014
Aims:
To identify individual genetic variants (specifically single nucleotide polymorphisms, SNPs) that are associated with the ability to identify non-happy emotions in the DANVA facial emotion recognition test, controlling for performance on the equivalent test of happy face recognition. Secondarily, to attempt to stratify this analysis by the type of non-happy emotion (angry, fearful, and sad). Thirdly, to test whether variants associated with sensitivity to non-happy emotion in faces are enriched for association with response to cognitive behavioural therapy for anxiety disorders in a separate cohort. Finally, to explore whether the ability to identify non-happy emotion can be predicted by the genetic risk for psychiatric disorders.
B2299 - Investigation of cell mixture adjustments in analysis of DNA methylation in cord blood and childrens blood - 25/09/2014
Aims: To compare performance of existing methods for cell mixture adjustments in analysis of DNA methylation in cord blood and children's blood
Hypothesis: When the reference samples do not match with study samples, reference free methods are more robust than reference based methods.
Variables:
Total cholesterol
HDL-cholesterol
LCL-cholesterol
Triglycerides
Methylations measured on Illumina 450k methylation array (under ARIES project) as well as covariates including Age, Sex, BMI, Smoking, SEP measures
B2297 - Prenatal alcohol exposure and cordblood DNA methylation - identifying latent structure in high dimensional data - 18/09/2014
To employ techniques for identifying latent structure in genome-wide DNA methylation data, characterised by high dimensionality, in order to increase statistical power to detect effects due to prenatal alcohol exposure (both maternal and paternal).
Objectives:
1. To identify latent structures in genome-wide cord-blood DNA methylation
2. To correlate these with maternal and paternal alcohol use before and during pregnancy (in search for both maternal-intrauterine and paternal-line effects)
3. To investigate to what extent confounding could explain these associations
4. To investigate the persistence of the latent structures into childhood and adolescence
5. To investigate whether the relationship between exposures and latent structure persist in later childhood and adolescence
Hypothesis
DNA methylation is thought to be one possible mediator of the feto-toxic effects of alcohol use in pregnancy, given the remarkable correspondence between the most alcohol-sensitive gestational periods and the occurrence of major epigenetic events (including erasure of methylation marks around gastrulation). This is further supported by various animal experiments. Further evidence also points at the role of paternal alcohol use around conception on offspring DNA methylation marks, in particular affecting (paternally) imprinted genes.
B2296 - Does Mhc-linked mate choice affect child health - 11/09/2014
The main aim of this study is to test the hypothesis that females gain genetic benefits for their offspring through mate choice. Whilst it is known from work on non-human animals that mate choice can result in improved growth and survival of offspring (e.g. Petrie 1994) the possibility that human mate choice can affect subsequent fitness-related traits of children has not been investigated. We aim to specifically test this possibility using data collected for the ALSPAC study.
If females are gaining genetic benefits for their offspring from mate choice we can predict that disruption of the mate choice process will result in a lack of genetic benefits and thus poorer offspring growth and health. It is known that from the laboratory that use of the contraceptive pill at the time of mate choice can result in the alteration of female mate preferences such that females are more likely to prefer individuals that are more Mhc similar to themselves (Roberts et al 2008; Alvergne & Lummaa 2010). Mhc similarity between biological parents can lower the degree of heterozygosity at the Mhc in children such that they are less able to combat disease. We would like to test whether such mate choice disruption has any real world consequences. We aim to do this by:-
1) comparing health of children for a sample of women who chose their biological fathers whilst taking the pill with that of a sample of women who intitiated oral contraceptive use after meeting the biological fathers of their children.
2) comparing the degree of MhC similarity between mothers and fathers in a group of women who met their partners whilst using oral contraceptives with another group of women who started using oral contraception after making their mate choice.
3) comparing the degree of heterozygosity at the Mhc in the children of mothers who chose their partners whilst on the pill with those from mothers who did not.
B2295 - Identification of epigenetic and genetic associations with leukocyte telomere length - 11/09/2014
Aims:
The overall goal of our planned project is to identify and characterise DNA methylation changes associated with telomere shortening, a biomarker for healthy ageing, and interrogate the potential causal role of these epigenetic variants in disease risk. Within this, the specific Aims for the proposal to work with samples and data from the ARIES collection of ALSPAC participants are as follows:
i) To carry out a pilot investigation of a subset of ARIES DNA samples, to assess the suitability of the MM-qPCR method for measuring mean relative leukocyte telomere length (LTL) in this cohort.
ii) To identify novel epigenetic variants (DNA methylation of CpG sites) associated with LTL.
iii) To identify genetic variants that influence methylation levels at CpG sites associated with LTL