Browsing by Author "Moffitt, Terrie E"
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Item Open Access A longitudinal study of epigenetic variation in twins.(Epigenetics, 2010-08-16) Wong, Chloe Chung Yi; Caspi, Avshalom; Williams, Benjamin; Craig, Ian W; Houts, Renate; Ambler, Antony; Moffitt, Terrie E; Mill, JonathanDNA methylation is a key epigenetic mechanism involved in the developmental regulation of gene expression. Alterations in DNA methylation are established contributors to inter-individual phenotypic variation and have been associated with disease susceptibility. The degree to which changes in loci-specific DNA methylation are under the influence of heritable and environmental factors is largely unknown. In this study, we quantitatively measured DNA methylation across the promoter regions of the dopamine receptor 4 gene (DRD4), the serotonin transporter gene (SLC6A4/SERT) and the X-linked monoamine oxidase A gene (MAOA) using DNA sampled at both ages 5 and 10 years in 46 MZ twin-pairs and 45 DZ twin-pairs (total n=182). Our data suggest that DNA methylation differences are apparent already in early childhood, even between genetically identical individuals, and that individual differences in methylation are not stable over time. Our longitudinal-developmental study suggests that environmental influences are important factors accounting for interindividual DNA methylation differences, and that these influences differ across the genome. The observation of dynamic changes in DNA methylation over time highlights the importance of longitudinal research designs for epigenetic research.Item Open Access Cardiorespiratory fitness and cognitive function in midlife: neuroprotection or neuroselection?(Ann Neurol, 2015-04) Belsky, Daniel W; Caspi, Avshalom; Israel, Salomon; Blumenthal, James A; Poulton, Richie; Moffitt, Terrie EOBJECTIVE: A study was undertaken to determine whether better cognitive functioning at midlife among more physically fit individuals reflects neuroprotection, by which fitness protects against age-related cognitive decline, or neuroselection, by which children with higher cognitive functioning select more active lifestyles. METHODS: Children in the Dunedin Longitudinal Study (N = 1,037) completed the Wechsler Intelligence Scales and the Trail Making, Rey Delayed Recall, and Grooved Pegboard tasks as children and again at midlife (age = 38 years). Adult cardiorespiratory fitness was assessed using a submaximal exercise test to estimate maximum oxygen consumption adjusted for body weight in milliliters/minute/kilogram. We tested whether more fit individuals had better cognitive functioning than their less fit counterparts (which could be consistent with neuroprotection), and whether better childhood cognitive functioning predisposed to better adult cardiorespiratory fitness (neuroselection). Finally, we examined possible mechanisms of neuroselection. RESULTS: Participants with better cardiorespiratory fitness had higher cognitive test scores at midlife. However, fitness-associated advantages in cognitive functioning were already present in childhood. After accounting for childhood baseline performance on the same cognitive tests, there was no association between cardiorespiratory fitness and midlife cognitive functioning. Socioeconomic and health advantages in childhood and healthier lifestyles during young adulthood explained most of the association between childhood cognitive functioning and adult cardiorespiratory fitness. INTERPRETATION: We found no evidence for a neuroprotective effect of cardiorespiratory fitness as of midlife. Instead, children with better cognitive functioning are selecting healthier lives. Fitness interventions may enhance cognitive functioning. However, observational and experimental studies testing neuroprotective effects of physical fitness should consider confounding by neuroselection.Item Open Access Childhood forecasting of a small segment of the population with large economic burden.(Nat Hum Behav, 2016) Caspi, Avshalom; Houts, Renate M; Belsky, Daniel W; Harrington, Honalee; Hogan, Sean; Ramrakha, Sandhya; Poulton, Richie; Moffitt, Terrie EPolicy-makers are interested in early-years interventions to ameliorate childhood risks. They hope for improved adult outcomes in the long run, bringing return on investment. How much return can be expected depends, partly, on how strongly childhood risks forecast adult outcomes. But there is disagreement about whether childhood determines adulthood. We integrated multiple nationwide administrative databases and electronic medical records with the four-decade Dunedin birth-cohort study to test child-to-adult prediction in a different way, by using a population-segmentation approach. A segment comprising one-fifth of the cohort accounted for 36% of the cohort's injury insurance-claims; 40% of excess obese-kilograms; 54% of cigarettes smoked; 57% of hospital nights; 66% of welfare benefits; 77% of fatherless childrearing; 78% of prescription fills; and 81% of criminal convictions. Childhood risks, including poor age-three brain health, predicted this segment with large effect sizes. Early-years interventions effective with this population segment could yield very large returns on investment.Item Open Access Credit scores, cardiovascular disease risk, and human capital.(Proc Natl Acad Sci U S A, 2014-12-02) Israel, Salomon; Caspi, Avshalom; Belsky, Daniel W; Harrington, HonaLee; Hogan, Sean; Houts, Renate; Ramrakha, Sandhya; Sanders, Seth; Poulton, Richie; Moffitt, Terrie ECredit scores are the most widely used instruments to assess whether or not a person is a financial risk. Credit scoring has been so successful that it has expanded beyond lending and into our everyday lives, even to inform how insurers evaluate our health. The pervasive application of credit scoring has outpaced knowledge about why credit scores are such useful indicators of individual behavior. Here we test if the same factors that lead to poor credit scores also lead to poor health. Following the Dunedin (New Zealand) Longitudinal Study cohort of 1,037 study members, we examined the association between credit scores and cardiovascular disease risk and the underlying factors that account for this association. We find that credit scores are negatively correlated with cardiovascular disease risk. Variation in household income was not sufficient to account for this association. Rather, individual differences in human capital factors—educational attainment, cognitive ability, and self-control—predicted both credit scores and cardiovascular disease risk and accounted for ∼45% of the correlation between credit scores and cardiovascular disease risk. Tracing human capital factors back to their childhood antecedents revealed that the characteristic attitudes, behaviors, and competencies children develop in their first decade of life account for a significant portion (∼22%) of the link between credit scores and cardiovascular disease risk at midlife. We discuss the implications of these findings for policy debates about data privacy, financial literacy, and early childhood interventions.Item Open Access General functional connectivity: Shared features of resting-state and task fMRI drive reliable and heritable individual differences in functional brain networks.(NeuroImage, 2019-04) Elliott, Maxwell L; Knodt, Annchen R; Cooke, Megan; Kim, M Justin; Melzer, Tracy R; Keenan, Ross; Ireland, David; Ramrakha, Sandhya; Poulton, Richie; Caspi, Avshalom; Moffitt, Terrie E; Hariri, Ahmad RIntrinsic connectivity, measured using resting-state fMRI, has emerged as a fundamental tool in the study of the human brain. However, due to practical limitations, many studies do not collect enough resting-state data to generate reliable measures of intrinsic connectivity necessary for studying individual differences. Here we present general functional connectivity (GFC) as a method for leveraging shared features across resting-state and task fMRI and demonstrate in the Human Connectome Project and the Dunedin Study that GFC offers better test-retest reliability than intrinsic connectivity estimated from the same amount of resting-state data alone. Furthermore, at equivalent scan lengths, GFC displayed higher estimates of heritability than resting-state functional connectivity. We also found that predictions of cognitive ability from GFC generalized across datasets, performing as well or better than resting-state or task data alone. Collectively, our work suggests that GFC can improve the reliability of intrinsic connectivity estimates in existing datasets and, subsequently, the opportunity to identify meaningful correlates of individual differences in behavior. Given that task and resting-state data are often collected together, many researchers can immediately derive more reliable measures of intrinsic connectivity through the adoption of GFC rather than solely using resting-state data. Moreover, by better capturing heritable variation in intrinsic connectivity, GFC represents a novel endophenotype with broad applications in clinical neuroscience and biomarker discovery.Item Open Access GxE = ‘p’? Using Hierarchical Measures of Psychopathology to Capture the Effects of Environmental Stressors and Gene-Environment Interplay(2019) Schaefer, Jonathan DrewExposure to psychosocial stress is a robust predictor of subsequent psychopathology. However, only a portion of individuals with these experiences will develop psychiatric symptoms. The concept of gene-environment interaction (GxE) has provided one theoretical framework for reconciling these observations, but the empirical findings from this literature are mixed and often fail to replicate across studies. This dissertation explores the use of a relatively new approach to measuring the mental-health effects of environmental stress (the “p-factor”), and examines whether this approach has the potential to advance and consolidate studies of gene-environment interaction and psychopathology. First, I present lifetime prevalence data from The Dunedin Multidisciplinary Health and Development Study indicating that mental disorder is near-ubiquitous, consistent with the notion that liability to these conditions is distributed quantitatively throughout the population. Second, I present analyses from the Environmental Risk Longitudinal Twin Study showing that the mental-health effects of victimization exposure (one of the most common and severe types of psychosocial stress) are both non-specific and likely causal. These data suggest that stressful life experiences increase risk of psychopathology largely through effects on general liability. Third, I examine whether victimization’s effects on general psychopathology vary as a function of multiple measures of genetic propensity. Results consistently indicate that they do not, suggesting minimal gene-environment interaction. Implications for future research that seeks to identify the genetic and non-genetic factors that determine vulnerability and resilience to the mental-health effects of environmental stress are discussed.
Item Open Access Is chronic asthma associated with shorter leukocyte telomere length at midlife?(Am J Respir Crit Care Med, 2014-08-15) Belsky, Daniel W; Shalev, Idan; Sears, Malcolm R; Hancox, Robert J; Lee Harrington, Hona; Houts, Renate; Moffitt, Terrie E; Sugden, Karen; Williams, Benjamin; Poulton, Richie; Caspi, AvshalomRATIONALE: Asthma is prospectively associated with age-related chronic diseases and mortality, suggesting the hypothesis that asthma may relate to a general, multisystem phenotype of accelerated aging. OBJECTIVES: To test whether chronic asthma is associated with a proposed biomarker of accelerated aging, leukocyte telomere length. METHODS: Asthma was ascertained prospectively in the Dunedin Multidisciplinary Health and Development Study cohort (n = 1,037) at nine in-person assessments spanning ages 9-38 years. Leukocyte telomere length was measured at ages 26 and 38 years. Asthma was classified as life-course-persistent, childhood-onset not meeting criteria for persistence, and adolescent/adult-onset. We tested associations between asthma and leukocyte telomere length using regression models. We tested for confounding of asthma-leukocyte telomere length associations using covariate adjustment. We tested serum C-reactive protein and white blood cell counts as potential mediators of asthma-leukocyte telomere length associations. MEASUREMENTS AND MAIN RESULTS: Study members with life-course-persistent asthma had shorter leukocyte telomere length as compared with sex- and age-matched peers with no reported asthma. In contrast, leukocyte telomere length in study members with childhood-onset and adolescent/adult-onset asthma was not different from leukocyte telomere length in peers with no reported asthma. Adjustment for life histories of obesity and smoking did not change results. Study members with life-course-persistent asthma had elevated blood eosinophil counts. Blood eosinophil count mediated 29% of the life-course-persistent asthma-leukocyte telomere length association. CONCLUSIONS: Life-course-persistent asthma is related to a proposed biomarker of accelerated aging, possibly via systemic eosinophilic inflammation. Life histories of asthma can inform studies of aging.Item Open Access Midlife as a window onto the aging brain: surrogate biomarkers, exposures, and biological aging(2022) Elliott, Maxwell LThe global population is aging with projections that the number of people over 60 will more than triple by 2050. While many organ systems are impacted by aging, deterioration of the brain is a particularly debilitating form of age-related disease. Alzheimer's disease and related dementias (ADRD) represent neurodegeneration that results in a loss of the ability to perform everyday tasks, maintain independence, and care for oneself. To date, ADRD interventions targeting older adults have largely proven to be ineffective at limiting morbidity and disability, suggesting that interventions may be failing to slow age-related disease because they are implemented too late in the aging process after decline has taken hold. However, to target ADRD interventions to younger adults we will need surrogate biomarkers that track sub-clinical signs of accelerated brain-aging that has yet to be fully cemented. This dissertation consists of 4 original studies that aim to measure and begin to validate magnetic resonance imaging (MRI)-based surrogate biomarkers for accelerated brain-aging in midlife adults. Each of these studies utilizes the Dunedin Study, a population-representative birth cohort of 1,037 adults, who have been followed longitudinally from birth to the most recent wave of data collection, completed when Study members were 45 years old. In Chapter 1, I found that individual differences in WMH volume, an established marker of dementia risk, cognitive decline, and dementia in older adults, were associated with cognitive decline from childhood to age-45. In Chapter 2, I found that individual differences in brainAGE were also associated with cognitive decline from childhood to age-45. In Chapter 3, I found that a known neurotoxicant, lead, was associated with cognitive decline from childhood to age 45, as well as with several MRI measures at age 45 including hippocampal volume, surface area, fractional anisotropy, and brainAGE. In chapter 4, I found that an accelerated Pace of Aging was associated with a thinner cortex, smaller surface area, lower hippocampal volume, higher WMH volume, and older brainAGE. Together, by triangulating evidence from cognitive aging, neurotoxic exposure, and biological aging, these studies help motivate the critical need for researchers to embrace midlife brain aging as a tool for better understanding the aging brain and dementia risk. I conclude with a discussion of the limitations of this research and opportunities for future research to target midlife brain aging itself as a target for clinical translation.
Item Open Access Posttraumatic stress disorder, trauma, and accelerated biological aging among post-9/11 veterans.(Translational psychiatry, 2024-01) Bourassa, Kyle J; Garrett, Melanie E; Caspi, Avshalom; Dennis, Michelle; Hall, Katherine S; Moffitt, Terrie E; Taylor, Gregory A; VA Mid Atlantic MIRECC Workgroup; Ashley-Koch, Allison E; Beckham, Jean C; Kimbrel, Nathan APeople who experience trauma and develop posttraumatic stress disorder (PTSD) are at increased risk for poor health. One mechanism that could explain this risk is accelerated biological aging, which is associated with the accumulation of chronic diseases, disability, and premature mortality. Using data from 2309 post-9/11 United States military veterans who participated in the VISN 6 MIRECC's Post-Deployment Mental Health Study, we tested whether PTSD and trauma exposure were associated with accelerated rate of biological aging, assessed using a validated DNA methylation (DNAm) measure of epigenetic aging-DunedinPACE. Veterans with current PTSD were aging faster than those who did not have current PTSD, β = 0.18, 95% CI [0.11, 0.27], p < .001. This effect represented an additional 0.4 months of biological aging each year. Veterans were also aging faster if they reported more PTSD symptoms, β = 0.13, 95% CI [0.09, 0.16], p < 0.001, or higher levels of trauma exposure, β = 0.09, 95% CI [0.05, 0.13], p < 0.001. Notably, veterans with past PTSD were aging more slowly than those with current PTSD, β = -0.21, 95% CI [-0.35, -0.07], p = .003. All reported results accounted for age, gender, self-reported race/ethnicity, and education, and remained when controlling for smoking. Our findings suggest that an accelerated rate of biological aging could help explain how PTSD contributes to poor health and highlights the potential benefits of providing efficacious treatment to populations at increased risk of trauma and PTSD.Item Open Access Quantification of biological aging in young adults.(Proc Natl Acad Sci U S A, 2015-07-28) Belsky, Daniel W; Caspi, Avshalom; Houts, Renate; Cohen, Harvey J; Corcoran, David L; Danese, Andrea; Harrington, HonaLee; Israel, Salomon; Levine, Morgan E; Schaefer, Jonathan D; Sugden, Karen; Williams, Ben; Yashin, Anatoli I; Poulton, Richie; Moffitt, Terrie EAntiaging therapies show promise in model organism research. Translation to humans is needed to address the challenges of an aging global population. Interventions to slow human aging will need to be applied to still-young individuals. However, most human aging research examines older adults, many with chronic disease. As a result, little is known about aging in young humans. We studied aging in 954 young humans, the Dunedin Study birth cohort, tracking multiple biomarkers across three time points spanning their third and fourth decades of life. We developed and validated two methods by which aging can be measured in young adults, one cross-sectional and one longitudinal. Our longitudinal measure allows quantification of the pace of coordinated physiological deterioration across multiple organ systems (e.g., pulmonary, periodontal, cardiovascular, renal, hepatic, and immune function). We applied these methods to assess biological aging in young humans who had not yet developed age-related diseases. Young individuals of the same chronological age varied in their "biological aging" (declining integrity of multiple organ systems). Already, before midlife, individuals who were aging more rapidly were less physically able, showed cognitive decline and brain aging, self-reported worse health, and looked older. Measured biological aging in young adults can be used to identify causes of aging and evaluate rejuvenation therapies.Item Open Access Quantification of the pace of biological aging in humans through a blood test, the DunedinPoAm DNA methylation algorithm.(eLife, 2020-05-05) Belsky, Daniel W; Caspi, Avshalom; Arseneault, Louise; Baccarelli, Andrea; Corcoran, David L; Gao, Xu; Hannon, Eiliss; Harrington, Hona Lee; Rasmussen, Line Jh; Houts, Renate; Huffman, Kim; Kraus, William E; Kwon, Dayoon; Mill, Jonathan; Pieper, Carl F; Prinz, Joseph A; Poulton, Richie; Schwartz, Joel; Sugden, Karen; Vokonas, Pantel; Williams, Benjamin S; Moffitt, Terrie EBiological aging is the gradual, progressive decline in system integrity that occurs with advancing chronological age, causing morbidity and disability. Measurements of the pace of aging are needed as surrogate endpoints in trials of therapies designed to prevent disease by slowing biological aging. We report a blood-DNA-methylation measure that is sensitive to variation in pace of biological aging among individuals born the same year. We first modeled change-over-time in 18 biomarkers tracking organ-system integrity across 12 years of follow-up in n = 954 members of the Dunedin Study born in 1972-1973. Rates of change in each biomarker over ages 26-38 years were composited to form a measure of aging-related decline, termed Pace-of-Aging. Elastic-net regression was used to develop a DNA-methylation predictor of Pace-of-Aging, called DunedinPoAm for Dunedin(P)ace(o)f(A)ging(m)ethylation. Validation analysis in cohort studies and the CALERIE trial provide proof-of-principle for DunedinPoAm as a single-time-point measure of a person's pace of biological aging.Item Open Access The Early Life Environment and Adult Cognitive and Mental Health(2023) Reuben, Aaron SMany diverse adult diseases, from diabetes to dementia, are increasingly viewed as arising, in part, from early life environmental influences. The so-called Developmental Origins of Health and Disease (DOHaD) research paradigm offers the potential to improve our understanding of the etiology of many hard-to-treat adult diseases by focusing researcher’s attention on the pre and post-natal and early childhood years, where small interventions could pay large dividends later on. Along with great potential, the DOHaD framework offers great challenges, as it is logistically and conceptually difficult to investigate the environmental origins of chronic diseases that may manifest only decades after harmful exposures. This dissertation presents a series of five original studies that sought to answer open empirical questions about the developmental origins of health and disease focusing on early-life factors that influence the health and aging of the brain. Three increasingly broad "levels" of the early life environment are considered across three sequential dissertation chapters: (1) the individual micro-physical level, (2) the family level, and (3) the neighborhood level. At each level this dissertation considers at least one exposure that has relevance to researchers and policy makers, either because, like exposure to neighborhood vegetation / greenery, it may offer a good route for intervention (e.g., the exposure is potentially modifiable) or because, like exposure to the heavy metal lead, it is understood to be more widespread than previously assumed. Studies were conducted using data from two population-representative longitudinal birth cohorts, the New Zealand-based Dunedin Multidisciplinary Health and Development Study (born in 1972-1973) and the United Kingdom-based Environmental Risk Longitudinal Twin Study (born in 1994-1995). Across the five studies, results supported the DOHaD framework and provided new evidence about the long-term consequences of childhood exposure to lead, adversity (e.g., physical and emotional abuse, household dysfunction, etc.), and neighborhood disadvantage. These negative early life events / exposures at the micro-physical, family, and neighborhood-levels associated, across multiple decades, with subtle and diverse poor brain-related outcomes later in life, including diminished cognitive capacity, increased symptoms of psychopathology, altered epigenetic controls, disadvantageous personality styles, and worse physical health. Results collectively reinforce the view that the early life represents a profound window of vulnerability and opportunity, with a lifespan perspective offering great potential for more efficacious public health research, clinical practice, and policy, as the diseases of the adult likely have roots in the life of the child.
Item Open Access The Genetics of Success: How Single-Nucleotide Polymorphisms Associated With Educational Attainment Relate to Life-Course Development.(Psychol Sci, 2016-07) Belsky, Daniel W; Moffitt, Terrie E; Corcoran, David L; Domingue, Benjamin; Harrington, HonaLee; Hogan, Sean; Houts, Renate; Ramrakha, Sandhya; Sugden, Karen; Williams, Benjamin S; Poulton, Richie; Caspi, AvshalomA previous genome-wide association study (GWAS) of more than 100,000 individuals identified molecular-genetic predictors of educational attainment. We undertook in-depth life-course investigation of the polygenic score derived from this GWAS using the four-decade Dunedin Study (N = 918). There were five main findings. First, polygenic scores predicted adult economic outcomes even after accounting for educational attainments. Second, genes and environments were correlated: Children with higher polygenic scores were born into better-off homes. Third, children's polygenic scores predicted their adult outcomes even when analyses accounted for their social-class origins; social-mobility analysis showed that children with higher polygenic scores were more upwardly mobile than children with lower scores. Fourth, polygenic scores predicted behavior across the life course, from early acquisition of speech and reading skills through geographic mobility and mate choice and on to financial planning for retirement. Fifth, polygenic-score associations were mediated by psychological characteristics, including intelligence, self-control, and interpersonal skill. Effect sizes were small. Factors connecting DNA sequence with life outcomes may provide targets for interventions to promote population-wide positive development.Item Open Access What Is the Test-Retest Reliability of Common Task-Functional MRI Measures? New Empirical Evidence and a Meta-Analysis.(Psychological science, 2020-07) Elliott, Maxwell L; Knodt, Annchen R; Ireland, David; Morris, Meriwether L; Poulton, Richie; Ramrakha, Sandhya; Sison, Maria L; Moffitt, Terrie E; Caspi, Avshalom; Hariri, Ahmad RIdentifying brain biomarkers of disease risk is a growing priority in neuroscience. The ability to identify meaningful biomarkers is limited by measurement reliability; unreliable measures are unsuitable for predicting clinical outcomes. Measuring brain activity using task functional MRI (fMRI) is a major focus of biomarker development; however, the reliability of task fMRI has not been systematically evaluated. We present converging evidence demonstrating poor reliability of task-fMRI measures. First, a meta-analysis of 90 experiments (N = 1,008) revealed poor overall reliability-mean intraclass correlation coefficient (ICC) = .397. Second, the test-retest reliabilities of activity in a priori regions of interest across 11 common fMRI tasks collected by the Human Connectome Project (N = 45) and the Dunedin Study (N = 20) were poor (ICCs = .067-.485). Collectively, these findings demonstrate that common task-fMRI measures are not currently suitable for brain biomarker discovery or for individual-differences research. We review how this state of affairs came to be and highlight avenues for improving task-fMRI reliability.