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Institute of Epidemiology and Health Care. Adverse Childhood Experiences, Stress Biomarkers, and Depression in Later Life. Eleonora Iob, PhD Candidate Department of Behavioural Science and Health Soc -B CDT (ESRC & BBSRC) University College London.
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Institute of Epidemiology and Health Care Adverse Childhood Experiences, Stress Biomarkers, and Depression in Later Life Eleonora Iob, PhD Candidate Department of Behavioural Science and Health Soc-B CDT (ESRC & BBSRC) University College London APS 77th Annual Scientific Meeting “BODY to MIND”
Outline • Background • Study 1: Relationship of C-reactive Protein (CRP) and Cortisol with Depressive Symptoms • Study 2: Association of Adverse Childhood Experiences (ACE) with CRP and Cortisol • Study 3: Longitudinal mediation analysis of ACE, CRP, and Depressive Symptoms • Conclusions
Outline • Background • Study 1: Relationship of C-reactive Protein (CRP) and Cortisol with Depressive Symptoms • Study 2: Association of Adverse Childhood Experiences (ACE) with CRP and Cortisol • Study 3: Longitudinal mediation analysis of ACE, CRP, and Depressive Symptoms • Conclusions
Background • Adverse Childhood Experiences (ACE) • High prevalence (Bellis et al., 2014) • Associated with several health and disease outcomes (Hughes et al., 2017) • Depression • 50% greater risk of developing depression (McLaughlin et al., 2016) • Worse recovery and treatment outcomes (Nanni et al., 2012) • Psychobiological Processes • Hypothalamic-pituitary-adrenal (HPA)-axis: Cortisol • Inflammation: C-reactive protein • (Danese & McEwen, 2012; Danese & Lewis, 2017)
Background Adverse Childhood Experiences (ACE) • Depression • Psychobiological Processes • Cortisol • C-reactive protein • Limitations • Inconsistent or weak evidence • Methodological differences in measurement of variables • Reverse causality • Lack of evidence for mediation effects
Outline • Background • Study 1: Relationship of C-reactive Protein (CRP) and Cortisol with Depressive Symptoms • Study 2: Association of Adverse Childhood Experiences (ACE) with CRP and Cortisol • Study 3: Longitudinal mediation analysis of ACE, CRP, and Depressive Symptoms • Conclusions
Study 1: Aim and Hypotheses • Aim:To investigate the relationship of cortisol (i.e. HPA-axis) and C-reactive protein (CRP) (i.e. inflammation) with: • Persistent depressive symptoms • 2) Cognitive-affective versus somatic dimensions
Study 1: Methods • Sample • English Longitudinal Study of Ageing (ELSA) • CRP sample: N = 5,784 • Cortisol sample: N = 4,761 • Measures • Outcome: Depressive symptoms (CES-D 8), w1-8 (14-year period) • Independent variables: Hair cortisol & plasma C-reactive Protein, w6 • Covariates: Demographic, socioeconomic, lifestyle, chronic disease, and medication data COGNITIVE-AFFECTIVE: ‘‘enjoyed life”, ‘‘depressed”, ‘‘happy”, ‘‘lonely” , ‘sad” SOMATIC: ‘‘everything was an effort”, ‘‘sleep was restless”, ‘‘I could not get going”
Study 1: Methods Trait-State Occasion (TSO) model • Statistical Analyses • Trait-State-Occasion (TSO) structural equation modelling • TSO model and missing data estimated using WLSMV estimator in Mplus • Cortisol and CRP (<=10mg/l) were log-transformed C = cognitive-affective; S = somatic
Study 1: Results Effects of Cortisol (N= 4,761) and CRP (N=5,784) on persistent depressive symptoms: Overall, cognitive-affective, and somatic factors
Outline • Background • Study 1: Relationship of C-reactive Protein (CRP) and Cortisol with Depressive Symptoms • Study 2: Association of Adverse Childhood Experiences (ACE) with CRP and Cortisol • Study 3: Longitudinal mediation analysis of ACE, CRP, and Depressive Symptoms • Conclusions
Study 2: Aim and Hypotheses • Aim:To investigate the effect of exposure to adverse childhood experiences (ACE) on C-reactive protein (CRP) and hair cortisol, distinguishing between: • ACE cumulative exposure • 2) ACE dimensions
Study 2: Methods • Sample • English Longitudinal Study of Ageing (ELSA) • CRP sample: N = 4,198 • Cortisol sample: N = 3,357 • Measures • Independent variable: Adverse childhood experiences (wave 3) • Outcomes: • (1) CRP, wave 4 (log) • (2) High CRP, wave 4+6 (>3mg/l) • (3) Hair Cortisol, wave 6 (log) • Covariates: Demographic characteristics, childhood and adult socioeconomic factors, BMI, health behaviours, and medications
Study 2: Methods CFA model of ACE • Statistical Analyses • ACE cumulative exposure: linear and ordered logistic regression (Rstudio) • ACE dimensions: Confirmatory factor analysis (CFA) (Mplus) • Missing data estimated using multiple imputation (R package ‘mice’) RMSEA: 0.038; CFI: 0.946; TLI: 0.926
Study 2: CRP(log) w4 ACE Cumulative score ACE Dimensions (model 3) • Note. Linear regression model, Ref: ACE(0) • Model 1: sex, age, marital status, medications • Model 2: Model 1 + childhood and adult socioeconomic factors • Model 3: Model 2 + lifestyle indicators C = cognitive-affective; S = somatic
Study 2: High CRP w4+w6 (>3 mg/l) ACE Cumulative score ACE Dimensions (model 3) • Note. Ordered logistic regression, Ref: ACE(0) • Model 1: sex, age, marital status, medications • Model 2: Model 1 + childhood and adult socioeconomic factors • Model 3: Model 2 + lifestyle indicators C = cognitive-affective; S = somatic
Study 2: Hair Cortisol w6 ACE Dimensions (model 3) ACE Cumulative score • Note. Linear regression, Ref: ACE(0) • Model 1: sex, age, marital status, hair data, medications • Model 2: Model 1 + childhood and adult socioeconomic factors • Model 3: Model 2 + lifestyle indicators
Study 2: Hair Cortisol w6 Interaction effect: ACE Cumulative score x Age (Model 3) • Model 3: sex, age, marital status, hair characteristics, medications, childhood and adult socioeconomic factors, lifestyle indicators (bmi, smoking, alcohol, physical activity)
Outline • Background • Study 1: Relationship of C-reactive Protein (CRP) and Cortisol with Depressive Symptoms • Study 2: Effect of Adverse Childhood Experiences (ACE) on C-reactive protein and Cortisol • Study 3: Longitudinal mediation analysis of ACE, CRP, and Depressive Symptoms • Conclusions
Study 3: Aim and Hypotheses • Aim:To test the mediational role of C-reactive protein (CRP) in the relationship between childhood adverse experiences (ACE) and depression over time: • Direct effects of ACE on depression, CRP, and their trajectories • 2) Indirect effects of ACE on depression through CRP
Study 3: Methods • Sample • English Longitudinal Study of Ageing (ELSA) • Sample: N = 4,382 • Measures • Independent variable: Adverse childhood experiences (wave 3) • Mediator: CRP (log) waves 2,4,6 • Outcome: Depressive symptoms (CES-D 8) waves 6,7,8 • Covariates: Demographic characteristics, childhood and adult socioeconomic factors, lifestyle indicators, and medications
Study 3: Methods • Statistical Analyses • Parallel process latent growth curve modelling • (WLSMV estimator in Mplus) • Indirect effects estimated with bias-corrected bootstrap standard errors • Missing data estimated using multiple imputation • (R package ‘mice’) Longitudinal Mediation Model
Study 3: Methods • Statistical Analyses • Parallel process latent growth curve model • (WLSMV estimator in Mplus) • Indirect effects estimated with bias-corrected bootstrap standard errors • Missing data estimated using multiple imputation • (R package ‘mice’) Longitudinal Mediation Model
Study 3: Methods • Statistical Analyses • Parallel process latent growth curve model • (WLSMV estimator in Mplus) • Indirect effects estimated with bias-corrected bootstrap standard errors • Missing data estimated using multiple imputation • (R package ‘mice’) Longitudinal Mediation Model
Study 3: Results Total Depressive Symptoms Somatic Depressive Symptoms • Model 3: Adjusted for sex, age, marital status, childhood and adult socioeconomic factors, lifestyle indicators, and medications
Outline • Background • Study 1: Relationship of C-reactive Protein (CRP) and Cortisol with Depressive Symptoms • Study 2: Effect of Adverse Childhood Experiences (ACE) on C-reactive protein and Cortisol • Study 3: Longitudinal mediation analysis of ACE, CRP, and Depressive Symptoms • Conclusions
Conclusions • STUDY 1 • Higher hair cortisol and CRP levels were associated with more persistent depressive symptoms across a 14-year period • These relationships were driven by somatic symptoms • STUDY 2 • Greater exposure to ACE was associated with elevated CRP levels • Adversities related to loss of an attachment figure had the strongest effects • Greater exposure to ACE was related to a steeper increase in hair cortisol with age • STUDY 3 • Greater exposure to ACE was associated with higher CRP and depression at baseline and with their increase over time • No evidence for mediation effects of CRP
Conclusions • Next steps • 1. ELSA • CRP: reverse mediation model • Cortisol: Moderated mediation model for the interaction between ACE and age • Polygenic scores of depression, cortisol, and CRP: main effects and interaction effects with ACE • 2. ALSPAC • Associations between ACE, stress biomarkers, and depression • Main and interaction effects of polygenic scores • DNA methylation • 3. TEDS • Associations between ACE, salivary cortisol, and depression
Acknowledgments • Supervisors & collaborators: Prof Andrew Steptoe, Dr Rebecca Lacey, Dr Panos Demakakos, Prof Clemens Kirschbaum • Research funders & ELSA participants • Eleonora Iob (PhD Candidate) • Soc-B CDT (ESRC & BBSRC) • University College London • eleonora.iob.17@ucl.ac.uk