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This study investigates the correlation between adverse childhood experiences (ACE) and stress biomarkers, like C-reactive protein (CRP) and cortisol, with depressive symptoms in later life. It examines how ACE influences CRP and cortisol levels, mediating depressive symptoms longitudinally. The research aims to shed light on the psychobiological processes underlying mental health outcomes in individuals with ACE.
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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