Population vs Individual Prediction of Poor Health From Results of Adverse Childhood Experiences Screening
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Importance: Adverse childhood experiences (ACEs) are well-established risk factors for health problems in a population. However, it is not known whether screening for ACEs can accurately identify individuals who develop later health problems. Objective: To test the predictive accuracy of ACE screening for later health problems. Design, Setting, and Participants: This study comprised 2 birth cohorts: the Environmental Risk (E-Risk) Longitudinal Twin Study observed 2232 participants born during the period from 1994 to 1995 until they were aged 18 years (2012-2014); the Dunedin Multidisciplinary Health and Development Study observed 1037 participants born during the period from 1972 to 1973 until they were aged 45 years (2017-2019). Statistical analysis was performed from May 28, 2018, to July 29, 2020. Exposures: ACEs were measured prospectively in childhood through repeated interviews and observations in both cohorts. ACEs were also measured retrospectively in the Dunedin cohort through interviews at 38 years. Main Outcomes and Measures: Health outcomes were assessed at 18 years in E-Risk and at 45 years in the Dunedin cohort. Mental health problems were assessed through clinical interviews using the Diagnostic Interview Schedule. Physical health problems were assessed through interviews, anthropometric measurements, and blood collection. Results: Of 2232 E-Risk participants, 2009 (1051 girls [52%]) were included in the analysis. Of 1037 Dunedin cohort participants, 918 (460 boys [50%]) were included in the analysis. In E-Risk, children with higher ACE scores had greater risk of later health problems (any mental health problem: relative risk, 1.14 [95% CI, 1.10-1.18] per each additional ACE; any physical health problem: relative risk, 1.09 [95% CI, 1.07-1.12] per each additional ACE). ACE scores were associated with health problems independent of other information typically available to clinicians (ie, sex, socioeconomic disadvantage, and history of health problems). However, ACE scores had poor accuracy in predicting an individual's risk of later health problems (any mental health problem: area under the receiver operating characteristic curve, 0.58 [95% CI, 0.56-0.61]; any physical health problem: area under the receiver operating characteristic curve, 0.60 [95% CI, 0.58-0.63]; chance prediction: area under the receiver operating characteristic curve, 0.50). Findings were consistent in the Dunedin cohort using both prospective and retrospective ACE measures. Conclusions and Relevance: This study suggests that, although ACE scores can forecast mean group differences in health, they have poor accuracy in predicting an individual's risk of later health problems. Therefore, targeting interventions based on ACE screening is likely to be ineffective in preventing poor health outcomes.
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Cumulative ACE scores have poor predictive accuracy for later life mental ill-health.
“In addition, cumulative ACE scores have been found to have poor predictive accuracy for later life mental ill-health (Baldwin et al., 2021).”
From Prospective Longitudinal Associations Between Adverse Childhood Experiences and Adult Mental Health Outcomes: Systematic Review and Meta-Analysis (2026) · cites this paper as Baldwin et al., 2021
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“37 We conducted 2 sensitivity analyses: (1) using a binary ACE measure comparing 4 or more ACEs vs 3 or fewer ACEs to test this commonly used cutoff14; and (2) rerunning analyses in 10 subsamples comprising one randomly selected twin per pair to test the role of familial clustering.”
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- Authors
- Baldwin, J. R., Caspi, A., Meehan, A. J., Ambler, A., Arseneault, L., Fisher, H. L., Harrington, H., Matthews, T., Odgers, C. L., Poulton, R., Ramrakha, S., Moffitt, T. E., & Danese, A.
- Affiliations
- King's College London (GB)
- Duke University (US)
- University of Otago (NZ)
- National Health Service (GB)
- Corresponding author
- Danese, Andrea
- ORCID
- Venue
- JAMA Pediatrics
- Publisher
- American Medical Association (AMA)
- Published
- 2021-04-01
- Volume
- 175
- Issue
- 4
- Pages
- 385
- ISSN
- 1072-4710 (ISSN-L)
- 2168-6203
- PMC
- PMC7835926
- OpenAlex
- W3126099275
- Cited by
- 229
- References
- 4
- Citations by year
- 2026: 23 · 2025: 37 · 2024: 43 · 2023: 44 · 2022: 44 · 2021: 38
- FWCI
- 28.82
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- cc-by
- Locations
- Archives of Pediatrics and Adolescent Medicine (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Greenwich Academic Literature Archive (University of Greenwich) (acceptedVersion)
- UCL Discovery (University College London) (submittedVersion)
- Research Portal (King's College London) (submittedVersion, cc-by)
- Funders
- Wellcome Trust (215917/Z/19/Z)
- National Institute for Health and Care Research
- King's College London
- Jacobs Foundation
- Medical Research Council (MR/P005918/1)
- Economic and Social Research Council (ES/S012567/1, ES/S004424/1)
- National Institute on Aging (R01AG032282)
- Eunice Kennedy Shriver National Institute of Child Health and Human Development (P2CHD065563, R01HD077482)
- Topics
- Social Sciences › Psychology › Clinical Psychology › Child Abuse and Trauma
- Social Sciences › Safety Research › Child Welfare and Adoption
- Social Sciences › Psychology › Clinical Psychology › Child and Adolescent Psychosocial and Emotional Development
- Keywords
- adverse childhood experiences, ACE screening, prediction accuracy, mental illness, physical health problems, Environmental Risk Longitudinal Twin Study, Dunedin Multidisciplinary Health and Development Study, birth cohort, socioeconomic deprivation, sex differences in health outcomes, childhood adversity
- MeSH terms
- Adverse Childhood Experiences, Adolescent, Adult, Mental Disorders, Child, Child, Preschool, Female, United Kingdom, Health Status, Humans, Infant, Infant, Newborn, Longitudinal Studies, Male, Mass Screening, Middle Aged, New Zealand, Preventive Health Services, Prospective Studies, Retrospective Studies, Risk Factors, ROC Curve, Risk Assessment, Young Adult
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