Authors: Hema Sekhar Reddy Rajula; Mirko Manchia; Kratika Agarwal; Wonuola A. Akingbuwa; Andrea G. Allegrini; Elizabeth Diemer; Sabrina Doering; Elis Haan; Eshim S. Jami; Ville Karhunen; Marica Leone; Laura Schellhas; Ashley Thompson; Stéphanie M. van den Berg; Sarah E. Bergen; Ralf Kuja-Halkola; Anke R. Hammerschlag; Marjo Riitta Järvelin; Amy Leval; Paul Lichtenstein; Sebastian Lundstrom; Matteo Mauri; Marcus R. Munafò; David Myers; Robert Plomin; Kaili Rimfeld; Henning Tiemeier; Eivind Ystrom; Vassilios Fanos; Meike Bartels; Christel M. Middeldorp · Research
How Do Genetic and Environmental Factors Influence Child and Adolescent Mental Health?
Overview of a large European research project investigating genetic and environmental influences on child and adolescent mental health
Source: Rajula, H. S. R., Manchia, M., Agarwal, K., Akingbuwa, W. A., Allegrini, A. G., Diemer, E., ... & Middeldorp, C. M. (2022). Overview of CAPICE—Childhood and Adolescence Psychopathology: unravelling the complex etiology by a large Interdisciplinary Collaboration in Europe—an EU Marie Skłodowska‑Curie International Training Network. European Child & Adolescent Psychiatry, 31(5), 829-839. https://doi.org/10.1007/s00787-020-01713-2
What you need to know
- CAPICE is a large European research project investigating genetic and environmental influences on child and adolescent mental health
- The project brings together data from 8 large population-based studies of children and adolescents
- Key aims include identifying genetic variants associated with mental health, examining how genes and environment interact, and developing prediction models for mental health outcomes
Background and Objectives
Mental health problems often begin in childhood or adolescence and can have lifelong impacts. To improve prevention and treatment, we need a better understanding of the complex factors that influence mental health early in life. The CAPICE (Childhood and Adolescence Psychopathology: unravelling the complex etiology by a large Interdisciplinary Collaboration in Europe) project aims to address this need.
CAPICE brings together researchers from across Europe to study the genetic and environmental influences on common childhood mental health problems like depression, anxiety, and attention deficit hyperactivity disorder (ADHD). The project has six main objectives:
- Examine how genes and environment contribute to mental health symptoms across childhood and adolescence
- Identify specific genetic variants associated with mental health problems
- Uncover biological pathways linked to mental health symptoms
- Build prediction models to identify children at highest risk of ongoing mental health issues
- Develop an international network and data-sharing platform for researchers
- Share findings widely with scientists, clinicians, patients, families and the public
Methods and Data
CAPICE analyzes data from eight large population-based studies that have followed children and families over time, collecting information on mental health, behavior, life experiences, and genetics. These include twin studies, which allow researchers to tease apart genetic and environmental influences.
Key features of the data:
- Over 70,000 children and adolescents in total
- Longitudinal assessments from early childhood through adolescence
- Measures of emotional and behavioral problems
- Genetic data
- Information on family, school and other environmental factors
The researchers use advanced statistical methods to analyze this wealth of data, including twin modeling, genome-wide association studies, and machine learning approaches.
Key Findings
Some of the important findings from CAPICE so far include:
Genetic influences on mental health
- Genetic factors explain 50-60% of individual differences in general psychopathology (the “p-factor”)
- Genetic risk for adult psychiatric disorders is associated with mental health problems in childhood
- Many of the same genetic variants influence multiple types of mental health symptoms
Prediction of mental health outcomes
- A machine learning model using genetic and environmental data can predict mental health problems in adolescence with moderate accuracy
- Anxiety symptoms at age 15 predict later psychiatric diagnoses and suicidal thoughts
Biological pathways
- Analyses linking genetic data to information on gene expression and drug effects may provide clues about biological mechanisms and potential treatments
Conclusions
- Both genetic and environmental factors play important roles in child and adolescent mental health
- There is significant genetic overlap between childhood mental health problems and adult psychiatric disorders
- Prediction models combining multiple types of data show promise for identifying high-risk children
- Findings may eventually lead to improved early identification, prevention and treatment of mental health issues
The CAPICE project demonstrates the power of large-scale international collaboration and data sharing to advance our understanding of complex issues in child and adolescent mental health. By bringing together expertise from multiple disciplines and leveraging big data, CAPICE aims to produce insights that can ultimately improve mental health outcomes for young people.
While more work remains to be done, the project has already yielded valuable findings about the interplay of genetic and environmental influences across development. As analyses continue, CAPICE researchers hope to further refine prediction models and uncover biological pathways that could inform new prevention and treatment approaches.
Importantly, CAPICE also aims to share its findings widely, not just with other scientists but also with clinicians, patients, families, and the general public. This commitment to broad dissemination increases the chances that new knowledge will be put into practice to benefit children’s mental health.