TY - JOUR
T1 - Which Psychosocial Risks Are Necessary for Developing Depression During Adolescence? A Novel Approach Applying Necessary Condition Analysis
AU - Marchetti, Igor
AU - Koster, Ernst H.W.
AU - Hankin, Benjamin L.
N1 - Prof. Marchetti declares funding from the Italian Research Projects of National Relevance \u2013 NextGeneration EU (grants 2022AKTAK8 and P20223PTH4). Prof. Koster declares funding from Special Research Funds \u2013 Ghent University, BOF23/GOA/006, and an Applied Biomedical (TBM) grant of the Research Foundation \u2013 Flanders (FWO), T000720N. Prof. Hankin declares funding support from the National Institute of Mental Health grant R01MH109662 and the National Heart, Lung, and Blood Institute grant R01HL155744. The funders of the study had no role in the study design, data collection, data analysis, data interpretation, or writing of the report.
PY - 2024
Y1 - 2024
N2 - Objective: Although many factors predict adolescent depression, risks that operate as necessary conditions (ie, absence of the factor conveys absence of the outcome) have been largely unexplored. This study aimed to evaluate which psychosocial risk factors might serve as necessary conditions for future onset of depression across adolescence. Method: At baseline, cognitive and personality risks, symptom severity, stressful events, and past depression history were assessed among 382 adolescents (225 girls; mean age = 12.6), who were then followed over 2 years with repeated diagnostic interviews to ascertain depression onset. An innovative statistical approach in mental health research, necessary condition analysis, was applied. Results: Baseline rumination (d = 0.50), stressful events (d = 0.37), depressive symptoms (d = 0.23), and self-criticism (d = 0.35) all emerged as significant necessary conditions for adolescents to be diagnosed with a depressive disorder over the subsequent 24 months. Overall, 13.5% of the sample did not show all the necessary conditions (ie, they lacked 1 or more conditions) and were therefore virtually immune from experiencing 1 or more major depressive episodes over the follow-up, and 65.5% did not meet all those conditions for experiencing 3 or more major depressive episodes (ie, recurrent depression). Conclusion: These findings can inform future theory building and testing as well as clinical applications via screening of necessary risk to future pediatric depression so that youth who may most benefit from effective interventions can be identified. Study preregistration information: The Necessary Conditions for Depressive Symptoms and Major Depression in Adolescence; https://osf.io/b5ced. Diversity & Inclusion Statement: We worked to ensure race, ethnic, and/or other types of diversity in the recruitment of human participants. We worked to ensure sex and gender balance in the recruitment of human participants. One or more of the authors of this paper self-identifies as a member of one or more historically underrepresented sexual and/or gender groups in science.
AB - Objective: Although many factors predict adolescent depression, risks that operate as necessary conditions (ie, absence of the factor conveys absence of the outcome) have been largely unexplored. This study aimed to evaluate which psychosocial risk factors might serve as necessary conditions for future onset of depression across adolescence. Method: At baseline, cognitive and personality risks, symptom severity, stressful events, and past depression history were assessed among 382 adolescents (225 girls; mean age = 12.6), who were then followed over 2 years with repeated diagnostic interviews to ascertain depression onset. An innovative statistical approach in mental health research, necessary condition analysis, was applied. Results: Baseline rumination (d = 0.50), stressful events (d = 0.37), depressive symptoms (d = 0.23), and self-criticism (d = 0.35) all emerged as significant necessary conditions for adolescents to be diagnosed with a depressive disorder over the subsequent 24 months. Overall, 13.5% of the sample did not show all the necessary conditions (ie, they lacked 1 or more conditions) and were therefore virtually immune from experiencing 1 or more major depressive episodes over the follow-up, and 65.5% did not meet all those conditions for experiencing 3 or more major depressive episodes (ie, recurrent depression). Conclusion: These findings can inform future theory building and testing as well as clinical applications via screening of necessary risk to future pediatric depression so that youth who may most benefit from effective interventions can be identified. Study preregistration information: The Necessary Conditions for Depressive Symptoms and Major Depression in Adolescence; https://osf.io/b5ced. Diversity & Inclusion Statement: We worked to ensure race, ethnic, and/or other types of diversity in the recruitment of human participants. We worked to ensure sex and gender balance in the recruitment of human participants. One or more of the authors of this paper self-identifies as a member of one or more historically underrepresented sexual and/or gender groups in science.
KW - adolescence
KW - depression
KW - necessary condition
KW - risk factor
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U2 - 10.1016/j.jaac.2024.11.001
DO - 10.1016/j.jaac.2024.11.001
M3 - Article
C2 - 39522678
AN - SCOPUS:85210061879
SN - 0890-8567
JO - Journal of the American Academy of Child and Adolescent Psychiatry
JF - Journal of the American Academy of Child and Adolescent Psychiatry
ER -