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A Risk Calculator to Predict Suicide Attempts Among Individuals With Early-Onset Bipolar Disorder.
- Source :
-
Focus (American Psychiatric Publishing) [Focus (Am Psychiatr Publ)] 2023 Oct; Vol. 21 (4), pp. 412-419. Date of Electronic Publication: 2023 Oct 15. - Publication Year :
- 2023
-
Abstract
- Objectives: To build a one-year risk calculator (RC) to predict individualized risk for suicide attempt in early-onset bipolar disorder.<br />Methods: Youth numbering 394 with bipolar disorder who completed ≥2 follow-up assessments (median follow-up length = 13.1 years) in the longitudinal Course and Outcome of Bipolar Youth (COBY) study were included. Suicide attempt over follow-up was assessed via the A-LIFE Self-Injurious/Suicidal Behavior scale. Predictors from the literature on suicidal behavior in bipolar disorder that are readily assessed in clinical practice were selected and trichotomized as appropriate (presence past 6 months/lifetime history only/no lifetime history). The RC was trained via boosted multinomial classification trees; predictions were calibrated via Platt scaling. Half of the sample was used to train, and the other half to independently test the RC.<br />Results: There were 249 suicide attempts among 106 individuals. Ten predictors accounted for >90% of the cross-validated relative influence in the model (AUC = 0.82; in order of relative influence): (1) age of mood disorder onset; (2) non-suicidal self-injurious behavior (trichotomized); (3) current age; (4) psychosis (trichotomized); (5) socioeconomic status; (6) most severe depressive symptoms in past 6 months (trichotomized none/subthreshold/threshold); (7) history of suicide attempt (trichotomized); (8) family history of suicidal behavior; (9) substance use disorder (trichotomized); (10) lifetime history of physical/sexual abuse. For all trichotomized variables, presence in the past 6 months reliably predicted higher risk than lifetime history.<br />Conclusions: This RC holds promise as a clinical and research tool for prospective identification of individualized high-risk periods for suicide attempt in early-onset bipolar disorder.Reprinted from Bipolar Disord 2022; 24:749-757 , with permission from John Wiley and Sons. Copyright © 2022.<br /> (Copyright © 2023 by the American Psychiatric Association.)
Details
- Language :
- English
- ISSN :
- 1541-4094
- Volume :
- 21
- Issue :
- 4
- Database :
- MEDLINE
- Journal :
- Focus (American Psychiatric Publishing)
- Publication Type :
- Academic Journal
- Accession number :
- 38695011
- Full Text :
- https://doi.org/10.1176/appi.focus.23021023