TY - JOUR
PY - 2022//
TI - A risk calculator to predict suicide attempts among individuals with early-onset bipolar disorder
JO - Bipolar disorders
A1 - Goldstein, Tina R.
A1 - Merranko, John
A1 - Hafeman, Danella
A1 - Gill, Mary Kay
A1 - Liao, Fangzi
A1 - Sewall, Craig
A1 - Hower, Heather
A1 - Weinstock, Lauren
A1 - Yen, Shirley
A1 - Goldstein, Benjamin
A1 - Keller, Martin
A1 - Strober, Michael
A1 - Ryan, Neal
A1 - Birmaher, Boris
SP - ePub
EP - ePub
VL - ePub
IS - ePub
N2 - OBJECTIVES: To build a one-year risk calculator (RC) to predict individualized risk for suicide attempt in early-onset bipolar disorder.
METHODS: 394 youth 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.
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.
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.
Language: en
LA - en SN - 1398-5647 UR - http://dx.doi.org/10.1111/bdi.13250 ID - ref1 ER -