A risk calculator to predict suicide attempts among individuals with early-onset bipolar disorder.
A risk calculator to predict suicide attempts among individuals with early-onset bipolar disorder.
复制标题
用于预测早发性双相情感障碍患者自杀企图的风险计算器。
DOI:
10.1111/bdi.13250
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发表时间:
2022
影响因子:
5.4
通讯作者:
Birmaher,Boris
中科院分区:
文献类型:
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作者:
Goldstein,TinaR;Merranko,John;Hafeman,Danella;Gill,MaryKay;Liao,Fangzi;Sewall,Craig;Hower,Heather;Weinstock,Lauren;Yen,Shirley;Goldstein,Benjamin;Keller,Martin;Strober,Michael;Ryan,Neal;Birmaher,Boris
ObjectivesTo build a one‐year risk calculator (RC) to predict individualized risk for suicide attempt in early‐onset bipolar disorder.MethodsYouth 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.ResultsThere 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.ConclusionsThis 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.