Department of Psychiatry, Larner College of Medicine, University of Vermont, Burlington.
Department of Psychiatry and Behavioral Neurosciences, University of South Florida, Tampa.
JAMA Psychiatry. 2024 Feb 1;81(2):135-143. doi: 10.1001/jamapsychiatry.2023.3994.
Psychiatric hospitalization is the standard of care for patients presenting to an emergency department (ED) or urgent care (UC) with high suicide risk. However, the effect of hospitalization in reducing subsequent suicidal behaviors is poorly understood and likely heterogeneous.
To estimate the association of psychiatric hospitalization with subsequent suicidal behaviors using observational data and develop a preliminary predictive analytics individualized treatment rule accounting for heterogeneity in this association across patients.
DESIGN, SETTING, AND PARTICIPANTS: A machine learning analysis of retrospective data was conducted. All veterans presenting with suicidal ideation (SI) or suicide attempt (SA) from January 1, 2010, to December 31, 2015, were included. Data were analyzed from September 1, 2022, to March 10, 2023. Subgroups were defined by primary psychiatric diagnosis (nonaffective psychosis, bipolar disorder, major depressive disorder, and other) and suicidality (SI only, SA in past 2-7 days, and SA in past day). Models were trained in 70.0% of the training samples and tested in the remaining 30.0%.
Psychiatric hospitalization vs nonhospitalization.
Fatal and nonfatal SAs within 12 months of ED/UC visits were identified in administrative records and the National Death Index. Baseline covariates were drawn from electronic health records and geospatial databases.
Of 196 610 visits (90.3% men; median [IQR] age, 53 [41-59] years), 71.5% resulted in hospitalization. The 12-month SA risk was 11.9% with hospitalization and 12.0% with nonhospitalization (difference, -0.1%; 95% CI, -0.4% to 0.2%). In patients with SI only or SA in the past 2 to 7 days, most hospitalization was not associated with subsequent SAs. For patients with SA in the past day, hospitalization was associated with risk reductions ranging from -6.9% to -9.6% across diagnoses. Accounting for heterogeneity, hospitalization was associated with reduced risk of subsequent SAs in 28.1% of the patients and increased risk in 24.0%. An individualized treatment rule based on these associations may reduce SAs by 16.0% and hospitalizations by 13.0% compared with current rates.
The findings of this study suggest that psychiatric hospitalization is associated with reduced average SA risk in the immediate aftermath of an SA but not after other recent SAs or SI only. Substantial heterogeneity exists in these associations across patients. An individualized treatment rule accounting for this heterogeneity could both reduce SAs and avert hospitalizations.
精神科住院是为急诊科 (ED) 或紧急护理 (UC) 中出现高自杀风险的患者提供的标准护理。然而,住院治疗在降低随后自杀行为方面的效果了解甚少,而且可能存在异质性。
使用观察数据估计精神科住院与随后自杀行为之间的关联,并针对患者之间这种关联的异质性制定初步的预测分析个体化治疗规则。
设计、设置和参与者:对回顾性数据进行了机器学习分析。纳入 2010 年 1 月 1 日至 2015 年 12 月 31 日期间因自杀意念 (SI) 或自杀未遂 (SA) 就诊的所有退伍军人。数据分析于 2023 年 9 月 1 日至 2023 年 3 月 10 日进行。亚组根据主要精神诊断(非情感性精神病、双相情感障碍、重性抑郁障碍和其他)和自杀性(仅 SI、过去 2-7 天内的 SA、过去 1 天内的 SA)进行定义。在 70.0%的训练样本中训练模型,并在剩余的 30.0%的样本中进行测试。
精神科住院与非住院。
在 ED/UC 就诊后 12 个月内,在行政记录和国家死亡指数中确定了致命和非致命性的 SA。基线协变量来自电子健康记录和地理空间数据库。
在 196610 次就诊中(90.3%为男性;中位[IQR]年龄为 53[41-59]岁),71.5%的患者接受了住院治疗。住院治疗的 12 个月 SA 风险为 11.9%,非住院治疗的 12.0%(差异为-0.1%;95%CI,-0.4%至 0.2%)。对于仅 SI 或过去 2 至 7 天内发生 SA 的患者,大多数住院治疗与随后的 SA 无关。对于过去 1 天内发生 SA 的患者,住院治疗与风险降低相关,从诊断的-6.9%到-9.6%不等。考虑到异质性,在 28.1%的患者中,住院治疗与随后发生 SA 的风险降低相关,在 24.0%的患者中与风险增加相关。与当前比率相比,基于这些关联的个体化治疗规则可能会将 SA 减少 16.0%,并将住院治疗减少 13.0%。
本研究结果表明,精神科住院与 SA 后的即刻平均 SA 风险降低有关,但与最近的其他 SA 或仅 SI 无关。这些关联在患者之间存在很大的异质性。考虑到这种异质性的个体化治疗规则可以同时降低 SA 和避免住院治疗。