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临床医生在抗抑郁治疗和重度抑郁症治疗结果中的异质性。

Heterogeneity in Antidepressant Treatment and Major Depressive Disorder Outcomes Among Clinicians.

机构信息

Harvard John A. Paulson School of Engineering and Applied Sciences, Cambridge, Massachusetts.

Center for Quantitative Health, Massachusetts General Hospital, Boston.

出版信息

JAMA Psychiatry. 2024 Oct 1;81(10):1003-1009. doi: 10.1001/jamapsychiatry.2024.1778.

Abstract

IMPORTANCE

While abundant work has examined patient-level differences in antidepressant treatment outcomes, little is known about the extent of clinician-level differences. Understanding these differences may be important in the development of risk models, precision treatment strategies, and more efficient systems of care.

OBJECTIVE

To characterize differences between outpatient clinicians in treatment selection and outcomes for their patients diagnosed with major depressive disorder across academic medical centers, community hospitals, and affiliated clinics.

DESIGN, SETTING, AND PARTICIPANTS: This was a longitudinal cohort study using data derived from electronic health records at 2 large academic medical centers and 6 community hospitals, and their affiliated outpatient networks, in eastern Massachusetts. Participants were deidentified clinicians who billed at least 10 International Classification of Diseases, Ninth Revision (ICD-9) or Tenth Revision (ICD-10) diagnoses of major depressive disorder per year between 2008 and 2022. Data analysis occurred between September 2023 and January 2024.

MAIN OUTCOMES AND MEASURES

Heterogeneity of prescribing, defined as the number of distinct antidepressants accounting for 75% of prescriptions by a given clinician; proportion of patients who did not return for follow-up after an index prescription; and proportion of patients receiving stable, ongoing antidepressant treatment.

RESULTS

Among 11 934 clinicians treating major depressive disorder, unsupervised learning identified 10 distinct clusters on the basis of ICD codes, corresponding to outpatient psychiatry as well as oncology, obstetrics, and primary care. Between these clusters, substantial variability was identified in the proportion of selective serotonin reuptake inhibitors, selective norepinephrine reuptake inhibitors, and tricyclic antidepressants prescribed, as well as in the number of distinct antidepressants prescribed. Variability was also detected between clinician clusters in loss to follow-up and achievement of stable treatment, with the former ranging from 27% to 69% and the latter from 22% to 42%. Clinician clusters were significantly associated with treatment outcomes.

CONCLUSIONS AND RELEVANCE

Groups of clinicians treating individuals diagnosed with major depressive disorder exhibit marked differences in prescribing patterns as well as longitudinal patient outcomes defined by electronic health records. Incorporating these group identifiers yielded similar prediction to more complex models incorporating individual codes, suggesting the importance of considering treatment context in efforts at risk stratification.

摘要

重要性

虽然有大量工作研究了抗抑郁治疗结果在患者层面的差异,但对于临床医生层面的差异知之甚少。了解这些差异对于开发风险模型、精准治疗策略以及更高效的医疗保健系统可能很重要。

目的

描述在学术医疗中心、社区医院和附属诊所中,患有重度抑郁症的患者在治疗选择和结果方面,门诊临床医生之间的差异。

设计、设置和参与者:这是一项使用电子健康记录数据的纵向队列研究,数据来自马萨诸塞州东部的 2 家大型学术医疗中心和 6 家社区医院及其附属门诊网络。参与者为每年至少开具 10 份国际疾病分类第 9 版(ICD-9)或第 10 版(ICD-10)重度抑郁症诊断的匿名临床医生。数据分析于 2023 年 9 月至 2024 年 1 月进行。

主要结果和措施

处方的异质性,定义为给定临床医生开具的 75%处方所涉及的不同抗抑郁药的数量;索引处方后未进行随访的患者比例;以及接受稳定、持续抗抑郁治疗的患者比例。

结果

在 11934 名治疗重度抑郁症的临床医生中,无监督学习根据 ICD 编码确定了 10 个不同的聚类,对应于门诊精神病学以及肿瘤学、妇产科和初级保健。在这些聚类之间,发现选择性 5-羟色胺再摄取抑制剂、选择性去甲肾上腺素再摄取抑制剂和三环类抗抑郁药的处方比例以及处方的不同抗抑郁药数量存在很大差异。在临床医生聚类之间也检测到随访和稳定治疗的失效率存在差异,前者范围为 27%至 69%,后者范围为 22%至 42%。临床医生聚类与治疗结果显著相关。

结论和相关性

诊断为重度抑郁症的个体的治疗群体的临床医生在处方模式以及电子健康记录定义的纵向患者结果方面表现出显著差异。纳入这些群体标识符与纳入个体代码的更复杂模型具有相似的预测能力,这表明在风险分层努力中考虑治疗背景的重要性。

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