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Critical Predictors for the Early Detection of Conversion From Unipolar Major Depressive Disorder to Bipolar Disorder: Nationwide Population-Based Retrospective Cohort Study

机译:批判性预测因子,用于早期检测转化对双极障碍的转化率:全国范围的人口追溯队列研究

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Background Unipolar major depressive disorder (MDD) and bipolar disorder are two major mood disorders. The two disorders have different treatment strategies and prognoses. However, bipolar disorder may begin with depression and could be diagnosed as MDD in the initial stage, which may later contribute to treatment failure. Previous studies indicated that a high proportion of patients diagnosed with MDD will develop bipolar disorder over time. This kind of hidden bipolar disorder may contribute to the treatment resistance observed in patients with MDD. Objective In this population-based study, our aim was to investigate the rate and risk factors of a diagnostic change from unipolar MDD to bipolar disorder during a 10-year follow-up. Furthermore, a risk stratification model was developed for MDD-to-bipolar disorder conversion. Methods We conducted a retrospective cohort study involving patients who were newly diagnosed with MDD between January 1, 2000, and December 31, 2004, by using the Taiwan National Health Insurance Research Database. All patients with depression were observed until (1) diagnosis of bipolar disorder by a psychiatrist, (2) death, or (3) December 31, 2013. All patients with depression were divided into the following two groups, according to whether bipolar disorder was diagnosed during the follow-up period: converted group and nonconverted group. Six groups of variables within the first 6 months of enrollment, including personal characteristics, physical comorbidities, psychiatric comorbidities, health care usage behaviors, disorder severity, and psychotropic use, were extracted and were included in a classi?cation and regression tree (CART) analysis to generate a risk stratification model for MDD-to-bipolar disorder conversion. Results Our study enrolled 2820 patients with MDD. During the follow-up period, 536 patients were diagnosed with bipolar disorder (conversion rate=19.0%). The CART method identified five variables (kinds of antipsychotics used within the first 6 months of enrollment, kinds of antidepressants used within the first 6 months of enrollment, total psychiatric outpatient visits, kinds of benzodiazepines used within one visit, and use of mood stabilizers) as significant predictors of the risk of bipolar disorder conversion. This risk CART was able to stratify patients into high-, medium-, and low-risk groups with regard to bipolar disorder conversion. In the high-risk group, 61.5%-100% of patients with depression eventually developed bipolar disorder. On the other hand, in the low-risk group, only 6.4%-14.3% of patients with depression developed bipolar disorder. Conclusions The CART method identified five variables as significant predictors of bipolar disorder conversion. In a simple two- to four-step process, these variables permit the identification of patients with low, intermediate, or high risk of bipolar disorder conversion. The developed model can be applied to routine clinical practice for the early diagnosis of bipolar disorder.
机译:背景技术单极性抑郁症(MDD)和双相情感障碍是两种主要情绪障碍。两种疾病具有不同的治疗策略和预期。然而,双相情感障碍可能从抑郁症开始,并且可以在初始阶段被诊断为MDD,其可能尤为可能有助于治疗失败。以前的研究表明,诊断MDD的患者的高比例将随着时间的推移而产生双相障碍。这种隐藏的双相情感障碍可能有助于MDD患者观察到的治疗抗性。目的在这一人口的研究中,我们的目的是调查在10年的随访期间从单极MDD到双相情感诊断变化的速率和危险因素。此外,开发了用于MDD-双极性障碍转化的风险分层模型。方法采用了一项回顾性队列研究,涉及在2000年1月1日至2004年1月1日至2004年12月31日之间进行新诊断的患者,通过使用台湾国家健康保险研究数据库。观察到所有抑郁症患者直到(1)通过精神科医生,(2)死亡,或(3)2013年12月31日诊断双相障碍。根据双相障碍是否是双相障碍的抑郁症患者分为以下两组。在随访期间诊断:转化组和非反相组。提取六个六个月内的六组变量,包括提取个人特征,物理化学性,精神病学合并,医疗用法行为,疾病严重程度和精神药物,并包含在分类中?阳离子和回归树(推车)分析,为MDD - 双极性障碍转化产生风险分层模型。结果我们的研究注册了2820名MDD患者。在随访期间,536名患者被诊断为双相障碍(转化率= 19.0%)。推车方法鉴定了五个变量(在前6个月内使用的抗精神病药,种类在前6个月内使用的抗抑郁药,总精神病院门诊,各种苯二氮卓在一次访问中使用,以及使用情绪稳定剂的使用)作为双相障碍转换风险的重要预测因子。这种风险推车能够在双相障碍转化方面将患者分析为高,中等和低风险群体。在高风险组中,61.5%-100%的抑郁患者最终发育了双相情感障碍。另一方面,在低风险群体中,只有6.4%-14.3%的抑郁患者发育了双相情感障碍。结论推车方法将五个变量确定为双极性障碍转换的重要预测因子。在简单的两个至四步过程中,这些变量允许鉴定双相障碍转化的低,中间或高风险患者。开发的模型可以应用于常规临床实践,用于早期诊断双相障碍。

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