Institute of Psychiatry, King's College London, London, UK.
Psychol Med. 2011 Jul;41(7):1481-8. doi: 10.1017/S0033291710002035. Epub 2010 Oct 20.
It is generally accepted that antipsychotics are more effective than placebo. However, it remains unclear whether antipsychotics induce a pattern or trajectory of response that is distinct from placebo. We used a data-driven technique, called growth mixture modelling (GMM), to identify the different patterns of response observed in antipsychotic trials and to determine whether drug-treated and placebo-treated subjects show similar or distinct patterns of response.
We examined data on 420 patients with schizophrenia treated for 6 weeks in two double-blind placebo-controlled trials using haloperidol and olanzapine. We used GMM to identify the optimal number of response trajectories; to compare the trajectories in drug-treated versus placebo-treated patients; and to determine whether the trajectories for the different dimensions (positive versus negative symptoms) were identical or different.
Positive symptoms were found to respond along four distinct trajectories, with the two most common trajectories ('Partial responder' and 'Responder') accounting for 70% of the patients and seen proportionally in both drug- and placebo-treated. The most striking drug-placebo difference was in the 'Dramatic responders', seen only among the drug-treated. The response of negative symptoms was more modest and did not show such distinct trajectories.
Trajectory models of response, rather than the simple responder/non-responder dichotomy, provide a better statistical account of how antipsychotics work. The 'Dramatic responders' (those showing >70% response) were seen only among the drug-treated and make a significant contribution to the overall drug-placebo difference. Identifying and studying this subset may provide specific insight into antipsychotic action.
人们普遍认为抗精神病药比安慰剂更有效。然而,抗精神病药是否能诱导出一种与安慰剂不同的反应模式或轨迹仍不清楚。我们使用一种数据驱动的技术,称为增长混合建模(GMM),来识别抗精神病药试验中观察到的不同反应模式,并确定药物治疗和安慰剂治疗的受试者是否表现出相似或不同的反应模式。
我们使用 GMM 分析了两项为期 6 周的双盲安慰剂对照试验中 420 名精神分裂症患者的数据,这些患者接受了氟哌啶醇和奥氮平治疗。我们使用 GMM 来确定最佳的反应轨迹数量;比较药物治疗和安慰剂治疗患者的轨迹;并确定不同维度(阳性症状与阴性症状)的轨迹是否相同或不同。
阳性症状被发现沿着四个不同的轨迹反应,其中两个最常见的轨迹(“部分反应者”和“反应者”)占 70%的患者,在药物治疗和安慰剂治疗中比例相同。最显著的药物-安慰剂差异在于“显著反应者”,仅见于药物治疗组。阴性症状的反应则较为温和,没有如此明显的轨迹。
反应轨迹模型,而不是简单的反应者/非反应者二分法,提供了一个更好的统计解释,说明抗精神病药是如何发挥作用的。“显著反应者”(那些表现出>70%反应的患者)仅见于药物治疗组,对总体药物-安慰剂差异有显著贡献。识别和研究这一亚组可能为抗精神病药的作用提供特定的见解。