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Precision clinical trials: a framework for getting to precision medicine for neurobehavioural disorders

机译:精确临床试验:用于达到神经飞机疾病精密药物的框架

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摘要

The goal of precision medicine (individually tailored treatments) is not being achieved for neurobehavioural conditions such as psychiatric disorders. Traditional randomized clinical trial methods are insufficient for advancing precision medicine because of the dynamic complexity of these conditions. We present a pragmatic solution: the precision clinical trial framework, encompassing methods for individually tailored treatments. This framework includes the following: (1) treatment-targeted enrichment, which involves measuring patients’ response after a brief bout of an intervention, and then randomizing patients to a full course of treatment, using the acute response to predict long-term outcomes; (2) adaptive treatments, which involve adjusting treatment parameters during the trial to individually optimize the treatment; and (3) precise measurement, which involves measuring predictor and outcome variables with high accuracy and reliability using techniques such as ecological momentary assessment. This review summarizes precision clinical trials and provides a research agenda, including new biomarkers such as precision neuroimaging, transcranial magnetic stimulation–electroencephalogram digital phenotyping and advances in statistical and machine-learning models. Validation of these approaches — and then widespread incorporation of the precision clinical trial framework — could help achieve the vision of precision medicine for neurobehavioural conditions.
机译:精密药物(单独定制治疗)的目的不是为精神病患者等神经运动疾病的疾病造成的。由于这些条件的动态复杂性,传统的随机临床试验方法不足以推进精密药。我们提出了一种务实的解决方案:精确的临床试验框架,包括单独定制治疗方法的方法。该框架包括以下内容:(1)治疗靶向富集,其涉及在短暂的干预后测量患者的反应,然后使用急性反应预测长期成果的急性治疗患者在随机化患者后测量患者的反应。 (2)自适应治疗,涉及在试验期间调整治疗参数以单独优化治疗; (3)精确测量,涉及使用诸如生态瞬间评估等技术的技术测量具有高精度和可靠性的预测因子和结果变量。本综述总结了精密临床试验,并提供了研究议程,包括新的生物标志物,如精密神经影像,经颅磁刺激 - 脑电图数字表型和统计和机器学习模型的进步。验证这些方法 - 然后普遍纳入精密临床试验框架 - 可以有助于实现神经飞发条件的精密药物的视觉。

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