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Model‐based assessment of the benefits and risks of recombinant tissue plasminogen activator treatment in acute ischaemic stroke

机译:基于模型的重组组织纤溶酶原治疗在急性缺血性卒中中的益处和风险评估

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Aims Recombinant tissue plasminogen activator (rt‐PA) is the only first‐line agent approved by the US Food and Drug Administration to treat acute ischaemic stroke. However, it often causes the serious adverse event (AE) of haemorrhagic transformation. The present study developed a pharmacometric model for the rt‐PA treatment effect and AE and, using the developed model, proposed a benefit‐to‐risk ratio assessment scheme as a supportive tool to optimize treatment outcome. Methods The data from 336 acute ischaemic stroke patients were used. The treatment effect was assessed based on an improvement in National Institutes of Health Stroke Scale (NIHSS) scores, which were described using an item response theory (IRT)‐based disease progression model. Treatment failure and AE probabilities, and their occurrence times, were described by incidence and time‐to‐event models. Using the developed model, benefit‐to‐risk ratios were simulated under various scenarios using the global benefit‐to‐risk trade‐off ratio (GBR). Results High initial NIHSS score and middle cerebral artery (MCA) stroke were risk factors for treatment failure, where the failure rate with MCA stroke was 2.87‐fold higher than with non‐MCA stroke. The haemorrhagic transformation time was associated with longitudinal changes in NIHSS scores. The benefit‐to‐risk ratio simulated was highest in minor stroke severity, with GBR 1 in all scenarios, and the ratio with non‐MCA stroke was 2–3 fold higher than with MCA stroke. Conclusions The study demonstrated the feasibility of applying an IRT model to describing the time course of the rt‐PA treatment effect and AE. Benefit‐to‐risk ratio analyses showed that the treatment was optimal in non‐MCA stroke with minor stroke severity.
机译:AIMS重组组织纤溶酶原激活剂(RT-PA)是美国食品和药物管理局批准的唯一一线剂,以治疗急性缺血性卒中。然而,它通常会导致出血性转化的严重不良事件(AE)。本研究为RT-PA治疗效果和AE发育了一种药学模型,并且使用开发的模型提出了益处风险比评估方案作为优化治疗结果的支持工具。方法采用336例急性缺血性脑卒中患者的数据。根据国家卫生冲程量表(NIHSS)评分的改进评估了治疗效果,该评估了使用物品响应理论(IRT)的疾病进展模型描述。治疗失败和AE概率及其发生时间是通过发病和发生时间模型描述的。使用开发的模型,利用全球福利风险权衡比率(GBR)在各种场景下模拟有利风险比。结果高初始NIHS得分和中脑动脉(MCA)中风(MCA)中风是治疗衰竭的危险因素,其中MCA中风的失效率比非MCA行程高2.87倍。出血性转化时间与NIHSS分数的纵向变化相关。模拟的益处到风险比在轻微的中风严重程度中是最高的,GBR& 1在所有场景中,与MCA行程的非MCA行程的比例高2-3倍。结论该研究表明,应用IRT模型来描述RT-PA治疗效果和AE的时间过程的可行性。益处风险比分析表明,在非MCA中风中,治疗是较小的中风严重程度的最佳状态。

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