Canalization effect in the coagulation cascade and the interindividual variability of oral anticoagulant response. A simulation study.

Alexandru D Corlan, John Ross
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引用次数: 3

Abstract

Background: Increasing the predictability and reducing the rate of side effects of oral anticoagulant treatment (OAT) requires further clarification of the cause of about 50% of the interindividual variability of OAT response that is currently unaccounted for. We explore numerically the hypothesis that the effect of the interindividual expression variability of coagulation proteins, which does not usually result in a variability of the coagulation times in untreated subjects, is unmasked by OAT.

Results: We developed a stochastic variant of the Hockin-Mann model of the tissue factor coagulation pathway, using literature data for the variability of coagulation protein levels in the blood of normal subjects. We simulated in vitro coagulation and estimated the Prothrombin Time and the INR across a model population. In a model of untreated subjects a "canalization effect" can be observed in that a coefficient of variation of up to 33% of each protein level results in a simulated INR of 1 with a clinically irrelevant dispersion of 0.12. When the mean and the standard deviation of vitamin-K dependent protein levels were reduced by 80%, corresponding to the usual Warfarin treatment intensity, the simulated INR was 2.98 ± 0.48, a clinically relevant dispersion, corresponding to a reduction of the canalization effect.Then we combined the Hockin-Mann stochastic model with our previously published model of population response to Warfarin, that takes into account the genetical and the phenotypical variability of Warfarin pharmacokinetics and pharmacodynamics. We used the combined model to evaluate the coagulation protein variability effect on the variability of the Warfarin dose required to reach an INR target of 2.5. The dose variance when removing the coagulation protein variability was 30% lower. The dose was mostly related to the pretreatment levels of factors VII, X, and the tissue factor pathway inhibitor (TFPI).

Conclusions: It may be worth exploring in experimental studies whether the pretreatment levels of coagulation proteins, in particular VII, X and TFPI, are predictors of the individual warfarin dose, even though, maybe due to a canalization-type effect, their effect on the INR variance in untreated subjects appears low.

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凝血级联中的通管效应及口服抗凝反应的个体差异。模拟研究。
背景:为了提高口服抗凝治疗(OAT)的可预测性和降低副作用发生率,需要进一步澄清目前未解释的约50%的OAT反应个体间差异的原因。我们在数值上探索了一个假设,即凝血蛋白的个体间表达变异性的影响,通常不会导致未经治疗的受试者的凝血时间的变异性,被OAT揭示。结果:我们利用正常受试者血液中凝血蛋白水平变异性的文献数据,开发了组织因子凝血途径的Hockin-Mann模型的随机变体。我们模拟了体外凝血,并估计了模型人群的凝血酶原时间和INR。在未经治疗的受试者模型中,可以观察到“渠化效应”,每种蛋白质水平的变异系数高达33%,导致模拟INR为1,临床无关的离散度为0.12。当维生素k依赖蛋白水平的平均值和标准差降低80%时,对应于华法林通常的治疗强度,模拟INR为2.98±0.48,这是一个临床相关的离散度,对应于管道效应的降低。然后,我们将Hockin-Mann随机模型与我们之前发表的华法林人群反应模型结合起来,该模型考虑了华法林药代动力学和药效学的遗传和表型变异性。我们使用联合模型来评估凝血蛋白变异性对达到INR目标2.5所需华法林剂量变异性的影响。去除凝血蛋白变异后的剂量变异降低了30%。剂量主要与预处理因子VII、X、组织因子通路抑制剂(TFPI)水平有关。结论:凝血蛋白的预处理水平,特别是凝血蛋白VII、凝血蛋白X和凝血蛋白TFPI是否能作为华法林个体剂量的预测因子,可能是由于通道型效应,它们对未治疗受试者INR方差的影响似乎很低,但在实验研究中值得探讨。
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Theoretical Biology and Medical Modelling
Theoretical Biology and Medical Modelling MATHEMATICAL & COMPUTATIONAL BIOLOGY-
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期刊介绍: Theoretical Biology and Medical Modelling is an open access peer-reviewed journal adopting a broad definition of "biology" and focusing on theoretical ideas and models associated with developments in biology and medicine. Mathematicians, biologists and clinicians of various specialisms, philosophers and historians of science are all contributing to the emergence of novel concepts in an age of systems biology, bioinformatics and computer modelling. This is the field in which Theoretical Biology and Medical Modelling operates. We welcome submissions that are technically sound and offering either improved understanding in biology and medicine or progress in theory or method.
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