Russell-Buckland Joshua, Kaynezhad P, Mitra S, Bale G, Bauer C, Lingam I, Meehan C, Avdic-Belltheus A, Martinello K, Bainbridge A, Robertson N J, Tachtsidis I
Department of Medical Physics and Biomedical Engineering, University College London, London, UK.
Institute for Women's Health, University College London, London, UK.
Adv Exp Med Biol. 2021;1269:31-38. doi: 10.1007/978-3-030-48238-1_5.
Hypoxic ischaemic encephalopathy (HIE) is a significant cause of death and disability. Therapeutic hypothermia (TH) is the only available standard of treatment, but 45-55% of cases still result in death or neurodevelopmental disability following TH. This work has focussed on developing a new brain tissue physiology and biochemistry systems biology model that includes temperature effects, as well as a Bayesian framework for analysis of model parameter estimation. Through this, we can simulate the effects of temperature on brain tissue oxygen delivery and metabolism, as well as analyse clinical and experimental data to identify mechanisms to explain differing behaviour and outcome. Presented here is an application of the model to data from two piglets treated with TH following hypoxic-ischaemic injury showing different responses and outcome following treatment. We identify the main mechanism for this difference as the Q temperature coefficient for metabolic reactions, with the severely injured piglet having a median posterior value of 0.133 as opposed to the mild injury value of 5.48. This work demonstrates the use of systems biology models to investigate underlying mechanisms behind the varying response to hypothermic treatment.
缺氧缺血性脑病(HIE)是导致死亡和残疾的重要原因。治疗性低温(TH)是唯一可用的标准治疗方法,但仍有 45-55%的病例在接受 TH 后死亡或出现神经发育障碍。这项工作的重点是开发一种新的脑组织生理学和生物化学系统生物学模型,该模型包括温度效应,以及用于分析模型参数估计的贝叶斯框架。通过这种方法,我们可以模拟温度对脑组织氧输送和代谢的影响,以及分析临床和实验数据,以确定解释不同行为和结果的机制。这里介绍的是该模型在接受缺氧缺血性损伤后接受 TH 治疗的两只小猪数据中的应用,这些小猪在治疗后的反应和结果不同。我们确定了导致这种差异的主要机制是代谢反应的 Q 温度系数,严重损伤的小猪的中位数后验值为 0.133,而轻度损伤的小猪的值为 5.48。这项工作展示了如何使用系统生物学模型来研究对低温治疗反应不同的潜在机制。