使用近似贝叶斯计算校准模型参数来表征微容器的自我调节行为
1Institute of Biomedical Engineering, Department of Engineering Science, University of Oxford, Oxford, UK.
概括
本研究使用实验数据和贝叶斯计算方案校准了微型船舶合规反模型. 这种精细的模型准确地描述了微血管自我调节,有助于临床血液动力学应用.
科学领域:
- 生理学 生理学 生理学
- 生物医学工程 生物医学工程
- 计算生物学 计算生物学
背景情况:
- 微血管自我调节涉及肌源性和内皮细胞机制影响血管口径.
- 一个合规反模型先前描述了微血管弹性和自我调节行为.
- 有关于微血管对压力变化反应的实验数据可用.
研究的目的:
- 校准参数并完善微型船舶合规反模型的功能形式.
- 整合先前的知识,模型动态和实验数据用于参数估计.
- 为了获得对微血管自我调节反应的机制性见解.
主要方法:
- 利用了对动脉血管口径变化的实验数据,以应对内压力和压力梯度.
- 采用了一种两阶段顺序的蒙特卡洛 (MC) 估计贝叶斯计算 (ABC) 方案.
- 获得模型参数的后向分布,整合了先前的知识和实验数据.
主要成果:
- 该ABC方案揭示了肌源性诱导膨胀和收缩的明显时间常数.
- 校准的合规反模型显示与实验测量有很好的一致性.
- 该模型实现了准确的表征,尽管数据可用性有限.
结论:
- 计算效率高的合规反模型提供了微血管自我调节的强大,有生理基础的特征.
- 精致的模型的简单性和准确性提高了其可用于临床血液动力学应用的可翻译性.
- 该研究强调了该模型在未来临床应用中的潜力,以了解血液流量调节.
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