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Affective Disorders as Complex Dynamic Diseases -a Perspective from Systems Biology

机译:作为复杂动态疾病的情感障碍-系统生物学的视角

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摘要

Understanding mental disorders and their neu-robiological basis encompasses the conceptual management of "complexity" and "dynamics". For example, affective disorders exhibit several fluctuating state variables on psychological and biological levels and data collected of these systems levels suggest quasi-chaotic periodicity leading to use concepts and tools of the mathematics of nonlinear dynamic systems. Regarding this, we demonstrate that the concept of "Dynamic Diseases" could be a fruitful way for theory and empirical research in neuropsychiatry. In a first step, as an example, we focus on the analysis of dynamic cortisol regulation that is important for understanding depressive disorders. In this case, our message is that extremely complex phenomena of a disease may be explained as resulting from perplexingly simple nonlinear interactions of a very small number of variables. Additionally, we propose that and how widely used complex circuit diagrams representing the macroana-tomic structures and connectivities of the brain invplved in major depression or other mental disorders may be "animated" by quantification, even by using expert-based estimations (dummy variables). This method of modeling allows to develop exploratory computer-based numerical models that encompass the option to explore the system by computer simulations (in-silico experiments). Also inter- and intracellular molecular networks involved in affective disorders could be modeled by this procedure. We want to stimulate future research in this theoretical context.
机译:对精神障碍及其神经机制的理解包括对“复杂性”和“动力学”的概念管理。例如,情感障碍在心理和生物学水平上表现出几个波动的状态变量,并且从这些系统水平收集的数据表明准混沌周期导致了非线性动力学系统数学概念和工具的使用。关于这一点,我们证明“动态疾病”的概念可能是神经精神病学理论和实证研究的有效方式。第一步,作为一个例子,我们专注于动态皮质醇调节的分析,这对理解抑郁症很重要。在这种情况下,我们的信息是,疾病的极端复杂现象可以解释为由极少量变量引起的极其简单的非线性相互作用。此外,我们建议,即使通过使用基于专家的估计(虚拟变量),也可以通过量化来“动画化”代表严重抑郁症或其他精神疾病中涉及的大脑的宏观解剖结构和连接性的广泛使用的复杂电路图。 。这种建模方法允许开发基于计算机的探索性数值模型,其中包括通过计算机仿真(计算机内实验)探索系统的选项。也可以通过这种方法来模拟涉及情感障碍的细胞间和细胞内分子网络。我们希望在这种理论背景下激发未来的研究。

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