Ouzounoglou Eleftherios, Kalamatianos Dimitrios, Emmanouilidou Evangelia, Xilouri Maria, Stefanis Leonidas, Vekrellis Kostas, Manolakos Elias S
Department of Informatics and Telecommunications, Graduate Program "Information Technologies in Medicine and Biology", National and Kapodistrian University of Athens, Athens 15784, Greece.
BMC Syst Biol. 2014 May 13;8:54. doi: 10.1186/1752-0509-8-54.
Alpha-synuclein (ASYN) is central in Parkinson's disease (PD) pathogenesis. Converging pieces of evidence suggest that the levels of ASYN expression play a critical role in both familial and sporadic Parkinson's disease. ASYN fibrils are the main component of inclusions called Lewy Bodies (LBs) which are found mainly in the surviving neurons of the substantia nigra. Despite the accumulated knowledge regarding the involvement of ASYN in molecular mechanisms underlying the development of PD, there is much information missing which prevents understanding the causes of the disease and how to stop its progression.
Using a Systems Biology approach, we develop a biomolecular reactions model that describes the intracellular ASYN dynamics in relation to overexpression, post-translational modification, oligomerization and degradation of the protein. Especially for the proteolysis of ASYN, the model takes into account the biological knowledge regarding the contribution of Chaperone Mediated Autophagy (CMA), macro-autophagic and proteasome pathways in the protein's degradation. Importantly, inhibitory phenomena, caused by ASYN, concerning CMA (more specifically the lysosomal-associated membrane protein 2a, abbreviated as Lamp2a receptor, which is the rate limiting step of CMA) and the proteasome are carefully modeled. The model is validated by simulation studies of known experimental overexpression data from SH-SY5Y cells and the unknown model parameters are estimated either computationally or by experimental fitting. The calibrated model is then tested under three hypothetical intervention scenarios and in all cases predicts increased cell viability that agrees with experimental evidence. The biomodel has been annotated and is made available in SBML format.
The mathematical model presented here successfully simulates the dynamic phenomena of ASYN overexpression and oligomerization and predicts the biological system's behavior in a number of scenarios not used for model calibration. It allows, for the first time, to qualitatively estimate the protein levels that are capable of deregulating proteolytic homeostasis. In addition, it can help form new hypotheses for intervention that could be tested experimentally.
α-突触核蛋白(ASYN)在帕金森病(PD)发病机制中起核心作用。越来越多的证据表明,ASYN表达水平在家族性和散发性帕金森病中都起着关键作用。ASYN纤维是路易小体(LBs)的主要成分,路易小体主要存在于黑质的存活神经元中。尽管已经积累了关于ASYN参与PD发病分子机制的知识,但仍有许多信息缺失,这阻碍了对该疾病病因及如何阻止其进展的理解。
我们采用系统生物学方法,构建了一个生物分子反应模型,该模型描述了与蛋白质的过表达、翻译后修饰、寡聚化和降解相关的细胞内ASYN动态变化。特别是对于ASYN的蛋白水解,该模型考虑了伴侣介导的自噬(CMA)、巨自噬和蛋白酶体途径在蛋白质降解中的作用的生物学知识。重要的是,由ASYN引起的关于CMA(更具体地说是溶酶体相关膜蛋白2a,简称为Lamp2a受体,它是CMA的限速步骤)和蛋白酶体的抑制现象被仔细建模。通过对来自SH-SY5Y细胞的已知实验过表达数据的模拟研究对模型进行验证,并通过计算或实验拟合估计未知的模型参数。然后在三种假设干预情景下对校准后的模型进行测试,在所有情况下都预测细胞活力增加,这与实验证据一致。该生物模型已进行注释并以SBML格式提供。
本文提出的数学模型成功模拟了ASYN过表达和寡聚化的动态现象,并预测了生物系统在许多未用于模型校准的情景下的行为。它首次能够定性估计能够破坏蛋白水解稳态的蛋白质水平。此外,它有助于形成可通过实验测试的新的干预假设。