van de Pas Niek C A, Soffers Ans E M F, Freidig Andreas P, van Ommen Ben, Woutersen Ruud A, Rietjens Ivonne M C M, de Graaf Albert A
The Netherlands Organization for Applied Scientific Research (TNO) Quality of Life, Utrechtseweg 48, PO Box 360, 3700 AJ Zeist, The Netherlands.
Biochim Biophys Acta. 2010 Jun;1801(6):646-54. doi: 10.1016/j.bbalip.2010.02.009. Epub 2010 Feb 20.
Elevated plasma cholesterol, a well-known risk factor for cardiovascular diseases, is the result of the activity of many genes and their encoded proteins in a complex physiological network. We aim to develop a minimal kinetic computational model for predicting plasma cholesterol levels. To define the scope of this model, it is essential to discriminate between important and less important processes influencing plasma cholesterol levels. To this end, we performed a systematic review of mouse knockout strains and used the resulting dataset, named KOMDIP, for the identification of key genes that determine plasma cholesterol levels. Based on the described phenotype of mouse knockout models, 36 of the 120 evaluated genes were marked as key genes that have a pronounced effect on the plasma cholesterol concentration. The key genes include well-known genes, e.g., Apoe and Ldlr, as well as genes hardly linked to cholesterol metabolism so far, e.g., Plagl2 and Slc37a4. Based on the catalytic function of the genes, a minimal conceptual model was defined. A comparison with nine conceptual models from literature revealed that each of the individual published models is less complete than our model. Concluding, we have developed a conceptual model that can be used to develop a physiologically based kinetic model to quantitatively predict plasma cholesterol levels.
血浆胆固醇升高是心血管疾病的一个众所周知的危险因素,它是复杂生理网络中许多基因及其编码蛋白活动的结果。我们旨在开发一个最小动力学计算模型来预测血浆胆固醇水平。为了定义该模型的范围,区分影响血浆胆固醇水平的重要和次要过程至关重要。为此,我们对小鼠基因敲除品系进行了系统综述,并使用所得数据集(名为KOMDIP)来鉴定决定血浆胆固醇水平的关键基因。根据所描述的小鼠基因敲除模型的表型,在120个评估基因中,有36个被标记为对血浆胆固醇浓度有显著影响的关键基因。关键基因包括众所周知的基因,如Apoe和Ldlr,以及迄今为止与胆固醇代谢几乎没有关联的基因,如Plagl2和Slc37a4。基于这些基因的催化功能,定义了一个最小概念模型。与文献中的九个概念模型进行比较后发现,每个已发表的单独模型都不如我们的模型完整。总之,我们已经开发了一个概念模型,可用于开发基于生理学的动力学模型来定量预测血浆胆固醇水平。