Bioinformatics Centre, Bose Institute, Kolkata, India.
Mol Biol Evol. 2010 Apr;27(4):934-41. doi: 10.1093/molbev/msp297. Epub 2009 Dec 2.
Comparative analyses on disease and nondisease (ND) genes have greatly facilitated the understanding of human diseases. However, most studies have grouped all the disease genes together and have performed comparative analyses with other ND genes. Thus, the molecular mechanism of disease on which disease genes can be separated into monogenic and polygenic diseases (MDs and PDs) has been ignored in earlier studies. Here, we report a comprehensive study of PD and MD genes with respect to ND genes. Our work shows that MD genes are more conserved than PD genes and that ND genes are themselves more conserved than both classes of disease genes. By separating the ND genes into housekeeping and other genes, it was found that housekeeping genes are the most conserved among all categories of genes, whereas other ND genes show an evolutionary rate intermediate between MD and PD genes. Although PD genes have a higher number of interacting partners than MD and ND genes, the reasons for their higher evolutionary rate require explanation. We provide evidences that the faster evolutionary rate of PD genes is influenced by 1) the predominance of date hubs in protein-protein interaction network, 2) the higher number of disorder residues, 3) the lower expression level, and 4) the involvement with more regulatory processes. Logistic regression analysis suggests that the relative importance of the four individual factors in determining the evolutionary rate variation among the four classes of proteins is in the order of mRNA expression level > presence of party/date hubs > disorder > involvement of proteins in core/regulatory processes.
对疾病基因和非疾病(ND)基因的比较分析极大地促进了人们对人类疾病的认识。然而,大多数研究将所有疾病基因归为一组,并与其他 ND 基因进行了比较分析。因此,早期研究忽略了可以将疾病基因分为单基因疾病(MD)和多基因疾病(PD)的疾病分子机制。在这里,我们报告了一项关于 PD 和 MD 基因与 ND 基因的综合研究。我们的工作表明,MD 基因比 PD 基因更保守,而 ND 基因本身比这两类疾病基因更保守。通过将 ND 基因分为管家基因和其他基因,发现管家基因在所有基因类别中是最保守的,而其他 ND 基因的进化速度介于 MD 和 PD 基因之间。尽管 PD 基因的相互作用伙伴数量比 MD 和 ND 基因多,但它们进化速度更快的原因需要解释。我们提供的证据表明,PD 基因更快的进化速度受到以下因素的影响:1)在蛋白质-蛋白质相互作用网络中占据主导地位的日期中心;2)更多的无规则残基;3)较低的表达水平;以及 4)更多的调节过程参与。逻辑回归分析表明,在确定四类蛋白质进化率变异方面,这四个单独因素的相对重要性依次为:mRNA 表达水平>存在日期中心>无规则残基>蛋白质参与核心/调节过程。