Laboratory of Control and Systems Biology, Department of Electrical Engineering, National Tsing Hua University, No 101, Section 2, Kuang-Gu Road, Hsinchu, Taiwan 30013, ROC.
IEEE/ACM Trans Comput Biol Bioinform. 2013 Mar-Apr;10(2):468-80. doi: 10.1109/TCBB.2013.23.
Aging, an extremely complex and system-level process, has attracted much attention in medical research, especially since chronic diseases are quite prevalent in the elderly population. These may be the result of both gene mutations that lead to intrinsic perturbations and environmental changes that may stimulate signaling in the body. Therefore, analysis of network robustness to tolerate intrinsic perturbations and network response ability of gene networks to respond to external stimuli during the aging process may provide insight into the systematic changes caused by aging. We first propose novel methods to estimate network robustness and measure network response ability of gene regulatory networks by using their corresponding microarray data in the aging process. Then, we find that an aging-related gene network is more robust to intrinsic perturbations in the elderly than the young, and therefore is less responsive to external stimuli. Finally, we find that the response abilities of individual genes, especially FOXOs, NF-κB, and p53, are significantly different in the young versus the aged subjects. These observations are consistent with experimental findings in the aged population, e.g., elevated incidence of tumorigenesis and diminished resistance to oxidative stress. The proposed method can also be used for exploring and analyzing the dynamic properties of other biological processes via corresponding microarray data to provide useful information on clinical strategy and drug target selection.
衰老是一个极其复杂和系统级的过程,在医学研究中引起了广泛关注,特别是在老年人群中慢性疾病非常普遍。这些可能是基因突变导致内在扰动和环境变化刺激体内信号的结果。因此,分析网络对内在扰动的鲁棒性和基因网络对衰老过程中外部刺激的网络响应能力,可能为衰老引起的系统变化提供深入了解。我们首先提出了新的方法,通过使用衰老过程中的相应微阵列数据来估计网络的鲁棒性和测量基因调控网络的网络响应能力。然后,我们发现与衰老相关的基因网络在老年人中对内在扰动的鲁棒性更强,因此对外界刺激的响应能力较弱。最后,我们发现单个基因的响应能力,特别是 FOXO、NF-κB 和 p53,在年轻人和老年人之间存在显著差异。这些观察结果与老年人群中的实验发现一致,例如肿瘤发生率升高和对氧化应激的抵抗力降低。该方法还可用于通过相应的微阵列数据探索和分析其他生物过程的动态特性,为临床策略和药物靶点选择提供有用信息。