Jung Marc, Jin Seung-Gi, Zhang Xiaoying, Xiong Wenying, Gogoshin Grigoriy, Rodin Andrei S, Pfeifer Gerd P
Department of Cancer Biology, Beckman Research Institute, City of Hope, Duarte, CA 91010, USA
Department of Cancer Biology, Beckman Research Institute, City of Hope, Duarte, CA 91010, USA Department of Diabetes and Metabolic Diseases Research, Beckman Research Institute, City of Hope, Duarte, CA 91010, USA.
Nucleic Acids Res. 2015 Sep 3;43(15):e100. doi: 10.1093/nar/gkv473. Epub 2015 May 14.
Data on biological mechanisms of aging are mostly obtained from cross-sectional study designs. An inherent disadvantage of this design is that inter-individual differences can mask small but biologically significant age-dependent changes. A serially sampled design (same individual at different time points) would overcome this problem but is often limited by the relatively small numbers of available paired samples and the statistics being used. To overcome these limitations, we have developed a new vector-based approach, termed three-component analysis, which incorporates temporal distance, signal intensity and variance into one single score for gene ranking and is combined with gene set enrichment analysis. We tested our method on a unique age-based sample set of human skin fibroblasts and combined genome-wide transcription, DNA methylation and histone methylation (H3K4me3 and H3K27me3) data. Importantly, our method can now for the first time demonstrate a clear age-dependent decrease in expression of genes coding for proteins involved in translation and ribosome function. Using analogies with data from lower organisms, we propose a model where age-dependent down-regulation of protein translation-related components contributes to extend human lifespan.
关于衰老生物学机制的数据大多来自横断面研究设计。这种设计的一个固有缺点是个体间差异可能掩盖虽小但具有生物学意义的年龄依赖性变化。连续抽样设计(在不同时间点对同一个体进行抽样)可以克服这个问题,但通常受到可用配对样本数量相对较少以及所使用统计方法的限制。为了克服这些限制,我们开发了一种新的基于向量的方法,称为三分量分析,该方法将时间距离、信号强度和方差整合到一个单一分数中用于基因排序,并与基因集富集分析相结合。我们在一个独特的基于年龄的人类皮肤成纤维细胞样本集上测试了我们的方法,并结合了全基因组转录、DNA甲基化和组蛋白甲基化(H3K4me3和H3K27me3)数据。重要的是,我们的方法现在首次能够证明编码参与翻译和核糖体功能的蛋白质的基因表达明显随年龄下降。通过与低等生物的数据进行类比,我们提出了一个模型,其中与蛋白质翻译相关成分的年龄依赖性下调有助于延长人类寿命。