Department of Twin Research and Genetic Epidemiology, King's College London, St Thomas' Campus, SE1 7EH London, UK.
Department of Genetic Medicine and Development, University of Geneva Medical School, 1211 Geneva, Switzerland.
Hum Mol Genet. 2018 Feb 15;27(4):732-741. doi: 10.1093/hmg/ddx424.
Changes in the mean and variance of gene expression with age have consequences for healthy aging and disease development. Age-dependent changes in phenotypic variance have been associated with a decline in regulatory functions leading to increase in disease risk. Here, we investigate age-related mean and variance changes in gene expression measured by RNA-seq of fat, skin, whole blood and derived lymphoblastoid cell lines (LCLs) expression from 855 adult female twins. We see evidence of up to 60% of age effects on transcription levels shared across tissues, and 47% of those on splicing. Using gene expression variance and discordance between genetically identical MZ twin pairs, we identify 137 genes with age-related changes in variance and 42 genes with age-related discordance between co-twins; implying the latter are driven by environmental effects. We identify four eQTLs whose effect on expression is age-dependent (FDR 5%). Combined, these results show a complicated mix of environmental and genetically driven changes in expression with age. Using the twin structure in our data, we show that additive genetic effects explain considerably more of the variance in gene expression than aging, but less that other environmental factors, potentially explaining why reliable expression-derived biomarkers for healthy-aging have proved elusive compared with those derived from methylation.
基因表达的均值和方差随年龄的变化对健康衰老和疾病发展有影响。表型方差随年龄的变化与调节功能的下降有关,从而增加了疾病风险。在这里,我们研究了 855 名成年女性双胞胎的脂肪、皮肤、全血和衍生的淋巴母细胞系 (LCL) 的 RNA-seq 测量的基因表达的年龄相关的均值和方差变化。我们发现,多达 60%的转录水平与组织相关的年龄效应是共享的,其中 47%的转录水平与剪接相关。利用基因表达的方差和遗传上相同的 MZ 双胞胎之间的不一致性,我们确定了 137 个具有年龄相关性方差变化的基因和 42 个具有年龄相关性同卵双胞胎之间不一致性的基因;这意味着后者是由环境因素驱动的。我们确定了四个与年龄相关的 eQTL,其对表达的影响是年龄依赖性的(FDR 5%)。综合这些结果表明,表达随年龄的变化是环境和遗传驱动的复杂混合。利用我们数据中的双胞胎结构,我们表明,加性遗传效应解释了基因表达方差的很大一部分,而不是衰老,但比其他环境因素解释的要少,这可能解释了为什么与来自甲基化的相比,可靠的基于表达的健康衰老生物标志物一直难以捉摸。