Science for Life Laboratory, Department of Immunology Genetics and Pathology, Uppsala University, 751 08 Uppsala, Sweden.
Hum Mol Genet. 2018 Mar 1;27(5):799-810. doi: 10.1093/hmg/ddx441.
Most genetic studies identify genetic variants associated with disease risk or with the mean value of a quantitative trait. More rarely, genetic variants associated with variance heterogeneity are considered. In this study, we have identified such variance single-nucleotide polymorphisms (vSNPs) and examined if these represent biological gene × gene or gene × environment interactions or statistical artifacts caused by multiple linked genetic variants influencing the same phenotype. We have performed a genome-wide study, to identify vSNPs associated with variance heterogeneity in DNA methylation levels. Genotype data from over 10 million single-nucleotide polymorphisms (SNPs), and DNA methylation levels at over 430 000 CpG sites, were analyzed in 729 individuals. We identified vSNPs for 7195 CpG sites (P < 9.4 × 10-11). This is a relatively low number compared to 52 335 CpG sites for which SNPs were associated with mean DNA methylation levels. We further showed that variance heterogeneity between genotypes mainly represents additional, often rare, SNPs in linkage disequilibrium (LD) with the respective vSNP and for some vSNPs, multiple low frequency variants co-segregating with one of the vSNP alleles. Therefore, our results suggest that variance heterogeneity of DNA methylation mainly represents phenotypic effects by multiple SNPs, rather than biological interactions. Such effects may also be important for interpreting variance heterogeneity of more complex clinical phenotypes.
大多数遗传研究都确定了与疾病风险或定量特征平均值相关的遗传变异。很少有研究考虑与方差异质性相关的遗传变异。在这项研究中,我们确定了这些方差单核苷酸多态性(vSNP),并研究了这些 SNP 是否代表生物学上的基因×基因或基因×环境相互作用,或是否代表由多个影响相同表型的连锁遗传变异引起的统计假象。我们进行了一项全基因组研究,以鉴定与 DNA 甲基化水平方差异质性相关的 vSNP。在 729 个人中分析了超过 1000 万个单核苷酸多态性(SNP)的基因型数据和超过 430000 个 CpG 位点的 DNA 甲基化水平。我们确定了 7195 个 CpG 位点的 vSNP(P<9.4×10-11)。与 SNP 与平均 DNA 甲基化水平相关的 52335 个 CpG 位点相比,这是一个相对较低的数字。我们进一步表明,基因型之间的方差异质性主要代表与各自 vSNP 处于连锁不平衡(LD)的额外、通常是罕见的 SNP,并且对于一些 vSNP,多个低频变异与 vSNP 等位基因之一共同分离。因此,我们的结果表明,DNA 甲基化的方差异质性主要代表多个 SNP 的表型效应,而不是生物学相互作用。这些效应对于解释更复杂的临床表型的方差异质性也可能很重要。