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CpG-set association assessment of lipid concentration changes and DNA methylation

机译:CpG-set关联评估脂质浓度变化和DNA甲基化

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Epigenome association studies that test a large number of methylation sites suffer from stringent multiple-testing corrections. This study’s goals were to investigate region-based associations between DNA methylation sites and lipid-level changes in response to the treatment with fenofibrate in the GAW20 data and to investigate whether improvements in power could be obtained by taking into account correlations between DNA methylation at neighboring cytosine-phosphate-guanine (CpG) sites. To this end, we applied both a recently developed block-based data-dimension-reduction approach and a region-based variance-component (VC) linear mixed model to GAW20 data. We compared analyses of unrelated individuals with familial data. The region-based VC approach using unrelated (independent) individuals identified the gene LGALS9C as significantly associated with changes in triglycerides. However, univariate tests of individual CpG sites yielded no valid statistically significant results.
机译:测试大量甲基化位点的表观基因组关联研究受到严格的多次测试校正的影响。这项研究的目的是研究GAW20数据中非诺贝特治疗对DNA甲基化位点与脂质水平变化之间基于区域的关联,并研究是否可以通过考虑相邻DNA甲基化之间的相关性来获得功率改善胞嘧啶-磷酸-鸟嘌呤(CpG)位点。为此,我们将最新开发的基于块的数据量约简方法和基于区域的方差分量(VC)线性混合模型都应用于GAW20数据。我们比较了与家族数据无关的个体的分析。使用不相关(独立)个体的基于区域的VC方法将基因LGALS9C鉴定为与甘油三酸酯的变化显着相关。但是,单个CpG位点的单变量测试未产生有效的统计学显着性结果。

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