Yousefi Paul, Huen Karen, Quach Hong, Motwani Girish, Hubbard Alan, Eskenazi Brenda, Holland Nina
School of Public Health, University of California, Berkeley, California.
Environ Mol Mutagen. 2015 Dec;56(9):751-8. doi: 10.1002/em.21966. Epub 2015 Aug 31.
Confounding by cellular heterogeneity has become a major concern for epigenome-wide association studies (EWAS) in peripheral blood samples from population and clinical studies. Adjusting for white blood cell percentage estimates produced by the minfi implementation of the Houseman algorithm (minfi) during statistical analysis is now an established method to account for this bias in adults. However, minfi has not been benchmarked against white blood cell counts in children that may differ substantially from the reference dataset used in its estimation. We compared estimates of white blood cell type percentages produced by two methods, minfi and differential cell count (DCC), in a birth cohort at two time points (birth and 12 years of age). We found that both minfi and DCC had similar trends as children aged, and neither count method differed by sex among newborns (P > 0.10). However, minfi estimates did not correlate well with DCC in samples from newborns (ρ = -0.05 for granulocytes; ρ = -0.03 for lymphocytes). In older children, correlation improved substantially (ρ = 0.77 for granulocytes; ρ = 0.75 for lymphocytes), likely due to increasing similarity with minfi's adult reference data as children aged. Our findings suggest that the minfi method may provide suitable estimates of white blood cell composition for samples from adults and older children, but may not currently be appropriate for EWAS involving newborns or young children.
细胞异质性导致的混杂效应已成为人群和临床研究外周血样本中全基因组关联研究(EWAS)的主要关注点。在统计分析过程中,通过Houseman算法(minfi)的minfi实现方式对白细胞百分比估计值进行调整,现已成为一种用于校正成人中这种偏差的既定方法。然而,minfi尚未与儿童的白细胞计数进行基准比较,儿童的白细胞计数可能与minfi估计中使用的参考数据集有很大差异。我们比较了在一个出生队列的两个时间点(出生时和12岁时),由minfi和差异细胞计数(DCC)这两种方法得出的白细胞类型百分比估计值。我们发现,随着儿童年龄增长,minfi和DCC都呈现出相似的趋势,并且在新生儿中,两种计数方法在性别上没有差异(P>0.10)。然而,在新生儿样本中,minfi估计值与DCC的相关性不佳(粒细胞的ρ=-0.05;淋巴细胞的ρ=-0.03)。在年龄较大的儿童中,相关性显著提高(粒细胞的ρ=0.77;淋巴细胞的ρ=0.75),这可能是由于随着儿童年龄增长,与minfi的成人参考数据的相似性增加。我们的研究结果表明,minfi方法可能为成人和年龄较大儿童的样本提供合适的白细胞组成估计值,但目前可能不适用于涉及新生儿或幼儿的EWAS。