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Validation of a DNA methylation reference panel for the estimation of nucleated cells types in cord blood
Authors:Andres Cardenas  Catherine Allard  Myriam Doyon  E. Andres Houseman  Kelly M. Bakulski  Patrice Perron
Affiliation:1. Department of Population Medicine, Harvard Pilgrim Health Care Institute, Harvard Medical School, Boston, MA, USA;2. Centre de Recherche du Center Hospitalier Universitaire de Sherbrooke, Sherbrooke, Quebec, Canada;3. College of Public Health and Human Sciences, Oregon State University, Corvallis, OR, USA;4. Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA;5. Department of Medicine, Faculty of Medicine and Life Sciences, Université de Sherbrooke, Sherbrooke, Quebec, Canada
Abstract:Cord blood is widely used as surrogate tissue in epigenome-wide association studies of prenatal conditions. Cell type composition variation across samples can be an important confounder of epigenome-wide association studies in blood that constitute a mixture of cells. We evaluated a newly developed cord blood reference panel to impute cell type composition from DNA methylation levels, including nucleated red blood cells (nRBCs). We estimated cell type composition from 154 unique cord blood samples with available DNA methylation data as well as direct measurements of nucleated cell types. We observed high correlations between the estimated and measured composition for nRBCs (r = 0.92, R2 = 0.85), lymphocytes (r = 0.77, R2 = 0.58), and granulocytes (r = 0.72, R2 = 0.52), and a moderate correlation for monocytes (r = 0.51, R2 = 0.25) as well as relatively low root mean square errors from the residuals ranging from 1.4 to 5.4%. These results validate the use of the cord blood reference panel and highlight its utility and limitations for epidemiological studies.
Keywords:Cord blood  DNA methylation  EWAS  birth cohort  Illumina 450K  nucleated red blood cells  white blood cell composition
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