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Validation of a DNA methylation reference panel for the estimation of nucleated cells types in cord blood

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...

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Autores principales: Cardenas, Andres, Allard, Catherine, Doyon, Myriam, Houseman, E. Andres, Bakulski, Kelly M., Perron, Patrice, Bouchard, Luigi, Hivert, Marie-France
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Taylor & Francis 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5221601/
https://www.ncbi.nlm.nih.gov/pubmed/27668573
http://dx.doi.org/10.1080/15592294.2016.1233091
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author Cardenas, Andres
Allard, Catherine
Doyon, Myriam
Houseman, E. Andres
Bakulski, Kelly M.
Perron, Patrice
Bouchard, Luigi
Hivert, Marie-France
author_facet Cardenas, Andres
Allard, Catherine
Doyon, Myriam
Houseman, E. Andres
Bakulski, Kelly M.
Perron, Patrice
Bouchard, Luigi
Hivert, Marie-France
author_sort Cardenas, Andres
collection PubMed
description 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, R(2) = 0.85), lymphocytes (r = 0.77, R(2) = 0.58), and granulocytes (r = 0.72, R(2) = 0.52), and a moderate correlation for monocytes (r = 0.51, R(2) = 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.
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spelling pubmed-52216012017-01-15 Validation of a DNA methylation reference panel for the estimation of nucleated cells types in cord blood Cardenas, Andres Allard, Catherine Doyon, Myriam Houseman, E. Andres Bakulski, Kelly M. Perron, Patrice Bouchard, Luigi Hivert, Marie-France Epigenetics Brief Report 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, R(2) = 0.85), lymphocytes (r = 0.77, R(2) = 0.58), and granulocytes (r = 0.72, R(2) = 0.52), and a moderate correlation for monocytes (r = 0.51, R(2) = 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. Taylor & Francis 2016-09-26 /pmc/articles/PMC5221601/ /pubmed/27668573 http://dx.doi.org/10.1080/15592294.2016.1233091 Text en © 2016 The Author(s). Published with license by Taylor & Francis Group, LLC http://creativecommons.org/licenses/by-nc/3.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution-Non-Commercial License (http://creativecommons.org/licenses/by-nc/3.0/), which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited. The moral rights of the named author(s) have been asserted.
spellingShingle Brief Report
Cardenas, Andres
Allard, Catherine
Doyon, Myriam
Houseman, E. Andres
Bakulski, Kelly M.
Perron, Patrice
Bouchard, Luigi
Hivert, Marie-France
Validation of a DNA methylation reference panel for the estimation of nucleated cells types in cord blood
title Validation of a DNA methylation reference panel for the estimation of nucleated cells types in cord blood
title_full Validation of a DNA methylation reference panel for the estimation of nucleated cells types in cord blood
title_fullStr Validation of a DNA methylation reference panel for the estimation of nucleated cells types in cord blood
title_full_unstemmed Validation of a DNA methylation reference panel for the estimation of nucleated cells types in cord blood
title_short Validation of a DNA methylation reference panel for the estimation of nucleated cells types in cord blood
title_sort validation of a dna methylation reference panel for the estimation of nucleated cells types in cord blood
topic Brief Report
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5221601/
https://www.ncbi.nlm.nih.gov/pubmed/27668573
http://dx.doi.org/10.1080/15592294.2016.1233091
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