Cargando…
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...
Autores principales: | , , , , , , , |
---|---|
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 |
_version_ | 1782492850042175488 |
---|---|
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. |
format | Online Article Text |
id | pubmed-5221601 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Taylor & Francis |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT cardenasandres validationofadnamethylationreferencepanelfortheestimationofnucleatedcellstypesincordblood AT allardcatherine validationofadnamethylationreferencepanelfortheestimationofnucleatedcellstypesincordblood AT doyonmyriam validationofadnamethylationreferencepanelfortheestimationofnucleatedcellstypesincordblood AT housemaneandres validationofadnamethylationreferencepanelfortheestimationofnucleatedcellstypesincordblood AT bakulskikellym validationofadnamethylationreferencepanelfortheestimationofnucleatedcellstypesincordblood AT perronpatrice validationofadnamethylationreferencepanelfortheestimationofnucleatedcellstypesincordblood AT bouchardluigi validationofadnamethylationreferencepanelfortheestimationofnucleatedcellstypesincordblood AT hivertmariefrance validationofadnamethylationreferencepanelfortheestimationofnucleatedcellstypesincordblood |