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MethylCal: Bayesian calibration of methylation levels
Bisulfite amplicon sequencing has become the primary choice for single-base methylation quantification of multiple targets in parallel. The main limitation of this technology is a preferential amplification of an allele and strand in the PCR due to methylation state. This effect, known as ‘PCR bias&...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6698668/ https://www.ncbi.nlm.nih.gov/pubmed/31049595 http://dx.doi.org/10.1093/nar/gkz325 |
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author | Ochoa, Eguzkine Zuber, Verena Fernandez-Jimenez, Nora Bilbao, Jose Ramon Clark, Graeme R Maher, Eamonn R Bottolo, Leonardo |
author_facet | Ochoa, Eguzkine Zuber, Verena Fernandez-Jimenez, Nora Bilbao, Jose Ramon Clark, Graeme R Maher, Eamonn R Bottolo, Leonardo |
author_sort | Ochoa, Eguzkine |
collection | PubMed |
description | Bisulfite amplicon sequencing has become the primary choice for single-base methylation quantification of multiple targets in parallel. The main limitation of this technology is a preferential amplification of an allele and strand in the PCR due to methylation state. This effect, known as ‘PCR bias', causes inaccurate estimation of the methylation levels and calibration methods based on standard controls have been proposed to correct for it. Here, we present a Bayesian calibration tool, MethylCal, which can analyse jointly all CpGs within a CpG island (CGI) or a Differentially Methylated Region (DMR), avoiding ‘one-at-a-time' CpG calibration. This enables more precise modeling of the methylation levels observed in the standard controls. It also provides accurate predictions of the methylation levels not considered in the controlled experiment, a feature that is paramount in the derivation of the corrected methylation degree. We tested the proposed method on eight independent assays (two CpG islands and six imprinting DMRs) and demonstrated its benefits, including the ability to detect outliers. We also evaluated MethylCal’s calibration in two practical cases, a clinical diagnostic test on 18 patients potentially affected by Beckwith–Wiedemann syndrome, and 17 individuals with celiac disease. The calibration of the methylation levels obtained by MethylCal allows a clearer identification of patients undergoing loss or gain of methylation in borderline cases and could influence further clinical or treatment decisions. |
format | Online Article Text |
id | pubmed-6698668 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-66986682019-08-22 MethylCal: Bayesian calibration of methylation levels Ochoa, Eguzkine Zuber, Verena Fernandez-Jimenez, Nora Bilbao, Jose Ramon Clark, Graeme R Maher, Eamonn R Bottolo, Leonardo Nucleic Acids Res Methods Online Bisulfite amplicon sequencing has become the primary choice for single-base methylation quantification of multiple targets in parallel. The main limitation of this technology is a preferential amplification of an allele and strand in the PCR due to methylation state. This effect, known as ‘PCR bias', causes inaccurate estimation of the methylation levels and calibration methods based on standard controls have been proposed to correct for it. Here, we present a Bayesian calibration tool, MethylCal, which can analyse jointly all CpGs within a CpG island (CGI) or a Differentially Methylated Region (DMR), avoiding ‘one-at-a-time' CpG calibration. This enables more precise modeling of the methylation levels observed in the standard controls. It also provides accurate predictions of the methylation levels not considered in the controlled experiment, a feature that is paramount in the derivation of the corrected methylation degree. We tested the proposed method on eight independent assays (two CpG islands and six imprinting DMRs) and demonstrated its benefits, including the ability to detect outliers. We also evaluated MethylCal’s calibration in two practical cases, a clinical diagnostic test on 18 patients potentially affected by Beckwith–Wiedemann syndrome, and 17 individuals with celiac disease. The calibration of the methylation levels obtained by MethylCal allows a clearer identification of patients undergoing loss or gain of methylation in borderline cases and could influence further clinical or treatment decisions. Oxford University Press 2019-08-22 2019-05-03 /pmc/articles/PMC6698668/ /pubmed/31049595 http://dx.doi.org/10.1093/nar/gkz325 Text en © The Author(s) 2019. Published by Oxford University Press on behalf of Nucleic Acids Research. http://creativecommons.org/licenses/by/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Methods Online Ochoa, Eguzkine Zuber, Verena Fernandez-Jimenez, Nora Bilbao, Jose Ramon Clark, Graeme R Maher, Eamonn R Bottolo, Leonardo MethylCal: Bayesian calibration of methylation levels |
title | MethylCal: Bayesian calibration of methylation levels |
title_full | MethylCal: Bayesian calibration of methylation levels |
title_fullStr | MethylCal: Bayesian calibration of methylation levels |
title_full_unstemmed | MethylCal: Bayesian calibration of methylation levels |
title_short | MethylCal: Bayesian calibration of methylation levels |
title_sort | methylcal: bayesian calibration of methylation levels |
topic | Methods Online |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6698668/ https://www.ncbi.nlm.nih.gov/pubmed/31049595 http://dx.doi.org/10.1093/nar/gkz325 |
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