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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&...

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Autores principales: Ochoa, Eguzkine, Zuber, Verena, Fernandez-Jimenez, Nora, Bilbao, Jose Ramon, Clark, Graeme R, Maher, Eamonn R, Bottolo, Leonardo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2019
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.
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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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