Cargando…

Identification of Lineage-Specific Cis-Regulatory Modules Associated with Variation in Transcription Factor Binding and Chromatin Activity Using Ornstein–Uhlenbeck Models

Scoring the impact of noncoding variation on the function of cis-regulatory regions, on their chromatin state, and on the qualitative and quantitative expression levels of target genes is a fundamental problem in evolutionary genomics. A particular challenge is how to model the divergence of quantit...

Descripción completa

Detalles Bibliográficos
Autores principales: Naval-Sánchez, Marina, Potier, Delphine, Hulselmans, Gert, Christiaens, Valerie, Aerts, Stein
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4540964/
https://www.ncbi.nlm.nih.gov/pubmed/25944915
http://dx.doi.org/10.1093/molbev/msv107
_version_ 1782386311562264576
author Naval-Sánchez, Marina
Potier, Delphine
Hulselmans, Gert
Christiaens, Valerie
Aerts, Stein
author_facet Naval-Sánchez, Marina
Potier, Delphine
Hulselmans, Gert
Christiaens, Valerie
Aerts, Stein
author_sort Naval-Sánchez, Marina
collection PubMed
description Scoring the impact of noncoding variation on the function of cis-regulatory regions, on their chromatin state, and on the qualitative and quantitative expression levels of target genes is a fundamental problem in evolutionary genomics. A particular challenge is how to model the divergence of quantitative traits and to identify relationships between the changes across the different levels of the genome, the chromatin activity landscape, and the transcriptome. Here, we examine the use of the Ornstein–Uhlenbeck (OU) model to infer selection at the level of predicted cis-regulatory modules (CRMs), and link these with changes in transcription factor binding and chromatin activity. Using publicly available cross-species ChIP-Seq and STARR-Seq data we show how OU can be applied genome-wide to identify candidate transcription factors for which binding site and CRM turnover is correlated with changes in regulatory activity. Next, we profile open chromatin in the developing eye across three Drosophila species. We identify the recognition motifs of the chromatin remodelers, Trithorax-like and Grainyhead as mostly correlating with species-specific changes in open chromatin. In conclusion, we show in this study that CRM scores can be used as quantitative traits and that motif discovery approaches can be extended towards more complex models of divergence.
format Online
Article
Text
id pubmed-4540964
institution National Center for Biotechnology Information
language English
publishDate 2015
publisher Oxford University Press
record_format MEDLINE/PubMed
spelling pubmed-45409642015-08-20 Identification of Lineage-Specific Cis-Regulatory Modules Associated with Variation in Transcription Factor Binding and Chromatin Activity Using Ornstein–Uhlenbeck Models Naval-Sánchez, Marina Potier, Delphine Hulselmans, Gert Christiaens, Valerie Aerts, Stein Mol Biol Evol Methods Scoring the impact of noncoding variation on the function of cis-regulatory regions, on their chromatin state, and on the qualitative and quantitative expression levels of target genes is a fundamental problem in evolutionary genomics. A particular challenge is how to model the divergence of quantitative traits and to identify relationships between the changes across the different levels of the genome, the chromatin activity landscape, and the transcriptome. Here, we examine the use of the Ornstein–Uhlenbeck (OU) model to infer selection at the level of predicted cis-regulatory modules (CRMs), and link these with changes in transcription factor binding and chromatin activity. Using publicly available cross-species ChIP-Seq and STARR-Seq data we show how OU can be applied genome-wide to identify candidate transcription factors for which binding site and CRM turnover is correlated with changes in regulatory activity. Next, we profile open chromatin in the developing eye across three Drosophila species. We identify the recognition motifs of the chromatin remodelers, Trithorax-like and Grainyhead as mostly correlating with species-specific changes in open chromatin. In conclusion, we show in this study that CRM scores can be used as quantitative traits and that motif discovery approaches can be extended towards more complex models of divergence. Oxford University Press 2015-09 2015-05-04 /pmc/articles/PMC4540964/ /pubmed/25944915 http://dx.doi.org/10.1093/molbev/msv107 Text en © The Author 2015. Published by Oxford University Press on behalf of the Society for Molecular Biology and Evolution. 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
Naval-Sánchez, Marina
Potier, Delphine
Hulselmans, Gert
Christiaens, Valerie
Aerts, Stein
Identification of Lineage-Specific Cis-Regulatory Modules Associated with Variation in Transcription Factor Binding and Chromatin Activity Using Ornstein–Uhlenbeck Models
title Identification of Lineage-Specific Cis-Regulatory Modules Associated with Variation in Transcription Factor Binding and Chromatin Activity Using Ornstein–Uhlenbeck Models
title_full Identification of Lineage-Specific Cis-Regulatory Modules Associated with Variation in Transcription Factor Binding and Chromatin Activity Using Ornstein–Uhlenbeck Models
title_fullStr Identification of Lineage-Specific Cis-Regulatory Modules Associated with Variation in Transcription Factor Binding and Chromatin Activity Using Ornstein–Uhlenbeck Models
title_full_unstemmed Identification of Lineage-Specific Cis-Regulatory Modules Associated with Variation in Transcription Factor Binding and Chromatin Activity Using Ornstein–Uhlenbeck Models
title_short Identification of Lineage-Specific Cis-Regulatory Modules Associated with Variation in Transcription Factor Binding and Chromatin Activity Using Ornstein–Uhlenbeck Models
title_sort identification of lineage-specific cis-regulatory modules associated with variation in transcription factor binding and chromatin activity using ornstein–uhlenbeck models
topic Methods
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4540964/
https://www.ncbi.nlm.nih.gov/pubmed/25944915
http://dx.doi.org/10.1093/molbev/msv107
work_keys_str_mv AT navalsanchezmarina identificationoflineagespecificcisregulatorymodulesassociatedwithvariationintranscriptionfactorbindingandchromatinactivityusingornsteinuhlenbeckmodels
AT potierdelphine identificationoflineagespecificcisregulatorymodulesassociatedwithvariationintranscriptionfactorbindingandchromatinactivityusingornsteinuhlenbeckmodels
AT hulselmansgert identificationoflineagespecificcisregulatorymodulesassociatedwithvariationintranscriptionfactorbindingandchromatinactivityusingornsteinuhlenbeckmodels
AT christiaensvalerie identificationoflineagespecificcisregulatorymodulesassociatedwithvariationintranscriptionfactorbindingandchromatinactivityusingornsteinuhlenbeckmodels
AT aertsstein identificationoflineagespecificcisregulatorymodulesassociatedwithvariationintranscriptionfactorbindingandchromatinactivityusingornsteinuhlenbeckmodels