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GAMIBHEAR: whole-genome haplotype reconstruction from Genome Architecture Mapping data

MOTIVATION: Genome Architecture Mapping (GAM) was recently introduced as a digestion- and ligation-free method to detect chromatin conformation. Orthogonal to existing approaches based on chromatin conformation capture (3C), GAM’s ability to capture both inter- and intra-chromosomal contacts from lo...

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Autores principales: Markowski, Julia, Kempfer, Rieke, Kukalev, Alexander, Irastorza-Azcarate, Ibai, Loof, Gesa, Kehr, Birte, Pombo, Ana, Rahmann, Sven, Schwarz, Roland F
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8504635/
https://www.ncbi.nlm.nih.gov/pubmed/33830196
http://dx.doi.org/10.1093/bioinformatics/btab238
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author Markowski, Julia
Kempfer, Rieke
Kukalev, Alexander
Irastorza-Azcarate, Ibai
Loof, Gesa
Kehr, Birte
Pombo, Ana
Rahmann, Sven
Schwarz, Roland F
author_facet Markowski, Julia
Kempfer, Rieke
Kukalev, Alexander
Irastorza-Azcarate, Ibai
Loof, Gesa
Kehr, Birte
Pombo, Ana
Rahmann, Sven
Schwarz, Roland F
author_sort Markowski, Julia
collection PubMed
description MOTIVATION: Genome Architecture Mapping (GAM) was recently introduced as a digestion- and ligation-free method to detect chromatin conformation. Orthogonal to existing approaches based on chromatin conformation capture (3C), GAM’s ability to capture both inter- and intra-chromosomal contacts from low amounts of input data makes it particularly well suited for allele-specific analyses in a clinical setting. Allele-specific analyses are powerful tools to investigate the effects of genetic variants on many cellular phenotypes including chromatin conformation, but require the haplotypes of the individuals under study to be known a priori. So far, however, no algorithm exists for haplotype reconstruction and phasing of genetic variants from GAM data, hindering the allele-specific analysis of chromatin contact points in non-model organisms or individuals with unknown haplotypes. RESULTS: We present GAMIBHEAR, a tool for accurate haplotype reconstruction from GAM data. GAMIBHEAR aggregates allelic co-observation frequencies from GAM data and employs a GAM-specific probabilistic model of haplotype capture to optimize phasing accuracy. Using a hybrid mouse embryonic stem cell line with known haplotype structure as a benchmark dataset, we assess correctness and completeness of the reconstructed haplotypes, and demonstrate the power of GAMIBHEAR to infer accurate genome-wide haplotypes from GAM data. AVAILABILITY AND IMPLEMENTATION: GAMIBHEAR is available as an R package under the open-source GPL-2 license at https://bitbucket.org/schwarzlab/gamibhear. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.
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spelling pubmed-85046352021-10-13 GAMIBHEAR: whole-genome haplotype reconstruction from Genome Architecture Mapping data Markowski, Julia Kempfer, Rieke Kukalev, Alexander Irastorza-Azcarate, Ibai Loof, Gesa Kehr, Birte Pombo, Ana Rahmann, Sven Schwarz, Roland F Bioinformatics Original Papers MOTIVATION: Genome Architecture Mapping (GAM) was recently introduced as a digestion- and ligation-free method to detect chromatin conformation. Orthogonal to existing approaches based on chromatin conformation capture (3C), GAM’s ability to capture both inter- and intra-chromosomal contacts from low amounts of input data makes it particularly well suited for allele-specific analyses in a clinical setting. Allele-specific analyses are powerful tools to investigate the effects of genetic variants on many cellular phenotypes including chromatin conformation, but require the haplotypes of the individuals under study to be known a priori. So far, however, no algorithm exists for haplotype reconstruction and phasing of genetic variants from GAM data, hindering the allele-specific analysis of chromatin contact points in non-model organisms or individuals with unknown haplotypes. RESULTS: We present GAMIBHEAR, a tool for accurate haplotype reconstruction from GAM data. GAMIBHEAR aggregates allelic co-observation frequencies from GAM data and employs a GAM-specific probabilistic model of haplotype capture to optimize phasing accuracy. Using a hybrid mouse embryonic stem cell line with known haplotype structure as a benchmark dataset, we assess correctness and completeness of the reconstructed haplotypes, and demonstrate the power of GAMIBHEAR to infer accurate genome-wide haplotypes from GAM data. AVAILABILITY AND IMPLEMENTATION: GAMIBHEAR is available as an R package under the open-source GPL-2 license at https://bitbucket.org/schwarzlab/gamibhear. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. Oxford University Press 2021-04-08 /pmc/articles/PMC8504635/ /pubmed/33830196 http://dx.doi.org/10.1093/bioinformatics/btab238 Text en © The Author(s) 2021. Published by Oxford University Press. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Papers
Markowski, Julia
Kempfer, Rieke
Kukalev, Alexander
Irastorza-Azcarate, Ibai
Loof, Gesa
Kehr, Birte
Pombo, Ana
Rahmann, Sven
Schwarz, Roland F
GAMIBHEAR: whole-genome haplotype reconstruction from Genome Architecture Mapping data
title GAMIBHEAR: whole-genome haplotype reconstruction from Genome Architecture Mapping data
title_full GAMIBHEAR: whole-genome haplotype reconstruction from Genome Architecture Mapping data
title_fullStr GAMIBHEAR: whole-genome haplotype reconstruction from Genome Architecture Mapping data
title_full_unstemmed GAMIBHEAR: whole-genome haplotype reconstruction from Genome Architecture Mapping data
title_short GAMIBHEAR: whole-genome haplotype reconstruction from Genome Architecture Mapping data
title_sort gamibhear: whole-genome haplotype reconstruction from genome architecture mapping data
topic Original Papers
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8504635/
https://www.ncbi.nlm.nih.gov/pubmed/33830196
http://dx.doi.org/10.1093/bioinformatics/btab238
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