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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...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2021
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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. |
format | Online Article Text |
id | pubmed-8504635 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
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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