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BiFET: sequencing Bias-free transcription factor Footprint Enrichment Test

Transcription factor (TF) footprinting uncovers putative protein–DNA binding via combined analyses of chromatin accessibility patterns and their underlying TF sequence motifs. TF footprints are frequently used to identify TFs that regulate activities of cell/condition-specific genomic regions (targe...

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Autores principales: Youn, Ahrim, Marquez, Eladio J, Lawlor, Nathan, Stitzel, Michael L, Ucar, Duygu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6344870/
https://www.ncbi.nlm.nih.gov/pubmed/30428075
http://dx.doi.org/10.1093/nar/gky1117
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author Youn, Ahrim
Marquez, Eladio J
Lawlor, Nathan
Stitzel, Michael L
Ucar, Duygu
author_facet Youn, Ahrim
Marquez, Eladio J
Lawlor, Nathan
Stitzel, Michael L
Ucar, Duygu
author_sort Youn, Ahrim
collection PubMed
description Transcription factor (TF) footprinting uncovers putative protein–DNA binding via combined analyses of chromatin accessibility patterns and their underlying TF sequence motifs. TF footprints are frequently used to identify TFs that regulate activities of cell/condition-specific genomic regions (target loci) in comparison to control regions (background loci) using standard enrichment tests. However, there is a strong association between the chromatin accessibility level and the GC content of a locus and the number and types of TF footprints that can be detected at this site. Traditional enrichment tests (e.g. hypergeometric) do not account for this bias and inflate false positive associations. Therefore, we developed a novel post-processing method, Bias-free Footprint Enrichment Test (BiFET), that corrects for the biases arising from the differences in chromatin accessibility levels and GC contents between target and background loci in footprint enrichment analyses. We applied BiFET on TF footprint calls obtained from EndoC-βH1 ATAC-seq samples using three different algorithms (CENTIPEDE, HINT-BC and PIQ) and showed BiFET’s ability to increase power and reduce false positive rate when compared to hypergeometric test. Furthermore, we used BiFET to study TF footprints from human PBMC and pancreatic islet ATAC-seq samples to show its utility to identify putative TFs associated with cell-type-specific loci.
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spelling pubmed-63448702019-01-29 BiFET: sequencing Bias-free transcription factor Footprint Enrichment Test Youn, Ahrim Marquez, Eladio J Lawlor, Nathan Stitzel, Michael L Ucar, Duygu Nucleic Acids Res Methods Online Transcription factor (TF) footprinting uncovers putative protein–DNA binding via combined analyses of chromatin accessibility patterns and their underlying TF sequence motifs. TF footprints are frequently used to identify TFs that regulate activities of cell/condition-specific genomic regions (target loci) in comparison to control regions (background loci) using standard enrichment tests. However, there is a strong association between the chromatin accessibility level and the GC content of a locus and the number and types of TF footprints that can be detected at this site. Traditional enrichment tests (e.g. hypergeometric) do not account for this bias and inflate false positive associations. Therefore, we developed a novel post-processing method, Bias-free Footprint Enrichment Test (BiFET), that corrects for the biases arising from the differences in chromatin accessibility levels and GC contents between target and background loci in footprint enrichment analyses. We applied BiFET on TF footprint calls obtained from EndoC-βH1 ATAC-seq samples using three different algorithms (CENTIPEDE, HINT-BC and PIQ) and showed BiFET’s ability to increase power and reduce false positive rate when compared to hypergeometric test. Furthermore, we used BiFET to study TF footprints from human PBMC and pancreatic islet ATAC-seq samples to show its utility to identify putative TFs associated with cell-type-specific loci. Oxford University Press 2019-01-25 2018-11-14 /pmc/articles/PMC6344870/ /pubmed/30428075 http://dx.doi.org/10.1093/nar/gky1117 Text en © The Author(s) 2018. Published by Oxford University Press on behalf of Nucleic Acids Research. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Methods Online
Youn, Ahrim
Marquez, Eladio J
Lawlor, Nathan
Stitzel, Michael L
Ucar, Duygu
BiFET: sequencing Bias-free transcription factor Footprint Enrichment Test
title BiFET: sequencing Bias-free transcription factor Footprint Enrichment Test
title_full BiFET: sequencing Bias-free transcription factor Footprint Enrichment Test
title_fullStr BiFET: sequencing Bias-free transcription factor Footprint Enrichment Test
title_full_unstemmed BiFET: sequencing Bias-free transcription factor Footprint Enrichment Test
title_short BiFET: sequencing Bias-free transcription factor Footprint Enrichment Test
title_sort bifet: sequencing bias-free transcription factor footprint enrichment test
topic Methods Online
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6344870/
https://www.ncbi.nlm.nih.gov/pubmed/30428075
http://dx.doi.org/10.1093/nar/gky1117
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