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Bacon: a comprehensive computational benchmarking framework for evaluating targeted chromatin conformation capture-specific methodologies
Chromatin conformation capture (3C)-based technologies have enabled the accurate detection of topological genomic interactions, and the adoption of ChIP techniques to 3C-based protocols makes it possible to identify long-range interactions. To analyze these large and complex datasets, computational...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8780810/ https://www.ncbi.nlm.nih.gov/pubmed/35063001 http://dx.doi.org/10.1186/s13059-021-02597-4 |
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author | Tang, Li Hill, Matthew C. Ellinor, Patrick T. Li, Min |
author_facet | Tang, Li Hill, Matthew C. Ellinor, Patrick T. Li, Min |
author_sort | Tang, Li |
collection | PubMed |
description | Chromatin conformation capture (3C)-based technologies have enabled the accurate detection of topological genomic interactions, and the adoption of ChIP techniques to 3C-based protocols makes it possible to identify long-range interactions. To analyze these large and complex datasets, computational methods are undergoing rapid and expansive evolution. Thus, a thorough evaluation of these analytical pipelines is necessary to identify which commonly used algorithms and processing pipelines need to be improved. Here we present a comprehensive benchmark framework, Bacon, to evaluate the performance of several computational methods. Finally, we provide practical recommendations for users working with HiChIP and/or ChIA-PET analyses. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13059-021-02597-4. |
format | Online Article Text |
id | pubmed-8780810 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-87808102022-01-21 Bacon: a comprehensive computational benchmarking framework for evaluating targeted chromatin conformation capture-specific methodologies Tang, Li Hill, Matthew C. Ellinor, Patrick T. Li, Min Genome Biol Method Chromatin conformation capture (3C)-based technologies have enabled the accurate detection of topological genomic interactions, and the adoption of ChIP techniques to 3C-based protocols makes it possible to identify long-range interactions. To analyze these large and complex datasets, computational methods are undergoing rapid and expansive evolution. Thus, a thorough evaluation of these analytical pipelines is necessary to identify which commonly used algorithms and processing pipelines need to be improved. Here we present a comprehensive benchmark framework, Bacon, to evaluate the performance of several computational methods. Finally, we provide practical recommendations for users working with HiChIP and/or ChIA-PET analyses. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13059-021-02597-4. BioMed Central 2022-01-21 /pmc/articles/PMC8780810/ /pubmed/35063001 http://dx.doi.org/10.1186/s13059-021-02597-4 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Method Tang, Li Hill, Matthew C. Ellinor, Patrick T. Li, Min Bacon: a comprehensive computational benchmarking framework for evaluating targeted chromatin conformation capture-specific methodologies |
title | Bacon: a comprehensive computational benchmarking framework for evaluating targeted chromatin conformation capture-specific methodologies |
title_full | Bacon: a comprehensive computational benchmarking framework for evaluating targeted chromatin conformation capture-specific methodologies |
title_fullStr | Bacon: a comprehensive computational benchmarking framework for evaluating targeted chromatin conformation capture-specific methodologies |
title_full_unstemmed | Bacon: a comprehensive computational benchmarking framework for evaluating targeted chromatin conformation capture-specific methodologies |
title_short | Bacon: a comprehensive computational benchmarking framework for evaluating targeted chromatin conformation capture-specific methodologies |
title_sort | bacon: a comprehensive computational benchmarking framework for evaluating targeted chromatin conformation capture-specific methodologies |
topic | Method |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8780810/ https://www.ncbi.nlm.nih.gov/pubmed/35063001 http://dx.doi.org/10.1186/s13059-021-02597-4 |
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