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Impact of short-read sequencing on the misassembly of a plant genome
BACKGROUND: Availability of plant genome sequences has led to significant advances. However, with few exceptions, the great majority of existing genome assemblies are derived from short read sequencing technologies with highly uneven read coverages indicative of sequencing and assembly issues that c...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7852129/ https://www.ncbi.nlm.nih.gov/pubmed/33530937 http://dx.doi.org/10.1186/s12864-021-07397-5 |
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author | Wang, Peipei Meng, Fanrui Moore, Bethany M. Shiu, Shin-Han |
author_facet | Wang, Peipei Meng, Fanrui Moore, Bethany M. Shiu, Shin-Han |
author_sort | Wang, Peipei |
collection | PubMed |
description | BACKGROUND: Availability of plant genome sequences has led to significant advances. However, with few exceptions, the great majority of existing genome assemblies are derived from short read sequencing technologies with highly uneven read coverages indicative of sequencing and assembly issues that could significantly impact any downstream analysis of plant genomes. In tomato for example, 0.6% (5.1 Mb) and 9.7% (79.6 Mb) of short-read based assembly had significantly higher and lower coverage compared to background, respectively. RESULTS: To understand what the causes may be for such uneven coverage, we first established machine learning models capable of predicting genomic regions with variable coverages and found that high coverage regions tend to have higher simple sequence repeat and tandem gene densities compared to background regions. To determine if the high coverage regions were misassembled, we examined a recently available tomato long-read based assembly and found that 27.8% (1.41 Mb) of high coverage regions were potentially misassembled of duplicate sequences, compared to 1.4% in background regions. In addition, using a predictive model that can distinguish correctly and incorrectly assembled high coverage regions, we found that misassembled, high coverage regions tend to be flanked by simple sequence repeats, pseudogenes, and transposon elements. CONCLUSIONS: Our study provides insights on the causes of variable coverage regions and a quantitative assessment of factors contributing to plant genome misassembly when using short reads and the generality of these causes and factors should be tested further in other species. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12864-021-07397-5. |
format | Online Article Text |
id | pubmed-7852129 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-78521292021-02-03 Impact of short-read sequencing on the misassembly of a plant genome Wang, Peipei Meng, Fanrui Moore, Bethany M. Shiu, Shin-Han BMC Genomics Research Article BACKGROUND: Availability of plant genome sequences has led to significant advances. However, with few exceptions, the great majority of existing genome assemblies are derived from short read sequencing technologies with highly uneven read coverages indicative of sequencing and assembly issues that could significantly impact any downstream analysis of plant genomes. In tomato for example, 0.6% (5.1 Mb) and 9.7% (79.6 Mb) of short-read based assembly had significantly higher and lower coverage compared to background, respectively. RESULTS: To understand what the causes may be for such uneven coverage, we first established machine learning models capable of predicting genomic regions with variable coverages and found that high coverage regions tend to have higher simple sequence repeat and tandem gene densities compared to background regions. To determine if the high coverage regions were misassembled, we examined a recently available tomato long-read based assembly and found that 27.8% (1.41 Mb) of high coverage regions were potentially misassembled of duplicate sequences, compared to 1.4% in background regions. In addition, using a predictive model that can distinguish correctly and incorrectly assembled high coverage regions, we found that misassembled, high coverage regions tend to be flanked by simple sequence repeats, pseudogenes, and transposon elements. CONCLUSIONS: Our study provides insights on the causes of variable coverage regions and a quantitative assessment of factors contributing to plant genome misassembly when using short reads and the generality of these causes and factors should be tested further in other species. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12864-021-07397-5. BioMed Central 2021-02-02 /pmc/articles/PMC7852129/ /pubmed/33530937 http://dx.doi.org/10.1186/s12864-021-07397-5 Text en © The Author(s) 2021 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/. The Creative Commons Public Domain Dedication waiver (http://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 | Research Article Wang, Peipei Meng, Fanrui Moore, Bethany M. Shiu, Shin-Han Impact of short-read sequencing on the misassembly of a plant genome |
title | Impact of short-read sequencing on the misassembly of a plant genome |
title_full | Impact of short-read sequencing on the misassembly of a plant genome |
title_fullStr | Impact of short-read sequencing on the misassembly of a plant genome |
title_full_unstemmed | Impact of short-read sequencing on the misassembly of a plant genome |
title_short | Impact of short-read sequencing on the misassembly of a plant genome |
title_sort | impact of short-read sequencing on the misassembly of a plant genome |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7852129/ https://www.ncbi.nlm.nih.gov/pubmed/33530937 http://dx.doi.org/10.1186/s12864-021-07397-5 |
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