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Pseudoalignment tools as an efficient alternative to detect repeated transposable elements in scRNAseq data
MOTIVATION: Transposable elements (TE) have played a major role in configuring the structures of mammalian genomes through evolution. In normal conditions, the expression of these elements is repressed by different epigenetic regulation mechanisms such as DNA methylation, histone modification and re...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9825736/ https://www.ncbi.nlm.nih.gov/pubmed/36519825 http://dx.doi.org/10.1093/bioinformatics/btac737 |
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author | de Villarreal, Jaime Martínez Kalisz, Mark Piedrafita, Gabriel Graña-Castro, Osvaldo Chondronasiou, Dafni Serrano, Manuel Real, Francisco X |
author_facet | de Villarreal, Jaime Martínez Kalisz, Mark Piedrafita, Gabriel Graña-Castro, Osvaldo Chondronasiou, Dafni Serrano, Manuel Real, Francisco X |
author_sort | de Villarreal, Jaime Martínez |
collection | PubMed |
description | MOTIVATION: Transposable elements (TE) have played a major role in configuring the structures of mammalian genomes through evolution. In normal conditions, the expression of these elements is repressed by different epigenetic regulation mechanisms such as DNA methylation, histone modification and regulation by small RNAs. TE re-activation is associated with stemness potential acquisition, regulation of innate immunity and disease, such as cancer. However, the vast majority of current knowledge in the field is based on bulk expression studies, and very little is known on cell-type- or state-specific expression of TE-derived transcripts. Therefore, cost-efficient single-cell-resolution TE expression analytical approaches are needed. RESULTS: We have implemented an analytical approach based on pseudoalignment to consensus sequences to incorporate TE expression information to scRNAseq data. AVAILABILITY AND IMPLEMENTATION: All the data and code implemented are available as Supplementary data and in: https://github.com/jmzvillarreal/kallisto_TE_scRNAseq. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. |
format | Online Article Text |
id | pubmed-9825736 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-98257362023-01-10 Pseudoalignment tools as an efficient alternative to detect repeated transposable elements in scRNAseq data de Villarreal, Jaime Martínez Kalisz, Mark Piedrafita, Gabriel Graña-Castro, Osvaldo Chondronasiou, Dafni Serrano, Manuel Real, Francisco X Bioinformatics Applications Note MOTIVATION: Transposable elements (TE) have played a major role in configuring the structures of mammalian genomes through evolution. In normal conditions, the expression of these elements is repressed by different epigenetic regulation mechanisms such as DNA methylation, histone modification and regulation by small RNAs. TE re-activation is associated with stemness potential acquisition, regulation of innate immunity and disease, such as cancer. However, the vast majority of current knowledge in the field is based on bulk expression studies, and very little is known on cell-type- or state-specific expression of TE-derived transcripts. Therefore, cost-efficient single-cell-resolution TE expression analytical approaches are needed. RESULTS: We have implemented an analytical approach based on pseudoalignment to consensus sequences to incorporate TE expression information to scRNAseq data. AVAILABILITY AND IMPLEMENTATION: All the data and code implemented are available as Supplementary data and in: https://github.com/jmzvillarreal/kallisto_TE_scRNAseq. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. Oxford University Press 2022-12-15 /pmc/articles/PMC9825736/ /pubmed/36519825 http://dx.doi.org/10.1093/bioinformatics/btac737 Text en © The Author(s) 2022. 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 | Applications Note de Villarreal, Jaime Martínez Kalisz, Mark Piedrafita, Gabriel Graña-Castro, Osvaldo Chondronasiou, Dafni Serrano, Manuel Real, Francisco X Pseudoalignment tools as an efficient alternative to detect repeated transposable elements in scRNAseq data |
title | Pseudoalignment tools as an efficient alternative to detect repeated transposable elements in scRNAseq data |
title_full | Pseudoalignment tools as an efficient alternative to detect repeated transposable elements in scRNAseq data |
title_fullStr | Pseudoalignment tools as an efficient alternative to detect repeated transposable elements in scRNAseq data |
title_full_unstemmed | Pseudoalignment tools as an efficient alternative to detect repeated transposable elements in scRNAseq data |
title_short | Pseudoalignment tools as an efficient alternative to detect repeated transposable elements in scRNAseq data |
title_sort | pseudoalignment tools as an efficient alternative to detect repeated transposable elements in scrnaseq data |
topic | Applications Note |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9825736/ https://www.ncbi.nlm.nih.gov/pubmed/36519825 http://dx.doi.org/10.1093/bioinformatics/btac737 |
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