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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...

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Autores principales: de Villarreal, Jaime Martínez, Kalisz, Mark, Piedrafita, Gabriel, Graña-Castro, Osvaldo, Chondronasiou, Dafni, Serrano, Manuel, Real, Francisco X
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2022
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.
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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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