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Foreign RNA spike-ins enable accurate allele-specific expression analysis at scale
MOTIVATION: Analysis of allele-specific expression is strongly affected by the technical noise present in RNA-seq experiments. Previously, we showed that technical replicates can be used for precise estimates of this noise, and we provided a tool for correction of technical noise in allele-specific...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10311301/ https://www.ncbi.nlm.nih.gov/pubmed/37387154 http://dx.doi.org/10.1093/bioinformatics/btad254 |
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author | Mendelevich, Asia Gupta, Saumya Pakharev, Aleksei Teodosiadis, Athanasios Mironov, Andrey A Gimelbrant, Alexander A |
author_facet | Mendelevich, Asia Gupta, Saumya Pakharev, Aleksei Teodosiadis, Athanasios Mironov, Andrey A Gimelbrant, Alexander A |
author_sort | Mendelevich, Asia |
collection | PubMed |
description | MOTIVATION: Analysis of allele-specific expression is strongly affected by the technical noise present in RNA-seq experiments. Previously, we showed that technical replicates can be used for precise estimates of this noise, and we provided a tool for correction of technical noise in allele-specific expression analysis. This approach is very accurate but costly due to the need for two or more replicates of each library. Here, we develop a spike-in approach which is highly accurate at only a small fraction of the cost. RESULTS: We show that a distinct RNA added as a spike-in before library preparation reflects technical noise of the whole library and can be used in large batches of samples. We experimentally demonstrate the effectiveness of this approach using combinations of RNA from species distinguishable by alignment, namely, mouse, human, and Caenorhabditis elegans. Our new approach, controlFreq, enables highly accurate and computationally efficient analysis of allele-specific expression in (and between) arbitrarily large studies at an overall cost increase of ∼5%. AVAILABILITY AND IMPLEMENTATION: Analysis pipeline for this approach is available at GitHub as R package controlFreq (github.com/gimelbrantlab/controlFreq). |
format | Online Article Text |
id | pubmed-10311301 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-103113012023-07-01 Foreign RNA spike-ins enable accurate allele-specific expression analysis at scale Mendelevich, Asia Gupta, Saumya Pakharev, Aleksei Teodosiadis, Athanasios Mironov, Andrey A Gimelbrant, Alexander A Bioinformatics Regulatory and Functional Genomics MOTIVATION: Analysis of allele-specific expression is strongly affected by the technical noise present in RNA-seq experiments. Previously, we showed that technical replicates can be used for precise estimates of this noise, and we provided a tool for correction of technical noise in allele-specific expression analysis. This approach is very accurate but costly due to the need for two or more replicates of each library. Here, we develop a spike-in approach which is highly accurate at only a small fraction of the cost. RESULTS: We show that a distinct RNA added as a spike-in before library preparation reflects technical noise of the whole library and can be used in large batches of samples. We experimentally demonstrate the effectiveness of this approach using combinations of RNA from species distinguishable by alignment, namely, mouse, human, and Caenorhabditis elegans. Our new approach, controlFreq, enables highly accurate and computationally efficient analysis of allele-specific expression in (and between) arbitrarily large studies at an overall cost increase of ∼5%. AVAILABILITY AND IMPLEMENTATION: Analysis pipeline for this approach is available at GitHub as R package controlFreq (github.com/gimelbrantlab/controlFreq). Oxford University Press 2023-06-30 /pmc/articles/PMC10311301/ /pubmed/37387154 http://dx.doi.org/10.1093/bioinformatics/btad254 Text en © The Author(s) 2023. 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 | Regulatory and Functional Genomics Mendelevich, Asia Gupta, Saumya Pakharev, Aleksei Teodosiadis, Athanasios Mironov, Andrey A Gimelbrant, Alexander A Foreign RNA spike-ins enable accurate allele-specific expression analysis at scale |
title | Foreign RNA spike-ins enable accurate allele-specific expression analysis at scale |
title_full | Foreign RNA spike-ins enable accurate allele-specific expression analysis at scale |
title_fullStr | Foreign RNA spike-ins enable accurate allele-specific expression analysis at scale |
title_full_unstemmed | Foreign RNA spike-ins enable accurate allele-specific expression analysis at scale |
title_short | Foreign RNA spike-ins enable accurate allele-specific expression analysis at scale |
title_sort | foreign rna spike-ins enable accurate allele-specific expression analysis at scale |
topic | Regulatory and Functional Genomics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10311301/ https://www.ncbi.nlm.nih.gov/pubmed/37387154 http://dx.doi.org/10.1093/bioinformatics/btad254 |
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