Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Mendelevich, Asia, Gupta, Saumya, Pakharev, Aleksei, Teodosiadis, Athanasios, Mironov, Andrey A, Gimelbrant, Alexander A
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2023
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
_version_ 1785066713908248576
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
work_keys_str_mv AT mendelevichasia foreignrnaspikeinsenableaccurateallelespecificexpressionanalysisatscale
AT guptasaumya foreignrnaspikeinsenableaccurateallelespecificexpressionanalysisatscale
AT pakharevaleksei foreignrnaspikeinsenableaccurateallelespecificexpressionanalysisatscale
AT teodosiadisathanasios foreignrnaspikeinsenableaccurateallelespecificexpressionanalysisatscale
AT mironovandreya foreignrnaspikeinsenableaccurateallelespecificexpressionanalysisatscale
AT gimelbrantalexandera foreignrnaspikeinsenableaccurateallelespecificexpressionanalysisatscale