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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...

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Autores principales: Mendelevich, Asia, Gupta, Saumya, Pakharev, Aleksei, Teodosiadis, Athanasios, Mironov, Andrey A., Gimelbrant, Alexander A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9934692/
https://www.ncbi.nlm.nih.gov/pubmed/36798258
http://dx.doi.org/10.1101/2023.02.11.528027
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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 that 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 C.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: Analysis pipeline for this approach is available at GitHub as R package controlFreq (github.com/gimelbrantlab/controlFreq).
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spelling pubmed-99346922023-02-17 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. bioRxiv Article 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 that 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 C.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: Analysis pipeline for this approach is available at GitHub as R package controlFreq (github.com/gimelbrantlab/controlFreq). Cold Spring Harbor Laboratory 2023-02-12 /pmc/articles/PMC9934692/ /pubmed/36798258 http://dx.doi.org/10.1101/2023.02.11.528027 Text en https://creativecommons.org/licenses/by-nc/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License (https://creativecommons.org/licenses/by-nc/4.0/) , which allows reusers to distribute, remix, adapt, and build upon the material in any medium or format for noncommercial purposes only, and only so long as attribution is given to the creator.
spellingShingle Article
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 Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9934692/
https://www.ncbi.nlm.nih.gov/pubmed/36798258
http://dx.doi.org/10.1101/2023.02.11.528027
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