Cargando…
A Comparison of mRNA Sequencing with Random Primed and 3′-Directed Libraries
Creating a cDNA library for deep mRNA sequencing (mRNAseq) is generally done by random priming, creating multiple sequencing fragments along each transcript. A 3′-end-focused library approach cannot detect differential splicing, but has potentially higher throughput at a lower cost, along with the a...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2017
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5676863/ https://www.ncbi.nlm.nih.gov/pubmed/29116112 http://dx.doi.org/10.1038/s41598-017-14892-x |
_version_ | 1783277144178163712 |
---|---|
author | Xiong, Yuguang Soumillon, Magali Wu, Jie Hansen, Jens Hu, Bin van Hasselt, Johan G. C. Jayaraman, Gomathi Lim, Ryan Bouhaddou, Mehdi Ornelas, Loren Bochicchio, Jim Lenaeus, Lindsay Stocksdale, Jennifer Shim, Jaehee Gomez, Emilda Sareen, Dhruv Svendsen, Clive Thompson, Leslie M. Mahajan, Milind Iyengar, Ravi Sobie, Eric A. Azeloglu, Evren U. Birtwistle, Marc R. |
author_facet | Xiong, Yuguang Soumillon, Magali Wu, Jie Hansen, Jens Hu, Bin van Hasselt, Johan G. C. Jayaraman, Gomathi Lim, Ryan Bouhaddou, Mehdi Ornelas, Loren Bochicchio, Jim Lenaeus, Lindsay Stocksdale, Jennifer Shim, Jaehee Gomez, Emilda Sareen, Dhruv Svendsen, Clive Thompson, Leslie M. Mahajan, Milind Iyengar, Ravi Sobie, Eric A. Azeloglu, Evren U. Birtwistle, Marc R. |
author_sort | Xiong, Yuguang |
collection | PubMed |
description | Creating a cDNA library for deep mRNA sequencing (mRNAseq) is generally done by random priming, creating multiple sequencing fragments along each transcript. A 3′-end-focused library approach cannot detect differential splicing, but has potentially higher throughput at a lower cost, along with the ability to improve quantification by using transcript molecule counting with unique molecular identifiers (UMI) that correct PCR bias. Here, we compare an implementation of such a 3′-digital gene expression (3′-DGE) approach with “conventional” random primed mRNAseq. Given our particular datasets on cultured human cardiomyocyte cell lines, we find that, while conventional mRNAseq detects ~15% more genes and needs ~500,000 fewer reads per sample for equivalent statistical power, the resulting differentially expressed genes, biological conclusions, and gene signatures are highly concordant between two techniques. We also find good quantitative agreement at the level of individual genes between two techniques for both read counts and fold changes between given conditions. We conclude that, for high-throughput applications, the potential cost savings associated with 3′-DGE approach are likely a reasonable tradeoff for modest reduction in sensitivity and inability to observe alternative splicing, and should enable many larger scale studies focusing on not only differential expression analysis, but also quantitative transcriptome profiling. |
format | Online Article Text |
id | pubmed-5676863 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-56768632017-11-15 A Comparison of mRNA Sequencing with Random Primed and 3′-Directed Libraries Xiong, Yuguang Soumillon, Magali Wu, Jie Hansen, Jens Hu, Bin van Hasselt, Johan G. C. Jayaraman, Gomathi Lim, Ryan Bouhaddou, Mehdi Ornelas, Loren Bochicchio, Jim Lenaeus, Lindsay Stocksdale, Jennifer Shim, Jaehee Gomez, Emilda Sareen, Dhruv Svendsen, Clive Thompson, Leslie M. Mahajan, Milind Iyengar, Ravi Sobie, Eric A. Azeloglu, Evren U. Birtwistle, Marc R. Sci Rep Article Creating a cDNA library for deep mRNA sequencing (mRNAseq) is generally done by random priming, creating multiple sequencing fragments along each transcript. A 3′-end-focused library approach cannot detect differential splicing, but has potentially higher throughput at a lower cost, along with the ability to improve quantification by using transcript molecule counting with unique molecular identifiers (UMI) that correct PCR bias. Here, we compare an implementation of such a 3′-digital gene expression (3′-DGE) approach with “conventional” random primed mRNAseq. Given our particular datasets on cultured human cardiomyocyte cell lines, we find that, while conventional mRNAseq detects ~15% more genes and needs ~500,000 fewer reads per sample for equivalent statistical power, the resulting differentially expressed genes, biological conclusions, and gene signatures are highly concordant between two techniques. We also find good quantitative agreement at the level of individual genes between two techniques for both read counts and fold changes between given conditions. We conclude that, for high-throughput applications, the potential cost savings associated with 3′-DGE approach are likely a reasonable tradeoff for modest reduction in sensitivity and inability to observe alternative splicing, and should enable many larger scale studies focusing on not only differential expression analysis, but also quantitative transcriptome profiling. Nature Publishing Group UK 2017-11-07 /pmc/articles/PMC5676863/ /pubmed/29116112 http://dx.doi.org/10.1038/s41598-017-14892-x Text en © The Author(s) 2017 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Xiong, Yuguang Soumillon, Magali Wu, Jie Hansen, Jens Hu, Bin van Hasselt, Johan G. C. Jayaraman, Gomathi Lim, Ryan Bouhaddou, Mehdi Ornelas, Loren Bochicchio, Jim Lenaeus, Lindsay Stocksdale, Jennifer Shim, Jaehee Gomez, Emilda Sareen, Dhruv Svendsen, Clive Thompson, Leslie M. Mahajan, Milind Iyengar, Ravi Sobie, Eric A. Azeloglu, Evren U. Birtwistle, Marc R. A Comparison of mRNA Sequencing with Random Primed and 3′-Directed Libraries |
title | A Comparison of mRNA Sequencing with Random Primed and 3′-Directed Libraries |
title_full | A Comparison of mRNA Sequencing with Random Primed and 3′-Directed Libraries |
title_fullStr | A Comparison of mRNA Sequencing with Random Primed and 3′-Directed Libraries |
title_full_unstemmed | A Comparison of mRNA Sequencing with Random Primed and 3′-Directed Libraries |
title_short | A Comparison of mRNA Sequencing with Random Primed and 3′-Directed Libraries |
title_sort | comparison of mrna sequencing with random primed and 3′-directed libraries |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5676863/ https://www.ncbi.nlm.nih.gov/pubmed/29116112 http://dx.doi.org/10.1038/s41598-017-14892-x |
work_keys_str_mv | AT xiongyuguang acomparisonofmrnasequencingwithrandomprimedand3directedlibraries AT soumillonmagali acomparisonofmrnasequencingwithrandomprimedand3directedlibraries AT wujie acomparisonofmrnasequencingwithrandomprimedand3directedlibraries AT hansenjens acomparisonofmrnasequencingwithrandomprimedand3directedlibraries AT hubin acomparisonofmrnasequencingwithrandomprimedand3directedlibraries AT vanhasseltjohangc acomparisonofmrnasequencingwithrandomprimedand3directedlibraries AT jayaramangomathi acomparisonofmrnasequencingwithrandomprimedand3directedlibraries AT limryan acomparisonofmrnasequencingwithrandomprimedand3directedlibraries AT bouhaddoumehdi acomparisonofmrnasequencingwithrandomprimedand3directedlibraries AT ornelasloren acomparisonofmrnasequencingwithrandomprimedand3directedlibraries AT bochicchiojim acomparisonofmrnasequencingwithrandomprimedand3directedlibraries AT lenaeuslindsay acomparisonofmrnasequencingwithrandomprimedand3directedlibraries AT stocksdalejennifer acomparisonofmrnasequencingwithrandomprimedand3directedlibraries AT shimjaehee acomparisonofmrnasequencingwithrandomprimedand3directedlibraries AT gomezemilda acomparisonofmrnasequencingwithrandomprimedand3directedlibraries AT sareendhruv acomparisonofmrnasequencingwithrandomprimedand3directedlibraries AT svendsenclive acomparisonofmrnasequencingwithrandomprimedand3directedlibraries AT thompsonlesliem acomparisonofmrnasequencingwithrandomprimedand3directedlibraries AT mahajanmilind acomparisonofmrnasequencingwithrandomprimedand3directedlibraries AT iyengarravi acomparisonofmrnasequencingwithrandomprimedand3directedlibraries AT sobieerica acomparisonofmrnasequencingwithrandomprimedand3directedlibraries AT azelogluevrenu acomparisonofmrnasequencingwithrandomprimedand3directedlibraries AT birtwistlemarcr acomparisonofmrnasequencingwithrandomprimedand3directedlibraries AT xiongyuguang comparisonofmrnasequencingwithrandomprimedand3directedlibraries AT soumillonmagali comparisonofmrnasequencingwithrandomprimedand3directedlibraries AT wujie comparisonofmrnasequencingwithrandomprimedand3directedlibraries AT hansenjens comparisonofmrnasequencingwithrandomprimedand3directedlibraries AT hubin comparisonofmrnasequencingwithrandomprimedand3directedlibraries AT vanhasseltjohangc comparisonofmrnasequencingwithrandomprimedand3directedlibraries AT jayaramangomathi comparisonofmrnasequencingwithrandomprimedand3directedlibraries AT limryan comparisonofmrnasequencingwithrandomprimedand3directedlibraries AT bouhaddoumehdi comparisonofmrnasequencingwithrandomprimedand3directedlibraries AT ornelasloren comparisonofmrnasequencingwithrandomprimedand3directedlibraries AT bochicchiojim comparisonofmrnasequencingwithrandomprimedand3directedlibraries AT lenaeuslindsay comparisonofmrnasequencingwithrandomprimedand3directedlibraries AT stocksdalejennifer comparisonofmrnasequencingwithrandomprimedand3directedlibraries AT shimjaehee comparisonofmrnasequencingwithrandomprimedand3directedlibraries AT gomezemilda comparisonofmrnasequencingwithrandomprimedand3directedlibraries AT sareendhruv comparisonofmrnasequencingwithrandomprimedand3directedlibraries AT svendsenclive comparisonofmrnasequencingwithrandomprimedand3directedlibraries AT thompsonlesliem comparisonofmrnasequencingwithrandomprimedand3directedlibraries AT mahajanmilind comparisonofmrnasequencingwithrandomprimedand3directedlibraries AT iyengarravi comparisonofmrnasequencingwithrandomprimedand3directedlibraries AT sobieerica comparisonofmrnasequencingwithrandomprimedand3directedlibraries AT azelogluevrenu comparisonofmrnasequencingwithrandomprimedand3directedlibraries AT birtwistlemarcr comparisonofmrnasequencingwithrandomprimedand3directedlibraries |