Cargando…

The impact of RNA sequence library construction protocols on transcriptomic profiling of leukemia

BACKGROUND: RNA sequencing (RNA-seq) has become an indispensable tool to identify disease associated transcriptional profiles and determine the molecular underpinnings of diseases. However, the broad adaptation of the methodology into the clinic is still hampered by inconsistent results from differe...

Descripción completa

Detalles Bibliográficos
Autores principales: Kumar, Ashwini, Kankainen, Matti, Parsons, Alun, Kallioniemi, Olli, Mattila, Pirkko, Heckman, Caroline A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5561555/
https://www.ncbi.nlm.nih.gov/pubmed/28818039
http://dx.doi.org/10.1186/s12864-017-4039-1
_version_ 1783257849144541184
author Kumar, Ashwini
Kankainen, Matti
Parsons, Alun
Kallioniemi, Olli
Mattila, Pirkko
Heckman, Caroline A.
author_facet Kumar, Ashwini
Kankainen, Matti
Parsons, Alun
Kallioniemi, Olli
Mattila, Pirkko
Heckman, Caroline A.
author_sort Kumar, Ashwini
collection PubMed
description BACKGROUND: RNA sequencing (RNA-seq) has become an indispensable tool to identify disease associated transcriptional profiles and determine the molecular underpinnings of diseases. However, the broad adaptation of the methodology into the clinic is still hampered by inconsistent results from different RNA-seq protocols and involves further evaluation of its analytical reliability using patient samples. Here, we applied two commonly used RNA-seq library preparation protocols to samples from acute leukemia patients to understand how poly-A-tailed mRNA selection (PA) and ribo-depletion (RD) based RNA-seq library preparation protocols affect gene fusion detection, variant calling, and gene expression profiling. RESULTS: Overall, the protocols produced similar results with consistent outcomes. Nevertheless, the PA protocol was more efficient in quantifying expression of leukemia marker genes and showed better performance in the expression-based classification of leukemia. Independent qRT-PCR experiments verified that the PA protocol better represented total RNA compared to the RD protocol. In contrast, the RD protocol detected a higher number of non-coding RNA features and had better alignment efficiency. The RD protocol also recovered more known fusion-gene events, although variability was seen in fusion gene predictions. CONCLUSION: The overall findings provide a framework for the use of RNA-seq in a precision medicine setting with limited number of samples and suggest that selection of the library preparation protocol should be based on the objectives of the analysis. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12864-017-4039-1) contains supplementary material, which is available to authorized users.
format Online
Article
Text
id pubmed-5561555
institution National Center for Biotechnology Information
language English
publishDate 2017
publisher BioMed Central
record_format MEDLINE/PubMed
spelling pubmed-55615552017-08-18 The impact of RNA sequence library construction protocols on transcriptomic profiling of leukemia Kumar, Ashwini Kankainen, Matti Parsons, Alun Kallioniemi, Olli Mattila, Pirkko Heckman, Caroline A. BMC Genomics Research Article BACKGROUND: RNA sequencing (RNA-seq) has become an indispensable tool to identify disease associated transcriptional profiles and determine the molecular underpinnings of diseases. However, the broad adaptation of the methodology into the clinic is still hampered by inconsistent results from different RNA-seq protocols and involves further evaluation of its analytical reliability using patient samples. Here, we applied two commonly used RNA-seq library preparation protocols to samples from acute leukemia patients to understand how poly-A-tailed mRNA selection (PA) and ribo-depletion (RD) based RNA-seq library preparation protocols affect gene fusion detection, variant calling, and gene expression profiling. RESULTS: Overall, the protocols produced similar results with consistent outcomes. Nevertheless, the PA protocol was more efficient in quantifying expression of leukemia marker genes and showed better performance in the expression-based classification of leukemia. Independent qRT-PCR experiments verified that the PA protocol better represented total RNA compared to the RD protocol. In contrast, the RD protocol detected a higher number of non-coding RNA features and had better alignment efficiency. The RD protocol also recovered more known fusion-gene events, although variability was seen in fusion gene predictions. CONCLUSION: The overall findings provide a framework for the use of RNA-seq in a precision medicine setting with limited number of samples and suggest that selection of the library preparation protocol should be based on the objectives of the analysis. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12864-017-4039-1) contains supplementary material, which is available to authorized users. BioMed Central 2017-08-17 /pmc/articles/PMC5561555/ /pubmed/28818039 http://dx.doi.org/10.1186/s12864-017-4039-1 Text en © The Author(s). 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided 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 Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research Article
Kumar, Ashwini
Kankainen, Matti
Parsons, Alun
Kallioniemi, Olli
Mattila, Pirkko
Heckman, Caroline A.
The impact of RNA sequence library construction protocols on transcriptomic profiling of leukemia
title The impact of RNA sequence library construction protocols on transcriptomic profiling of leukemia
title_full The impact of RNA sequence library construction protocols on transcriptomic profiling of leukemia
title_fullStr The impact of RNA sequence library construction protocols on transcriptomic profiling of leukemia
title_full_unstemmed The impact of RNA sequence library construction protocols on transcriptomic profiling of leukemia
title_short The impact of RNA sequence library construction protocols on transcriptomic profiling of leukemia
title_sort impact of rna sequence library construction protocols on transcriptomic profiling of leukemia
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5561555/
https://www.ncbi.nlm.nih.gov/pubmed/28818039
http://dx.doi.org/10.1186/s12864-017-4039-1
work_keys_str_mv AT kumarashwini theimpactofrnasequencelibraryconstructionprotocolsontranscriptomicprofilingofleukemia
AT kankainenmatti theimpactofrnasequencelibraryconstructionprotocolsontranscriptomicprofilingofleukemia
AT parsonsalun theimpactofrnasequencelibraryconstructionprotocolsontranscriptomicprofilingofleukemia
AT kallioniemiolli theimpactofrnasequencelibraryconstructionprotocolsontranscriptomicprofilingofleukemia
AT mattilapirkko theimpactofrnasequencelibraryconstructionprotocolsontranscriptomicprofilingofleukemia
AT heckmancarolinea theimpactofrnasequencelibraryconstructionprotocolsontranscriptomicprofilingofleukemia
AT kumarashwini impactofrnasequencelibraryconstructionprotocolsontranscriptomicprofilingofleukemia
AT kankainenmatti impactofrnasequencelibraryconstructionprotocolsontranscriptomicprofilingofleukemia
AT parsonsalun impactofrnasequencelibraryconstructionprotocolsontranscriptomicprofilingofleukemia
AT kallioniemiolli impactofrnasequencelibraryconstructionprotocolsontranscriptomicprofilingofleukemia
AT mattilapirkko impactofrnasequencelibraryconstructionprotocolsontranscriptomicprofilingofleukemia
AT heckmancarolinea impactofrnasequencelibraryconstructionprotocolsontranscriptomicprofilingofleukemia