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...
Autores principales: | , , , , , |
---|---|
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 |