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Multiple freeze-thaw cycles lead to a loss of consistency in poly(A)-enriched RNA sequencing
BACKGROUND: Both RNA-Seq and sample freeze-thaw are ubiquitous. However, knowledge about the impact of freeze-thaw on downstream analyses is limited. The lack of common quality metrics that are sufficiently sensitive to freeze-thaw and RNA degradation, e.g. the RNA Integrity Score, makes such assess...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7818915/ https://www.ncbi.nlm.nih.gov/pubmed/33478392 http://dx.doi.org/10.1186/s12864-021-07381-z |
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author | Kellman, Benjamin P. Baghdassarian, Hratch M. Pramparo, Tiziano Shamie, Isaac Gazestani, Vahid Begzati, Arjana Li, Shangzhong Nalabolu, Srinivasa Murray, Sarah Lopez, Linda Pierce, Karen Courchesne, Eric Lewis, Nathan E. |
author_facet | Kellman, Benjamin P. Baghdassarian, Hratch M. Pramparo, Tiziano Shamie, Isaac Gazestani, Vahid Begzati, Arjana Li, Shangzhong Nalabolu, Srinivasa Murray, Sarah Lopez, Linda Pierce, Karen Courchesne, Eric Lewis, Nathan E. |
author_sort | Kellman, Benjamin P. |
collection | PubMed |
description | BACKGROUND: Both RNA-Seq and sample freeze-thaw are ubiquitous. However, knowledge about the impact of freeze-thaw on downstream analyses is limited. The lack of common quality metrics that are sufficiently sensitive to freeze-thaw and RNA degradation, e.g. the RNA Integrity Score, makes such assessments challenging. RESULTS: Here we quantify the impact of repeated freeze-thaw cycles on the reliability of RNA-Seq by examining poly(A)-enriched and ribosomal RNA depleted RNA-seq from frozen leukocytes drawn from a toddler Autism cohort. To do so, we estimate the relative noise, or percentage of random counts, separating technical replicates. Using this approach we measured noise associated with RIN and freeze-thaw cycles. As expected, RIN does not fully capture sample degradation due to freeze-thaw. We further examined differential expression results and found that three freeze-thaws should extinguish the differential expression reproducibility of similar experiments. Freeze-thaw also resulted in a 3′ shift in the read coverage distribution along the gene body of poly(A)-enriched samples compared to ribosomal RNA depleted samples, suggesting that library preparation may exacerbate freeze-thaw-induced sample degradation. CONCLUSION: The use of poly(A)-enrichment for RNA sequencing is pervasive in library preparation of frozen tissue, and thus, it is important during experimental design and data analysis to consider the impact of repeated freeze-thaw cycles on reproducibility. GRAPHICAL ABSTRACT: [Image: see text] SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12864-021-07381-z. |
format | Online Article Text |
id | pubmed-7818915 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-78189152021-01-22 Multiple freeze-thaw cycles lead to a loss of consistency in poly(A)-enriched RNA sequencing Kellman, Benjamin P. Baghdassarian, Hratch M. Pramparo, Tiziano Shamie, Isaac Gazestani, Vahid Begzati, Arjana Li, Shangzhong Nalabolu, Srinivasa Murray, Sarah Lopez, Linda Pierce, Karen Courchesne, Eric Lewis, Nathan E. BMC Genomics Research Article BACKGROUND: Both RNA-Seq and sample freeze-thaw are ubiquitous. However, knowledge about the impact of freeze-thaw on downstream analyses is limited. The lack of common quality metrics that are sufficiently sensitive to freeze-thaw and RNA degradation, e.g. the RNA Integrity Score, makes such assessments challenging. RESULTS: Here we quantify the impact of repeated freeze-thaw cycles on the reliability of RNA-Seq by examining poly(A)-enriched and ribosomal RNA depleted RNA-seq from frozen leukocytes drawn from a toddler Autism cohort. To do so, we estimate the relative noise, or percentage of random counts, separating technical replicates. Using this approach we measured noise associated with RIN and freeze-thaw cycles. As expected, RIN does not fully capture sample degradation due to freeze-thaw. We further examined differential expression results and found that three freeze-thaws should extinguish the differential expression reproducibility of similar experiments. Freeze-thaw also resulted in a 3′ shift in the read coverage distribution along the gene body of poly(A)-enriched samples compared to ribosomal RNA depleted samples, suggesting that library preparation may exacerbate freeze-thaw-induced sample degradation. CONCLUSION: The use of poly(A)-enrichment for RNA sequencing is pervasive in library preparation of frozen tissue, and thus, it is important during experimental design and data analysis to consider the impact of repeated freeze-thaw cycles on reproducibility. GRAPHICAL ABSTRACT: [Image: see text] SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12864-021-07381-z. BioMed Central 2021-01-21 /pmc/articles/PMC7818915/ /pubmed/33478392 http://dx.doi.org/10.1186/s12864-021-07381-z Text en © The Author(s) 2021 Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/. 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 in a credit line to the data. |
spellingShingle | Research Article Kellman, Benjamin P. Baghdassarian, Hratch M. Pramparo, Tiziano Shamie, Isaac Gazestani, Vahid Begzati, Arjana Li, Shangzhong Nalabolu, Srinivasa Murray, Sarah Lopez, Linda Pierce, Karen Courchesne, Eric Lewis, Nathan E. Multiple freeze-thaw cycles lead to a loss of consistency in poly(A)-enriched RNA sequencing |
title | Multiple freeze-thaw cycles lead to a loss of consistency in poly(A)-enriched RNA sequencing |
title_full | Multiple freeze-thaw cycles lead to a loss of consistency in poly(A)-enriched RNA sequencing |
title_fullStr | Multiple freeze-thaw cycles lead to a loss of consistency in poly(A)-enriched RNA sequencing |
title_full_unstemmed | Multiple freeze-thaw cycles lead to a loss of consistency in poly(A)-enriched RNA sequencing |
title_short | Multiple freeze-thaw cycles lead to a loss of consistency in poly(A)-enriched RNA sequencing |
title_sort | multiple freeze-thaw cycles lead to a loss of consistency in poly(a)-enriched rna sequencing |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7818915/ https://www.ncbi.nlm.nih.gov/pubmed/33478392 http://dx.doi.org/10.1186/s12864-021-07381-z |
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