The utility of shallow RNA-Seq for documenting differential gene expression in genes with high and low levels of expression.

The sequencing depth necessary for documenting differential gene expression using RNA-Seq has been little explored outside of model systems. In particular, the depth required to analyze large-scale patterns of differential transcription factor expression is not known. The goal of the present study i...

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Main Authors: Joel Atallah, David C Plachetzki, W Cameron Jasper, Brian R Johnson
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2013-01-01
Series:PLoS ONE
Online Access:https://www.ncbi.nlm.nih.gov/pmc/articles/pmid/24358338/?tool=EBI
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spelling doaj-7293e71310374c8b8b97b9d6f3977ee12021-03-03T20:18:02ZengPublic Library of Science (PLoS)PLoS ONE1932-62032013-01-01812e8416010.1371/journal.pone.0084160The utility of shallow RNA-Seq for documenting differential gene expression in genes with high and low levels of expression.Joel AtallahDavid C PlachetzkiW Cameron JasperBrian R JohnsonThe sequencing depth necessary for documenting differential gene expression using RNA-Seq has been little explored outside of model systems. In particular, the depth required to analyze large-scale patterns of differential transcription factor expression is not known. The goal of the present study is to explore the effectiveness of shallow (relatively low read depth) RNA-Seq. We focus on two tissues in the honey bee: the sting gland and the digestive tract. The sting gland is an experimentally well-understood tissue that we use to benchmark the utility of this approach. We use the digestive tract to test the results obtained with the sting gland, and to conduct RNA-Seq between tissue types. Using a list of experimentally verified genes conferring tissue-specific functions in the sting gland, we show that relatively little read depth is necessary to identify them. We argue that this result should be broadly applicable, since genes important for tissue-specific functions often have robust expression patterns, and because we obtained similar results in our analysis of the digestive tract. Furthermore, we demonstrate that the differential expression of transcription factors, which are transcribed at low levels compared to other genes, can nevertheless often be determined using shallow RNA-Seq. Overall, we find over 150 differentially expressed transcription factors in our tissues at a read depth of only 12 million. This work shows the utility of low-depth sequencing for identifying genes important for tissue-specific functions. It also verifies the often-held belief that transcription factors show low levels of expression, while demonstrating that, in spite of this, they are frequently amenable to shallow RNA-Seq. Our findings should be of benefit to researchers using RNA-Seq in many different biological systems.https://www.ncbi.nlm.nih.gov/pmc/articles/pmid/24358338/?tool=EBI
collection DOAJ
language English
format Article
sources DOAJ
author Joel Atallah
David C Plachetzki
W Cameron Jasper
Brian R Johnson
spellingShingle Joel Atallah
David C Plachetzki
W Cameron Jasper
Brian R Johnson
The utility of shallow RNA-Seq for documenting differential gene expression in genes with high and low levels of expression.
PLoS ONE
author_facet Joel Atallah
David C Plachetzki
W Cameron Jasper
Brian R Johnson
author_sort Joel Atallah
title The utility of shallow RNA-Seq for documenting differential gene expression in genes with high and low levels of expression.
title_short The utility of shallow RNA-Seq for documenting differential gene expression in genes with high and low levels of expression.
title_full The utility of shallow RNA-Seq for documenting differential gene expression in genes with high and low levels of expression.
title_fullStr The utility of shallow RNA-Seq for documenting differential gene expression in genes with high and low levels of expression.
title_full_unstemmed The utility of shallow RNA-Seq for documenting differential gene expression in genes with high and low levels of expression.
title_sort utility of shallow rna-seq for documenting differential gene expression in genes with high and low levels of expression.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2013-01-01
description The sequencing depth necessary for documenting differential gene expression using RNA-Seq has been little explored outside of model systems. In particular, the depth required to analyze large-scale patterns of differential transcription factor expression is not known. The goal of the present study is to explore the effectiveness of shallow (relatively low read depth) RNA-Seq. We focus on two tissues in the honey bee: the sting gland and the digestive tract. The sting gland is an experimentally well-understood tissue that we use to benchmark the utility of this approach. We use the digestive tract to test the results obtained with the sting gland, and to conduct RNA-Seq between tissue types. Using a list of experimentally verified genes conferring tissue-specific functions in the sting gland, we show that relatively little read depth is necessary to identify them. We argue that this result should be broadly applicable, since genes important for tissue-specific functions often have robust expression patterns, and because we obtained similar results in our analysis of the digestive tract. Furthermore, we demonstrate that the differential expression of transcription factors, which are transcribed at low levels compared to other genes, can nevertheless often be determined using shallow RNA-Seq. Overall, we find over 150 differentially expressed transcription factors in our tissues at a read depth of only 12 million. This work shows the utility of low-depth sequencing for identifying genes important for tissue-specific functions. It also verifies the often-held belief that transcription factors show low levels of expression, while demonstrating that, in spite of this, they are frequently amenable to shallow RNA-Seq. Our findings should be of benefit to researchers using RNA-Seq in many different biological systems.
url https://www.ncbi.nlm.nih.gov/pmc/articles/pmid/24358338/?tool=EBI
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