Cargando…
The Choice of the Filtering Method in Microarrays Affects the Inference Regarding Dosage Compensation of the Active X-Chromosome
BACKGROUND: The hypothesis of dosage compensation of genes of the X chromosome, supported by previous microarray studies, was recently challenged by RNA-sequencing data. It was suggested that microarray studies were biased toward an over-estimation of X-linked expression levels as a consequence of t...
Autores principales: | , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2011
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3164665/ https://www.ncbi.nlm.nih.gov/pubmed/21912656 http://dx.doi.org/10.1371/journal.pone.0023956 |
_version_ | 1782211066239909888 |
---|---|
author | Castagné, Raphaële Rotival, Maxime Zeller, Tanja Wild, Philipp S. Truong, Vinh Trégouët, David-Alexandre Munzel, Thomas Ziegler, Andreas Cambien, François Blankenberg, Stefan Tiret, Laurence |
author_facet | Castagné, Raphaële Rotival, Maxime Zeller, Tanja Wild, Philipp S. Truong, Vinh Trégouët, David-Alexandre Munzel, Thomas Ziegler, Andreas Cambien, François Blankenberg, Stefan Tiret, Laurence |
author_sort | Castagné, Raphaële |
collection | PubMed |
description | BACKGROUND: The hypothesis of dosage compensation of genes of the X chromosome, supported by previous microarray studies, was recently challenged by RNA-sequencing data. It was suggested that microarray studies were biased toward an over-estimation of X-linked expression levels as a consequence of the filtering of genes below the detection threshold of microarrays. METHODOLOGY/PRINCIPAL FINDINGS: To investigate this hypothesis, we used microarray expression data from circulating monocytes in 1,467 individuals. In total, 25,349 and 1,156 probes were unambiguously assigned to autosomes and the X chromosome, respectively. Globally, there was a clear shift of X-linked expressions toward lower levels than autosomes. We compared the ratio of expression levels of X-linked to autosomal transcripts (X∶AA) using two different filtering methods: 1. gene expressions were filtered out using a detection threshold irrespective of gene chromosomal location (the standard method in microarrays); 2. equal proportions of genes were filtered out separately on the X and on autosomes. For a wide range of filtering proportions, the X∶AA ratio estimated with the first method was not significantly different from 1, the value expected if dosage compensation was achieved, whereas it was significantly lower than 1 with the second method, leading to the rejection of the hypothesis of dosage compensation. We further showed in simulated data that the choice of the most appropriate method was dependent on biological assumptions regarding the proportion of actively expressed genes on the X chromosome comparative to the autosomes and the extent of dosage compensation. CONCLUSION/SIGNIFICANCE: This study shows that the method used for filtering out lowly expressed genes in microarrays may have a major impact according to the hypothesis investigated. The hypothesis of dosage compensation of X-linked genes cannot be firmly accepted or rejected using microarray-based data. |
format | Online Article Text |
id | pubmed-3164665 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-31646652011-09-12 The Choice of the Filtering Method in Microarrays Affects the Inference Regarding Dosage Compensation of the Active X-Chromosome Castagné, Raphaële Rotival, Maxime Zeller, Tanja Wild, Philipp S. Truong, Vinh Trégouët, David-Alexandre Munzel, Thomas Ziegler, Andreas Cambien, François Blankenberg, Stefan Tiret, Laurence PLoS One Research Article BACKGROUND: The hypothesis of dosage compensation of genes of the X chromosome, supported by previous microarray studies, was recently challenged by RNA-sequencing data. It was suggested that microarray studies were biased toward an over-estimation of X-linked expression levels as a consequence of the filtering of genes below the detection threshold of microarrays. METHODOLOGY/PRINCIPAL FINDINGS: To investigate this hypothesis, we used microarray expression data from circulating monocytes in 1,467 individuals. In total, 25,349 and 1,156 probes were unambiguously assigned to autosomes and the X chromosome, respectively. Globally, there was a clear shift of X-linked expressions toward lower levels than autosomes. We compared the ratio of expression levels of X-linked to autosomal transcripts (X∶AA) using two different filtering methods: 1. gene expressions were filtered out using a detection threshold irrespective of gene chromosomal location (the standard method in microarrays); 2. equal proportions of genes were filtered out separately on the X and on autosomes. For a wide range of filtering proportions, the X∶AA ratio estimated with the first method was not significantly different from 1, the value expected if dosage compensation was achieved, whereas it was significantly lower than 1 with the second method, leading to the rejection of the hypothesis of dosage compensation. We further showed in simulated data that the choice of the most appropriate method was dependent on biological assumptions regarding the proportion of actively expressed genes on the X chromosome comparative to the autosomes and the extent of dosage compensation. CONCLUSION/SIGNIFICANCE: This study shows that the method used for filtering out lowly expressed genes in microarrays may have a major impact according to the hypothesis investigated. The hypothesis of dosage compensation of X-linked genes cannot be firmly accepted or rejected using microarray-based data. Public Library of Science 2011-09-01 /pmc/articles/PMC3164665/ /pubmed/21912656 http://dx.doi.org/10.1371/journal.pone.0023956 Text en Castagné et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Castagné, Raphaële Rotival, Maxime Zeller, Tanja Wild, Philipp S. Truong, Vinh Trégouët, David-Alexandre Munzel, Thomas Ziegler, Andreas Cambien, François Blankenberg, Stefan Tiret, Laurence The Choice of the Filtering Method in Microarrays Affects the Inference Regarding Dosage Compensation of the Active X-Chromosome |
title | The Choice of the Filtering Method in Microarrays Affects the Inference Regarding Dosage Compensation of the Active X-Chromosome |
title_full | The Choice of the Filtering Method in Microarrays Affects the Inference Regarding Dosage Compensation of the Active X-Chromosome |
title_fullStr | The Choice of the Filtering Method in Microarrays Affects the Inference Regarding Dosage Compensation of the Active X-Chromosome |
title_full_unstemmed | The Choice of the Filtering Method in Microarrays Affects the Inference Regarding Dosage Compensation of the Active X-Chromosome |
title_short | The Choice of the Filtering Method in Microarrays Affects the Inference Regarding Dosage Compensation of the Active X-Chromosome |
title_sort | choice of the filtering method in microarrays affects the inference regarding dosage compensation of the active x-chromosome |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3164665/ https://www.ncbi.nlm.nih.gov/pubmed/21912656 http://dx.doi.org/10.1371/journal.pone.0023956 |
work_keys_str_mv | AT castagneraphaele thechoiceofthefilteringmethodinmicroarraysaffectstheinferenceregardingdosagecompensationoftheactivexchromosome AT rotivalmaxime thechoiceofthefilteringmethodinmicroarraysaffectstheinferenceregardingdosagecompensationoftheactivexchromosome AT zellertanja thechoiceofthefilteringmethodinmicroarraysaffectstheinferenceregardingdosagecompensationoftheactivexchromosome AT wildphilipps thechoiceofthefilteringmethodinmicroarraysaffectstheinferenceregardingdosagecompensationoftheactivexchromosome AT truongvinh thechoiceofthefilteringmethodinmicroarraysaffectstheinferenceregardingdosagecompensationoftheactivexchromosome AT tregouetdavidalexandre thechoiceofthefilteringmethodinmicroarraysaffectstheinferenceregardingdosagecompensationoftheactivexchromosome AT munzelthomas thechoiceofthefilteringmethodinmicroarraysaffectstheinferenceregardingdosagecompensationoftheactivexchromosome AT zieglerandreas thechoiceofthefilteringmethodinmicroarraysaffectstheinferenceregardingdosagecompensationoftheactivexchromosome AT cambienfrancois thechoiceofthefilteringmethodinmicroarraysaffectstheinferenceregardingdosagecompensationoftheactivexchromosome AT blankenbergstefan thechoiceofthefilteringmethodinmicroarraysaffectstheinferenceregardingdosagecompensationoftheactivexchromosome AT tiretlaurence thechoiceofthefilteringmethodinmicroarraysaffectstheinferenceregardingdosagecompensationoftheactivexchromosome AT castagneraphaele choiceofthefilteringmethodinmicroarraysaffectstheinferenceregardingdosagecompensationoftheactivexchromosome AT rotivalmaxime choiceofthefilteringmethodinmicroarraysaffectstheinferenceregardingdosagecompensationoftheactivexchromosome AT zellertanja choiceofthefilteringmethodinmicroarraysaffectstheinferenceregardingdosagecompensationoftheactivexchromosome AT wildphilipps choiceofthefilteringmethodinmicroarraysaffectstheinferenceregardingdosagecompensationoftheactivexchromosome AT truongvinh choiceofthefilteringmethodinmicroarraysaffectstheinferenceregardingdosagecompensationoftheactivexchromosome AT tregouetdavidalexandre choiceofthefilteringmethodinmicroarraysaffectstheinferenceregardingdosagecompensationoftheactivexchromosome AT munzelthomas choiceofthefilteringmethodinmicroarraysaffectstheinferenceregardingdosagecompensationoftheactivexchromosome AT zieglerandreas choiceofthefilteringmethodinmicroarraysaffectstheinferenceregardingdosagecompensationoftheactivexchromosome AT cambienfrancois choiceofthefilteringmethodinmicroarraysaffectstheinferenceregardingdosagecompensationoftheactivexchromosome AT blankenbergstefan choiceofthefilteringmethodinmicroarraysaffectstheinferenceregardingdosagecompensationoftheactivexchromosome AT tiretlaurence choiceofthefilteringmethodinmicroarraysaffectstheinferenceregardingdosagecompensationoftheactivexchromosome |