Cargando…
Transcriptomic data from two primary cell models stimulating human monocytes suggest inhibition of oxidative phosphorylation and mitochondrial function by N. meningitidis which is partially up-regulated by IL-10
BACKGROUND: Biological interpretation of DNA microarray data may differ depending on underlying assumptions and statistical tests of bioinformatics tools used. We used Gene Set Enrichment Analysis (GSEA) and Ingenuity Pathway Analysis (IPA) to analyze previously generated DNA microarray data from hu...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2017
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5659018/ https://www.ncbi.nlm.nih.gov/pubmed/29078758 http://dx.doi.org/10.1186/s12865-017-0229-5 |
_version_ | 1783274099705905152 |
---|---|
author | Gopinathan, Unni Øvstebø, Reidun Brusletto, Berit Sletbakk Olstad, Ole Kristoffer Kierulf, Peter Brandtzaeg, Petter Berg, Jens Petter |
author_facet | Gopinathan, Unni Øvstebø, Reidun Brusletto, Berit Sletbakk Olstad, Ole Kristoffer Kierulf, Peter Brandtzaeg, Petter Berg, Jens Petter |
author_sort | Gopinathan, Unni |
collection | PubMed |
description | BACKGROUND: Biological interpretation of DNA microarray data may differ depending on underlying assumptions and statistical tests of bioinformatics tools used. We used Gene Set Enrichment Analysis (GSEA) and Ingenuity Pathway Analysis (IPA) to analyze previously generated DNA microarray data from human monocytes stimulated with N. meningitidis and IL-10 (“the model system”), and with meningococcal sepsis plasma before and after immunodepletion of IL-10 (“the patient plasma system”). The objectives were to compare if the two bioinformatics methods resulted in similar biological interpretation of the datasets, and to identify whether GSEA provided additional insight compared with IPA about the monocyte host response to meningococcal activation. RESULTS: In both experimental models, GSEA and IPA identified genes associated with pro-inflammatory innate immune activation, including TNF-signaling, Toll-like receptor signaling, JAK-STAT-signaling, and type I and type II interferon signaling. GSEA identified genes regulated by the presence of IL-10 with similar gene sets in both the model system and the patient plasma system. In the model system, GSEA and IPA in sum identified 170 genes associated with oxidative phosphorylation/mitochondrial function to be down-regulated in monocytes stimulated with meningococci. In the patient plasma system, GSEA and IPA in sum identified 122 genes associated with oxidative phosphorylation/mitochondrial dysfunction to be down-regulated by meningococcal sepsis plasma depleted for IL-10. Using IPA, we identified IL-10 to up-regulate 18 genes associated with oxidative phosphorylation/mitochondrial function that were down-regulated by N. meningitidis. CONCLUSIONS: Biological processes associated with the gene expression changes in the model system of meningococcal sepsis were comparable with the results found in the patient plasma system. By combining GSEA with IPA, we discovered an inhibitory effect of N. meningitidis on genes associated with mitochondrial function and oxidative phosphorylation, and that IL-10 partially reverses this strong inhibitory effect, thereby identifying, to our knowledge, yet another group of genes where IL-10 regulates the effect of LPS. We suggest that relying on a single bioinformatics tool together with an arbitrarily chosen filtering criteria for data analysis may result in overlooking relevant biological processes and signaling pathways associated with genes differentially expressed between compared experimental conditions. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12865-017-0229-5) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5659018 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-56590182017-11-01 Transcriptomic data from two primary cell models stimulating human monocytes suggest inhibition of oxidative phosphorylation and mitochondrial function by N. meningitidis which is partially up-regulated by IL-10 Gopinathan, Unni Øvstebø, Reidun Brusletto, Berit Sletbakk Olstad, Ole Kristoffer Kierulf, Peter Brandtzaeg, Petter Berg, Jens Petter BMC Immunol Research Article BACKGROUND: Biological interpretation of DNA microarray data may differ depending on underlying assumptions and statistical tests of bioinformatics tools used. We used Gene Set Enrichment Analysis (GSEA) and Ingenuity Pathway Analysis (IPA) to analyze previously generated DNA microarray data from human monocytes stimulated with N. meningitidis and IL-10 (“the model system”), and with meningococcal sepsis plasma before and after immunodepletion of IL-10 (“the patient plasma system”). The objectives were to compare if the two bioinformatics methods resulted in similar biological interpretation of the datasets, and to identify whether GSEA provided additional insight compared with IPA about the monocyte host response to meningococcal activation. RESULTS: In both experimental models, GSEA and IPA identified genes associated with pro-inflammatory innate immune activation, including TNF-signaling, Toll-like receptor signaling, JAK-STAT-signaling, and type I and type II interferon signaling. GSEA identified genes regulated by the presence of IL-10 with similar gene sets in both the model system and the patient plasma system. In the model system, GSEA and IPA in sum identified 170 genes associated with oxidative phosphorylation/mitochondrial function to be down-regulated in monocytes stimulated with meningococci. In the patient plasma system, GSEA and IPA in sum identified 122 genes associated with oxidative phosphorylation/mitochondrial dysfunction to be down-regulated by meningococcal sepsis plasma depleted for IL-10. Using IPA, we identified IL-10 to up-regulate 18 genes associated with oxidative phosphorylation/mitochondrial function that were down-regulated by N. meningitidis. CONCLUSIONS: Biological processes associated with the gene expression changes in the model system of meningococcal sepsis were comparable with the results found in the patient plasma system. By combining GSEA with IPA, we discovered an inhibitory effect of N. meningitidis on genes associated with mitochondrial function and oxidative phosphorylation, and that IL-10 partially reverses this strong inhibitory effect, thereby identifying, to our knowledge, yet another group of genes where IL-10 regulates the effect of LPS. We suggest that relying on a single bioinformatics tool together with an arbitrarily chosen filtering criteria for data analysis may result in overlooking relevant biological processes and signaling pathways associated with genes differentially expressed between compared experimental conditions. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12865-017-0229-5) contains supplementary material, which is available to authorized users. BioMed Central 2017-10-27 /pmc/articles/PMC5659018/ /pubmed/29078758 http://dx.doi.org/10.1186/s12865-017-0229-5 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 Gopinathan, Unni Øvstebø, Reidun Brusletto, Berit Sletbakk Olstad, Ole Kristoffer Kierulf, Peter Brandtzaeg, Petter Berg, Jens Petter Transcriptomic data from two primary cell models stimulating human monocytes suggest inhibition of oxidative phosphorylation and mitochondrial function by N. meningitidis which is partially up-regulated by IL-10 |
title | Transcriptomic data from two primary cell models stimulating human monocytes suggest inhibition of oxidative phosphorylation and mitochondrial function by N. meningitidis which is partially up-regulated by IL-10 |
title_full | Transcriptomic data from two primary cell models stimulating human monocytes suggest inhibition of oxidative phosphorylation and mitochondrial function by N. meningitidis which is partially up-regulated by IL-10 |
title_fullStr | Transcriptomic data from two primary cell models stimulating human monocytes suggest inhibition of oxidative phosphorylation and mitochondrial function by N. meningitidis which is partially up-regulated by IL-10 |
title_full_unstemmed | Transcriptomic data from two primary cell models stimulating human monocytes suggest inhibition of oxidative phosphorylation and mitochondrial function by N. meningitidis which is partially up-regulated by IL-10 |
title_short | Transcriptomic data from two primary cell models stimulating human monocytes suggest inhibition of oxidative phosphorylation and mitochondrial function by N. meningitidis which is partially up-regulated by IL-10 |
title_sort | transcriptomic data from two primary cell models stimulating human monocytes suggest inhibition of oxidative phosphorylation and mitochondrial function by n. meningitidis which is partially up-regulated by il-10 |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5659018/ https://www.ncbi.nlm.nih.gov/pubmed/29078758 http://dx.doi.org/10.1186/s12865-017-0229-5 |
work_keys_str_mv | AT gopinathanunni transcriptomicdatafromtwoprimarycellmodelsstimulatinghumanmonocytessuggestinhibitionofoxidativephosphorylationandmitochondrialfunctionbynmeningitidiswhichispartiallyupregulatedbyil10 AT øvstebøreidun transcriptomicdatafromtwoprimarycellmodelsstimulatinghumanmonocytessuggestinhibitionofoxidativephosphorylationandmitochondrialfunctionbynmeningitidiswhichispartiallyupregulatedbyil10 AT bruslettoberitsletbakk transcriptomicdatafromtwoprimarycellmodelsstimulatinghumanmonocytessuggestinhibitionofoxidativephosphorylationandmitochondrialfunctionbynmeningitidiswhichispartiallyupregulatedbyil10 AT olstadolekristoffer transcriptomicdatafromtwoprimarycellmodelsstimulatinghumanmonocytessuggestinhibitionofoxidativephosphorylationandmitochondrialfunctionbynmeningitidiswhichispartiallyupregulatedbyil10 AT kierulfpeter transcriptomicdatafromtwoprimarycellmodelsstimulatinghumanmonocytessuggestinhibitionofoxidativephosphorylationandmitochondrialfunctionbynmeningitidiswhichispartiallyupregulatedbyil10 AT brandtzaegpetter transcriptomicdatafromtwoprimarycellmodelsstimulatinghumanmonocytessuggestinhibitionofoxidativephosphorylationandmitochondrialfunctionbynmeningitidiswhichispartiallyupregulatedbyil10 AT bergjenspetter transcriptomicdatafromtwoprimarycellmodelsstimulatinghumanmonocytessuggestinhibitionofoxidativephosphorylationandmitochondrialfunctionbynmeningitidiswhichispartiallyupregulatedbyil10 |