An interspecies regulatory network inferred from simultaneous RNA-seq of Candida albicans invading innate immune cells
The ability to adapt to diverse micro-environmental challenges encountered within a host is of pivotal importance to the opportunistic fungal pathogen C. albicans. We have quantified C.albicans and M. musculus gene expression dynamics during phagocytosis by dendritic cells in a genome-wide, time-res...
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doaj-292145c4661d41adbca564c2a06698f62020-11-24T20:50:54ZengFrontiers Media S.A.Frontiers in Microbiology1664-302X2012-03-01310.3389/fmicb.2012.0008520553An interspecies regulatory network inferred from simultaneous RNA-seq of Candida albicans invading innate immune cellsLanay eTierney0Jörg eLinde1Sebastian eMüller2Sascha eBrunke3Sascha eBrunke4Juan Camilo Molina5Bernhard eHube6Bernhard eHube7Ulrike eSchöck8Reinhard eGuthke9Karl eKuchler10Max F. Perutz LaboratoriesResearch Group Systems Biology & BioinformaticsResearch Group Systems Biology & BioinformaticsDepartment Microbial Pathogenicity MechanismsCenter for Sepsis Control and CareDepartment Microbial Pathogenicity MechanismsDepartment Microbial Pathogenicity MechanismsFriedrich Schiller UniversityGATC Biotech AGResearch Group Systems Biology & BioinformaticsMax F. Perutz LaboratoriesThe ability to adapt to diverse micro-environmental challenges encountered within a host is of pivotal importance to the opportunistic fungal pathogen C. albicans. We have quantified C.albicans and M. musculus gene expression dynamics during phagocytosis by dendritic cells in a genome-wide, time-resolved analysis using simultaneous RNA-seq. A robust network inference map was generated from this dataset using NetGenerator, predicting novel interactions between the host and the pathogen. We experimentally verified predicted interdependent sub-networkscomprising Hap3 in C. albicans, and Ptx3 and Mta2 in M. musculus. Remarkably, binding of recombinant Ptx3 to the C. albicans cell wall was found to regulate the expression of fungal Hap3 target genes as predicted by the network inference model. Pre-incubation of C. albicans with recombinant Ptx3 significantly altered the expression of Mta2 target cytokines such as IL-2 and IL-4 in a Hap3-dependent manner, further suggesting a role for Mta2 in host-pathogen interplay as predicted in the network inference model. We propose an integrated model for the functionality of these sub-networks during fungal invasion of immune cells, according to which binding of Ptx3 to the C. albicans cell wall induces remodelling via fungal Hap3 target genes, thereby altering the immune response to the pathogen. We show the applicability of network inference to predict interactions between host-pathogen pairs, demonstrating the usefulness of this systems biology approach to decipher mechanisms of microbial pathogenesis.http://journal.frontiersin.org/Journal/10.3389/fmicb.2012.00085/fullCandidaDendritic CellsmodelingRNA-Seqhost-pathogenNetwork Inference |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Lanay eTierney Jörg eLinde Sebastian eMüller Sascha eBrunke Sascha eBrunke Juan Camilo Molina Bernhard eHube Bernhard eHube Ulrike eSchöck Reinhard eGuthke Karl eKuchler |
spellingShingle |
Lanay eTierney Jörg eLinde Sebastian eMüller Sascha eBrunke Sascha eBrunke Juan Camilo Molina Bernhard eHube Bernhard eHube Ulrike eSchöck Reinhard eGuthke Karl eKuchler An interspecies regulatory network inferred from simultaneous RNA-seq of Candida albicans invading innate immune cells Frontiers in Microbiology Candida Dendritic Cells modeling RNA-Seq host-pathogen Network Inference |
author_facet |
Lanay eTierney Jörg eLinde Sebastian eMüller Sascha eBrunke Sascha eBrunke Juan Camilo Molina Bernhard eHube Bernhard eHube Ulrike eSchöck Reinhard eGuthke Karl eKuchler |
author_sort |
Lanay eTierney |
title |
An interspecies regulatory network inferred from simultaneous RNA-seq of Candida albicans invading innate immune cells |
title_short |
An interspecies regulatory network inferred from simultaneous RNA-seq of Candida albicans invading innate immune cells |
title_full |
An interspecies regulatory network inferred from simultaneous RNA-seq of Candida albicans invading innate immune cells |
title_fullStr |
An interspecies regulatory network inferred from simultaneous RNA-seq of Candida albicans invading innate immune cells |
title_full_unstemmed |
An interspecies regulatory network inferred from simultaneous RNA-seq of Candida albicans invading innate immune cells |
title_sort |
interspecies regulatory network inferred from simultaneous rna-seq of candida albicans invading innate immune cells |
publisher |
Frontiers Media S.A. |
series |
Frontiers in Microbiology |
issn |
1664-302X |
publishDate |
2012-03-01 |
description |
The ability to adapt to diverse micro-environmental challenges encountered within a host is of pivotal importance to the opportunistic fungal pathogen C. albicans. We have quantified C.albicans and M. musculus gene expression dynamics during phagocytosis by dendritic cells in a genome-wide, time-resolved analysis using simultaneous RNA-seq. A robust network inference map was generated from this dataset using NetGenerator, predicting novel interactions between the host and the pathogen. We experimentally verified predicted interdependent sub-networkscomprising Hap3 in C. albicans, and Ptx3 and Mta2 in M. musculus. Remarkably, binding of recombinant Ptx3 to the C. albicans cell wall was found to regulate the expression of fungal Hap3 target genes as predicted by the network inference model. Pre-incubation of C. albicans with recombinant Ptx3 significantly altered the expression of Mta2 target cytokines such as IL-2 and IL-4 in a Hap3-dependent manner, further suggesting a role for Mta2 in host-pathogen interplay as predicted in the network inference model. We propose an integrated model for the functionality of these sub-networks during fungal invasion of immune cells, according to which binding of Ptx3 to the C. albicans cell wall induces remodelling via fungal Hap3 target genes, thereby altering the immune response to the pathogen. We show the applicability of network inference to predict interactions between host-pathogen pairs, demonstrating the usefulness of this systems biology approach to decipher mechanisms of microbial pathogenesis. |
topic |
Candida Dendritic Cells modeling RNA-Seq host-pathogen Network Inference |
url |
http://journal.frontiersin.org/Journal/10.3389/fmicb.2012.00085/full |
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