An interspecies regulatory network inferred from simultaneous RNA-seq of Candida albicans invading innate immune cells

被引:95
作者
Tiemey, Lanay [1 ]
Linde, Joerg [2 ]
Mueller, Sebastian [2 ]
Brunke, Sascha [3 ,4 ]
Molina, Juan Camilo [3 ]
Hube, Bernhard [3 ,5 ]
Schoeck, Ulrike [6 ]
Guthke, Reinhard [2 ]
Kuchler, Karl [1 ]
机构
[1] Med Univ Vienna, Christian Doppler Lab Infect Biol, Max F Perutz Labs, A-1030 Vienna, Austria
[2] Hans Knoell Inst, Leibniz Inst Nat Prod Res & Infect Biol, Res Grp Syst Biol & Bioinformat, Jena, Germany
[3] Hans Knoell Inst, Leibniz Inst Nat Prod Res & Infect Biol, Dept Microbial Pathogenic Mech, Jena, Germany
[4] Jena Univ Hosp, Ctr Sepsis Control & Care, Jena, Germany
[5] Univ Jena, Jena, Germany
[6] GATC Biotech AG, Constance, Germany
关键词
host-pathogen; RNA-seq; network inference; modeling; reverse engineering; Candida; dendritic cells; GENE-EXPRESSION; TRANSCRIPTIONAL REGULATION; SUPEROXIDE DISMUTASES; CHITIN DEACETYLASE; SYSTEMS BIOLOGY; IN-VIVO; PTX3; RECOGNITION; DATABASE; MUTANTS;
D O I
10.3389/fmicb.2012.00085
中图分类号
Q93 [微生物学];
学科分类号
071005 ; 100705 ;
摘要
The ability to adapt to diverse micro-environmental challenges encountered within a host is of pivotal importance to the opportunistic fungal pathogen Candida 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-networks comprising 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 remodeling 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.
引用
收藏
页数:14
相关论文
共 82 条
[1]   The Hyphal-Associated Adhesin and Invasin Als3 of Candida albicans Mediates Iron Acquisition from Host Ferritin [J].
Almeida, Ricardo S. ;
Brunke, Sascha ;
Albrecht, Antje ;
Thewes, Sascha ;
Laue, Michael ;
Edwards, John E., Jr. ;
Filler, Scott G. ;
Hube, Bernhard .
PLOS PATHOGENS, 2008, 4 (11)
[2]   Genome-wide scale-free network inference for Candida albicans [J].
Altwasser, Robert ;
Linde, Joerg ;
Buyko, Ekaterina ;
Hahn, Udo ;
Guthke, Reinhard .
FRONTIERS IN MICROBIOLOGY, 2012, 3
[3]   The IntAct molecular interaction database in 2010 [J].
Aranda, B. ;
Achuthan, P. ;
Alam-Faruque, Y. ;
Armean, I. ;
Bridge, A. ;
Derow, C. ;
Feuermann, M. ;
Ghanbarian, A. T. ;
Kerrien, S. ;
Khadake, J. ;
Kerssemakers, J. ;
Leroy, C. ;
Menden, M. ;
Michaut, M. ;
Montecchi-Palazzi, L. ;
Neuhauser, S. N. ;
Orchard, S. ;
Perreau, V. ;
Roechert, B. ;
van Eijk, K. ;
Hermjakob, H. .
NUCLEIC ACIDS RESEARCH, 2010, 38 :D525-D531
[4]   Gene Ontology: tool for the unification of biology [J].
Ashburner, M ;
Ball, CA ;
Blake, JA ;
Botstein, D ;
Butler, H ;
Cherry, JM ;
Davis, AP ;
Dolinski, K ;
Dwight, SS ;
Eppig, JT ;
Harris, MA ;
Hill, DP ;
Issel-Tarver, L ;
Kasarskis, A ;
Lewis, S ;
Matese, JC ;
Richardson, JE ;
Ringwald, M ;
Rubin, GM ;
Sherlock, G .
NATURE GENETICS, 2000, 25 (01) :25-29
[5]   Candida albicans ferric reductases are differentially regulated in response to distinct forms of iron limitation by the Rim101 and CBF transcription factors [J].
Baek, Yong-Un ;
Li, Mingchun ;
Davis, Dana A. .
EUKARYOTIC CELL, 2008, 7 (07) :1168-1179
[6]   Chitosan, the deacetylated form of chitin, is necessary for cell wall integrity in Cryptococcus neoformans [J].
Baker, Lorina G. ;
Specht, Charles A. ;
Donlin, Maureen J. ;
Lodge, Jennifer K. .
EUKARYOTIC CELL, 2007, 6 (05) :855-867
[7]   Network biology:: Understanding the cell's functional organization [J].
Barabási, AL ;
Oltvai, ZN .
NATURE REVIEWS GENETICS, 2004, 5 (02) :101-U15
[8]  
Bezdek JC., 1992, FUZZY MODELS PATTERN
[9]   The Mouse Genome Database (MGD): premier model organism resource for mammalian genomics and genetics [J].
Blake, Judith A. ;
Bult, Carol J. ;
Kadin, James A. ;
Richardson, Joel E. ;
Eppig, Janan T. .
NUCLEIC ACIDS RESEARCH, 2011, 39 :D842-D848
[10]   Fungal attacks on mammalian hosts: pathogen elimination requires sensing and tasting [J].
Bourgeois, Christelle ;
Majer, Olivia ;
Frohner, Ingrid E. ;
Tierney, Lanay ;
Kuchler, Karl .
CURRENT OPINION IN MICROBIOLOGY, 2010, 13 (04) :401-408