Network analysis of human glaucomatous optic nerve head astrocytes
BMC Medical Genomics
BioMed Central
Research article
Open Access
Network analysis of human glaucomatous optic nerve head
astrocytes
Tatiana Nikolskaya†1, Yuri Nikolsky†2, Tatiana Serebryiskaya1,
Svetlana Zvereva1, Eugene Sviridov1, Zoltan Dezso2, Eugene Rahkmatulin2,
Richard J Brennan2, Nick Yankovsky1, Sanjoy K Bhattacharya3,4,
Olga Agapova5, M Rosario Hernandez6 and Valery I Shestopalov*3,7
Address: 1Vavilov Institute of General Genetics, Russian Academy of Sciences, 3 Gubkina Str, Moscow, Russia, 2GeneGo Inc, 500 Renaissance Drive,
Suite 106, St. Joseph, MI, 49085, USA, 3Current address: Bascom Palmer Eye Institute Department of Ophthalmology, University of Miami Miller
School of Medicine; 1638 NW 10th Avenue, Miami, FL 33136, USA, 4Department of Molecular Biology and Biochemistry, University of Miami
Miller School of Medicine, 1638 NW 10th Avenue, Miami, FL 33136, USA, 5Department of Ophthalmology and Visual Sciences Washington
University School of Medicine 660 South Euclid Ave, St Louis, MO 63110, USA, 6Department of Ophthalmology, Feinberg School of Medicine,
Northwestern University Chicago, IL 60611, USA and 7Department of Cell Biology and Anatomy, University of Miami Miller School of Medicine,
1638 NW 10th Avenue, Miami, FL 33136, USA
Email: Tatiana Nikolskaya - ; Yuri Nikolsky - ; Tatiana Serebryiskaya - ;
Svetlana Zvereva - ; Eugene Sviridov - ; Zoltan Dezso - ;
Eugene Rahkmatulin - ; Richard J Brennan - ; Nick Yankovsky - ;
Sanjoy K Bhattacharya - ; Olga Agapova - ; M Rosario Hernandez - ; Valery I Shestopalov* -
* Corresponding author †Equal contributors
Published: 9 May 2009
BMC Medical Genomics 2009, 2:24
doi:10.1186/1755-8794-2-24
Received: 25 April 2008
Accepted: 9 May 2009
This article is available from: http://www.biomedcentral.com/1755-8794/2/24
© 2009 Nikolskaya et al; licensee BioMed Central Ltd.
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
Abstract
Background: Astrocyte activation is a characteristic response to injury in the central nervous system,
and can be either neurotoxic or neuroprotective, while the regulation of both roles remains elusive.
Methods: To decipher the regulatory elements controlling astrocyte-mediated neurotoxicity in
glaucoma, we conducted a systems-level functional analysis of gene expression, proteomic and genetic data
associated with reactive optic nerve head astrocytes (ONHAs).
Results: Our reconstruction of the molecular interactions affected by glaucoma revealed multi-domain
biological networks controlling activation of ONHAs at the level of intercellular stimuli, intracellular
signaling and core effectors. The analysis revealed that synergistic action of the transcription factors AP1, vitamin D receptor and Nuclear Factor-kappaB in cross-activation of multiple pathways, including
inflammatory cytokines, complement, clusterin, ephrins, and multiple metabolic pathways. We found that
the products of over two thirds of genes linked to glaucoma by genetic analysis can be functionally
interconnected into one epistatic network via experimentally-validated interactions. Finally, we built and
analyzed an integrative disease pathology network from a combined set of genes revealed in genetic
studies, genes differentially expressed in glaucoma and closely connected genes/proteins in the
interactome.
Conclusion: Our results suggest several key biological network modules that are involved in regulating
neurotoxicity of reactive astrocytes in glaucoma, and comprise potential targets for cell-based therapy.
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BMC Medical Genomics 2009, 2:24
Background
Astrocyte activation is a hallmark of various CNS injuries
and pathologies, including stroke, trauma, tumor, infection, and neurodegenerative diseases [1-3]. Upon activation, astrocytes display altered metabolism and the ability
to preserve CNS homeostasis and support neuronal function. Reactive astrocytes were shown to reduce damage
during the acute phase of CNS insults [4]. In contrast, progressive degenerative diseases, such as glaucoma, feature
chronic astrocyte activation that exacerbates damage to
neurons and impairs regeneration of their axons [5,6].
Importantly, a prominent astrocyte reactivation in primary open angle glaucoma (POAG) is localized to the
optic nerve head, which is also the site of primary damage
to the retinal ganglion cells (RGCs) [7].
In common with many other complex, age-related diseases, neurodegeneration in POAG is associated with a
homeostatic imbalance resulting from environmental factors and multiple genetic components interconnected
within complex epistatic networks [8]. Such imbalance is
manifested at three interconnected functional levels:
intercellular stimuli, intracellular signal transduction, and
core effectors (i.e. endogenous metabolism, structural
complexes, etc). Disease causes alterations at all three levels. These can be measured by high-content screens that
include differential gene expression, proteomics and
metabolomics, as well as in genetic linkage studies that
connect genes or protein variants to disease onset [9,10].
Recent progress in systems biology has allowed a quantification, cross-comparison and functional interpretation
of heterogeneous datasets within the framework of
human biological pathways, networks and processes,
which are assembled from a knowledgebase of functional
biological interactions [10,11]. This systems level
approach requires an understanding of connectivity
between the genes and proteins affected in a given disease.
Connectivity is defined by binary protein interactions
with genes, proteins and biologically active compounds
[12]. The biological networks are scale-free but converge
in regulatory nodes and modules, such as major transcription factors and receptors [13,14]. Identification of such
key topological elements [15,16] on the networks derived
from disease-related data may reveal potential therapeutic
targets. This approach is particularly powerful for diseases
of complex etiology, such as glaucoma.
Regulation of astrocyte activation, which is associated
with increased neurotoxicity, involves differential activation of key cellular network modules [17]. To perform in
silico reconstructions of the cellular pathways affected during the development of glaucoma, however, data derived
specifically from astrocytes must be used, rather than data
derived from whole-tissue (retina or optic nerve) samples.
It is feasible to suggest that the cell-specific data from
http://www.biomedcentral.com/1755-8794/2/24
interacting cell types, such as astrocytes and retinal ganglion cells, will allow us to analyze differences in trans-cellular crosstalk that are implicated in glaucoma. Here, we
performed functional analysis of the signal (...truncated)