Received: 30 May 2018
|
Accepted: 10 August 2018
DOI: 10.1002/jcp.27330
ORIGINAL RESEARCH ARTICLE
A comparative system‐level analysis of the
neurodegenerative diseases
Rasoul Godini
1
| Hossein Fallahi
1
| Esameil Ebrahimie
2,3,4,5
1
Department of Biology, School of Sciences,
Razi University, Kermanshah, Iran
2
Dame Roma Mitchell Cancer Research
Laboratories (DRMCRL), Adelaide Medical
School, The University of Adelaide, Adelaide,
Australia
3
Institute of Biotechnology, Shiraz University,
Shiraz, Iran
4
Division of Information Technology,
Engineering and the Environment, School of
Information Technology and Mathematical
Sciences, The University of South Australia,
Adelaide, Australia
5
Molecular Biology and Biotechnology, School
of Biological Sciences, Faculty of Science and
Engineering, Flinders University, Adelaide,
Australia
Correspondence
Hossein Fallahi, Department of Biology,
School of Sciences, Razi University,
Kermanshah 6714414676, Iran.
Email: h.fallahi@razi.ac.ir
Abstract
Neurodegenerative diseases are disorders in the central nervous system with
consequent progressive neurological symptoms including behavioral and cognitive
disabilities. Alzheimer’s disease, amyotrophic lateral sclerosis, Huntington’s disease,
Parkinson’s disease, multiple sclerosis, and schizophrenia are the most important and
abundant neurodegenerative diseases that affect different parts of the brain.
Detailed studies unveiled the molecular mechanisms and pathways affected in each
of these disorders. The role of many genes has been documented in the onset and
progression of each disease. Although many system‐level approaches have been used
to understand the exact cause of these diseases, there is no comparative analysis in
this regard. Despite all differences in the molecular basis of these diseases,
overlapping symptoms might indicate the involvement of the similar pathways and
processes. Here, we have applied a system biology approach to uncover many aspects
of main neurodegenerative diseases using microarray data obtained from 118 cases
of postmortem brain samples. Our analysis has identified key genes that might
contribute to the status of diseases. We have also compared the involved biological
process and pathway between different disease to find possible similar mechanisms
that exist in all of them. We also predicted potentially important transcription factors
in each disease and predicted the core gene regulatory networks. We have provided a
list of possible new key regulators that could be further explored and also discussed
the role of these hub genes. The results of this study would be useful to develop new
diagnostic strategies and also to find new drug targets.
KEYWORDS
Differential expression, gene expression, hub genes, network analysis, neurodegenerative
disease, protein–protein interaction, system‐level
1 | INTRODUCTION
Neurodegenerative diseases are disorders in the central nervous
system (CNS) with consequent progressive neurological symptoms
including behavioral and cognitive disabilities. Alzheimer’s disease
(AD), amyotrophic lateral sclerosis (ALS), Huntington’s disease (HD),
Parkinson’s disease (PD), multiple sclerosis (MS), and schizophrenia
(SZ) are the most important and abundant neurodegenerative
diseases that affect different parts of brain (Sheikh, Haque, &
Mir, 2013). As a result of different pathogenicity mechanisms,
specific symptoms are associated with each of these diseases.
Neurodegenerative diseases are the result of abnormalities in the
genome and/or metabolism in brains. AD usually starts after the age
of 60 and causes a gradual increase in the cognitive impairment and
dementia. Neurofibrillary tangles and neurotic plaques are the main
microscopic features of the AD, which deposit within the extra-
cellular spaces of nerve cells (Henderson, 2014). ALS, on the other
hand, is linked to the motor neurons in the brain and spinal cord,
J Cell Physiol. 2018;1–15. wileyonlinelibrary.com/journal/jcp © 2018 Wiley Periodicals, Inc. | 1