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Assembly and Interrogation of Alzheimer’s Disease Genetic Networks Reveal Novel Regulators of Progression
- Source :
- PLoS ONE, PLoS ONE, Vol 10, Iss 3, p e0120352 (2015)
- Publication Year :
- 2015
- Publisher :
- Public Library of Science (PLoS), 2015.
-
Abstract
- Alzheimer's disease (AD) is a complex multifactorial disorder with poorly characterized pathogenesis. Our understanding of this disease would thus benefit from an approach that addresses this complexity by elucidating the regulatory networks that are dysregulated in the neural compartment of AD patients, across distinct brain regions. Here, we use a Systems Biology (SB) approach, which has been highly successful in the dissection of cancer related phenotypes, to reverse engineer the transcriptional regulation layer of human neuronal cells and interrogate it to infer candidate Master Regulators (MRs) responsible for disease progression. Analysis of gene expression profiles from laser-captured neurons from AD and controls subjects, using the Algorithm for the Reconstruction of Accurate Cellular Networks (ARACNe), yielded an interactome consisting of 488,353 transcription-factor/target interactions. Interrogation of this interactome, using the Master Regulator INference algorithm (MARINa), identified an unbiased set of candidate MRs causally responsible for regulating the transcriptional signature of AD progression. Experimental assays in autopsy-derived human brain tissue showed that three of the top candidate MRs (YY1, p300 and ZMYM3) are indeed biochemically and histopathologically dysregulated in AD brains compared to controls. Our results additionally implicate p53 and loss of acetylation homeostasis in the neurodegenerative process. This study suggests that an integrative, SB approach can be applied to AD and other neurodegenerative diseases, and provide significant novel insight on the disease progression.
- Subjects :
- Systems biology
Gene regulatory network
lcsh:Medicine
Nerve Tissue Proteins
Computational biology
Biology
Biochemistry
Interactome
Gene regulatory networks
Alzheimer's disease research
03 medical and health sciences
Chemical engineering
0302 clinical medicine
Alzheimer Disease
Transcriptional regulation
medicine
Animals
Humans
lcsh:Science
FOS: Chemical engineering
030304 developmental biology
Regulation of gene expression
Genetics
0303 health sciences
Multidisciplinary
Alzheimer's disease--Research
FOS: Clinical medicine
lcsh:R
Neurosciences
Gene targeting
medicine.disease
Rats
Gene Expression Regulation
lcsh:Q
Alzheimer's disease
030217 neurology & neurosurgery
Research Article
Subjects
Details
- ISSN :
- 19326203
- Volume :
- 10
- Database :
- OpenAIRE
- Journal :
- PLOS ONE
- Accession number :
- edsair.doi.dedup.....863352c526af580b23db59665d28bbcc
- Full Text :
- https://doi.org/10.1371/journal.pone.0120352