Integrative Analysis of Hippocampus Gene Expression Profiles Identifies Network Alterations in Aging and Alzheimer's Disease

被引:47
作者
Lanke, Vinay [1 ]
Moolamalla, S. T. R. [1 ]
Roy, Dipanjan [2 ]
Vinod, P. K. [1 ]
机构
[1] Int Inst Informat Technol, Ctr Computat Nat Sci & Bioinformat, Hyderabad, Telangana, India
[2] Natl Brain Res Ctr, Cognit Brain Dynam Lab, Gurgaon, India
来源
FRONTIERS IN AGING NEUROSCIENCE | 2018年 / 10卷
关键词
neurodegenerative disease; aging; hippocampus; glial cells; co-expression network; PPI network; graph theory; MILD COGNITIVE IMPAIRMENT; HUMAN BRAIN; NEURODEGENERATION; MICROARRAY; MEMORY; PROTEINS; REGIONS; PATHWAY; DYSREGULATION; METABOLISM;
D O I
10.3389/fnagi.2018.00153
中图分类号
R592 [老年病学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 100203 ;
摘要
Alzheimer's disease (AD) is a neurodegenerative disorder contributing to rapid decline in cognitive function and ultimately dementia. Most cases of AD occur in elderly and later years. There is a growing need for understanding the relationship between aging and AD to identify shared and unique hallmarks associated with the disease in a region and cell-type specific manner. Although genomic studies on AD have been performed extensively, the molecular mechanism of disease progression is still not clear. The major objective of our study is to obtain a higher-order network-level understanding of aging and AD, and their relationship using the hippocampal gene expression profiles of young (20-50 years), aging (70-99 years), and AD (70-99 years). The hippocampus is vulnerable to damage at early stages of AD and altered neurogenesis in the hippocampus is linked to the onset of AD. We combined the weighted gene co-expression network and weighted protein-protein interaction network-level approaches to study the transition from young to aging to AD. The network analysis revealed the organization of co-expression network into functional modules that are cell-type specific in aging and AD. We found that modules associated with astrocytes, endothelial cells and microglial cells are upregulated and significantly correlate with both aging and AD. The modules associated with neurons, mitochondria and endoplasmic reticulum are downregulated and significantly correlate with AD than aging. The oligodendrocytes module does not show significant correlation with neither aging nor disease. Further, we identified aging-and AD-specific interactions/subnetworks by integrating the gene expression with a human protein-protein interaction network. We found dysregulation of genes encoding protein kinases (FYN, SYK, SRC, PKC, MAPK1, ephrin receptors) and transcription factors (FOS, STAT3, CEBPB, MYC, NFK beta, and EGR1) in AD. Further, we found genes that encode proteins with neuroprotective function (14-3-3 proteins, PIN1, ATXN1, BDNF, VEGFA) to be part of the downregulated AD subnetwork. Our study highlights that simultaneously analyzing aging and AD will help to understand the pre-clinical and clinical phase of AD and aid in developing the treatment strategies.
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页数:14
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共 89 条
  • [1] Pin1 in Alzheimer's disease: Multiple substrates, one regulatory mechanism?
    Balastik, Martin
    Lim, Jormay
    Pastorino, Lucia
    Lu, Kun Ping
    [J]. BIOCHIMICA ET BIOPHYSICA ACTA-MOLECULAR BASIS OF DISEASE, 2007, 1772 (04): : 422 - 429
  • [2] Tau-mediated neurodegeneration in Alzheimer's disease and related disorders
    Ballatore, Carlo
    Lee, Virginia M. -Y.
    Trojanowski, John Q.
    [J]. NATURE REVIEWS NEUROSCIENCE, 2007, 8 (09) : 663 - 672
  • [3] Cytoskeletal Pathologies of Alzheimer Disease
    Bamburg, James R.
    Bloom, George S.
    [J]. CELL MOTILITY AND THE CYTOSKELETON, 2009, 66 (08): : 635 - 649
  • [4] Semiquantitative proteomic analysis of human hippocampal tissues from Alzheimer's disease and age-matched control brains
    Begcevic, Ilijana
    Kosanam, Hari
    Martinez-Morillo, Eduardo
    Dimitromanolakis, Apostolos
    Diamandis, Phedias
    Kuzmanov, Uros
    Hazrati, Lili-Naz
    Diamandis, Eleftherios P.
    [J]. CLINICAL PROTEOMICS, 2013, 10
  • [5] CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING
    BENJAMINI, Y
    HOCHBERG, Y
    [J]. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) : 289 - 300
  • [6] Gene expression changes in the course of normal brain aging are sexually dimorphic
    Berchtold, Nicole C.
    Cribbs, David H.
    Coleman, Paul D.
    Rogers, Joseph
    Head, Elizabeth
    Kim, Ronald
    Beach, Tom
    Miller, Carol
    Troncoso, Juan
    Trojanowski, John Q.
    Zielke, H. Ronald
    Cotman, Carl W.
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2008, 105 (40) : 15605 - 15610
  • [7] Brain gene expression patterns differentiate mild cognitive impairment from normal aged and Alzheimer's disease
    Berchtold, Nicole C.
    Sabbagh, Marwan N.
    Beach, Thomas G.
    Kim, Ronald C.
    Cribbs, David H.
    Cotman, Carl W.
    [J]. NEUROBIOLOGY OF AGING, 2014, 35 (09) : 1961 - 1972
  • [8] Synaptic genes are extensively downregulated across multiple brain regions in normal human aging and Alzheimer's disease
    Berchtold, Nicole C.
    Coleman, Paul D.
    Cribbs, David H.
    Rogers, Joseph
    Gillen, Daniel L.
    Cotman, Carl W.
    [J]. NEUROBIOLOGY OF AGING, 2013, 34 (06) : 1653 - 1661
  • [9] Incipient Alzheimer's disease: Microarray correlation analyses reveal major transcriptional and tumor suppressor responses
    Blalock, EM
    Geddes, JW
    Chen, KC
    Porter, NM
    Markesbery, WR
    Landfield, PW
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2004, 101 (07) : 2173 - 2178
  • [10] Microarray analyses of laser-captured hippocampus reveal distinct gray and white matter signatures associated with incipient Alzheimer's disease
    Blalock, Eric M.
    Buechel, Heather M.
    Popovic, Jelena
    Geddes, James W.
    Landfield, Philip W.
    [J]. JOURNAL OF CHEMICAL NEUROANATOMY, 2011, 42 (02) : 118 - 126