Bioinformatics methods in drug repurposing for Alzheimer's disease

被引:66
作者
Siavelis, John C. [2 ]
Bourdakou, Marilena M. [3 ]
Athanasiadis, Emmanouil I. [1 ]
Spyrou, George M. [1 ]
Nikita, Konstantina S. [4 ]
机构
[1] Acad Athens, Biomed Res Fdn, Ctr Syst Biol, Soranou Ephessiou 4, Athens 11527, Greece
[2] Univ Patras, Fac Med, Dept Med Phys, Patras 26500, Greece
[3] Univ Athens, Dept Informat & Telecommun, Ilissia 15784, Greece
[4] Natl Tech Univ Athens, Sch Elect & Comp Engn, Athens 15573, Greece
关键词
Alzheimer's disease; drug repurposing; gene signatures; Connectivity Map; epidermal growth factor receptor pathway; GROWTH-FACTOR RECEPTOR; GENE-EXPRESSION; CONNECTIVITY MAP; MOUSE MODEL; DISCOVERY; PHOSPHORYLATION; METABOLISM; HYPOTHESIS; INHIBITORS; SIGNATURES;
D O I
10.1093/bib/bbv048
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Alarming epidemiological features of Alzheimer's disease impose curative treatment rather than symptomatic relief. Drug repurposing, that is reappraisal of a substance's indications against other diseases, offers time, cost and efficiency benefits in drug development, especially when in silico techniques are used. In this study, we have used gene signatures, where up- and down-regulated gene lists summarize a cell's gene expression perturbation from a drug or disease. To cope with the inherent biological and computational noise, we used an integrative approach on five disease-related microarray data sets of hippocampal origin with three different methods of evaluating differential gene expression and four drug repurposing tools. We found a list of 27 potential anti-Alzheimer agents that were additionally processed with regard to molecular similarity, pathway/ontology enrichment and network analysis. Protein kinase C, histone deacetylase, glycogen synthase kinase 3 and arginase inhibitors appear consistently in the resultant drug list and may exert their pharmacologic action in an epidermal growth factor receptor-mediated subpathway of Alzheimer's disease.
引用
收藏
页码:322 / 335
页数:14
相关论文
共 66 条
  • [1] PKC signaling deficits: a mechanistic hypothesis for the origins of Alzheimer's disease
    Alkon, Daniel L.
    Sun, Miao-Kun
    Nelson, Thomas J.
    [J]. TRENDS IN PHARMACOLOGICAL SCIENCES, 2007, 28 (02) : 51 - 60
  • [2] Therapeutics of Alzheimer's disease: Past, present and future
    Anand, R.
    Gill, Kiran Dip
    Mahdi, Abbas Ali
    [J]. NEUROPHARMACOLOGY, 2014, 76 : 27 - 50
  • [3] A Review: Treatment of Alzheimer's Disease Discovered in Repurposed Agents
    Appleby, Brian S.
    Nacopoulos, Dimitrios
    Milano, Nicholas
    Zhong, Kate
    Cummings, Jeffrey L.
    [J]. DEMENTIA AND GERIATRIC COGNITIVE DISORDERS, 2013, 35 (1-2) : 1 - 22
  • [4] Gene Ontology: tool for the unification of biology
    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
    [J]. NATURE GENETICS, 2000, 25 (01) : 25 - 29
  • [5] ChemBioServer: a web-based pipeline for filtering, clustering and visualization of chemical compounds used in drug discovery
    Athanasiadis, Emmanouil
    Cournia, Zoe
    Spyrou, George
    [J]. BIOINFORMATICS, 2012, 28 (22) : 3002 - 3003
  • [6] Barratt MJ., 2012, DRUG REPOSITIONING B
  • [7] Lead-induced accumulation of β-amyloid in the choroid plexus: Role of low density lipoprotein receptor protein-1 and protein kinase C
    Behl, Mamta
    Zhang, Yanshu
    Shi, Yunzhou
    Cheng, Jixin
    Du, Yansheng
    Zheng, Wei
    [J]. NEUROTOXICOLOGY, 2010, 31 (05) : 524 - 532
  • [8] Accelerated neurodegeneration through chaperone-mediated oligomerization of tau
    Blair, Laura J.
    Nordhues, Bryce A.
    Hil, Shannon E.
    Scaglione, Matthew
    O'Leary, John C., III
    Fontaine, Sarah N.
    Breydo, Leonid
    Zhang, Bo
    Li, Pengfei
    Wang, Li
    Cotman, Carl
    Paulson, Henry L.
    Muscho, Martin
    Uversky, Vladimir N.
    Klengel, Torsten
    Binder, Elisabeth B.
    Kayed, Rakez
    Golde, Todd E.
    Berchtold, Nicole
    Dickey, Chad A.
    [J]. JOURNAL OF CLINICAL INVESTIGATION, 2013, 123 (10) : 4158 - 4169
  • [9] 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
  • [10] Clinical and biological changes under treatment with lithium carbonate and valproic acid in sporadic amyotrophic lateral sclerosis
    Boll, Marie-Catherine
    Bayliss, Leo
    Vargas-Canas, Steven
    Burgos, Jorge
    Montes, Sergio
    Penaloza-Solano, Guillermo
    Rios, Camilo
    Alcaraz-Zubeldia, Mireya
    [J]. JOURNAL OF THE NEUROLOGICAL SCIENCES, 2014, 340 (1-2) : 103 - 108