Identification of molecular signatures and pathways common to blood cells and brain tissue of amyotrophic lateral sclerosis patients

Amyotrophic lateral sclerosis (ALS) is a progressive motor neuron disease that is characterized by the death of neurons controlling voluntary muscles. Early diagnosis of ALS is difficult and detection is limited in sensitivity and specificity as well as by cost. Therefore, detecting ALS from blood c...

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Published inInformatics in medicine unlocked Vol. 16; p. 100193
Main Authors Rahman, Md. Rezanur, Islam, Tania, Huq, Fazlul, Quinn, Julian M.W., Moni, Mohammad Ali
Format Journal Article
LanguageEnglish
Published Elsevier Ltd 2019
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Abstract Amyotrophic lateral sclerosis (ALS) is a progressive motor neuron disease that is characterized by the death of neurons controlling voluntary muscles. Early diagnosis of ALS is difficult and detection is limited in sensitivity and specificity as well as by cost. Therefore, detecting ALS from blood cell analysis could improve the early diagnosis and treatment of the disease. The present study aimed to identify blood cell transcripts that reflect brain expression levels of factors linked to ALS progression. We analyzed blood cell and brain transcriptomics gene expression datasets (RNA-seq and microarray) in blood and brain. We identified 13 differentially expressed genes (DEG; ALS versus controls) common to blood cells and brain (DNAH6, HLA-DMB, HLA-A, EHD2, CMKLR1, PROS1, GAPT, CCR1, THBS1, CDK2, RAB27A, ITGB3 and C1orf162) that were commonly dysregulated between ALS blood and brain tissues. These data revealed significant neurodegeneration-associated molecular pathways in the signaling systems. Integration of these different analyses revealed dysregulation of a number of transcription factors, namely SP1, MYC, TP3, CTCF and SRF. In addition, we identified microRNAs altered in ALS: miR-29c, miR-21, let-7a, miR-377, miR-103, miR-369-3p, miR-494, miR-204, miR-29a. Thus, we have identified possible new links between pathological processes in the brain and transcripts in blood cells in ALS subjects that may enable the use of blood samples to diagnose and monitor ALS onset and progression.
AbstractList Amyotrophic lateral sclerosis (ALS) is a progressive motor neuron disease that is characterized by the death of neurons controlling voluntary muscles. Early diagnosis of ALS is difficult and detection is limited in sensitivity and specificity as well as by cost. Therefore, detecting ALS from blood cell analysis could improve the early diagnosis and treatment of the disease. The present study aimed to identify blood cell transcripts that reflect brain expression levels of factors linked to ALS progression. We analyzed blood cell and brain transcriptomics gene expression datasets (RNA-seq and microarray) in blood and brain. We identified 13 differentially expressed genes (DEG; ALS versus controls) common to blood cells and brain (DNAH6, HLA-DMB, HLA-A, EHD2, CMKLR1, PROS1, GAPT, CCR1, THBS1, CDK2, RAB27A, ITGB3 and C1orf162) that were commonly dysregulated between ALS blood and brain tissues. These data revealed significant neurodegeneration-associated molecular pathways in the signaling systems. Integration of these different analyses revealed dysregulation of a number of transcription factors, namely SP1, MYC, TP3, CTCF and SRF. In addition, we identified microRNAs altered in ALS: miR-29c, miR-21, let-7a, miR-377, miR-103, miR-369-3p, miR-494, miR-204, miR-29a. Thus, we have identified possible new links between pathological processes in the brain and transcripts in blood cells in ALS subjects that may enable the use of blood samples to diagnose and monitor ALS onset and progression.
Amyotrophic lateral sclerosis (ALS) is a progressive motor neuron disease that is characterized by the death of neurons controlling voluntary muscles. Early diagnosis of ALS is difficult and detection is limited in sensitivity and specificity as well as by cost. Therefore, detecting ALS from blood cell analysis could improve the early diagnosis and treatment of the disease. The present study aimed to identify blood cell transcripts that reflect brain expression levels of factors linked to ALS progression. We analyzed blood cell and brain transcriptomics gene expression datasets (RNA-seq and microarray) in blood and brain. We identified 13 differentially expressed genes (DEG; ALS versus controls) common to blood cells and brain (DNAH6, HLA-DMB, HLA-A, EHD2, CMKLR1, PROS1, GAPT, CCR1, THBS1, CDK2, RAB27A, ITGB3 and C1orf162) that were commonly dysregulated between ALS blood and brain tissues. These data revealed significant neurodegeneration-associated molecular pathways in the signaling systems. Integration of these different analyses revealed dysregulation of a number of transcription factors, namely SP1, MYC, TP3, CTCF and SRF. In addition, we identified microRNAs altered in ALS: miR-29c, miR-21, let-7a, miR-377, miR-103, miR-369-3p, miR-494, miR-204, miR-29a. Thus, we have identified possible new links between pathological processes in the brain and transcripts in blood cells in ALS subjects that may enable the use of blood samples to diagnose and monitor ALS onset and progression. Keywords: Amyotrophic lateral sclerosis, Molecular biomarkers, Blood-brain common gene, Differentially expressed genes, Protein-protein interaction, Transcription factors, microRNAs
ArticleNumber 100193
Author Quinn, Julian M.W.
Rahman, Md. Rezanur
Huq, Fazlul
Moni, Mohammad Ali
Islam, Tania
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  givenname: Md. Rezanur
  surname: Rahman
  fullname: Rahman, Md. Rezanur
  email: rezanur12@yahoo.com
  organization: Department of Biochemistry and Biotechnology, School of Biomedical Science, Khwaja Yunus Ali University, Sirajgonj, 6751, Bangladesh
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  givenname: Tania
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  givenname: Mohammad Ali
  surname: Moni
  fullname: Moni, Mohammad Ali
  email: mohammad.moni@sydney.edu.au
  organization: The University of Sydney, Faculty of Medicine and Health, Sydney Medical School, Discipline of Pathology, NSW, 2006, Australia
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Cites_doi 10.1093/nar/gkw377
10.1186/s13023-016-0531-y
10.1093/nar/gkw937
10.3390/ijms19051318
10.1093/hmg/ddu578
10.1038/nn.4065
10.14336/AD.2016.1120
10.1093/bioinformatics/btv313
10.3390/ijms19051534
10.3390/cells7110219
10.1093/nar/gks1193
10.4137/JCNSD.S18103
10.1111/j.1365-2990.2010.01076.x
10.1111/imm.12869
10.1016/j.nbd.2007.02.005
10.3389/fnmol.2019.00025
10.1046/j.1471-4159.2001.t01-1-00231.x
10.1136/jmg.2007.055012
10.1016/j.compbiolchem.2018.12.011
10.1016/j.neuron.2013.07.033
10.3389/fnmol.2018.00288
10.1038/nrneurol.2012.156
10.1155/2014/525097
10.1007/s13311-016-0503-x
10.1016/j.csbj.2014.08.008
10.1093/hmg/ddp498
10.1038/nprot.2015.052
10.1371/journal.pone.0025545
10.1016/S1474-4422(13)70226-6
10.7554/eLife.40811
10.1371/journal.pone.0009872
10.1371/journal.pone.0127376
10.1523/JNEUROSCI.23-06-02131.2003
10.1186/s12967-015-0462-8
10.2174/1874375701004010011
10.1111/nan.12148
10.1371/journal.pone.0198874
10.1089/omi.2018.0048
10.1038/nn.2779
10.3390/ijms19113652
10.3390/medicina55010020
10.1074/jbc.273.30.19294
10.1016/S1474-4422(15)00020-4
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Keywords microRNAs
Differentially expressed genes
Transcription factors
Protein-protein interaction
Amyotrophic lateral sclerosis
Blood-brain common gene
Molecular biomarkers
Language English
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References Rahman, Islam, Shahjaman, Quinn, Holsinger, Moni (bib28) 2019
Liguori, Nuzziello, Introna, Consiglio, Licciulli, D'Errico (bib47) 2018; 11
Rabin, Kim, Baughn, Libby, Kim, Fan (bib16) 2010; 19
Misra, Damotte, Hollenbach (bib38) 2018; 153
Di Pietro, Lattanzi, Bernardini (bib48) 2018; 19
Cooper-Knock, Bury, Heath, Wyles, Higginbottom, Gelsthorpe (bib19) 2015; 10
Zhou, Guan, Chen, Zhang, Yu, Gao (bib49) 2013; 6
van Rheenen, Diekstra, Harschnitz, Westeneng, van Eijk, Saris (bib10) 2018; 13
Islam, Rahman, Gov, Turanli, Gulfidan, Haque (bib31) 2018; vol. 22
Ling, Dastidar, Tokunaga, Ho, Lim, Ilieva (bib6) 2019; 8
Nardo, Pozzi, Pignataro, Lauranzano, Spano, Garbelli (bib9) 2011; 6
Kuleshov, Jones, Rouillard, Fernandez, Duan, Wang (bib22) 2016; 44
Malaspina, Kaushik, de Belleroche (bib13) 2001; 77
Yoo, Shin, Kim, Ryall, Lee, Lee (bib26) 2015; 31
Kiernan (bib2) 2014; 13
Nguyen, Boudreau, Kriz, Couillard-Despres, Kaplan, Julien (bib37) 2003; 23
Al Mahi, Najafabadi, Pilarczyk, Kouril, Medvedovic (bib21) 2018
Shioya, Obayashi, Tabunoki, Arima, Saito, Ishida (bib51) 2010; 36
Taguchi, Wang (bib46) 2018; 19
Szklarczyk, Morris, Cook, Kuhn, Wyder, Simonovic (bib24) 2017; 45
Islam, Islam, Shahjaman, Zaman, Karim, Quinn (bib29) 2018
Highley, Kirby, Jansweijer, Webb, Hewamadduma, Heath (bib18) 2014; 40
Robelin, Gonzalez De Aguilar (bib8) 2014; 2014
Prudencio, Belzil, Batra, Ross, Gendron, Pregent (bib15) 2015; 18
Wu, Wu, Li, Mo, Lin, Wang (bib50) 2015; 13
Xia, Gill, Hancock (bib23) 2015; 10
Rahman, Islam, Turanli, Zaman, Faruquee, Rahman (bib27) 2019; 78
Prasad, Bharathi, Sivalingam, Girdhar, Patel (bib4) 2019; 12
Rahman, Islam, Zaman, Shahjaman, Karim, Holsinger (bib40) 2018
Nuzziello, Vilardo, Pelucchi, Consiglio, Liuni, Trojano (bib42) 2018; 19
Cox, Ferraiuolo, Goodall, Heath, Higginbottom, Mortiboys (bib17) 2010; 5
Rahman, Islam, Gov, Turanli, Gulfidan, Shahjaman (bib30) 2019; 55
Hata, Duh, Zhang, Robinson, Aiello (bib43) 1998; 273
Sevimoglu, Arga (bib35) 2014; 11
Ricci, Marzocchi, Battistini (bib45) 2018; 7
Kotni, Zhao, Wei (bib34) 2016; 11
Szybinska, Lesniak (bib33) 2017; 8
Satoh, Yamamoto, Kitano, Takitani, Asahina, Kino (bib39) 2014; 6
de Carvalho (bib1) 2015; 14
Ling, Polymenidou, Cleveland (bib3) 2013; 79
Ranganathan, Bowser (bib32) 2010; 4
Batra, Hutt, Vu, Rabin, Baughn, Libby (bib7) 2016
Islam, Rahman, Gov, Turanli, Gulfidan, Haque (bib41) 2018; 22
Liu, Wu, Miao, Wu (bib25) 2015
Polymenidou, Lagier-Tourenne, Hutt, Huelga, Moran, Liang (bib5) 2011; 14
Barrett, Wilhite, Ledoux, Evangelista, Kim, Tomashevsky (bib20) 2013; 41
Pantelidou, Zographos, Lederer, Kyriakides, Pfaffl, Santama (bib14) 2007; 26
Cooper-Knock, Kirby, Ferraiuolo, Heath, Rattray, Shaw (bib12) 2012; 8
Moujalled, James, Yang, Zhang, Duncan, Moujalled (bib36) 2015; 24
Kristjansdottir, Sandling, Bonetti, Roos, Milani, Wang (bib44) 2008; 45
Vu, Bowser (bib11) 2017; 14
Barrett (10.1016/j.imu.2019.100193_bib20) 2013; 41
Polymenidou (10.1016/j.imu.2019.100193_bib5) 2011; 14
Rahman (10.1016/j.imu.2019.100193_bib28) 2019
van Rheenen (10.1016/j.imu.2019.100193_bib10) 2018; 13
Malaspina (10.1016/j.imu.2019.100193_bib13) 2001; 77
Kristjansdottir (10.1016/j.imu.2019.100193_bib44) 2008; 45
Cooper-Knock (10.1016/j.imu.2019.100193_bib12) 2012; 8
Al Mahi (10.1016/j.imu.2019.100193_bib21) 2018
Nardo (10.1016/j.imu.2019.100193_bib9) 2011; 6
Di Pietro (10.1016/j.imu.2019.100193_bib48) 2018; 19
Kuleshov (10.1016/j.imu.2019.100193_bib22) 2016; 44
Rahman (10.1016/j.imu.2019.100193_bib30) 2019; 55
Sevimoglu (10.1016/j.imu.2019.100193_bib35) 2014; 11
Prasad (10.1016/j.imu.2019.100193_bib4) 2019; 12
Liguori (10.1016/j.imu.2019.100193_bib47) 2018; 11
Vu (10.1016/j.imu.2019.100193_bib11) 2017; 14
Prudencio (10.1016/j.imu.2019.100193_bib15) 2015; 18
Moujalled (10.1016/j.imu.2019.100193_bib36) 2015; 24
Ricci (10.1016/j.imu.2019.100193_bib45) 2018; 7
Yoo (10.1016/j.imu.2019.100193_bib26) 2015; 31
de Carvalho (10.1016/j.imu.2019.100193_bib1) 2015; 14
Highley (10.1016/j.imu.2019.100193_bib18) 2014; 40
Szybinska (10.1016/j.imu.2019.100193_bib33) 2017; 8
Islam (10.1016/j.imu.2019.100193_bib41) 2018; 22
Liu (10.1016/j.imu.2019.100193_bib25) 2015
Nuzziello (10.1016/j.imu.2019.100193_bib42) 2018; 19
Ling (10.1016/j.imu.2019.100193_bib6) 2019; 8
Rabin (10.1016/j.imu.2019.100193_bib16) 2010; 19
Cooper-Knock (10.1016/j.imu.2019.100193_bib19) 2015; 10
Robelin (10.1016/j.imu.2019.100193_bib8) 2014; 2014
Shioya (10.1016/j.imu.2019.100193_bib51) 2010; 36
Pantelidou (10.1016/j.imu.2019.100193_bib14) 2007; 26
Islam (10.1016/j.imu.2019.100193_bib29) 2018
Kotni (10.1016/j.imu.2019.100193_bib34) 2016; 11
Kiernan (10.1016/j.imu.2019.100193_bib2) 2014; 13
Szklarczyk (10.1016/j.imu.2019.100193_bib24) 2017; 45
Batra (10.1016/j.imu.2019.100193_bib7) 2016
Rahman (10.1016/j.imu.2019.100193_bib27) 2019; 78
Hata (10.1016/j.imu.2019.100193_bib43) 1998; 273
Cox (10.1016/j.imu.2019.100193_bib17) 2010; 5
Islam (10.1016/j.imu.2019.100193_bib31) 2018; vol. 22
Ling (10.1016/j.imu.2019.100193_bib3) 2013; 79
Zhou (10.1016/j.imu.2019.100193_bib49) 2013; 6
Xia (10.1016/j.imu.2019.100193_bib23) 2015; 10
Taguchi (10.1016/j.imu.2019.100193_bib46) 2018; 19
Wu (10.1016/j.imu.2019.100193_bib50) 2015; 13
Satoh (10.1016/j.imu.2019.100193_bib39) 2014; 6
Ranganathan (10.1016/j.imu.2019.100193_bib32) 2010; 4
Rahman (10.1016/j.imu.2019.100193_bib40) 2018
Nguyen (10.1016/j.imu.2019.100193_bib37) 2003; 23
Misra (10.1016/j.imu.2019.100193_bib38) 2018; 153
References_xml – volume: 19
  start-page: 313
  year: 2010
  end-page: 328
  ident: bib16
  article-title: Sporadic ALS has compartment-specific aberrant exon splicing and altered cell-matrix adhesion biology
  publication-title: Hum Mol Genet
– volume: 8
  start-page: 518
  year: 2012
  end-page: 530
  ident: bib12
  article-title: Gene expression profiling in human neurodegenerative disease
  publication-title: Nat Rev Neurol
– volume: 14
  start-page: 459
  year: 2011
  end-page: 468
  ident: bib5
  article-title: Long pre-mRNA depletion and RNA missplicing contribute to neuronal vulnerability from loss of TDP-43
  publication-title: Nat Neurosci
– volume: 8
  year: 2019
  ident: bib6
  article-title: Overriding FUS autoregulation in mice triggers gain-of-toxic dysfunctions in RNA metabolism and autophagy-lysosome axis
  publication-title: Elife
– volume: 45
  start-page: D362
  year: 2017
  end-page: D368
  ident: bib24
  article-title: The STRING database in 2017: quality-controlled protein-protein association networks, made broadly accessible
  publication-title: Nucleic Acids Res
– start-page: 326223
  year: 2018
  ident: bib21
  article-title: GREIN: an interactive web platform for re-analyzing GEO RNA-seq data
  publication-title: bioRxiv
– start-page: 481879
  year: 2018
  ident: bib29
  article-title: Blood-based molecular biomarker signatures in Alzheimer's disease: insights from systems biomedicine perspective
– volume: 7
  year: 2018
  ident: bib45
  article-title: MicroRNAs as biomarkers in amyotrophic lateral sclerosis
  publication-title: Cells
– volume: 6
  year: 2011
  ident: bib9
  article-title: Amyotrophic lateral sclerosis multiprotein biomarkers in peripheral blood mononuclear cells
  publication-title: PLoS One
– volume: 24
  start-page: 1655
  year: 2015
  end-page: 1669
  ident: bib36
  article-title: Phosphorylation of hnRNP K by cyclin-dependent kinase 2 controls cytosolic accumulation of TDP-43
  publication-title: Hum Mol Genet
– volume: 19
  year: 2018
  ident: bib46
  article-title: Exploring microRNA biomarker for amyotrophic lateral sclerosis
  publication-title: Int J Mol Sci
– volume: 273
  start-page: 19294
  year: 1998
  end-page: 19303
  ident: bib43
  article-title: Transcription factors Sp1 and Sp3 alter vascular endothelial growth factor receptor expression through a novel recognition sequence
  publication-title: J Biol Chem
– volume: 14
  start-page: 457
  year: 2015
  end-page: 458
  ident: bib1
  article-title: Tackling diagnostic delays in ALS
  publication-title: Lancet Neurol
– start-page: 38448
  year: 2016
  ident: bib7
  article-title: Gene expression signatures of sporadic ALS motor neuron populations
  publication-title: bioRxiv
– volume: 12
  start-page: 25
  year: 2019
  ident: bib4
  article-title: Molecular mechanisms of TDP-43 misfolding and pathology in amyotrophic lateral sclerosis
  publication-title: Front Mol Neurosci
– volume: 31
  start-page: 3069
  year: 2015
  end-page: 3071
  ident: bib26
  article-title: DSigDB: drug signatures database for gene set analysis
  publication-title: Bioinformatics
– volume: 19
  year: 2018
  ident: bib42
  article-title: Investigating the role of MicroRNA and transcription factor Co-regulatory networks in multiple sclerosis pathogenesis
  publication-title: Int J Mol Sci
– volume: 40
  start-page: 670
  year: 2014
  end-page: 685
  ident: bib18
  article-title: Loss of nuclear TDP-43 in amyotrophic lateral sclerosis (ALS) causes altered expression of splicing machinery and widespread dysregulation of RNA splicing in motor neurones
  publication-title: Neuropathol Appl Neurobiol
– volume: 13
  start-page: 105
  year: 2015
  ident: bib50
  article-title: Let-7a inhibits migration, invasion and epithelial-mesenchymal transition by targeting HMGA2 in nasopharyngeal carcinoma
  publication-title: J Transl Med
– volume: 18
  start-page: 1175
  year: 2015
  end-page: 1182
  ident: bib15
  article-title: Distinct brain transcriptome profiles in C9orf72-associated and sporadic ALS
  publication-title: Nat Neurosci
– volume: 153
  start-page: 399
  year: 2018
  end-page: 414
  ident: bib38
  article-title: The immunogenetics of neurological disease
  publication-title: Immunology
– volume: 55
  year: 2019
  ident: bib30
  article-title: Identification of prognostic biomarker signatures and candidate drugs in colorectal cancer: insights from systems biology analysis
  publication-title: Medicina
– volume: 22
  start-page: 422
  year: 2018
  end-page: 436
  ident: bib41
  article-title: Drug targeting and biomarkers in head and neck cancers: insights from systems biology analyses
  publication-title: OMICS
– volume: 14
  start-page: 119
  year: 2017
  end-page: 134
  ident: bib11
  article-title: Fluid-based biomarkers for amyotrophic lateral sclerosis
  publication-title: Neurotherapeutics
– volume: 8
  start-page: 506
  year: 2017
  end-page: 518
  ident: bib33
  article-title: P53 dysfunction in neurodegenerative diseases - the cause or effect of pathological changes?
  publication-title: Aging Dis
– volume: 5
  year: 2010
  ident: bib17
  article-title: Mutations in CHMP2B in lower motor neuron predominant amyotrophic lateral sclerosis (ALS)
  publication-title: PLoS One
– volume: 79
  start-page: 416
  year: 2013
  end-page: 438
  ident: bib3
  article-title: Converging mechanisms in ALS and FTD: disrupted RNA and protein homeostasis
  publication-title: Neuron
– volume: 23
  start-page: 2131
  year: 2003
  end-page: 2140
  ident: bib37
  article-title: Cell cycle regulators in the neuronal death pathway of amyotrophic lateral sclerosis caused by mutant superoxide dismutase 1
  publication-title: J Neurosci
– volume: vol. 22
  start-page: 422
  year: 2018
  end-page: 436
  ident: bib31
  publication-title: Drug targeting and biomarkers in head and neck Cancers : OMICS
– volume: 44
  start-page: W90
  year: 2016
  end-page: W97
  ident: bib22
  article-title: Enrichr: a comprehensive gene set enrichment analysis web server 2016 update
  publication-title: Nucleic Acids Res
– volume: 11
  start-page: 22
  year: 2014
  end-page: 27
  ident: bib35
  article-title: The role of protein interaction networks in systems biomedicine
  publication-title: Comput Struct Biotechnol J
– volume: 10
  year: 2015
  ident: bib19
  article-title: C9ORF72 GGGGCC expanded repeats produce splicing dysregulation which correlates with disease severity in amyotrophic lateral sclerosis
  publication-title: PLoS One
– volume: 11
  start-page: 288
  year: 2018
  ident: bib47
  article-title: Dysregulation of MicroRNAs and target genes networks in peripheral blood of patients with sporadic amyotrophic lateral sclerosis
  publication-title: Front Mol Neurosci
– volume: 77
  start-page: 132
  year: 2001
  end-page: 145
  ident: bib13
  article-title: Differential expression of 14 genes in amyotrophic lateral sclerosis spinal cord detected using gridded cDNA arrays
  publication-title: J Neurochem
– volume: 10
  start-page: 823
  year: 2015
  end-page: 844
  ident: bib23
  article-title: NetworkAnalyst for statistical, visual and network-based meta-analysis of gene expression data
  publication-title: Nat Protoc
– volume: 4
  start-page: 11
  year: 2010
  end-page: 22
  ident: bib32
  article-title: p53 and cell cycle proteins participate in spinal motor neuron cell death in ALS
  publication-title: Open Pathol J
– volume: 2014
  start-page: 525097
  year: 2014
  ident: bib8
  article-title: Blood biomarkers for amyotrophic lateral sclerosis: myth or reality?
  publication-title: BioMed Res Int
– volume: 19
  year: 2018
  ident: bib48
  article-title: Skeletal muscle MicroRNAs as key players in the pathogenesis of amyotrophic lateral sclerosis
  publication-title: Int J Mol Sci
– volume: 78
  start-page: 431
  year: 2019
  end-page: 439
  ident: bib27
  article-title: Network-based approach to identify molecular signatures and therapeutic agents in Alzheimer's disease
  publication-title: Comput Biol Chem
– volume: 13
  start-page: 13
  year: 2014
  end-page: 14
  ident: bib2
  article-title: ALS and neuromuscular disease: in search of the Holy Grail
  publication-title: Lancet Neurol
– volume: 36
  start-page: 320
  year: 2010
  end-page: 330
  ident: bib51
  article-title: Aberrant microRNA expression in the brains of neurodegenerative diseases: miR-29a decreased in Alzheimer disease brains targets neurone navigator 3
  publication-title: Neuropathol Appl Neurobiol
– volume: 13
  year: 2018
  ident: bib10
  article-title: Whole blood transcriptome analysis in amyotrophic lateral sclerosis: a biomarker study
  publication-title: PLoS One
– volume: 11
  start-page: 148
  year: 2016
  ident: bib34
  article-title: Gene expression profiles and protein-protein interaction networks in amyotrophic lateral sclerosis patients with C9orf72 mutation
  publication-title: Orphanet J Rare Dis
– volume: 6
  start-page: 69
  year: 2014
  end-page: 78
  ident: bib39
  article-title: Molecular network analysis suggests a logical hypothesis for the pathological role of c9orf72 in amyotrophic lateral sclerosis/frontotemporal dementia
  publication-title: J Cent Nerv Syst Dis
– volume: 26
  start-page: 577
  year: 2007
  end-page: 589
  ident: bib14
  article-title: Differential expression of molecular motors in the motor cortex of sporadic ALS
  publication-title: Neurobiol Dis
– start-page: 1
  year: 2018
  end-page: 37
  ident: bib40
  article-title: Blood- based molecular biomarker signatures in Alzheimer ’ s disease : insights from systems biomedicine analyses
– volume: 6
  start-page: 1826
  year: 2013
  end-page: 1838
  ident: bib49
  article-title: miRNA-9 expression is upregulated in the spinal cord of G93A-SOD1 transgenic mice
  publication-title: Int J Clin Exp Pathol
– start-page: 482828
  year: 2019
  ident: bib28
  article-title: Identification of common molecular biomarker signatures in blood and brain of Alzheimers disease
– start-page: 2015
  year: 2015
  ident: bib25
  article-title: RegNetwork: an integrated database of transcriptional and post-transcriptional regulatory networks in human and mouse
  publication-title: Database
– volume: 41
  start-page: 991
  year: 2013
  end-page: 995
  ident: bib20
  article-title: NCBI GEO: archive for functional genomics data sets - Update
  publication-title: Nucleic Acids Res
– volume: 45
  start-page: 362
  year: 2008
  end-page: 369
  ident: bib44
  article-title: Interferon regulatory factor 5 (IRF5) gene variants are associated with multiple sclerosis in three distinct populations
  publication-title: J Med Genet
– volume: 44
  start-page: W90
  year: 2016
  ident: 10.1016/j.imu.2019.100193_bib22
  article-title: Enrichr: a comprehensive gene set enrichment analysis web server 2016 update
  publication-title: Nucleic Acids Res
  doi: 10.1093/nar/gkw377
– volume: 11
  start-page: 148
  year: 2016
  ident: 10.1016/j.imu.2019.100193_bib34
  article-title: Gene expression profiles and protein-protein interaction networks in amyotrophic lateral sclerosis patients with C9orf72 mutation
  publication-title: Orphanet J Rare Dis
  doi: 10.1186/s13023-016-0531-y
– start-page: 1
  year: 2018
  ident: 10.1016/j.imu.2019.100193_bib40
– volume: 45
  start-page: D362
  year: 2017
  ident: 10.1016/j.imu.2019.100193_bib24
  article-title: The STRING database in 2017: quality-controlled protein-protein association networks, made broadly accessible
  publication-title: Nucleic Acids Res
  doi: 10.1093/nar/gkw937
– volume: 19
  year: 2018
  ident: 10.1016/j.imu.2019.100193_bib46
  article-title: Exploring microRNA biomarker for amyotrophic lateral sclerosis
  publication-title: Int J Mol Sci
  doi: 10.3390/ijms19051318
– volume: 24
  start-page: 1655
  year: 2015
  ident: 10.1016/j.imu.2019.100193_bib36
  article-title: Phosphorylation of hnRNP K by cyclin-dependent kinase 2 controls cytosolic accumulation of TDP-43
  publication-title: Hum Mol Genet
  doi: 10.1093/hmg/ddu578
– volume: 18
  start-page: 1175
  year: 2015
  ident: 10.1016/j.imu.2019.100193_bib15
  article-title: Distinct brain transcriptome profiles in C9orf72-associated and sporadic ALS
  publication-title: Nat Neurosci
  doi: 10.1038/nn.4065
– start-page: 482828
  year: 2019
  ident: 10.1016/j.imu.2019.100193_bib28
– volume: 8
  start-page: 506
  year: 2017
  ident: 10.1016/j.imu.2019.100193_bib33
  article-title: P53 dysfunction in neurodegenerative diseases - the cause or effect of pathological changes?
  publication-title: Aging Dis
  doi: 10.14336/AD.2016.1120
– start-page: 326223
  year: 2018
  ident: 10.1016/j.imu.2019.100193_bib21
  article-title: GREIN: an interactive web platform for re-analyzing GEO RNA-seq data
  publication-title: bioRxiv
– volume: 31
  start-page: 3069
  year: 2015
  ident: 10.1016/j.imu.2019.100193_bib26
  article-title: DSigDB: drug signatures database for gene set analysis
  publication-title: Bioinformatics
  doi: 10.1093/bioinformatics/btv313
– volume: 19
  year: 2018
  ident: 10.1016/j.imu.2019.100193_bib48
  article-title: Skeletal muscle MicroRNAs as key players in the pathogenesis of amyotrophic lateral sclerosis
  publication-title: Int J Mol Sci
  doi: 10.3390/ijms19051534
– volume: 7
  year: 2018
  ident: 10.1016/j.imu.2019.100193_bib45
  article-title: MicroRNAs as biomarkers in amyotrophic lateral sclerosis
  publication-title: Cells
  doi: 10.3390/cells7110219
– volume: 41
  start-page: 991
  year: 2013
  ident: 10.1016/j.imu.2019.100193_bib20
  article-title: NCBI GEO: archive for functional genomics data sets - Update
  publication-title: Nucleic Acids Res
  doi: 10.1093/nar/gks1193
– volume: 6
  start-page: 69
  year: 2014
  ident: 10.1016/j.imu.2019.100193_bib39
  article-title: Molecular network analysis suggests a logical hypothesis for the pathological role of c9orf72 in amyotrophic lateral sclerosis/frontotemporal dementia
  publication-title: J Cent Nerv Syst Dis
  doi: 10.4137/JCNSD.S18103
– volume: 36
  start-page: 320
  year: 2010
  ident: 10.1016/j.imu.2019.100193_bib51
  article-title: Aberrant microRNA expression in the brains of neurodegenerative diseases: miR-29a decreased in Alzheimer disease brains targets neurone navigator 3
  publication-title: Neuropathol Appl Neurobiol
  doi: 10.1111/j.1365-2990.2010.01076.x
– volume: 153
  start-page: 399
  year: 2018
  ident: 10.1016/j.imu.2019.100193_bib38
  article-title: The immunogenetics of neurological disease
  publication-title: Immunology
  doi: 10.1111/imm.12869
– volume: 26
  start-page: 577
  year: 2007
  ident: 10.1016/j.imu.2019.100193_bib14
  article-title: Differential expression of molecular motors in the motor cortex of sporadic ALS
  publication-title: Neurobiol Dis
  doi: 10.1016/j.nbd.2007.02.005
– volume: 12
  start-page: 25
  year: 2019
  ident: 10.1016/j.imu.2019.100193_bib4
  article-title: Molecular mechanisms of TDP-43 misfolding and pathology in amyotrophic lateral sclerosis
  publication-title: Front Mol Neurosci
  doi: 10.3389/fnmol.2019.00025
– volume: 77
  start-page: 132
  year: 2001
  ident: 10.1016/j.imu.2019.100193_bib13
  article-title: Differential expression of 14 genes in amyotrophic lateral sclerosis spinal cord detected using gridded cDNA arrays
  publication-title: J Neurochem
  doi: 10.1046/j.1471-4159.2001.t01-1-00231.x
– volume: 45
  start-page: 362
  year: 2008
  ident: 10.1016/j.imu.2019.100193_bib44
  article-title: Interferon regulatory factor 5 (IRF5) gene variants are associated with multiple sclerosis in three distinct populations
  publication-title: J Med Genet
  doi: 10.1136/jmg.2007.055012
– start-page: 2015
  year: 2015
  ident: 10.1016/j.imu.2019.100193_bib25
  article-title: RegNetwork: an integrated database of transcriptional and post-transcriptional regulatory networks in human and mouse
  publication-title: Database
– volume: 78
  start-page: 431
  year: 2019
  ident: 10.1016/j.imu.2019.100193_bib27
  article-title: Network-based approach to identify molecular signatures and therapeutic agents in Alzheimer's disease
  publication-title: Comput Biol Chem
  doi: 10.1016/j.compbiolchem.2018.12.011
– volume: 79
  start-page: 416
  year: 2013
  ident: 10.1016/j.imu.2019.100193_bib3
  article-title: Converging mechanisms in ALS and FTD: disrupted RNA and protein homeostasis
  publication-title: Neuron
  doi: 10.1016/j.neuron.2013.07.033
– start-page: 38448
  year: 2016
  ident: 10.1016/j.imu.2019.100193_bib7
  article-title: Gene expression signatures of sporadic ALS motor neuron populations
  publication-title: bioRxiv
– volume: 11
  start-page: 288
  year: 2018
  ident: 10.1016/j.imu.2019.100193_bib47
  article-title: Dysregulation of MicroRNAs and target genes networks in peripheral blood of patients with sporadic amyotrophic lateral sclerosis
  publication-title: Front Mol Neurosci
  doi: 10.3389/fnmol.2018.00288
– volume: 8
  start-page: 518
  year: 2012
  ident: 10.1016/j.imu.2019.100193_bib12
  article-title: Gene expression profiling in human neurodegenerative disease
  publication-title: Nat Rev Neurol
  doi: 10.1038/nrneurol.2012.156
– volume: 2014
  start-page: 525097
  year: 2014
  ident: 10.1016/j.imu.2019.100193_bib8
  article-title: Blood biomarkers for amyotrophic lateral sclerosis: myth or reality?
  publication-title: BioMed Res Int
  doi: 10.1155/2014/525097
– volume: 14
  start-page: 119
  year: 2017
  ident: 10.1016/j.imu.2019.100193_bib11
  article-title: Fluid-based biomarkers for amyotrophic lateral sclerosis
  publication-title: Neurotherapeutics
  doi: 10.1007/s13311-016-0503-x
– volume: 11
  start-page: 22
  year: 2014
  ident: 10.1016/j.imu.2019.100193_bib35
  article-title: The role of protein interaction networks in systems biomedicine
  publication-title: Comput Struct Biotechnol J
  doi: 10.1016/j.csbj.2014.08.008
– volume: 19
  start-page: 313
  year: 2010
  ident: 10.1016/j.imu.2019.100193_bib16
  article-title: Sporadic ALS has compartment-specific aberrant exon splicing and altered cell-matrix adhesion biology
  publication-title: Hum Mol Genet
  doi: 10.1093/hmg/ddp498
– volume: 10
  start-page: 823
  year: 2015
  ident: 10.1016/j.imu.2019.100193_bib23
  article-title: NetworkAnalyst for statistical, visual and network-based meta-analysis of gene expression data
  publication-title: Nat Protoc
  doi: 10.1038/nprot.2015.052
– volume: 6
  year: 2011
  ident: 10.1016/j.imu.2019.100193_bib9
  article-title: Amyotrophic lateral sclerosis multiprotein biomarkers in peripheral blood mononuclear cells
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0025545
– volume: 13
  start-page: 13
  year: 2014
  ident: 10.1016/j.imu.2019.100193_bib2
  article-title: ALS and neuromuscular disease: in search of the Holy Grail
  publication-title: Lancet Neurol
  doi: 10.1016/S1474-4422(13)70226-6
– volume: 8
  year: 2019
  ident: 10.1016/j.imu.2019.100193_bib6
  article-title: Overriding FUS autoregulation in mice triggers gain-of-toxic dysfunctions in RNA metabolism and autophagy-lysosome axis
  publication-title: Elife
  doi: 10.7554/eLife.40811
– volume: 5
  year: 2010
  ident: 10.1016/j.imu.2019.100193_bib17
  article-title: Mutations in CHMP2B in lower motor neuron predominant amyotrophic lateral sclerosis (ALS)
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0009872
– volume: 10
  year: 2015
  ident: 10.1016/j.imu.2019.100193_bib19
  article-title: C9ORF72 GGGGCC expanded repeats produce splicing dysregulation which correlates with disease severity in amyotrophic lateral sclerosis
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0127376
– volume: 23
  start-page: 2131
  year: 2003
  ident: 10.1016/j.imu.2019.100193_bib37
  article-title: Cell cycle regulators in the neuronal death pathway of amyotrophic lateral sclerosis caused by mutant superoxide dismutase 1
  publication-title: J Neurosci
  doi: 10.1523/JNEUROSCI.23-06-02131.2003
– volume: 13
  start-page: 105
  year: 2015
  ident: 10.1016/j.imu.2019.100193_bib50
  article-title: Let-7a inhibits migration, invasion and epithelial-mesenchymal transition by targeting HMGA2 in nasopharyngeal carcinoma
  publication-title: J Transl Med
  doi: 10.1186/s12967-015-0462-8
– volume: 4
  start-page: 11
  year: 2010
  ident: 10.1016/j.imu.2019.100193_bib32
  article-title: p53 and cell cycle proteins participate in spinal motor neuron cell death in ALS
  publication-title: Open Pathol J
  doi: 10.2174/1874375701004010011
– volume: 40
  start-page: 670
  year: 2014
  ident: 10.1016/j.imu.2019.100193_bib18
  article-title: Loss of nuclear TDP-43 in amyotrophic lateral sclerosis (ALS) causes altered expression of splicing machinery and widespread dysregulation of RNA splicing in motor neurones
  publication-title: Neuropathol Appl Neurobiol
  doi: 10.1111/nan.12148
– volume: 13
  year: 2018
  ident: 10.1016/j.imu.2019.100193_bib10
  article-title: Whole blood transcriptome analysis in amyotrophic lateral sclerosis: a biomarker study
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0198874
– volume: vol. 22
  start-page: 422
  year: 2018
  ident: 10.1016/j.imu.2019.100193_bib31
– start-page: 481879
  year: 2018
  ident: 10.1016/j.imu.2019.100193_bib29
– volume: 22
  start-page: 422
  year: 2018
  ident: 10.1016/j.imu.2019.100193_bib41
  article-title: Drug targeting and biomarkers in head and neck cancers: insights from systems biology analyses
  publication-title: OMICS
  doi: 10.1089/omi.2018.0048
– volume: 14
  start-page: 459
  year: 2011
  ident: 10.1016/j.imu.2019.100193_bib5
  article-title: Long pre-mRNA depletion and RNA missplicing contribute to neuronal vulnerability from loss of TDP-43
  publication-title: Nat Neurosci
  doi: 10.1038/nn.2779
– volume: 19
  year: 2018
  ident: 10.1016/j.imu.2019.100193_bib42
  article-title: Investigating the role of MicroRNA and transcription factor Co-regulatory networks in multiple sclerosis pathogenesis
  publication-title: Int J Mol Sci
  doi: 10.3390/ijms19113652
– volume: 55
  year: 2019
  ident: 10.1016/j.imu.2019.100193_bib30
  article-title: Identification of prognostic biomarker signatures and candidate drugs in colorectal cancer: insights from systems biology analysis
  publication-title: Medicina
  doi: 10.3390/medicina55010020
– volume: 273
  start-page: 19294
  year: 1998
  ident: 10.1016/j.imu.2019.100193_bib43
  article-title: Transcription factors Sp1 and Sp3 alter vascular endothelial growth factor receptor expression through a novel recognition sequence
  publication-title: J Biol Chem
  doi: 10.1074/jbc.273.30.19294
– volume: 14
  start-page: 457
  year: 2015
  ident: 10.1016/j.imu.2019.100193_bib1
  article-title: Tackling diagnostic delays in ALS
  publication-title: Lancet Neurol
  doi: 10.1016/S1474-4422(15)00020-4
– volume: 6
  start-page: 1826
  year: 2013
  ident: 10.1016/j.imu.2019.100193_bib49
  article-title: miRNA-9 expression is upregulated in the spinal cord of G93A-SOD1 transgenic mice
  publication-title: Int J Clin Exp Pathol
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Snippet Amyotrophic lateral sclerosis (ALS) is a progressive motor neuron disease that is characterized by the death of neurons controlling voluntary muscles. Early...
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StartPage 100193
SubjectTerms Amyotrophic lateral sclerosis
Blood-brain common gene
Differentially expressed genes
microRNAs
Molecular biomarkers
Protein-protein interaction
Transcription factors
Title Identification of molecular signatures and pathways common to blood cells and brain tissue of amyotrophic lateral sclerosis patients
URI https://dx.doi.org/10.1016/j.imu.2019.100193
https://doaj.org/article/bab338e601f14a08a96b5cf3c93f2e0f
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