Integrative gene-tissue microarray-based approach for identification of human disease biomarkers: application to amyotrophic lateral sclerosis.

Advances in genomics and proteomics permit rapid identification of disease-relevant genes and proteins. Challenges include biological differences between animal models and human diseases, high discordance between DNA and protein expression data and a lack of experimental models to study human complex diseases. To overcome some of these limitations, we developed an integrative approach using animal models, postmortem human material and a combination of high-throughput microarray methods to identify novel molecular markers of amyotrophic lateral sclerosis (ALS). We used laser capture microdissection coupled with microarrays to identify early transcriptome changes occurring in spinal cord motor neurons or surrounding glial cells. Two models of familial motor neuron disease, SOD1(G93A) and TAU(P301L), transgenic mice were used at the presymptomatic stage. Identified gene expression changes were predominantly model-specific. However, several genes were regulated in both models. The relevance of identified genes as clinical biomarkers was tested in the peripheral blood transcriptome of presymptomatic SOD1(G93A) animals using custom-designed ALS microarray. To confirm the relevance of identified genes in human sporadic ALS (SALS), selected corresponding protein products were examined by high-throughput immunoassays using tissue microarrays constructed from human postmortem spinal cord tissues. Genes that were identified by these experiments and located within a linkage region associated with familial ALS/frontotemporal dementia were sequenced in several families. This large-scale gene and protein expression study pointing to distinct molecular mechanisms of TAU- and SOD1-induced motor neuron degeneration identified several new SALS-relevant proteins (CNGA3, CRB1, OTUB2, MMP14, SLK, DDX58, RSPO2) and putative blood biomarkers, including Nefh, Prph and Mgll.

[1]  C. Geula,et al.  Motor neurons are rich in non-phosphorylated neurofilaments: cross-species comparison and alterations in ALS , 2000, Brain Research.

[2]  S. M. Chou,et al.  Fast axonal transport in amyotrophic lateral sclerosis , 1987, Neurology.

[3]  J. Connor,et al.  Differential expression of genes in amyotrophic lateral sclerosis revealed by profiling the post mortem cortex , 2006, Amyotrophic lateral sclerosis : official publication of the World Federation of Neurology Research Group on Motor Neuron Diseases.

[4]  C. Cereda,et al.  A novel peripherin gene (PRPH) mutation identified in one sporadic amyotrophic lateral sclerosis patient , 2011, Neurobiology of Aging.

[5]  Jürgen Götz,et al.  Parkinsonism and impaired axonal transport in a mouse model of frontotemporal dementia , 2008, Proceedings of the National Academy of Sciences.

[6]  D. Geschwind,et al.  Novel tau polymorphisms, tau haplotypes, and splicing in familial and sporadic frontotemporal dementia. , 2003, Archives of neurology.

[7]  I. Kanazawa,et al.  Reduction of GluR2 RNA editing, a molecular change that increases calcium influx through AMPA receptors, selective in the spinal ventral gray of patients with amyotrophic lateral sclerosis , 1999, Annals of neurology.

[8]  F. Sharp,et al.  Brain and Blood microRNA Expression Profiling of Ischemic Stroke, Intracerebral Hemorrhage, and Kainate Seizures , 2010, Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism.

[9]  D. Lomas,et al.  Familial dementia caused by polymerization of mutant neuroserpin , 1999, Nature.

[10]  J. Mallet,et al.  Defective axonal transport of neurofilament proteins in neurons overexpressing peripherin , 2006, Journal of neurochemistry.

[11]  D. Geschwind,et al.  Functional genomic analysis of frataxin deficiency reveals tissue-specific alterations and identifies the PPARγ pathway as a therapeutic target in Friedreich’s ataxia , 2009, Human molecular genetics.

[12]  C. Overall,et al.  Tissue inhibitor of metalloproteinases-4 inhibits but does not support the activation of gelatinase A via efficient inhibition of membrane type 1-matrix metalloproteinase. , 2001, Cancer research.

[13]  T. Siddique,et al.  Current status of SOD1 mutations in familial amyotrophic lateral sclerosis. , 2000, Amyotrophic lateral sclerosis and other motor neuron disorders : official publication of the World Federation of Neurology, Research Group on Motor Neuron Diseases.

[14]  V. Meininger,et al.  A Frameshift Deletion in Peripherin Gene Associated with Amyotrophic Lateral Sclerosis* , 2004, Journal of Biological Chemistry.

[15]  A Al-Chalabi,et al.  Deletions of the heavy neurofilament subunit tail in amyotrophic lateral sclerosis. , 1999, Human molecular genetics.

[16]  L. Ferraiuolo,et al.  Microarray Analysis of the Cellular Pathways Involved in the Adaptation to and Progression of Motor Neuron Injury in the SOD1 G93A Mouse Model of Familial ALS , 2007, The Journal of Neuroscience.

[17]  G. Rouleau,et al.  Recent advances in the genetics of amyotrophic lateral sclerosis , 2009, Current neurology and neuroscience reports.

[18]  D. Jaworski,et al.  Differential spatial distribution and temporal regulation of tissue inhibitor of metalloproteinase mRNA expression during rat central nervous system development , 2000, Mechanisms of Development.

[19]  S. Perrin,et al.  From transcriptome analysis to therapeutic anti-CD40L treatment in the SOD1 model of amyotrophic lateral sclerosis , 2010, Nature Genetics.

[20]  L. Petrucelli,et al.  Mechanism of neurodegenerative disease: role of the ubiquitin proteasome system , 2004, Annals of medicine.

[21]  A. Al-Chalabi,et al.  Genetic studies of amyotrophic lateral sclerosis: Controversies and perspectives , 2009, Amyotrophic lateral sclerosis : official publication of the World Federation of Neurology Research Group on Motor Neuron Diseases.

[22]  F. Sharp,et al.  Brief Focal Cerebral Ischemia That Simulates Transient Ischemic Attacks in Humans Regulates Gene Expression in Rat Peripheral Blood , 2010, Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism.

[23]  J. Julien,et al.  Defective axonal transport in a transgenic mouse model of amyotrophic lateral sclerosis , 1995, Nature.

[24]  R. Berges,et al.  Review of the Multiple Aspects of Neurofilament Functions, and their Possible Contribution to Neurodegeneration , 2008, Molecular Neurobiology.

[25]  J. Trojanowski,et al.  Transgenic Models of Tauopathies and Synucleinopathies , 1999, Brain pathology.

[26]  A. Hinkkanen,et al.  Treatment of Experimental Autoimmune Encephalomyelitis with a Neurotropic Alphavirus Vector Expressing Tissue Inhibitor of Metalloproteinase‐2 , 2004, Scandinavian journal of immunology.

[27]  K. Fischbeck,et al.  Distal spinal and bulbar muscular atrophy caused by dynactin mutation , 2005, Annals of neurology.

[28]  K. Roovers,et al.  FAK/src-Family Dependent Activation of the Ste20-Like Kinase SLK Is Required for Microtubule-Dependent Focal Adhesion Turnover and Cell Migration , 2008, PloS one.

[29]  Edwin M Stone,et al.  Comparative genomics and gene expression analysis identifies BBS9, a new Bardet-Biedl syndrome gene. , 2005, American journal of human genetics.

[30]  D. Cleveland,et al.  Toxicity from different SOD1 mutants dysregulates the complement system and the neuronal regenerative response in ALS motor neurons , 2007 .

[31]  D. Howland,et al.  Disruption of Dynein/Dynactin Inhibits Axonal Transport in Motor Neurons Causing Late-Onset Progressive Degeneration , 2002, Neuron.

[32]  J. Cossins,et al.  Matrix metalloproteinase expression during experimental autoimmune encephalomyelitis and effects of a combined matrix metalloproteinase and tumour necrosis factor-α inhibitor , 1997, Journal of Neuroimmunology.

[33]  T. Tsuruo,et al.  Chemosensitisation by manganese superoxide dismutase inhibition is caspase-9 dependent and involves extracellular signal-regulated kinase 1/2 , 2008, British Journal of Cancer.

[34]  J. Shin,et al.  Tissue inhibitor of metalloproteinases-3 (TIMP-3) expression is increased during serum deprivation-induced neuronal apoptosis in vitro and in the G93A mouse model of amyotrophic lateral sclerosis: A potential modulator of Fas-mediated apoptosis , 2008, Neurobiology of Disease.

[35]  J. Rothstein Excitotoxic mechanisms in the pathogenesis of amyotrophic lateral sclerosis. , 1995, Advances in neurology.

[36]  M. Strong,et al.  An Aggregate-Inducing Peripherin Isoform Generated through Intron Retention Is Upregulated in Amyotrophic Lateral Sclerosis and Associated with Disease Pathology , 2008, The Journal of Neuroscience.

[37]  E. Holzbaur Motor neurons rely on motor proteins. , 2004, Trends in cell biology.

[38]  Tiffani J. Bright,et al.  PubMatrix: a tool for multiplex literature mining , 2003, BMC Bioinformatics.

[39]  J. Haines,et al.  Mutations in Cu/Zn superoxide dismutase gene are associated with familial amyotrophic lateral sclerosis , 1993, Nature.

[40]  V. Meininger,et al.  Variants of the heavy neurofilament subunit are associated with the development of amyotrophic lateral sclerosis. , 1994, Human molecular genetics.

[41]  Aaron Ciechanover,et al.  The Ubiquitin Proteasome System in Neurodegenerative Diseases Sometimes the Chicken, Sometimes the Egg , 2003, Neuron.

[42]  G. Yousef,et al.  Role of kallikrein enzymes in the central nervous system. , 2003, Clinica chimica acta; international journal of clinical chemistry.

[43]  G. Kollias,et al.  Onset and Progression in Inherited ALS Determined by Motor Neurons and Microglia , 2006, Science.

[44]  F. Baas,et al.  Familial amyotrophic lateral sclerosis with frontotemporal dementia is linked to a locus on chromosome 9p13.2-21.3. , 2006, Brain : a journal of neurology.

[45]  J. Loeffler,et al.  Differential Screening of Mutated SOD1 Transgenic Mice Reveals Early Up-Regulation of a Fast Axonal Transport Component in Spinal Cord Motor Neurons , 2000, Neurobiology of Disease.

[46]  J. Trojanowski,et al.  Attenuated Neurodegenerative Disease Phenotype in Tau Transgenic Mouse Lacking Neurofilaments , 2001, The Journal of Neuroscience.

[47]  G. Sobue,et al.  Differentially expressed genes in sporadic amyotrophic lateral sclerosis spinal cords – screening by molecular indexing and subsequent cDNA microarray analysis , 2002, FEBS letters.

[48]  J. Julien,et al.  Progressive neuronopathy in transgenic mice expressing the human neurofilament heavy gene: A mouse model of amyotrophic lateral sclerosis , 1993, Cell.

[49]  Sylvie M. de Waegh,et al.  Altered slow axonal transport and regeneration in a myelin-deficient mutant mouse: the trembler as an in vivo model for Schwann cell-axon interactions , 1990, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[50]  C. Niehrs,et al.  R-Spondin2 is a secreted activator of Wnt/beta-catenin signaling and is required for Xenopus myogenesis. , 2004, Developmental cell.

[51]  J. Kononen,et al.  Tissue microarrays for high-throughput molecular profiling of tumor specimens , 1998, Nature Medicine.

[52]  Y. Itoyama,et al.  Selective impairment of fast anterograde axonal transport in the peripheral nerves of asymptomatic transgenic mice with a G93A mutant SOD1 gene , 1999, Brain Research.

[53]  E. Schon,et al.  Mitochondrial DNA and respiratory chain function in spinal cords of ALS patients , 2002, Journal of neurochemistry.

[54]  Aidong Yuan,et al.  Axonal Transport Rates In Vivo Are Unaffected by Tau Deletion or Overexpression in Mice , 2008, The Journal of Neuroscience.

[55]  G. Sobue,et al.  Gene expression profile of spinal motor neurons in sporadic amyotrophic lateral sclerosis , 2005, Annals of neurology.

[56]  J. Mcleod,et al.  Familial amyotrophic lateral sclerosis. , 1973, Proceedings of the Australian Association of Neurologists.

[57]  Kevin Eggan,et al.  Non–cell autonomous effect of glia on motor neurons in an embryonic stem cell–based ALS model , 2007, Nature Neuroscience.

[58]  D L Price,et al.  A vector for expressing foreign genes in the brains and hearts of transgenic mice. , 1996, Genetic analysis : biomolecular engineering.

[59]  T. Tatusova,et al.  Entrez Gene: gene-centered information at NCBI , 2010, Nucleic Acids Res..

[60]  L. Cork,et al.  Increased expression of neurofilament subunit NF-L produces morphological alterations that resemble the pathology of human motor neuron disease , 1993, Cell.

[61]  E. Beghi,et al.  Prognostic factors in ALS: A critical review , 2009, Amyotrophic lateral sclerosis : official publication of the World Federation of Neurology Research Group on Motor Neuron Diseases.

[62]  L. Bruijn,et al.  Aggregation and motor neuron toxicity of an ALS-linked SOD1 mutant independent from wild-type SOD1. , 1998, Science.

[63]  J. Gregg,et al.  Correlations of Gene Expression with Blood Lead Levels in Children with Autism Compared to Typically Developing Controls , 2009, Neurotoxicity Research.

[64]  J. Trojanowski,et al.  Neurofilaments and Orthograde Transport Are Reduced in Ventral Root Axons of Transgenic Mice that Express Human SOD1 with a G93A Mutation , 1997, The Journal of cell biology.

[65]  C. Cotman,et al.  Caspase-9 Activation and Caspase Cleavage of tau in the Alzheimer's Disease Brain , 2002, Neurobiology of Disease.

[66]  D. Geschwind,et al.  Gene Expression Analysis of Neural Cells and Tissues Using DNA Microarrays , 2008, Current protocols in neuroscience.

[67]  Yasushi Hiraoka,et al.  Mutations in Dynein Link Motor Neuron Degeneration to Defects in Retrograde Transport , 2003, Science.

[68]  W. Robberecht,et al.  Crosstalk between astrocytes and motor neurons: What is the message? , 2008, Experimental Neurology.

[69]  S. Chin,et al.  A Pathogenic Peripherin Gene Mutation in a Patient with Amyotrophic Lateral Sclerosis , 2004, Brain pathology.

[70]  J. Gregg,et al.  Gene expression changes in children with autism. , 2008, Genomics.

[71]  T. Freund,et al.  Brain monoglyceride lipase participating in endocannabinoid inactivation , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[72]  Hynek Wichterle,et al.  Astrocytes expressing ALS-linked mutated SOD1 release factors selectively toxic to motor neurons , 2007, Nature Neuroscience.

[73]  S. McAllister,et al.  Amyotrophic lateral sclerosis: delayed disease progression in mice by treatment with a cannabinoid , 2004, Amyotrophic lateral sclerosis and other motor neuron disorders : official publication of the World Federation of Neurology, Research Group on Motor Neuron Diseases.

[74]  A. Abo,et al.  R-Spondin family members regulate the Wnt pathway by a common mechanism. , 2008, Molecular biology of the cell.

[75]  M. Strong,et al.  The Pathobiology of Amyotrophic Lateral Sclerosis: A Proteinopathy? , 2005, Journal of neuropathology and experimental neurology.

[76]  Enrique Viguera,et al.  Multitissue array review: a chronological description of tissue array techniques, applications and procedures. , 2006, Pathology, research and practice.

[77]  J. Fernández-Ruiz,et al.  Cannabinoids and neuroprotection in motor-related disorders. , 2007, CNS & neurological disorders drug targets.

[78]  E. Mandelkow,et al.  Tau fragmentation, aggregation and clearance: the dual role of lysosomal processing. , 2009, Human molecular genetics.

[79]  M. Brown,et al.  The multiple sclerosis whole blood mRNA transcriptome and genetic associations indicate dysregulation of specific T cell pathways in pathogenesis. , 2010, Human molecular genetics.

[80]  Brad T. Sherman,et al.  DAVID: Database for Annotation, Visualization, and Integrated Discovery , 2003, Genome Biology.

[81]  K. Abe,et al.  Impairment of axonal transport in the axon hillock and the initial segment of anterior horn neurons in transgenic mice with a G93A mutant SOD1 gene , 2005, Acta Neuropathologica.

[82]  A. Malaspina,et al.  Differential expression of 14 genes in amyotrophic lateral sclerosis spinal cord detected using gridded cDNA arrays , 2001, Journal of neurochemistry.

[83]  A. Ludolph,et al.  Point mutations of the p150 subunit of dynactin (DCTN1) gene in ALS , 2004, Neurology.

[84]  H. Horvitz,et al.  A locus on chromosome 9p confers susceptibility to ALS and frontotemporal dementia , 2006, Neurology.

[85]  Hao Chen,et al.  Content-rich biological network constructed by mining PubMed abstracts , 2004, BMC Bioinformatics.

[86]  I. Niebroj-Dobosz,et al.  Matrix metalloproteinases and their tissue inhibitors in serum and cerebrospinal fluid of patients with amyotrophic lateral sclerosis , 2010, European journal of neurology.

[87]  Y. Kawahara,et al.  Deficient RNA editing of GluR2 and neuronal death in amyotropic lateral sclerosis , 2005, Journal of Molecular Medicine.

[88]  K. Hensley,et al.  Temporal patterns of cytokine and apoptosis-related gene expression in spinal cords of the G93A-SOD1 mouse model of amyotrophic lateral sclerosis. , 2002, Journal of neurochemistry.

[89]  J. Julien,et al.  Late Onset Death of Motor Neurons in Mice Overexpressing Wild-Type Peripherin , 1999, The Journal of cell biology.

[90]  D. Cleveland,et al.  A mutant neurofilament subunit causes massive, selective motor neuron death: Implications for the pathogenesis of human motor neuron disease , 1994, Neuron.

[91]  M. Goedert,et al.  Interaction of tau protein with the dynactin complex , 2007, The EMBO journal.

[92]  M. Strong,et al.  Upregulation of GSK3β expression in frontal and temporal cortex in ALS with cognitive impairment (ALSci) , 2008, Brain Research.

[93]  F. Ono,et al.  Aging attenuates dynactin–dynein interaction: Down‐regulation of dynein causes accumulation of endogenous tau and amyloid precursor protein in human neuroblastoma cells , 2007, Journal of neuroscience research.

[94]  M. Weiner,et al.  17q-linked frontotemporal dementia-amyotrophic lateral sclerosis without tau mutations with tau and alpha-synuclein inclusions. , 2004, Archives of neurology.

[95]  J. Hyun,et al.  The neuroprotective role of tissue inhibitor of metalloproteinase-2 in MPP+- or 6-OHDA-treated SK-N-BE(2)C and SH-SY5Y human neuroblastoma cells , 2010, Neuroscience Letters.

[96]  S. Nelson,et al.  The problem of neuronal cell types: a physiological genomics approach , 2006, Trends in Neurosciences.

[97]  Peter Langfelder,et al.  Weighted gene co-expression network analysis of the peripheral blood from Amyotrophic Lateral Sclerosis patients , 2009, BMC Genomics.

[98]  I. Mackenzie The Neuropathology of FTD Associated With ALS , 2007, Alzheimer disease and associated disorders.

[99]  A. Delacourte,et al.  Mitotic-like Tau Phosphorylation by p25-Cdk5 Kinase Complex* , 2003, Journal of Biological Chemistry.

[100]  G. Sobue,et al.  Differential expression of inflammation‐ and apoptosis‐related genes in spinal cords of a mutant SOD1 transgenic mouse 
model of familial amyotrophic lateral sclerosis , 2002, Journal of neurochemistry.

[101]  A. F. Soleng,et al.  A thorny question: how does activity maintain dendritic spines? , 1999, Nature Neuroscience.

[102]  M. Strong Progress in Clinical Neurosciences: The Evidence for ALS as a Multisystems Disorder of Limited Phenotypic Expression , 2001, Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques.

[103]  L. Hayward,et al.  Retrograde axonal transport and motor neuron disease , 2008, Journal of neurochemistry.

[104]  S. Brady,et al.  Modulation of the axonal microtubule cytoskeleton by myelinating Schwann cells , 1994, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[105]  M. Gurney,et al.  Motor neuron degeneration in mice that express a human Cu,Zn superoxide dismutase mutation. , 1994, Science.

[106]  E. Candelario-Jalil,et al.  Diverse roles of matrix metalloproteinases and tissue inhibitors of metalloproteinases in neuroinflammation and cerebral ischemia , 2009, Neuroscience.

[107]  K. Xie,et al.  The Changes of Cytoskeletal Proteins in Plasma of Acrylamide-Induced Rats , 2006, Neurochemical Research.

[108]  E. Holzbaur,et al.  Axonal transport and neurodegenerative disease. , 2006, Biochimica et biophysica acta.

[109]  S. Scheff,et al.  The phosphorylated axonal form of the neurofilament subunit NF-H (pNF-H) as a blood biomarker of traumatic brain injury. , 2008, Journal of neurotrauma.

[110]  A. Józwik,et al.  Evaluation of matrix metalloproteinases in serum of patients with amyotrophic lateral sclerosis with pattern recognition methods. , 2009, Journal of physiology and pharmacology : an official journal of the Polish Physiological Society.

[111]  Mary Kay Lobo,et al.  FACS-array profiling of striatal projection neuron subtypes in juvenile and adult mouse brains , 2006, Nature Neuroscience.

[112]  J. Valentine,et al.  Mechanisms for activating Cu- and Zn-containing superoxide dismutase in the absence of the CCS Cu chaperone. , 2004, Proceedings of the National Academy of Sciences of the United States of America.

[113]  G. Rosoklija,et al.  Recruitment of the Mitochondrial-Dependent Apoptotic Pathway in Amyotrophic Lateral Sclerosis , 2001, The Journal of Neuroscience.

[114]  S. Reske,et al.  Heterozygous R1101K mutation of the DCTN1 gene in a family with ALS and FTD , 2005, Annals of neurology.

[115]  L. Greensmith,et al.  The endocannabinoid system in amyotrophic lateral sclerosis. , 2008, Current pharmaceutical design.

[116]  R. D'Hooge,et al.  Array-based gene discovery with three unrelated subjects shows SCARB2/LIMP-2 deficiency causes myoclonus epilepsy and glomerulosclerosis. , 2008, American journal of human genetics.

[117]  R. Rudick,et al.  Mitochondrial dysfunction as a cause of axonal degeneration in multiple sclerosis patients , 2006, Annals of neurology.

[118]  M. Gurney,et al.  Disease mechanisms revealed by transcription profiling in SOD1‐G93A transgenic mouse spinal cord , 2001, Annals of neurology.

[119]  D. Bredesen,et al.  Altered Reactivity of Superoxide Dismutase in Familial Amyotrophic Lateral Sclerosis , 1996, Science.

[120]  Matthew C Kiernan,et al.  Biomarkers in amyotrophic lateral sclerosis , 2009, The Lancet Neurology.

[121]  Bryan F. Shaw,et al.  How do ALS-associated mutations in superoxide dismutase 1 promote aggregation of the protein? , 2007, Trends in biochemical sciences.

[122]  K. Wada,et al.  Degradation of Amyotrophic Lateral Sclerosis-linked Mutant Cu,Zn-Superoxide Dismutase Proteins by Macroautophagy and the Proteasome* , 2006, Journal of Biological Chemistry.

[123]  J. Rothstein,et al.  Current hypotheses for the underlying biology of amyotrophic lateral sclerosis , 2009, Annals of neurology.

[124]  L. Kudo,et al.  Sanfilippo syndrome type B, a lysosomal storage disease, is also a tauopathy , 2009, Proceedings of the National Academy of Sciences.

[125]  P. Shaw,et al.  Molecular and cellular pathways of neurodegeneration in motor neurone disease , 2005, Journal of Neurology, Neurosurgery & Psychiatry.

[126]  L. Hayward,et al.  Interaction between Familial Amyotrophic Lateral Sclerosis (ALS)-linked SOD1 Mutants and the Dynein Complex* , 2007, Journal of Biological Chemistry.

[127]  A. Al-Chalabi,et al.  Progress in the pathogenesis of amyotrophic lateral sclerosis , 2001, Current neurology and neuroscience reports.

[128]  K. Nakashima,et al.  Gene expression analysis of the murine model of amyotrophic lateral sclerosis: Studies of the Leu126delTT mutation in SOD1 , 2007, Brain Research.

[129]  L. Chimelli,et al.  Quantitative evidence for neurofilament heavy subunit aggregation in motor neurons of spinal cords of patients with amyotrophic lateral sclerosis. , 2005, Brazilian journal of medical and biological research = Revista brasileira de pesquisas medicas e biologicas.

[130]  P. Dyck,et al.  Morphometric Comparison of the Vulnerability of Peripheral Motor and Sensory Neurons in Amyotrophic Lateral Sclerosis , 1981, Journal of neuropathology and experimental neurology.

[131]  L. Greensmith,et al.  Increasing cannabinoid levels by pharmacological and genetic manipulation delays disease progression in SOD1 mice , 2006, FASEB journal : official publication of the Federation of American Societies for Experimental Biology.

[132]  L. Buée,et al.  Early axonopathy preceding neurofibrillary tangles in mutant tau transgenic mice. , 2007, The American journal of pathology.

[133]  Q. Zhu,et al.  Absence of neurofilaments reduces the selective vulnerability of motor neurons and slows disease caused by a familial amyotrophic lateral sclerosis-linked superoxide dismutase 1 mutant. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[134]  S. Nelson,et al.  Probing the transcriptome of neuronal cell types , 2006, Current Opinion in Neurobiology.

[135]  L. Hayward,et al.  Interaction of Amyotrophic Lateral Sclerosis (ALS)-related Mutant Copper-Zinc Superoxide Dismutase with the Dynein-Dynactin Complex Contributes to Inclusion Formation* , 2008, Journal of Biological Chemistry.

[136]  D. Cleveland,et al.  ALS: A Disease of Motor Neurons and Their Nonneuronal Neighbors , 2006, Neuron.

[137]  S. Petrosino,et al.  FAAH and MAGL inhibitors: therapeutic opportunities from regulating endocannabinoid levels. , 2010, Current opinion in investigational drugs.

[138]  L. Barbeito,et al.  Transcriptional profile of primary astrocytes expressing ALS‐linked mutant SOD1 , 2008, Journal of neuroscience research.

[139]  J. Julien,et al.  A neurotoxic peripherin splice variant in a mouse model of ALS , 2003, The Journal of cell biology.

[140]  Bin Zhang,et al.  Retarded Axonal Transport of R406W Mutant Tau in Transgenic Mice with a Neurodegenerative Tauopathy , 2004, The Journal of Neuroscience.

[141]  V. Meininger,et al.  Three families with amyotrophic lateral sclerosis and frontotemporal dementia with evidence of linkage to chromosome 9p. , 2007, Archives of neurology.

[142]  M. Strong,et al.  Tau protein hyperphosphorylation in sporadic ALS with cognitive impairment , 2006, Neurology.

[143]  M. Farrer,et al.  DCTN1 mutations in Perry syndrome , 2009, Nature Genetics.

[144]  B. Winblad,et al.  P70 S6 kinase mediates tau phosphorylation and synthesis , 2006, FEBS letters.

[145]  T. Kilpatrick,et al.  Validation of a novel biomarker for acute axonal injury in experimental autoimmune encephalomyelitis , 2008, Journal of neuroscience research.

[146]  E. Melamed,et al.  Spinal Cord mRNA Profile in Patients with ALS: Comparison with Transgenic Mice Expressing the Human SOD-1 Mutant , 2009, Journal of Molecular Neuroscience.

[147]  J. Laitinen,et al.  Therapeutic potential of endocannabinoid-hydrolysing enzyme inhibitors. , 2007, Basic & clinical pharmacology & toxicology.

[148]  H. Braak,et al.  Up-regulation of phosphorylated/activated p70 S6 kinase and its relationship to neurofibrillary pathology in Alzheimer's disease. , 2003, The American journal of pathology.

[149]  Yi Hong Zhang,et al.  Expression of the Ste20-like kinase SLK during embryonic development and in the murine adult central nervous system. , 2002, Brain research. Developmental brain research.

[150]  A I Saeed,et al.  TM4: a free, open-source system for microarray data management and analysis. , 2003, BioTechniques.

[151]  Brad T. Sherman,et al.  Systematic and integrative analysis of large gene lists using DAVID bioinformatics resources , 2008, Nature Protocols.

[152]  U. Suter,et al.  Pathomechanisms of mutant proteins in Charcot-Marie-Tooth disease , 2006 .

[153]  D. Geschwind,et al.  Microarrays and the microscope: balancing throughput with resolution , 2006, The Journal of physiology.

[154]  F. Sharp,et al.  Age-related gene expression in Tourette syndrome. , 2009, Journal of psychiatric research.

[155]  G. Stephanopoulos,et al.  Molecular signature of late-stage human ALS revealed by expression profiling of postmortem spinal cord gray matter. , 2004, Physiological genomics.

[156]  J S Beckman,et al.  Induction of nitric oxide-dependent apoptosis in motor neurons by zinc-deficient superoxide dismutase. , 1999, Science.

[157]  M. Strong,et al.  Microtubule-associated tau protein positive neuronal and glial inclusions in ALS , 2003, Neurology.

[158]  L. Sabourin,et al.  A novel role for the Ste20 kinase SLK in adhesion signaling and cell migration , 2009, Cell adhesion & migration.

[159]  Sonja Zehetmayer,et al.  Gene expression as peripheral biomarkers for sporadic Alzheimer's disease. , 2009, Journal of Alzheimer's disease : JAD.

[160]  K. Brew,et al.  Tissue inhibitors of metalloproteinases: evolution, structure and function. , 2000, Biochimica et biophysica acta.

[161]  M. Strong The syndromes of frontotemporal dysfunction in amyotrophic lateral sclerosis , 2008, Amyotrophic lateral sclerosis : official publication of the World Federation of Neurology Research Group on Motor Neuron Diseases.

[162]  L. Kappos,et al.  Matrix metalloproteinases: multifunctional effectors of inflammation in multiple sclerosis and bacterial meningitis , 2001, Brain Research Reviews.

[163]  Ilana S. Hairston,et al.  Environmental Enrichment Reduces Aβ Levels and Amyloid Deposition in Transgenic Mice , 2005, Cell.

[164]  D. Geschwind,et al.  DNA microarrays: translation of the genome from laboratory to clinic , 2003, The Lancet Neurology.

[165]  Jada Lewis Neurofibrillary tangles, amyotrophy and progressive motor disturbance in mice expressing mutant (P301L) tau protein , 2000, Nature Genetics.

[166]  M. Docquier,et al.  No widespread induction of cell death genes occurs in pure motoneurons in an amyotrophic lateral sclerosis mouse model. , 2005, Human molecular genetics.

[167]  M. Lovett,et al.  Transgenic mice with increased Cu/Zn-superoxide dismutase activity: animal model of dosage effects in Down syndrome. , 1987, Proceedings of the National Academy of Sciences of the United States of America.

[168]  F. Weber,et al.  Matrix metalloproteinase‐9 is elevated in serum of patients with amyotrophic lateral sclerosis , 2000, Neuroreport.

[169]  T. Möller,et al.  Cannabinol delays symptom onset in SOD1 (G93A) transgenic mice without affecting survival , 2005, Amyotrophic lateral sclerosis and other motor neuron disorders : official publication of the World Federation of Neurology, Research Group on Motor Neuron Diseases.

[170]  J. Rothstein Excitotoxicity and neurodegeneration in amyotrophic lateral sclerosis. , 1995, Clinical neuroscience.

[171]  D. Geschwind,et al.  A Genomic Screen for Modifiers of Tauopathy Identifies Puromycin-Sensitive Aminopeptidase as an Inhibitor of Tau-Induced Neurodegeneration , 2006, Neuron.

[172]  P. Jagodziński,et al.  Cytotoxic activity of 3,3',4,4',5,5'-hexahydroxystilbene against breast cancer cells is mediated by induction of p53 and downregulation of mitochondrial superoxide dismutase. , 2008, Toxicology in vitro : an international journal published in association with BIBRA.

[173]  J. Robertson,et al.  Neuronal intermediate filaments and ALS: a new look at an old question. , 2006, Biochimica et biophysica acta.

[174]  Shin J. Oh,et al.  Mutant dynactin in motor neuron disease , 2003, Nature Genetics.

[175]  M. Hafezparast,et al.  Defective axonal transport in motor neuron disease , 2007, Journal of neuroscience research.

[176]  L. Bruijn,et al.  Unraveling the mechanisms involved in motor neuron degeneration in ALS. , 2004, Annual review of neuroscience.

[177]  S. Sasaki,et al.  Impairment of fast axonal transport in the proximal axons of anterior horn neurons in amyotrophic lateral sclerosis , 1996, Neurology.

[178]  Voon Wee Yong,et al.  Matrix metalloproteinases and diseases of the CNS , 1998, Trends in Neurosciences.

[179]  F. Drago,et al.  Endocannabinoids and neurodegenerative diseases. , 2007, Pharmacological research.

[180]  Ichiro Kanazawa,et al.  Glutamate receptors: RNA editing and death of motor neurons , 2004, Nature.

[181]  C. Ross,et al.  Protein aggregation and neurodegenerative disease , 2004, Nature Medicine.

[182]  R. Chang,et al.  Dexras1 Interacts with FE65 to Regulate FE65-Amyloid Precursor Protein-dependent Transcription* , 2008, Journal of Biological Chemistry.

[183]  S. Lorenzl,et al.  Tissue inhibitors of matrix metalloproteinases are elevated in cerebrospinal fluid of neurodegenerative diseases , 2003, Journal of the Neurological Sciences.

[184]  L. WilliamsonT,et al.  神経フィラメントの欠如は,家族性筋萎縮性側索硬化症関連スーパオキジドジスムターゼ1変異に対する運動ニューロンの選択的易損性を低下させ,疾患を遅らせる , 1998 .

[185]  A. Lees,et al.  Amyotrophic lateral sclerosis with dementia: an autopsy case showing many Bunina bodies, tau-positive neuronal and astrocytic plaque-like pathologies, and pallido-nigral degeneration , 2006, Acta Neuropathologica.