Physiological Genomics · 2004 · 150 citations · 36 references
Life SciencesMolecular BiologyNeuroscienceGene ExpressionMolecular NeuroscienceNeurodegenerationAmyotrophic Lateral SclerosisExpression Signature DiscoveryGene Expression ProfilingNeurodegenerative DiseasesNeurodegenerative DisordersNeuroinflammationAmyotrophic Lateral Sclerosis PathologyExpression ProfilingMicroarray AnalysisMicroarray-based TranscriptomicsSpinal Cord Gray MatterStatistical Discriminant AnalysisTissue Expression ProfilesTranscriptome Profiling
Little is known about global gene expression patterns in the human neurodegenerative disease amyotrophic lateral sclerosis (ALS). To address this, we used high-density oligonucleotide microarray technology to compare expression levels of approximately 6,800 genes in postmortem spinal cord gray matter obtained from individuals with ALS as well as normal individuals. Using Fisher discriminant analysis (FDA) and leave-one-out cross-validation (LOOCV), we discerned an ALS-specific signature. Moreover, it was possible to distinguish familial ALS (FALS) from sporadic ALS (SALS) gene expression profiles. Characterization of the specific genes significantly altered in ALS uncovered a pro-inflammatory terminal state. Moreover, we found alterations in genes involved in mitochondrial function, oxidative stress, excitotoxicity, apoptosis, cytoskeletal architecture, RNA transcription and translation, proteasomal function, and growth and signaling. It is apparent from this study that DNA microarray analysis and appropriate bioinformatics can reveal distinct phenotypic changes that underlie the terminal stages of neurodegeneration in ALS.
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Expression monitoring by hybridization to high-density oligonucleotide arrays
David J. Lockhart, Helin Dong, Michael C. Byrne et al. · Nature Biotechnology · 1996 · 2.9K citations