Huntington's disease (HD) and Parkinson's disease (PD) are devastating neurodegenerative disorders that are characterized pathologically by degeneration of neurons in the brain and clinically by loss of motor function and cognitive decline in mid to late life. The cause of neuronal degeneration in these diseases is unclear, but both are histologically marked by aggregation of specific proteins in specific brain regions. In HD, fragments of a mutant Huntingtin protein aggregate and cause medium spiny interneurons of the striatum to degenerate. In contrast, PD brains exhibit aggregation of toxic fragments of the alpha synuclein protein throughout the central nervous system and trigger degeneration of dopaminergic neurons in the substantia nigra. Considering the commonalities and differences between these diseases, identifying common biological patterns across HD and PD as well as signatures unique to each may provide significant insight into the molecular mechanisms underlying neurodegeneration as a general process. State-of-the-art high-throughput sequencing technology allows for unbiased, whole genome quantification of RNA molecules within a biological sample that can be used to assess the level of activity, or expression, of thousands of genes simultaneously. In this thesis, I present three studies characterizing the RNA expression profiles of post-mortem HD and PD subjects using high-throughput mRNA sequencing data sets. The first study describes an analysis of differential expression between HD individuals and neurologically normal controls that indicates a widespread increase in immune, neuroinflammatory, and developmental gene expression. The second study expands upon the first study by making methodological improvements and extends the differential expression analysis to include PD subjects, with the goal of comparing and contrasting HD and PD gene expression profiles. This study was designed to identify common mechanisms underlying the neurodegenerative phenotype, transcending those of each unique disease, and has revealed specific biological processes, in particular those related to NFkB inflammation, common to HD and PD. The last study describes a novel methodology for combining mRNA and miRNA expression that seeks to identify associations between mRNA-miRNA modules and continuous clinical variables of interest, including CAG repeat length and clinical age of onset in HD
