A Multivariate Biomarker for Parkinson's Disease

نویسندگان

  • Giancarlo Crocetti
  • Michael Coakley
  • Phil Dressner
  • Wanda Kellum
  • Tamba Lamin
چکیده

In this study, we executed a genomic analysis with the objective of selecting a set of genes (possibly small) that would help in the detection and classification of samples from patients affected by Parkinson Disease. We performed a complete data analysis and during the exploratory phase, we selected a list of differentially expressed genes. Despite their association with the diseased state, we could not use them as a biomarker tool. Therefore, our research was extended to include a multivariate analysis approach resulting in the identification and selection of a group of 20 genes that showed a clear potential in detecting and correctly classify Parkinson Disease samples even in the presence of other neurodegenerative disorders. Keywords—Genes, machine learning, data mining, multivariate analysis, biomarker, Parkinson’s Diseases

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عنوان ژورنال:
  • CoRR

دوره abs/1602.07264  شماره 

صفحات  -

تاریخ انتشار 2014