Sign Up   Sign In

advertisement

Book Lists Home - Proteomics Books - Add To My Book List

Data mining techniques for SELDI MS proteomic data -- Dissertation by Asha Serah, Thomas Publisher: ProQuest / UMI Publication Date: Monday, August 21, 2006 Number of Pages: 64 ISBN: 0542334313

Book Summary: The goal of this study was to review and explore artificial intelligence strategies on proteomic data from mass spectrometry. Serum samples collected from congestive heart failure patients and controls are analyzed in this study using linear and non linear decision models. The models had similar performance and low correlation and therefore the models were combined to develop a fusion model that resulted in superior performance than the individual models. The thesis is organized as follows. First, a brief introduction to data mining and proteomics is provided. Then, the need for applying data mining to proteomic data from mass spectrometry is explained. Thereafter, important steps in the mining process are outlined and explained with examples drawn from recent studies involving Surface Enhanced Laser Desorption Ionization Mass Spectrometry data. Terminologies and popular strategies in mining of mass spectral proteomic data are explained. Finally, the data analysis conducted on the dataset is described and results are discussed.

advertisement

Book Reviews Post a book review for this title No reviews for this title. Be the first to post a review.

More Proteomics Books Applying Genomic and Proteomic Microarray Technology in Drug Discovery Mass spectrometry-based proteomics for studying microbial physiology from isolates to communities Microbial Functional Genomics The Dictionary of Gene Technology: Genomics, Transcriptomics, Proteomics (Life Sciences) Redox Proteomics: From Protein Modifications to Cellular Dysfunction and Diseases (Wiley - Interscience Series on Mass Spectrometry) A comparative proteomic analysis of mitochondrial proteins from drug susceptible and drug resistant human MCF-7 breast cancer cells Conformational Proteomics of Macromolecular Architecture: Approaching the Structure of Large Molecular Assemblies and Their Mechanisms of Action(With CD-Rom) Proteomics Capillary isoelectric focusing-based multidimensional peptide/protein separations for proteomics analysis Implementation and application of oxygen-18- and nitrogen-15-isotopic labeling strategies for differential proteomics More Proteomics Books ...