Title :
A brief review of signal processing issues in mass spectrometry-based proteomics studies
Author :
Yang, Chao ; Yu, Weichuan
Author_Institution :
Dept. of Electron. & Comput. Eng., Hong Kong Univ. of Sci. & Technol., Hong Kong, China
Abstract :
Mass spectrometry (MS) is frequently used in proteomics to conduct high-throughput experiments. In MS data analysis, low level signal processing tasks such as denoising, baseline correction and peak detection are involved to extract peptide related information for subsequent analysis. In the literature, numerous preprocessing methods have been described. We give a brief review of preprocessing methods and illustrate signal processing issues in MS data analysis.
Keywords :
data analysis; mass spectroscopy; molecular biophysics; polymers; proteomics; signal denoising; baseline correction; data analysis; mass spectrometry-based proteomics; peak detection; peptide related information extraction; signal denoising; signal processing; Multiresolution analysis; Noise; Noise reduction; Proteomics; Silicon; Vectors; Wavelet transforms;
Conference_Titel :
Signals, Systems and Computers (ASILOMAR), 2011 Conference Record of the Forty Fifth Asilomar Conference on
Conference_Location :
Pacific Grove, CA
Print_ISBN :
978-1-4673-0321-7
DOI :
10.1109/ACSSC.2011.6190169