Protein identification using receptor arrays and mass spectrometry.
Mass spectrometry is one of the main tools for protein identification in complex mixtures. When the sequence of the protein is known, we can check to see if the known mass distribution of peptides for a given protein is present in the recorded mass distribution of the mixture being analyzed. Unfortunately, this general approach suffers from high false-positive rates, since in a complex mixture, the likelihood that we will observe any particular mass distribution is high, whether or not the protein of interest is in the mixture. In this paper, we propose a scoring methodology and algorithm for protein identification that make use of a new experimental technique, which we call receptor arrays, for separating a mixture based on another differentiating property of peptides called isoelectric point (pI). We perform extensive simulation experiments on several genomes and show that additional information about peptides can achieve an average 30% reduction in false-positive rates over existing methods, while achieving very high true-positive identification rates.
Langlois
Timothy R
TR
University of Massachusetts, Amherst, MA, USA.
Vachet
Richard W
RW
Mettu
Ramgopal R
RR
D000465:Algorithms; D019843:Archaeal Proteins / Q000737:chemistry / Q000235:genetics / Q000302:isolation & purification; D019295:Computational Biology; D029968:Escherichia coli Proteins / Q000737:chemistry / Q000235:genetics / Q000302:isolation & purification; D007526:Isoelectric Point; D040081:Protein Array Analysis / Q000379:methods* / Q000706:statistics & numerical data; D011506:Proteins / Q000737:chemistry* / Q000235:genetics / Q000302:isolation & purification; D040901:Proteomics / Q000379:methods* / Q000706:statistics & numerical data; D029701:Saccharomyces cerevisiae Proteins / Q000737:chemistry / Q000235:genetics / Q000302:isolation & purification; D019032:Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization / Q000379:methods* / Q000706:statistics & numerical data
D019843:Archaeal Proteins; D029968:Escherichia coli Proteins; D011506:Proteins; D029701:Saccharomyces cerevisiae Proteins