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Preprocessing of Tandem Mass Spectrometric Data Based on Decision Tree Classification
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作者 Jing-Fen Zhang Si-Min He +5 位作者 Jin-Jin Cai Xing-Jun Cao rui-xiang sun Yan Fu Rong Zeng Wen Gao 《Genomics, Proteomics & Bioinformatics》 SCIE CAS CSCD 2005年第4期231-237,共7页
In this study, we present a preprocessing method for quadrupole time-of-flight (Q-TOF) tandem mass spectra to increase the accuracy of database searching for peptide (protein) identification. Based on the natural ... In this study, we present a preprocessing method for quadrupole time-of-flight (Q-TOF) tandem mass spectra to increase the accuracy of database searching for peptide (protein) identification. Based on the natural isotopic information inherent in tandem mass spectra, we construct a decision tree after feature selection to classify the noise and ion peaks in tandem spectra. Furthermore, we recognize overlapping peaks to find the monoisotopic masses of ions for the following identification process. The experimental results show that this preprocessing method increases the search speed and the reliability of peptide identification. 展开更多
关键词 peptide identification Q-TOF tandem mass spectra feature selection decision tree
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