Journal
PROTEOME SCIENCE
Volume 10, Issue -, Pages -Publisher
BIOMED CENTRAL LTD
DOI: 10.1186/1477-5956-10-S1-S20
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Funding
- National Science Foundation of China [60970063, 61103126]
- program for New Century Excellent Talents in Universities [NCET 10 0644]
- Ph.D. Programs Foundation of Ministry of Education of China [20090141110026, 20100141120049]
- Fundamental Research Funds for the Central Universities [6081007, 3101054]
- Natural Science Foundation of Hubei Province [2011CDB454]
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Background: The heme-protein interactions are essential for various biological processes such as electron transfer, catalysis, signal transduction and the control of gene expression. The knowledge of heme binding residues can provide crucial clues to understand these activities and aid in functional annotation, however, insufficient work has been done on the research of heme binding residues from protein sequence information. Methods: We propose a sequence-based approach for accurate prediction of heme binding residues by a novel integrative sequence profile coupling position specific scoring matrices with heme specific physicochemical properties. In order to select the informative physicochemical properties, we design an intuitive feature selection scheme by combining a greedy strategy with correlation analysis. Results: Our integrative sequence profile approach for prediction of heme binding residues outperforms the conventional methods using amino acid and evolutionary information on the 5-fold cross validation and the independent tests. Conclusions: The novel feature of an integrative sequence profile achieves good performance using a reduced set of feature vector elements.
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