3.8 Proceedings Paper

Bioinformatics analysis of bacterial protective antigens in manually curated Protegen database

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ELSEVIER SCIENCE BV
DOI: 10.1016/j.provac.2012.04.002

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Protective antigens are targeted by host acquired immunity and able to induce protection against infectious diseases. To identify enriched features that do not typically exist in non-protective protein antigens, this study analyzed 201 protective protein antifens from Gram-negative bacteria and 69 protective protein antigens from Gram-positive bacteria available in the manually curated Protegen protective antigen database. Our study found that 64% of Gram+ protective antigens are extracellular or cell wall proteins and 48% of protective antigens in Gram(-) bacteria belong to extracellular or outer membrane proteins. Approximately 54% and 40% protective antigens in Gram+ and Gram-, respectively, are adhesins or adhesin-like proteins. Many conserved domains (motifs), such as Autotransporter and TonB domains, are enriched in protective antigens. A protection method based on SVM (Support Vector Machine) classification demonstrates 92% of true positive rate of sequence-based protection. This study represents a pioneer effort in the identification and prediction of specific patterns in protective antigens. (c) 2012 Published by Elsevier Ltd. Selection and/or peer-review under responsibility of the 5th vaccine conference organizing committee.

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