Title :
Physico-chemical features for recognition of antimicrobial peptides
Author :
Veltri, Daniel ; Shehu, Amarda
Author_Institution :
Sch. of Syst. Biol., George Mason Univ., Manassas, VA, USA
Abstract :
Concerns over antibacterial resistance have antimicrobial peptides (AMPs) garnering attention as potential targets for new antibacterial drugs [1]. Wet-lab development of AMP-based drugs hinge on understanding the relationship between AMP sequence and activity [1]. In support of such efforts, we devise a method to highlight position-based physico-chemical features related to activity. We do so in a focused analysis of the mature peptide fragments of cathelicidins; a populous sequence-diverse family of well-studied a-helical AMPs [1]. We employ features based on the AAIndex [2], an extensive collection of documented physico-chemical amino acid properties, and Support Vector Machine (SVM) to recognize cathelicidins from a set of carefully designed decoy sequences. Our results demonstrate that these features are very useful in elucidating specific residue positions and properties related to AMP activity.
Keywords :
antibacterial activity; drugs; learning (artificial intelligence); molecular configurations; organic compounds; support vector machines; α-helical AMP; AAIndex; AMP activity; AMP sequence; AMP-based drugs; SVM; antibacterial drugs; antibacterial resistance; antimicrobial peptide recognition; cathelicidins; decoy sequences; peptide fragments; physicochemical amino acid properties; position-based physicochemical features; support vector machine; wet-lab development; Anti-bacterial; Conferences; Educational institutions; Electronic mail; Peptides; Support vector machines; aaindex; antimicrobial peptides; cathelicidins; feature extraction; machine learning; support vector machines;
Conference_Titel :
Bioinformatics and Biomedicine Workshops (BIBMW), 2012 IEEE International Conference on
Conference_Location :
Philadelphia, PA
Print_ISBN :
978-1-4673-2746-6
Electronic_ISBN :
978-1-4673-2744-2
DOI :
10.1109/BIBMW.2012.6470274