Statistical inference of protein structural alignments using information and compression

LA home
Computing
Publications
 Bioinf17

also see
MML
Bioinf.
 Protein

James H. Collier, Lloyd Allison, Arthur M. Lesk, Peter J. Stuckey, Maria Garcia de la Banda, Arun S. Konagurthu

J. Bioinformatics (Oxford U.P.), btw757, 8 January 2017, doi:10.1093/bioinformatics/btw757

Abstract: Motivation: Structural molecular biology depends crucially on computational techniques that compare protein three-dimensional structures and generate structural alignments (the assignment of one-to-one correspondences between subsets of amino acids based on atomic coordinates). Despite its importance, the structural alignment problem has not been formulated, much less solved, in a consistent and reliable way. To overcome these difficulties, we present here a statistical framework for the precise inference of structural alignments, built on the Bayesian and information-theoretic principle of Minimum Message Length (MML). The quality of any alignment is measured by its explanatory power – the amount of lossless compression achieved to explain the protein coordinates using that alignment.
Results: We have implemented this approach in MMLigner, the first program able to infer statistically significant structural alignments. We also demonstrate the reliability of MMLigner's alignment results when compared with the state of the art. Importantly, MMLigner can also discover different structural alignments of comparable quality, a challenging problem for oligomers and protein complexes.
Availability and Implementation: Source code, binaries and an interactive web version are available at [lcb.infotech.monash.edu.au/mmligner].
Contact: arun.konagurthu of monash dot edu

www:


© L. Allison   http://www.allisons.org/ll/   (or as otherwise indicated),
Created with "vi (Linux or Solaris)",  charset=iso-8859-1,  fetched Wednesday, 20-Sep-2017 10:42:44 EDT.

free: Linux, Ubuntu operating-sys, OpenOffice office-suite, The GIMP ~photoshop,
Firefox web-browser, FlashBlock flash on/off.