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INPS-MD: A web server to predict stability of protein variants from sequence and structure
- Publication Year :
- 2016
-
Abstract
- Motivation: Protein function depends on its structural stability. The effects of single point variations on protein stability can elucidate the molecular mechanisms of human diseases and help in developing new drugs. Recently, we introduced INPS, a method suited to predict the effect of variations on protein stability from protein sequence and whose performance is competitive with the available state-of-the-art tools. Results: In this article, we describe INPS-MD (Impact of Non synonymous variations on Protein Stability-Multi-Dimension), a web server for the prediction of protein stability changes upon single point variation from protein sequence and/or structure. Here, we complement INPS with a new predictor (INPS3D) that exploits features derived from protein 3D structure. INPS3D scores with Pearson’s correlation to experimental ΔΔG values of 0.58 in cross validation and of 0.72 on a blind test set. The sequence-based INPS scores slightly lower than the structure-based INPS3D and both on the same blind test sets well compare with the state-of-the-art methods. Availability and Implementation: INPS and INPS3D are available at the same web server: http://inpsmd.biocomp.unibo.it. Supplementary information: Supplementary data are available at Bioinformatics online. Contact: gigi@biocomp.unibo.it
- Subjects :
- 0301 basic medicine
Statistics and Probability
Web server
Sequence analysis
Computer science
Stability (learning theory)
computer.software_genre
Biochemistry
03 medical and health sciences
0302 clinical medicine
Protein stability
Protein sequencing
Sequence Analysis, Protein
Computational Theory and Mathematic
Humans
Amino Acid Sequence
Peptide sequence
Molecular Biology
Complement (set theory)
Sequence
Protein function
Computers
Protein Stability
Medicine (all)
Computer Science Applications1707 Computer Vision and Pattern Recognition
Computational Theory and Mathematics
Computational Mathematics
Proteins
Computer Science Applications
030104 developmental biology
Test set
Data mining
computer
Software
030217 neurology & neurosurgery
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Accession number :
- edsair.doi.dedup.....7e5e063c9649473e688d10d6f5cb9e8c