Literature DB >> 29414697

PyFolding: Open-Source Graphing, Simulation, and Analysis of the Biophysical Properties of Proteins.

Alan R Lowe1, Albert Perez-Riba2, Laura S Itzhaki2, Ewan R G Main3.   

Abstract

For many years, curve-fitting software has been heavily utilized to fit simple models to various types of biophysical data. Although such software packages are easy to use for simple functions, they are often expensive and present substantial impediments to applying more complex models or for the analysis of large data sets. One field that is reliant on such data analysis is the thermodynamics and kinetics of protein folding. Over the past decade, increasingly sophisticated analytical models have been generated, but without simple tools to enable routine analysis. Consequently, users have needed to generate their own tools or otherwise find willing collaborators. Here we present PyFolding, a free, open-source, and extensible Python framework for graphing, analysis, and simulation of the biophysical properties of proteins. To demonstrate the utility of PyFolding, we have used it to analyze and model experimental protein folding and thermodynamic data. Examples include: 1) multiphase kinetic folding fitted to linked equations, 2) global fitting of multiple data sets, and 3) analysis of repeat protein thermodynamics with Ising model variants. Moreover, we demonstrate how PyFolding is easily extensible to novel functionality beyond applications in protein folding via the addition of new models. Example scripts to perform these and other operations are supplied with the software, and we encourage users to contribute notebooks and models to create a community resource. Finally, we show that PyFolding can be used in conjunction with Jupyter notebooks as an easy way to share methods and analysis for publication and among research teams.
Copyright © 2017 Biophysical Society. Published by Elsevier Inc. All rights reserved.

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Year:  2018        PMID: 29414697      PMCID: PMC5985001          DOI: 10.1016/j.bpj.2017.11.3779

Source DB:  PubMed          Journal:  Biophys J        ISSN: 0006-3495            Impact factor:   3.699


  42 in total

1.  A modular approach to the design of protein-based smart gels.

Authors:  Tijana Z Grove; Jason Forster; Genaro Pimienta; Eric Dufresne; Lynne Regan
Journal:  Biopolymers       Date:  2012-02-10       Impact factor: 2.505

2.  The folding of spectrin domains II: phi-value analysis of R16.

Authors:  Kathryn A Scott; Lucy G Randles; Jane Clarke
Journal:  J Mol Biol       Date:  2004-11-12       Impact factor: 5.469

3.  Shape of the free energy barriers for protein folding probed by multiple perturbation analysis.

Authors:  Manuela Schätzle; Thomas Kiefhaber
Journal:  J Mol Biol       Date:  2006-01-13       Impact factor: 5.469

4.  Designed TPR modules as novel anticancer agents.

Authors:  Aitziber L Cortajarena; Fang Yi; Lynne Regan
Journal:  ACS Chem Biol       Date:  2008-03-20       Impact factor: 5.100

5.  Chemical, physical, and theoretical kinetics of an ultrafast folding protein.

Authors:  Jan Kubelka; Eric R Henry; Troy Cellmer; James Hofrichter; William A Eaton
Journal:  Proc Natl Acad Sci U S A       Date:  2008-11-25       Impact factor: 11.205

6.  Folding of chymotrypsin inhibitor 2. 1. Evidence for a two-state transition.

Authors:  S E Jackson; A R Fersht
Journal:  Biochemistry       Date:  1991-10-29       Impact factor: 3.162

Review 7.  Engineered proteins with desired specificity: DARPins, other alternative scaffolds and bispecific IgGs.

Authors:  Christian Jost; Andreas Plückthun
Journal:  Curr Opin Struct Biol       Date:  2014-07-15       Impact factor: 6.809

8.  Site-specific thermodynamic stability and unfolding of a de novo designed protein structural motif mapped by 13C isotopically edited IR spectroscopy.

Authors:  Ginka S Kubelka; Jan Kubelka
Journal:  J Am Chem Soc       Date:  2014-04-15       Impact factor: 15.419

9.  Experimental evidence for a frustrated energy landscape in a three-helix-bundle protein family.

Authors:  Beth G Wensley; Sarah Batey; Fleur A C Bone; Zheng Ming Chan; Nuala R Tumelty; Annette Steward; Lee Gyan Kwa; Alessandro Borgia; Jane Clarke
Journal:  Nature       Date:  2010-02-04       Impact factor: 49.962

10.  Analysis of repeat-protein folding using nearest-neighbor statistical mechanical models.

Authors:  Tural Aksel; Doug Barrick
Journal:  Methods Enzymol       Date:  2009       Impact factor: 1.600

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  4 in total

1.  Unraveling the Mechanics of a Repeat-Protein Nanospring: From Folding of Individual Repeats to Fluctuations of the Superhelix.

Authors:  Marie Synakewicz; Rohan S Eapen; Albert Perez-Riba; Pamela J E Rowling; Daniela Bauer; Andreas Weißl; Gerhard Fischer; Marko Hyvönen; Matthias Rief; Laura S Itzhaki; Johannes Stigler
Journal:  ACS Nano       Date:  2022-03-08       Impact factor: 15.881

2.  A collection of programs for one-dimensional Ising analysis of linear repeat proteins with point substitutions.

Authors:  Jacob D Marold; Kevin Sforza; Kathryn Geiger-Schuller; Tural Aksel; Sean Klein; Mark Petersen; Ekaterina Poliakova-Georgantas; Doug Barrick
Journal:  Protein Sci       Date:  2020-11-02       Impact factor: 6.725

3.  Context-Dependent Energetics of Loop Extensions in a Family of Tandem-Repeat Proteins.

Authors:  Albert Perez-Riba; Alan R Lowe; Ewan R G Main; Laura S Itzhaki
Journal:  Biophys J       Date:  2018-06-05       Impact factor: 3.699

4.  Decoupling a tandem-repeat protein: Impact of multiple loop insertions on a modular scaffold.

Authors:  Albert Perez-Riba; Elizabeth Komives; Ewan R G Main; Laura S Itzhaki
Journal:  Sci Rep       Date:  2019-10-28       Impact factor: 4.379

  4 in total

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