Literature DB >> 22898970

Improved data visualization techniques for analyzing macromolecule structural changes.

Jae Hyun Kim1, Vidyashankara Iyer, Sangeeta B Joshi, David B Volkin, C Russell Middaugh.   

Abstract

The empirical phase diagram (EPD) is a colored representation of overall structural integrity and conformational stability of macromolecules in response to various environmental perturbations. Numerous proteins and macromolecular complexes have been analyzed by EPDs to summarize results from large data sets from multiple biophysical techniques. The current EPD method suffers from a number of deficiencies including lack of a meaningful relationship between color and actual molecular features, difficulties in identifying contributions from individual techniques, and a limited ability to be interpreted by color-blind individuals. In this work, three improved data visualization approaches are proposed as techniques complementary to the EPD. The secondary, tertiary, and quaternary structural changes of multiple proteins as a function of environmental stress were first measured using circular dichroism, intrinsic fluorescence spectroscopy, and static light scattering, respectively. Data sets were then visualized as (1) RGB colors using three-index EPDs, (2) equiangular polygons using radar charts, and (3) human facial features using Chernoff face diagrams. Data as a function of temperature and pH for bovine serum albumin, aldolase, and chymotrypsin as well as candidate protein vaccine antigens including a serine threonine kinase protein (SP1732) and surface antigen A (SP1650) from S. pneumoniae and hemagglutinin from an H1N1 influenza virus are used to illustrate the advantages and disadvantages of each type of data visualization technique.
Copyright © 2012 The Protein Society.

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Year:  2012        PMID: 22898970      PMCID: PMC3526995          DOI: 10.1002/pro.2144

Source DB:  PubMed          Journal:  Protein Sci        ISSN: 0961-8368            Impact factor:   6.725


  19 in total

1.  Investigation of protein conformational stability employing a multimodal spectrometer.

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Review 2.  Survey of clustering algorithms.

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3.  Solution behavior of IFN-beta-1a: an empirical phase diagram based approach.

Authors:  Haihong Fan; John Ralston; Mary Dibiase; Eric Faulkner; C Russell Middaugh
Journal:  J Pharm Sci       Date:  2005-09       Impact factor: 3.534

4.  Preformulation characterization of an aluminum salt-adjuvanted trivalent recombinant protein-based vaccine candidate against Streptococcus pneumoniae.

Authors:  Vidyashankara Iyer; Lei Hu; Mangala Roshan Liyanage; Reza Esfandiary; Christoph Reinisch; Andreas Meinke; Jeff Maisonneuve; David B Volkin; Sangeeta B Joshi; C Russell Middaugh
Journal:  J Pharm Sci       Date:  2012-04-26       Impact factor: 3.534

5.  Radar chart deviation analysis of prion protein amino acid composition defines characteristic structural abnormalities of the N-terminal octa-peptide tandem repeat.

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Journal:  Protein Pept Lett       Date:  2008       Impact factor: 1.890

6.  Derivative absorbance spectroscopy and protein phase diagrams as tools for comprehensive protein characterization: a bGCSF case study.

Authors:  Lisa A Kueltzo; Baran Ersoy; John P Ralston; C Russell Middaugh
Journal:  J Pharm Sci       Date:  2003-09       Impact factor: 3.534

Review 7.  The molecular basis of variation in human color vision.

Authors:  S S Deeb
Journal:  Clin Genet       Date:  2005-05       Impact factor: 4.438

Review 8.  Multidimensional methods for the formulation of biopharmaceuticals and vaccines.

Authors:  Nathaniel R Maddux; Sangeeta B Joshi; David B Volkin; John P Ralston; C Russell Middaugh
Journal:  J Pharm Sci       Date:  2011-06-06       Impact factor: 3.534

9.  Development of a multi-dimensional scale for PDD and ADHD.

Authors:  Yasuko Funabiki; Hisaya Kawagishi; Teruhisa Uwatoko; Sayaka Yoshimura; Toshiya Murai
Journal:  Res Dev Disabil       Date:  2011-02-25

10.  Using empirical phase diagrams to understand the role of intramolecular dynamics in immunoglobulin G stability.

Authors:  Joshua D Ramsey; Michelle L Gill; Tim J Kamerzell; E Shane Price; Sangeeta B Joshi; Steven M Bishop; Cynthia N Oliver; C Russell Middaugh
Journal:  J Pharm Sci       Date:  2009-07       Impact factor: 3.534

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  17 in total

1.  Impact of detergent on biophysical properties and immune response of the IpaDB fusion protein, a candidate subunit vaccine against Shigella species.

Authors:  Xiaotong Chen; Shyamal P Choudhari; Francisco J Martinez-Becerra; Jae Hyun Kim; Nicholas E Dickenson; Ronald T Toth; Sangeeta B Joshi; Jamie C Greenwood; John D Clements; William D Picking; C Russell Middaugh; Wendy L Picking
Journal:  Infect Immun       Date:  2014-11-03       Impact factor: 3.441

2.  Characterization and Protective Efficacy of Type III Secretion Proteins as a Broadly Protective Subunit Vaccine against Salmonella enterica Serotypes.

Authors:  Francisco J Martinez-Becerra; Prashant Kumar; Vikalp Vishwakarma; Jae Hyun Kim; Olivia Arizmendi; C Russell Middaugh; William D Picking; Wendy L Picking
Journal:  Infect Immun       Date:  2018-02-20       Impact factor: 3.441

Review 3.  High-throughput biophysical analysis of protein therapeutics to examine interrelationships between aggregate formation and conformational stability.

Authors:  Rajoshi Chaudhuri; Yuan Cheng; C Russell Middaugh; David B Volkin
Journal:  AAPS J       Date:  2013-10-31       Impact factor: 4.009

4.  Structural characterization of IgG1 mAb aggregates and particles generated under various stress conditions.

Authors:  Srivalli N Telikepalli; Ozan S Kumru; Cavan Kalonia; Reza Esfandiary; Sangeeta B Joshi; C Russell Middaugh; David B Volkin
Journal:  J Pharm Sci       Date:  2014-01-22       Impact factor: 3.534

5.  Radar chart array analysis to visualize effects of formulation variables on IgG1 particle formation as measured by multiple analytical techniques.

Authors:  Cavan Kalonia; Ozan S Kumru; Jae Hyun Kim; C Russell Middaugh; David B Volkin
Journal:  J Pharm Sci       Date:  2013-10-09       Impact factor: 3.534

6.  An S116R Phosphorylation Site Mutation in Human Fibroblast Growth Factor-1 Differentially Affects Mitogenic and Glucose-Lowering Activities.

Authors:  Xue Xia; Ozan S Kumru; Sachiko I Blaber; C Russell Middaugh; Ling Li; David M Ornitz; Jae Myoung Suh; Annette R Atkins; Michael Downes; Ronald M Evans; Connie A Tenorio; Ewa Bienkiewicz; Michael Blaber
Journal:  J Pharm Sci       Date:  2016-10-20       Impact factor: 3.534

7.  High-throughput biophysical analysis and data visualization of conformational stability of an IgG1 monoclonal antibody after deglycosylation.

Authors:  Mohammad A Alsenaidy; Jae Hyun Kim; Ranajoy Majumdar; David D Weis; Sangeeta B Joshi; Thomas J Tolbert; C Russell Middaugh; David B Volkin
Journal:  J Pharm Sci       Date:  2013-09-24       Impact factor: 3.534

8.  Probing structurally altered and aggregated states of therapeutically relevant proteins using GroEL coupled to bio-layer interferometry.

Authors:  Subhashchandra Naik; Ozan S Kumru; Melissa Cullom; Srivalli N Telikepalli; Elizabeth Lindboe; Taylor L Roop; Sangeeta B Joshi; Divya Amin; Phillip Gao; C Russell Middaugh; David B Volkin; Mark T Fisher
Journal:  Protein Sci       Date:  2014-07-28       Impact factor: 6.725

9.  Engineering a Cysteine-Free Form of Human Fibroblast Growth Factor-1 for "Second Generation" Therapeutic Application.

Authors:  Xue Xia; Ozan S Kumru; Sachiko I Blaber; C Russell Middaugh; Ling Li; David M Ornitz; Mason A Sutherland; Connie A Tenorio; Michael Blaber
Journal:  J Pharm Sci       Date:  2016-04       Impact factor: 3.534

10.  Physical characterization and in vitro biological impact of highly aggregated antibodies separated into size-enriched populations by fluorescence-activated cell sorting.

Authors:  Srivalli Telikepalli; Heather E Shinogle; Prem S Thapa; Jae Hyun Kim; Meghana Deshpande; Vibha Jawa; C Russell Middaugh; Linda O Narhi; Marisa K Joubert; David B Volkin
Journal:  J Pharm Sci       Date:  2015-03-05       Impact factor: 3.534

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