Fully automated antibody structure prediction using BIOVIA tools: Validation study

PLoS One. 2017 May 18;12(5):e0177923. doi: 10.1371/journal.pone.0177923. eCollection 2017.

Abstract

We describe the methodology and results from our validation study of the fully automated antibody structure prediction tool available in the BIOVIA (formerly Accelrys) protein modeling suite. Extending our previous study, we have validated the automated approach using a larger and more diverse data set (157 unique antibody Fv domains versus 11 in the previous study). In the current study, we explore the effect of varying several parameter settings in order to better understand their influence on the resulting model quality. Specifically, we investigated the dependence on different methods of framework model construction, antibody numbering schemes (Chothia, IMGT, Honegger and Kabat), the influence of compatibility of loop templates using canonical type filtering, wider exploration of model solution space, and others. Our results show that our recently introduced Top5 framework modeling method results in a small but significant improvement in model quality whereas the effect of other parameters is not significant. Our analysis provides improved guidelines of best practices for using our protocol to build antibody structures. We also identify some limitations of the current computational model which will enhance proper evaluation of model quality by users and suggests possible future enhancements.

Publication types

  • Validation Study

MeSH terms

  • Antibodies / chemistry*
  • Automation
  • Computational Biology / methods*
  • Databases, Protein
  • Models, Molecular

Substances

  • Antibodies

Grants and funding

HK and LY are employed by Dassault Systèmes Biovia Corp. The funder provided support in the form of salaries for authors HK and LY, but did not have any additional role in the study design, data collection and analysis, decision to publish, or preparation of the manuscript. The specific roles of these authors are articulated in the ‘author contributions’ section.