PyRosetta Jupyter Notebooks Teach Biomolecular Structure Prediction and Design

Author:

Le Kathy H.1,Adolf-Bryfogle Jared2,Klima Jason C.345ORCID,Lyskov Sergey6,Labonte Jason W.67,Bertolani Steven8,Burman Shourya S. Roy6ORCID,Leaver-Fay Andrew9,Weitzner Brian D.345,Maguire Jack10,Rangan Ramya11,Adrianowycz Matt A.11,Alford Rebecca F.6ORCID,Adal Aleexsan6,Nance Morgan L.12,Wu Yuanhan13,Willis Jordan14,Kulp Daniel W.13,Das Rhiju11,Dunbrack Roland L.15,Schief William2,Kuhlman Brian910,Siegel Justin B.8,Gray Jeffrey J.612ORCID

Affiliation:

1. T. C. Jenkins Department of Biophysics, Johns Hopkins University, Baltimore, MD 21218, USA

2. Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, 92037, USA

3. Institute for Protein Design, University of Washington, Seattle, WA 98195, USA

4. Department of Biochemistry, University of Washington, Seattle, WA 98195, USA

5. Lyell Immunopharma, Inc., Seattle, WA 98109, USA

6. Department of Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, MA 21218, USA

7. Department of Chemistry, Franklin & Marshall College, Lancaster, PA 17604, USA

8. Department of Chemistry, Department of Biochemistry and Molecular Medicine, Genome Center, University of California, Davis, Davis, CA 95621, USA

9. Department of Biochemistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA

10. Program in Bioinformatics and Computational Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA

11. Program in Biophysics, Stanford University, Stanford, CA 94305, USA

12. Program in Molecular Biophysics, Johns Hopkins University, Baltimore, MD 21218, USA

13. Vaccine and Immunotherapy Center, Wistar Institute, Philadelphia, PA 19104, USA

14. RubrYc Therapeutics, San Ramon, CA 94070, USA

15. Fox Chase Cancer Center, Philadelphia, PA 19111, USA

Abstract

ABSTRACT Biomolecular structure drives function, and computational capabilities have progressed such that the prediction and computational design of biomolecular structures is increasingly feasible. Because computational biophysics attracts students from many different backgrounds and with different levels of resources, teaching the subject can be challenging. One strategy to teach diverse learners is with interactive multimedia material that promotes self-paced, active learning. We have created a hands-on education strategy with a set of 16 modules that teach topics in biomolecular structure and design, from fundamentals of conformational sampling and energy evaluation to applications, such as protein docking, antibody design, and RNA structure prediction. Our modules are based on PyRosetta, a Python library that encapsulates all computational modules and methods in the Rosetta software package. The workshop-style modules are implemented as Jupyter Notebooks that can be executed in the Google Colaboratory, allowing learners access with just a Web browser. The digital format of Jupyter Notebooks allows us to embed images, molecular visualization movies, and interactive coding exercises. This multimodal approach may better reach students from different disciplines and experience levels, as well as attract more researchers from smaller labs and cognate backgrounds to leverage PyRosetta in science and engineering research. All materials are freely available at https://github.com/RosettaCommons/PyRosetta.notebooks.

Publisher

Biophysical Society

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