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Evolution of the SARS-CoV-2 proteome in three dimensions (3D) during the first six months of the COVID-19 pandemic

View ORCID ProfileJoseph H. Lubin, Christine Zardecki, Elliott M. Dolan, Changpeng Lu, Zhuofan Shen, Shuchismita Dutta, John D. Westbrook, Brian P. Hudson, David S. Goodsell, Jonathan K. Williams, Maria Voigt, Vidur Sarma, Lingjun Xie, Thejasvi Venkatachalam, Steven Arnold, Luz Helena Alfaro Alvarado, Kevin Catalfano, Aaliyah Khan, Erika McCarthy, Sophia Staggers, Brea Tinsley, Alan Trudeau, Jitendra Singh, Lindsey Whitmore, Helen Zheng, Matthew Benedek, Jenna Currier, Mark Dresel, Ashish Duvvuru, Britney Dyszel, Emily Fingar, Elizabeth M. Hennen, Michael Kirsch, Ali A. Khan, Charlotte Labrie-Cleary, Stephanie Laporte, Evan Lenkeit, Kailey Martin, Marilyn Orellana, Melanie Ortiz-Alvarez de la Campa, Isaac Paredes, Baleigh Wheeler, Allison Rupert, Andrew Sam, Katherine See, Santiago Soto Zapata, Paul A. Craig, Bonnie L. Hall, Jennifer Jiang, Julia R. Koeppe, Stephen A. Mills, Michael J. Pikaart, Rebecca Roberts, Yana Bromberg, J. Steen Hoyer, Siobain Duffy, Jay Tischfield, Francesc X. Ruiz, Eddy Arnold, Jean Baum, Jesse Sandberg, Grace Brannigan, Sagar D. Khare, Stephen K. Burley
doi: https://doi.org/10.1101/2020.12.01.406637
Joseph H. Lubin
1Institute for Quantitative Biomedicine, Rutgers, The State University of New Jersey, Piscataway, NJ USA
2Department of Chemistry and Chemical Biology, Rutgers, The State University of New Jersey, Piscataway, NJ USA
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  • ORCID record for Joseph H. Lubin
Christine Zardecki
1Institute for Quantitative Biomedicine, Rutgers, The State University of New Jersey, Piscataway, NJ USA
3Research Collaboratory for Structural Bioinformatics Protein Data Bank, Rutgers, The State University of New Jersey, Piscataway, NJ USA
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Elliott M. Dolan
1Institute for Quantitative Biomedicine, Rutgers, The State University of New Jersey, Piscataway, NJ USA
2Department of Chemistry and Chemical Biology, Rutgers, The State University of New Jersey, Piscataway, NJ USA
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Changpeng Lu
1Institute for Quantitative Biomedicine, Rutgers, The State University of New Jersey, Piscataway, NJ USA
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Zhuofan Shen
1Institute for Quantitative Biomedicine, Rutgers, The State University of New Jersey, Piscataway, NJ USA
2Department of Chemistry and Chemical Biology, Rutgers, The State University of New Jersey, Piscataway, NJ USA
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Shuchismita Dutta
1Institute for Quantitative Biomedicine, Rutgers, The State University of New Jersey, Piscataway, NJ USA
3Research Collaboratory for Structural Bioinformatics Protein Data Bank, Rutgers, The State University of New Jersey, Piscataway, NJ USA
5Rutgers Cancer Institute of New Jersey, Robert Wood Johnson Medical School, Rutgers, The State University of New Jersey, New Brunswick, NJ USA
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John D. Westbrook
1Institute for Quantitative Biomedicine, Rutgers, The State University of New Jersey, Piscataway, NJ USA
3Research Collaboratory for Structural Bioinformatics Protein Data Bank, Rutgers, The State University of New Jersey, Piscataway, NJ USA
5Rutgers Cancer Institute of New Jersey, Robert Wood Johnson Medical School, Rutgers, The State University of New Jersey, New Brunswick, NJ USA
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Brian P. Hudson
1Institute for Quantitative Biomedicine, Rutgers, The State University of New Jersey, Piscataway, NJ USA
3Research Collaboratory for Structural Bioinformatics Protein Data Bank, Rutgers, The State University of New Jersey, Piscataway, NJ USA
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David S. Goodsell
1Institute for Quantitative Biomedicine, Rutgers, The State University of New Jersey, Piscataway, NJ USA
3Research Collaboratory for Structural Bioinformatics Protein Data Bank, Rutgers, The State University of New Jersey, Piscataway, NJ USA
4The Scripps Research Institute, La Jolla, CA USA
5Rutgers Cancer Institute of New Jersey, Robert Wood Johnson Medical School, Rutgers, The State University of New Jersey, New Brunswick, NJ USA
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Jonathan K. Williams
2Department of Chemistry and Chemical Biology, Rutgers, The State University of New Jersey, Piscataway, NJ USA
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Maria Voigt
1Institute for Quantitative Biomedicine, Rutgers, The State University of New Jersey, Piscataway, NJ USA
3Research Collaboratory for Structural Bioinformatics Protein Data Bank, Rutgers, The State University of New Jersey, Piscataway, NJ USA
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Vidur Sarma
1Institute for Quantitative Biomedicine, Rutgers, The State University of New Jersey, Piscataway, NJ USA
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Lingjun Xie
1Institute for Quantitative Biomedicine, Rutgers, The State University of New Jersey, Piscataway, NJ USA
2Department of Chemistry and Chemical Biology, Rutgers, The State University of New Jersey, Piscataway, NJ USA
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Thejasvi Venkatachalam
1Institute for Quantitative Biomedicine, Rutgers, The State University of New Jersey, Piscataway, NJ USA
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Steven Arnold
1Institute for Quantitative Biomedicine, Rutgers, The State University of New Jersey, Piscataway, NJ USA
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Luz Helena Alfaro Alvarado
6Grinnell College, Grinnell, IA USA
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Kevin Catalfano
7University of Notre Dame, Notre Dame, IN USA
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Aaliyah Khan
8University of Maryland Baltimore County Baltimore, MD USA
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Erika McCarthy
9Stevens Institute of Technology, Hoboken, NJ USA
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Sophia Staggers
10Frostburg State University, Frostburg, MD USA
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Brea Tinsley
11Youngstown State University, Youngstown, OH USA
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Alan Trudeau
12University of Central Florida, Orlando, FL USA
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Jitendra Singh
13New York City College of Technology, Brooklyn, NY USA
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Lindsey Whitmore
14Howard University, Washington, DC USA
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Helen Zheng
15Watchung Hills Regional High School, Warren, NJ USA
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Matthew Benedek
16Xavier University, Cincinnati, OH USA
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Jenna Currier
17Hope College, Holland, MI USA
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Mark Dresel
3Research Collaboratory for Structural Bioinformatics Protein Data Bank, Rutgers, The State University of New Jersey, Piscataway, NJ USA
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Ashish Duvvuru
17Hope College, Holland, MI USA
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Britney Dyszel
18Ursinus College, Collegeville, PA USA
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Emily Fingar
19SUNY Oswego, Oswego, NY USA
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Elizabeth M. Hennen
20Roger Williams University, Bristol, RI USA
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Michael Kirsch
19SUNY Oswego, Oswego, NY USA
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Ali A. Khan
19SUNY Oswego, Oswego, NY USA
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Charlotte Labrie-Cleary
19SUNY Oswego, Oswego, NY USA
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Stephanie Laporte
21Brandeis University, Waltham, MA USA
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Evan Lenkeit
3Research Collaboratory for Structural Bioinformatics Protein Data Bank, Rutgers, The State University of New Jersey, Piscataway, NJ USA
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Kailey Martin
18Ursinus College, Collegeville, PA USA
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Marilyn Orellana
17Hope College, Holland, MI USA
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Melanie Ortiz-Alvarez de la Campa
22University of Puerto Rico-Rio Piedras, San Juan, Puerto Rico
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Isaac Paredes
23John Jay College, New York, NY USA
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Baleigh Wheeler
24Grand View University, Des Moines, IA USA
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Allison Rupert
24Grand View University, Des Moines, IA USA
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Andrew Sam
3Research Collaboratory for Structural Bioinformatics Protein Data Bank, Rutgers, The State University of New Jersey, Piscataway, NJ USA
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Katherine See
25Rochester Institute of Technology, Rochester, NY USA
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Santiago Soto Zapata
19SUNY Oswego, Oswego, NY USA
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Paul A. Craig
25Rochester Institute of Technology, Rochester, NY USA
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Bonnie L. Hall
24Grand View University, Des Moines, IA USA
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Jennifer Jiang
1Institute for Quantitative Biomedicine, Rutgers, The State University of New Jersey, Piscataway, NJ USA
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Julia R. Koeppe
19SUNY Oswego, Oswego, NY USA
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Stephen A. Mills
16Xavier University, Cincinnati, OH USA
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Michael J. Pikaart
17Hope College, Holland, MI USA
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Rebecca Roberts
18Ursinus College, Collegeville, PA USA
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Yana Bromberg
26Department of Biochemistry and Microbiology, Rutgers, The State University of New Jersey, New Brunswick, NJ USA
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J. Steen Hoyer
27Department of Ecology, Evolution and Natural Resources, School of Environmental and Biological Sciences, Rutgers, The State University of New Jersey, New Brunswick, NJ USA
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Siobain Duffy
27Department of Ecology, Evolution and Natural Resources, School of Environmental and Biological Sciences, Rutgers, The State University of New Jersey, New Brunswick, NJ USA
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Jay Tischfield
28Department of Genetics, Rutgers, The State University of New Jersey, and Human Genetics Institute of New Jersey, Piscataway, NJ
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Francesc X. Ruiz
29Center for Advanced Biotechnology and Medicine, Rutgers, The State University of New Jersey, Piscataway, NJ USA
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Eddy Arnold
29Center for Advanced Biotechnology and Medicine, Rutgers, The State University of New Jersey, Piscataway, NJ USA
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Jean Baum
2Department of Chemistry and Chemical Biology, Rutgers, The State University of New Jersey, Piscataway, NJ USA
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Jesse Sandberg
30Center for Computational and Integrative Biology, Rutgers, The State University of New Jersey, Camden, NJ USA
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Grace Brannigan
30Center for Computational and Integrative Biology, Rutgers, The State University of New Jersey, Camden, NJ USA
31Department of Physics, Rutgers, The State University of New Jersey, Camden, NJ USA
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Sagar D. Khare
1Institute for Quantitative Biomedicine, Rutgers, The State University of New Jersey, Piscataway, NJ USA
2Department of Chemistry and Chemical Biology, Rutgers, The State University of New Jersey, Piscataway, NJ USA
5Rutgers Cancer Institute of New Jersey, Robert Wood Johnson Medical School, Rutgers, The State University of New Jersey, New Brunswick, NJ USA
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  • For correspondence: khare@chem.rutgers.edu Stephen.Burley@RCSB.org
Stephen K. Burley
1Institute for Quantitative Biomedicine, Rutgers, The State University of New Jersey, Piscataway, NJ USA
2Department of Chemistry and Chemical Biology, Rutgers, The State University of New Jersey, Piscataway, NJ USA
3Research Collaboratory for Structural Bioinformatics Protein Data Bank, Rutgers, The State University of New Jersey, Piscataway, NJ USA
5Rutgers Cancer Institute of New Jersey, Robert Wood Johnson Medical School, Rutgers, The State University of New Jersey, New Brunswick, NJ USA
32Research Collaboratory for Structural Bioinformatics Protein Data Bank, San Diego Supercomputer Center, University of California, San Diego, La Jolla, CA USA
33Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, La Jolla, CA USA
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  • For correspondence: khare@chem.rutgers.edu Stephen.Burley@RCSB.org
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Abstract

Three-dimensional structures of SARS-CoV-2 and other coronaviral proteins archived in the Protein Data Bank were used to analyze viral proteome evolution during the first six months of the COVID-19 pandemic. Analyses of spatial locations, chemical properties, and structural and energetic impacts of the observed amino acid changes in >48,000 viral proteome sequences showed how each one of the 29 viral study proteins have undergone amino acid changes. Structural models computed for every unique sequence variant revealed that most substitutions map to protein surfaces and boundary layers with a minority affecting hydrophobic cores. Conservative changes were observed more frequently in cores versus boundary layers/surfaces. Active sites and protein-protein interfaces showed modest numbers of substitutions. Energetics calculations showed that the impact of substitutions on the thermodynamic stability of the proteome follows a universal bi-Gaussian distribution. Detailed results are presented for six drug discovery targets and four structural proteins comprising the virion, highlighting substitutions with the potential to impact protein structure, enzyme activity, and functional interfaces. Characterizing the evolution of the virus in three dimensions provides testable insights into viral protein function and should aid in structure-based drug discovery efforts as well as the prospective identification of amino acid substitutions with potential for drug resistance.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • https://covid-19_proteome_evolution_data.iqb.rutgers.edu

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The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. All rights reserved. No reuse allowed without permission.
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Evolution of the SARS-CoV-2 proteome in three dimensions (3D) during the first six months of the COVID-19 pandemic
Joseph H. Lubin, Christine Zardecki, Elliott M. Dolan, Changpeng Lu, Zhuofan Shen, Shuchismita Dutta, John D. Westbrook, Brian P. Hudson, David S. Goodsell, Jonathan K. Williams, Maria Voigt, Vidur Sarma, Lingjun Xie, Thejasvi Venkatachalam, Steven Arnold, Luz Helena Alfaro Alvarado, Kevin Catalfano, Aaliyah Khan, Erika McCarthy, Sophia Staggers, Brea Tinsley, Alan Trudeau, Jitendra Singh, Lindsey Whitmore, Helen Zheng, Matthew Benedek, Jenna Currier, Mark Dresel, Ashish Duvvuru, Britney Dyszel, Emily Fingar, Elizabeth M. Hennen, Michael Kirsch, Ali A. Khan, Charlotte Labrie-Cleary, Stephanie Laporte, Evan Lenkeit, Kailey Martin, Marilyn Orellana, Melanie Ortiz-Alvarez de la Campa, Isaac Paredes, Baleigh Wheeler, Allison Rupert, Andrew Sam, Katherine See, Santiago Soto Zapata, Paul A. Craig, Bonnie L. Hall, Jennifer Jiang, Julia R. Koeppe, Stephen A. Mills, Michael J. Pikaart, Rebecca Roberts, Yana Bromberg, J. Steen Hoyer, Siobain Duffy, Jay Tischfield, Francesc X. Ruiz, Eddy Arnold, Jean Baum, Jesse Sandberg, Grace Brannigan, Sagar D. Khare, Stephen K. Burley
bioRxiv 2020.12.01.406637; doi: https://doi.org/10.1101/2020.12.01.406637
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Evolution of the SARS-CoV-2 proteome in three dimensions (3D) during the first six months of the COVID-19 pandemic
Joseph H. Lubin, Christine Zardecki, Elliott M. Dolan, Changpeng Lu, Zhuofan Shen, Shuchismita Dutta, John D. Westbrook, Brian P. Hudson, David S. Goodsell, Jonathan K. Williams, Maria Voigt, Vidur Sarma, Lingjun Xie, Thejasvi Venkatachalam, Steven Arnold, Luz Helena Alfaro Alvarado, Kevin Catalfano, Aaliyah Khan, Erika McCarthy, Sophia Staggers, Brea Tinsley, Alan Trudeau, Jitendra Singh, Lindsey Whitmore, Helen Zheng, Matthew Benedek, Jenna Currier, Mark Dresel, Ashish Duvvuru, Britney Dyszel, Emily Fingar, Elizabeth M. Hennen, Michael Kirsch, Ali A. Khan, Charlotte Labrie-Cleary, Stephanie Laporte, Evan Lenkeit, Kailey Martin, Marilyn Orellana, Melanie Ortiz-Alvarez de la Campa, Isaac Paredes, Baleigh Wheeler, Allison Rupert, Andrew Sam, Katherine See, Santiago Soto Zapata, Paul A. Craig, Bonnie L. Hall, Jennifer Jiang, Julia R. Koeppe, Stephen A. Mills, Michael J. Pikaart, Rebecca Roberts, Yana Bromberg, J. Steen Hoyer, Siobain Duffy, Jay Tischfield, Francesc X. Ruiz, Eddy Arnold, Jean Baum, Jesse Sandberg, Grace Brannigan, Sagar D. Khare, Stephen K. Burley
bioRxiv 2020.12.01.406637; doi: https://doi.org/10.1101/2020.12.01.406637

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