Case Study of High-Throughput Drug Screening and Remote Data Collection for SARS-CoV-2 Main Protease by Using Serial Femtosecond X-ray Crystallography
Abstract
Since early 2020, COVID-19 has grown to affect the lives of billions globally. A worldwide investigation has been ongoing for characterizing the virus and also for finding an effective drug and developing vaccines. As time has been of the essence, a crucial part of this research has been drug repurposing; therefore, confirmation of in silico drug screening studies have been carried out for this purpose. Here we demonstrated the possibility of screening a variety of drugs efficiently by leveraging a high data collection rate of 120 images/second with the new low-noise, high dynamic range ePix10k2M Pixel Array Detector installed at the Macromolecular Femtosecond Crystallography (MFX) instrument at the Linac Coherent Light Source (LCLS). The X-ray Free-Electron Laser (XFEL) is used for remote high-throughput data collection for drug repurposing of the main protease (Mpro) of SARS-CoV-2 at ambient temperature with mitigated X-ray radiation damage. We obtained multiple structures soaked with nine drug candidate molecules in two crystal forms. Although our drug binding attempts failed, we successfully established a high-throughput Serial Femtosecond X-ray crystallographic (SFX) data collection protocol.
- Authors:
-
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- Koc Univ., Istanbul (Turkey)
- Arizona State Univ., Tempe, AZ (United States)
- SLAC National Accelerator Lab., Menlo Park, CA (United States); Stanford Univ., CA (United States)
- SLAC National Accelerator Lab., Menlo Park, CA (United States)
- Bahcesehir Univ., Istanbul (Turkey)
- Koc Univ., Istanbul (Turkey); SLAC National Accelerator Lab., Menlo Park, CA (United States)
- Publication Date:
- Research Org.:
- SLAC National Accelerator Lab., Menlo Park, CA (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), Basic Energy Sciences (BES); National Science Foundation (NSF) Science and Technology Centers
- OSTI Identifier:
- 1878584
- Alternate Identifier(s):
- OSTI ID: 1877674
- Grant/Contract Number:
- AC02-76SF00515; NSF-1231306
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Crystals
- Additional Journal Information:
- Journal Volume: 11; Journal Issue: 12; Journal ID: ISSN 2073-4352
- Publisher:
- MDPI
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 60 APPLIED LIFE SCIENCES; SARS-CoV-2; main protease; serial femtosecond crystallography; high-throughput drug screening
Citation Formats
Guven, Omur, Gul, Mehmet, Ayan, Esra, Johnson, J. Austin, Cakilkaya, Baris, Usta, Gozde, Ertem, Fatma Betul, Tokay, Nurettin, Yuksel, Busra, Gocenler, Oktay, Buyukdag, Cengizhan, Botha, Sabine, Ketawala, Gihan, Su, Zhen, Hayes, Brandon, Poitevin, Frederic, Batyuk, Alexander, Yoon, Chun Hong, Kupitz, Christopher, Durdagi, Serdar, Sierra, Raymond G., and DeMirci, Hasan. Case Study of High-Throughput Drug Screening and Remote Data Collection for SARS-CoV-2 Main Protease by Using Serial Femtosecond X-ray Crystallography. United States: N. p., 2021.
Web. doi:10.3390/cryst11121579.
Guven, Omur, Gul, Mehmet, Ayan, Esra, Johnson, J. Austin, Cakilkaya, Baris, Usta, Gozde, Ertem, Fatma Betul, Tokay, Nurettin, Yuksel, Busra, Gocenler, Oktay, Buyukdag, Cengizhan, Botha, Sabine, Ketawala, Gihan, Su, Zhen, Hayes, Brandon, Poitevin, Frederic, Batyuk, Alexander, Yoon, Chun Hong, Kupitz, Christopher, Durdagi, Serdar, Sierra, Raymond G., & DeMirci, Hasan. Case Study of High-Throughput Drug Screening and Remote Data Collection for SARS-CoV-2 Main Protease by Using Serial Femtosecond X-ray Crystallography. United States. https://doi.org/10.3390/cryst11121579
Guven, Omur, Gul, Mehmet, Ayan, Esra, Johnson, J. Austin, Cakilkaya, Baris, Usta, Gozde, Ertem, Fatma Betul, Tokay, Nurettin, Yuksel, Busra, Gocenler, Oktay, Buyukdag, Cengizhan, Botha, Sabine, Ketawala, Gihan, Su, Zhen, Hayes, Brandon, Poitevin, Frederic, Batyuk, Alexander, Yoon, Chun Hong, Kupitz, Christopher, Durdagi, Serdar, Sierra, Raymond G., and DeMirci, Hasan. Fri .
"Case Study of High-Throughput Drug Screening and Remote Data Collection for SARS-CoV-2 Main Protease by Using Serial Femtosecond X-ray Crystallography". United States. https://doi.org/10.3390/cryst11121579. https://www.osti.gov/servlets/purl/1878584.
@article{osti_1878584,
title = {Case Study of High-Throughput Drug Screening and Remote Data Collection for SARS-CoV-2 Main Protease by Using Serial Femtosecond X-ray Crystallography},
author = {Guven, Omur and Gul, Mehmet and Ayan, Esra and Johnson, J. Austin and Cakilkaya, Baris and Usta, Gozde and Ertem, Fatma Betul and Tokay, Nurettin and Yuksel, Busra and Gocenler, Oktay and Buyukdag, Cengizhan and Botha, Sabine and Ketawala, Gihan and Su, Zhen and Hayes, Brandon and Poitevin, Frederic and Batyuk, Alexander and Yoon, Chun Hong and Kupitz, Christopher and Durdagi, Serdar and Sierra, Raymond G. and DeMirci, Hasan},
abstractNote = {Since early 2020, COVID-19 has grown to affect the lives of billions globally. A worldwide investigation has been ongoing for characterizing the virus and also for finding an effective drug and developing vaccines. As time has been of the essence, a crucial part of this research has been drug repurposing; therefore, confirmation of in silico drug screening studies have been carried out for this purpose. Here we demonstrated the possibility of screening a variety of drugs efficiently by leveraging a high data collection rate of 120 images/second with the new low-noise, high dynamic range ePix10k2M Pixel Array Detector installed at the Macromolecular Femtosecond Crystallography (MFX) instrument at the Linac Coherent Light Source (LCLS). The X-ray Free-Electron Laser (XFEL) is used for remote high-throughput data collection for drug repurposing of the main protease (Mpro) of SARS-CoV-2 at ambient temperature with mitigated X-ray radiation damage. We obtained multiple structures soaked with nine drug candidate molecules in two crystal forms. Although our drug binding attempts failed, we successfully established a high-throughput Serial Femtosecond X-ray crystallographic (SFX) data collection protocol.},
doi = {10.3390/cryst11121579},
journal = {Crystals},
number = 12,
volume = 11,
place = {United States},
year = {Fri Dec 17 00:00:00 EST 2021},
month = {Fri Dec 17 00:00:00 EST 2021}
}
Works referenced in this record:
Cheetah : software for high-throughput reduction and analysis of serial femtosecond X-ray diffraction data
journal, May 2014
- Barty, Anton; Kirian, Richard A.; Maia, Filipe R. N. C.
- Journal of Applied Crystallography, Vol. 47, Issue 3
CrystFEL : a software suite for snapshot serial crystallography
journal, March 2012
- White, Thomas A.; Kirian, Richard A.; Martin, Andrew V.
- Journal of Applied Crystallography, Vol. 45, Issue 2
Scaffold morphing of arbidol (umifenovir) in search of multi-targeting therapy halting the interaction of SARS-CoV-2 with ACE2 and other proteases involved in COVID-19
journal, November 2020
- Choudhary, Shalki; Silakari, Om
- Virus Research, Vol. 289
Overview of the CCP 4 suite and current developments
journal, March 2011
- Winn, Martyn D.; Ballard, Charles C.; Cowtan, Kevin D.
- Acta Crystallographica Section D Biological Crystallography, Vol. 67, Issue 4
Structural Basis of Potential Inhibitors Targeting SARS-CoV-2 Main Protease
journal, March 2021
- Mengist, Hylemariam Mihiretie; Dilnessa, Tebelay; Jin, Tengchuan
- Frontiers in Chemistry, Vol. 9
The World Must Build On Three Decades Of Scientific Advances To Enable A New Generation To Live Free Of HIV/AIDS
journal, July 2012
- Fauci, Anthony S.; Folkers, Gregory K.
- Health Affairs, Vol. 31, Issue 7
The emergence of Lyme disease
journal, April 2004
- Steere, Allen C.; Coburn, Jenifer; Glickstein, Lisa
- Journal of Clinical Investigation, Vol. 113, Issue 8
Data systems for the Linac coherent light source
journal, January 2017
- Thayer, J.; Damiani, D.; Ford, C.
- Advanced Structural and Chemical Imaging, Vol. 3, Issue 1
Montelukast drug activity and potential against severe acute respiratory syndrome coronavirus 2 (SARS‐CoV‐2)
journal, July 2020
- Copertino, Dennis C.; Duarte, Rodrigo R. R.; Powell, Timothy R.
- Journal of Medical Virology, Vol. 93, Issue 1
Fragment screening targeting Ebola virus nucleoprotein C-terminal domain identifies lead candidates
journal, August 2020
- Aceti, David J.; Ahmed, Hamza; Westler, William M.
- Antiviral Research, Vol. 180
Linac Coherent Light Source data analysis using psana
journal, March 2016
- Damiani, D.; Dubrovin, M.; Gaponenko, I.
- Journal of Applied Crystallography, Vol. 49, Issue 2
The SARS-CoV-2 main protease as drug target
journal, September 2020
- Ullrich, Sven; Nitsche, Christoph
- Bioorganic & Medicinal Chemistry Letters, Vol. 30, Issue 17
The proximal origin of SARS-CoV-2
journal, March 2020
- Andersen, Kristian G.; Rambaut, Andrew; Lipkin, W. Ian
- Nature Medicine, Vol. 26, Issue 4
Strategic analyses to identify key structural features of antiviral/antimalarial compounds for their binding interactions with 3CLpro, PLpro and RdRp of SARS-CoV-2: in silico molecular docking and dynamic simulation studies
journal, August 2021
- Dhote, Ashish M.; Patil, Vikas R.; Lokwani, Deepak K.
- Journal of Biomolecular Structure and Dynamics
Near-physiological-temperature serial crystallography reveals conformations of SARS-CoV-2 main protease active site for improved drug repurposing
journal, December 2021
- Durdagi, Serdar; Dağ, Çağdaş; Dogan, Berna
- Structure, Vol. 29, Issue 12
Inhibition mechanism of SARS-CoV-2 main protease by ebselen and its derivatives
journal, May 2021
- Amporndanai, Kangsa; Meng, Xiaoli; Shang, Weijuan
- Nature Communications, Vol. 12, Issue 1
Déjà vu: Stimulating open drug discovery for SARS-CoV-2
journal, May 2020
- Ekins, Sean; Mottin, Melina; Ramos, Paulo R. P. S.
- Drug Discovery Today, Vol. 25, Issue 5
The ePix10k 2-megapixel hard X-ray detector at LCLS
journal, April 2020
- van Driel, Tim Brandt; Nelson, Silke; Armenta, Rebecca
- Journal of Synchrotron Radiation, Vol. 27, Issue 3
α-Ketoamides as Broad-Spectrum Inhibitors of Coronavirus and Enterovirus Replication: Structure-Based Design, Synthesis, and Activity Assessment
journal, February 2020
- Zhang, Linlin; Lin, Daizong; Kusov, Yuri
- Journal of Medicinal Chemistry, Vol. 63, Issue 9
Structure-based design of antiviral drug candidates targeting the SARS-CoV-2 main protease
journal, April 2020
- Dai, Wenhao; Zhang, Bing; Jiang, Xia-Ming
- Science, Vol. 368, Issue 6497
Features and futures of X-ray free-electron lasers
journal, May 2021
- Huang, Nanshun; Deng, Haixiao; Liu, Bo
- The Innovation, Vol. 2, Issue 2
OnDA : online data analysis and feedback for serial X-ray imaging
journal, May 2016
- Mariani, Valerio; Morgan, Andrew; Yoon, Chun Hong
- Journal of Applied Crystallography, Vol. 49, Issue 3
Recent developments in CrystFEL
journal, March 2016
- White, Thomas A.; Mariani, Valerio; Brehm, Wolfgang
- Journal of Applied Crystallography, Vol. 49, Issue 2
Structure of Mpro from SARS-CoV-2 and discovery of its inhibitors
journal, April 2020
- Jin, Zhenming; Du, Xiaoyu; Xu, Yechun
- Nature, Vol. 582, Issue 7811
Global trends in emerging infectious diseases
journal, February 2008
- Jones, Kate E.; Patel, Nikkita G.; Levy, Marc A.
- Nature, Vol. 451, Issue 7181
Factors in the Emergence of Infectious Diseases
journal, March 1995
- Morse, Stephen S.
- Emerging Infectious Diseases, Vol. 1, Issue 1
Identifying and repurposing antiviral drugs against severe acute respiratory syndrome coronavirus 2 with in silico and in vitro approaches
journal, January 2021
- Watashi, Koichi
- Biochemical and Biophysical Research Communications, Vol. 538
Covid-19: UK becomes first country to authorise antiviral molnupiravir
journal, November 2021
- Mahase, Elisabeth
- BMJ
Identification of potential natural inhibitors of SARS-CoV2 main protease by molecular docking and simulation studies
journal, June 2020
- Gupta, Sanjay; Singh, Atul Kumar; Kushwaha, Prem Prakash
- Journal of Biomolecular Structure and Dynamics, Vol. 39, Issue 12
Coot model-building tools for molecular graphics
journal, November 2004
- Emsley, Paul; Cowtan, Kevin
- Acta Crystallographica Section D Biological Crystallography, Vol. 60, Issue 12, p. 2126-2132
Concentric-flow electrokinetic injector enables serial crystallography of ribosome and photosystem II
journal, November 2015
- Sierra, Raymond G.; Gati, Cornelius; Laksmono, Hartawan
- Nature Methods, Vol. 13, Issue 1
The neutralization effect of montelukast on SARS-CoV-2 is shown by multiscale in silico simulations and combined in vitro studies
journal, February 2022
- Durdagi, Serdar; Avsar, Timucin; Orhan, Muge Didem
- Molecular Therapy, Vol. 30, Issue 2
Ebselen, Disulfiram, Carmofur, PX-12, Tideglusib, and Shikonin Are Nonspecific Promiscuous SARS-CoV-2 Main Protease Inhibitors
journal, October 2020
- Ma, Chunlong; Hu, Yanmei; Townsend, Julia Alma
- ACS Pharmacology & Translational Science, Vol. 3, Issue 6
The Persistent Legacy of the 1918 Influenza Virus
journal, July 2009
- Morens, David M.; Taubenberger, Jeffery K.; Fauci, Anthony S.
- New England Journal of Medicine, Vol. 361, Issue 3
Progress in Developing Inhibitors of SARS-CoV-2 3C-Like Protease
journal, August 2020
- Li, Qingxin; Kang, CongBao
- Microorganisms, Vol. 8, Issue 8
PHENIX: a comprehensive Python-based system for macromolecular structure solution
journal, January 2010
- Adams, Paul D.; Afonine, Pavel V.; Bunkóczi, Gábor
- Acta Crystallographica Section D Biological Crystallography, Vol. 66, Issue 2, p. 213-221
SARS-CoV-2 M pro inhibitors with antiviral activity in a transgenic mouse model
journal, February 2021
- Qiao, Jingxin; Li, Yue-Shan; Zeng, Rui
- Science, Vol. 371, Issue 6536
An Overview of Severe Acute Respiratory Syndrome–Coronavirus (SARS-CoV) 3CL Protease Inhibitors: Peptidomimetics and Small Molecule Chemotherapy
journal, February 2016
- Pillaiyar, Thanigaimalai; Manickam, Manoj; Namasivayam, Vigneshwaran
- Journal of Medicinal Chemistry, Vol. 59, Issue 14
Identification of Multiple Druggable Secondary Sites by Fragment Screening against DC-SIGN
journal, May 2017
- Aretz, Jonas; Baukmann, Hannes; Shanina, Elena
- Angewandte Chemie International Edition, Vol. 56, Issue 25
Fragment binding to the Nsp3 macrodomain of SARS-CoV-2 identified through crystallographic screening and computational docking
journal, April 2021
- Schuller, Marion; Correy, Galen J.; Gahbauer, Stefan
- Science Advances, Vol. 7, Issue 16
Two Methods, One Goal: Structural Differences between Cocrystallization and Crystal Soaking to Discover Ligand Binding Poses
journal, October 2020
- Wienen‐Schmidt, Barbara; Oebbeke, Matthias; Ngo, Khang
- ChemMedChem, Vol. 16, Issue 1
High-Throughput Screening: today’s biochemical and cell-based approaches
journal, October 2020
- Blay, Vincent; Tolani, Bhairavi; Ho, Sunita P.
- Drug Discovery Today, Vol. 25, Issue 10
In silico Studies on the Interaction between Mpro and PLpro From SARS‐CoV‐2 and Ebselen, its Metabolites and Derivatives
journal, May 2021
- Nogara, Pablo Andrei; Omage, Folorunsho Bright; Bolzan, Gustavo Roni
- Molecular Informatics, Vol. 40, Issue 8
Phaser crystallographic software
journal, July 2007
- McCoy, Airlie J.; Grosse-Kunstleve, Ralf W.; Adams, Paul D.
- Journal of Applied Crystallography, Vol. 40, Issue 4
Statins and the COVID-19 main protease: in silico evidence on direct interaction
journal, January 2020
- Reiner, Željko; Hatamipour, Mahdi; Banach, Maciej
- Archives of Medical Science, Vol. 16, Issue 3
Structure and inhibition of the SARS-CoV-2 main protease reveal strategy for developing dual inhibitors against M pro and cathepsin L
journal, November 2020
- Sacco, Michael Dominic; Ma, Chunlong; Lagarias, Panagiotis
- Science Advances, Vol. 6, Issue 50
Nanoflow electrospinning serial femtosecond crystallography
journal, October 2012
- Sierra, Raymond G.; Laksmono, Hartawan; Kern, Jan
- Acta Crystallographica Section D Biological Crystallography, Vol. 68, Issue 11, p. 1584-1587