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Ma J, Dong X, Sun Y, Shi Q. Broad-spectrum affinity chromatography of SARS-CoV-2 and Omicron vaccines from ligand screening to purification. J Chromatogr A 2025; 1743:465685. [PMID: 39842145 DOI: 10.1016/j.chroma.2025.465685] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2024] [Revised: 01/04/2025] [Accepted: 01/14/2025] [Indexed: 01/24/2025]
Abstract
Emerging variants of SARS-CoV-2 pose great technological and regulatory challenges to vaccine manufacturing, especially in downstream processing. To address this dilemma, the development of broad-spectrum affinity chromatography for the purification of wild-type SARS-CoV-2 and its variants is crucial. We propose a comprehensive strategy to achieve this goal via the identification of high-affinity peptides by affinity selection of phage display and next-generation sequencing (NGS) and the evaluation of chromatographic performance. Two peptides targeting the angiotensin-converting enzyme 2 (ACE2)-binding motif on the receptor-binding domain (RBD), HFVKTPARWAWG (SP-HFV) and HYRTSHWHHLLG (SP-HYR), were obtained from the most abundant sequences of the enriched phage library. They exhibited nanomolar affinity for the RBD and trimeric spike protein (Trimer S), and had broad-spectrum affinity for all the RBDs from the variants. Molecular dynamics simulations revealed the different binding regions of SP-HFV and SP-HYR in the ACE2-binding motif and key residues contributing to binding. After SP-HYR was coupled onto agarose matrices, chromatographic results showed that the RBD and Trimer S from the wild-type and Omicron variant could be adsorbed at pH 6.0-6.5 and eluted by increasing the salt concentration, exhibiting broad-spectrum and mild-elution characteristics of affinity chromatography. Finally, the affinity chromatography was applied for the purification of inactivated SARS-CoV-2 and Omicron vaccines, affording high yields (84.5-93.0 %) and purities (81.3-98.0 %), and great resistance to harsh cleaning-in-place in 20 cycles. This work clearly demonstrated the commercial potential of broad-spectrum affinity chromatography for vaccine purification to address the rapid variation of pathogenic viruses.
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Affiliation(s)
- Jing Ma
- Department of Biochemical Engineering, School of Chemical Engineering and Technology, Tianjin University, Tianjin 300350, China
| | - Xiaoyan Dong
- Department of Biochemical Engineering, School of Chemical Engineering and Technology, Tianjin University, Tianjin 300350, China; Key Laboratory of Systems Bioengineering and Frontiers Science Center for Synthetic Biology (Ministry of Education), Tianjin University, Tianjin 300350, China
| | - Yan Sun
- Department of Biochemical Engineering, School of Chemical Engineering and Technology, Tianjin University, Tianjin 300350, China; Key Laboratory of Systems Bioengineering and Frontiers Science Center for Synthetic Biology (Ministry of Education), Tianjin University, Tianjin 300350, China.
| | - Qinghong Shi
- Department of Biochemical Engineering, School of Chemical Engineering and Technology, Tianjin University, Tianjin 300350, China; Key Laboratory of Systems Bioengineering and Frontiers Science Center for Synthetic Biology (Ministry of Education), Tianjin University, Tianjin 300350, China.
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Ma J, Huang Y, Jia G, Dong X, Shi Q, Sun Y. Discovery of broad-spectrum high-affinity peptide ligands of spike protein for the vaccine purification of SARS-CoV-2 and Omicron variants. Int J Biol Macromol 2024; 283:137059. [PMID: 39500432 DOI: 10.1016/j.ijbiomac.2024.137059] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2024] [Revised: 10/23/2024] [Accepted: 10/28/2024] [Indexed: 11/14/2024]
Abstract
To combat with emerging SARS-CoV-2 variants of concern (VOCs), we report the identification of a set of unique HWK-motif peptide ligands for the receptor-binding domain (RBD) of the SARS-CoV-2 spike (S) protein from a phage-displayed peptide library. These HWK-motif peptides exhibited nanomolar affinity for RBD. Among them, the peptide, HWKAVNWLKPWT (SP-HWK), had not only the highest affinities for RBD and trimer S protein, but also broad-spectrum affinities for RBDs from VOCs. Molecular dynamics simulations and competitive ELISA revealed a conserved pocket between the cryptic and the outer faces of RBD for SP-HWK binding, distinct from the human angiotensin-converting enzyme 2 receptor binding site. By coupling SP-HWK to agarose gel, the as-prepared affinity gel could efficiently capture RBD and trimer S from the ancestral strain and the Omicron variant, and the bound targets could be recovered by mild elution at pH 6.0. More importantly, the affinity gel presented excellent and stable chromatographic performance in the purification of inactivated SARS-CoV-2 and Omicron vaccines, affording high yields and purities, and strong HCP reduction. The results demonstrated the potential of SP-HWK as a broad-spectrum peptide ligand for developing a universal platform for the vaccine purification of SARS-CoV-2 and VOCs.
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Affiliation(s)
- Jing Ma
- Department of Biochemical Engineering, School of Chemical Engineering and Technology, Tianjin University, Tianjin 300350, China
| | - Yongdong Huang
- State Key Laboratory of Biochemical Engineering and Key Laboratory of Biopharmaceutical Preparation and Delivery, Chinese Academy of Sciences, Beijing 100190, China
| | | | - Xiaoyan Dong
- Department of Biochemical Engineering, School of Chemical Engineering and Technology, Tianjin University, Tianjin 300350, China; Key Laboratory of Systems Bioengineering and Frontiers Science Center for Synthetic Biology (Ministry of Education), Tianjin University, Tianjin 300350, China
| | - Qinghong Shi
- Department of Biochemical Engineering, School of Chemical Engineering and Technology, Tianjin University, Tianjin 300350, China; Key Laboratory of Systems Bioengineering and Frontiers Science Center for Synthetic Biology (Ministry of Education), Tianjin University, Tianjin 300350, China.
| | - Yan Sun
- Department of Biochemical Engineering, School of Chemical Engineering and Technology, Tianjin University, Tianjin 300350, China; Key Laboratory of Systems Bioengineering and Frontiers Science Center for Synthetic Biology (Ministry of Education), Tianjin University, Tianjin 300350, China.
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Fan W, Ji HL, Kakar M, Ahmed S, Alobaid HM, Shakir Y. Computational analysis of the deleterious non-synonymous single nucleotide polymorphisms (nsSNPs) in TYR gene impacting human tyrosinase protein and the protein stability. PLoS One 2024; 19:e0308927. [PMID: 39541331 PMCID: PMC11563463 DOI: 10.1371/journal.pone.0308927] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2023] [Accepted: 08/02/2024] [Indexed: 11/16/2024] Open
Abstract
Tyrosinase, a copper-containing oxidase, plays a vital role in the melanin biosynthesis pathway. Mutations in the tyrosinase gene can disrupt the hydroxylation of tyrosine, leading to decreased production of 3,4-dihydroxyphenylalanine (DOPA). Consequently, this impairs the subsequent formation of dopaquinone, a key precursor in melanin pigment synthesis. This study aimed to identify the deleterious non-synonymous single nucleotide polymorphisms (nsSNPs) within the TYR gene that exert an influence on the human TYR protein. Additionally, we evaluated the impact of 10 FDA-approved drugs on the protein stability of mutated structures, exploring the potential for inhibitory pharmaceutical interventions. Through various bioinformatics tools, we detected 47900 nsSNPs, particularly K142M, I151N, M179R, S184L, L189P, and C321R, which were found to be the most deleterious variants, decreasing the protein stability. These drugs (Sapropterin, Azelaic Acid, Menobenzone, Levodopda, Mequinol, Arbutin, Hexylresorcinol, Artenimol, Alloin and Curcumin) interacted with the binding sites in four mutant models K142M, I151N, M179R, and S184L proving that these ligands directly bind with the active site of mutant tyrosinase protein to inhibit it's working. On the other hand, two mutant models L189P and C321R did not show any binding site residue interaction with any ligands. In conclusion, this in-silico analysis of deleterious nsSNPs in the TYR gene, coupled with the evaluation of ligands/drugs on mutated tyrosinase structures not only advances our understanding of molecular variations but also highlights promising pathways for targeted inhibitory interventions in the intricate network of melanin biosynthesis.
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Affiliation(s)
- Wei Fan
- Department of Laboratory Medicine, Huaian Cancer Hospital, Huaian, Jiangsu, China
| | - Heng Li Ji
- Nephrology Department, Huaian Cancer Hospital, Huaian, Jiangsu, China
| | - Mohibullah Kakar
- Faculty of Marine Sciences Lasbela University of Agriculture Water and Marine sciences (LUAWMS), Uthal, Balochistan, Pakistan
| | - Shabbir Ahmed
- Faculty of Animal Husbandry and Veterinary Science, Sindh Agriculture University, Tandojam, Pakistan
| | - Hussah M. Alobaid
- Zoology Department, College of Science, King Saud University, Riyadh, Saudi Arabia
| | - Yasmeen Shakir
- Department of Biochemistry, Hazara University, Mansehra, Khyber Pakhtunkhwa, Pakistan
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Arévalo-Romero JA, López-Cantillo G, Moreno-Jiménez S, Marcos-Alcalde Í, Ros-Pardo D, Camacho BA, Gómez-Puertas P, Ramírez-Segura CA. In Silico Design of miniACE2 Decoys with In Vitro Enhanced Neutralization Activity against SARS-CoV-2, Encompassing Omicron Subvariants. Int J Mol Sci 2024; 25:10802. [PMID: 39409131 PMCID: PMC11476394 DOI: 10.3390/ijms251910802] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2024] [Revised: 10/02/2024] [Accepted: 10/04/2024] [Indexed: 10/20/2024] Open
Abstract
The COVID-19 pandemic has overwhelmed healthcare systems and triggered global economic downturns. While vaccines have reduced the lethality rate of SARS-CoV-2 to 0.9% as of October 2024, the continuous evolution of variants remains a significant public health challenge. Next-generation medical therapies offer hope in addressing this threat, especially for immunocompromised individuals who experience prolonged infections and severe illnesses, contributing to viral evolution. These cases increase the risk of new variants emerging. This study explores miniACE2 decoys as a novel strategy to counteract SARS-CoV-2 variants. Using in silico design and molecular dynamics, blocking proteins (BPs) were developed with stronger binding affinity for the receptor-binding domain of multiple variants than naturally soluble human ACE2. The BPs were expressed in E. coli and tested in vitro, showing promising neutralizing effects. Notably, miniACE2 BP9 exhibited an average IC50 of 4.9 µg/mL across several variants, including the Wuhan strain, Mu, Omicron BA.1, and BA.2 This low IC50 demonstrates the potent neutralizing ability of BP9, indicating its efficacy at low concentrations.Based on these findings, BP9 has emerged as a promising therapeutic candidate for combating SARS-CoV-2 and its evolving variants, thereby positioning it as a potential emergency biopharmaceutical.
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Affiliation(s)
- Jenny Andrea Arévalo-Romero
- Unidad de Ingeniería Celular y Molecular, Instituto Distrital de Ciencia, Biotecnología e Innovación en Salud, IDCBIS, Bogotá 111611, Colombia; (J.A.A.-R.); (G.L.-C.); (S.M.-J.); (B.A.C.)
- Instituto de Errores Innatos del Metabolismo, Facultad de Ciencias, Pontificia Universidad Javeriana, Bogotá 110231, Colombia
| | - Gina López-Cantillo
- Unidad de Ingeniería Celular y Molecular, Instituto Distrital de Ciencia, Biotecnología e Innovación en Salud, IDCBIS, Bogotá 111611, Colombia; (J.A.A.-R.); (G.L.-C.); (S.M.-J.); (B.A.C.)
| | - Sara Moreno-Jiménez
- Unidad de Ingeniería Celular y Molecular, Instituto Distrital de Ciencia, Biotecnología e Innovación en Salud, IDCBIS, Bogotá 111611, Colombia; (J.A.A.-R.); (G.L.-C.); (S.M.-J.); (B.A.C.)
| | - Íñigo Marcos-Alcalde
- Grupo de Modelado Molecular del Centro de Biología Molecular Severo Ochoa, 14 CSIC-UAM, 28049 Madrid, Spain; (Í.M.-A.); (D.R.-P.)
| | - David Ros-Pardo
- Grupo de Modelado Molecular del Centro de Biología Molecular Severo Ochoa, 14 CSIC-UAM, 28049 Madrid, Spain; (Í.M.-A.); (D.R.-P.)
| | - Bernardo Armando Camacho
- Unidad de Ingeniería Celular y Molecular, Instituto Distrital de Ciencia, Biotecnología e Innovación en Salud, IDCBIS, Bogotá 111611, Colombia; (J.A.A.-R.); (G.L.-C.); (S.M.-J.); (B.A.C.)
| | - Paulino Gómez-Puertas
- Grupo de Modelado Molecular del Centro de Biología Molecular Severo Ochoa, 14 CSIC-UAM, 28049 Madrid, Spain; (Í.M.-A.); (D.R.-P.)
| | - Cesar A. Ramírez-Segura
- Unidad de Ingeniería Celular y Molecular, Instituto Distrital de Ciencia, Biotecnología e Innovación en Salud, IDCBIS, Bogotá 111611, Colombia; (J.A.A.-R.); (G.L.-C.); (S.M.-J.); (B.A.C.)
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Ameratunga R, Jordan A, Lehnert K, Leung E, Mears ER, Snell R, Steele R, Woon ST. SARS-CoV-2 evolution has increased resistance to monoclonal antibodies and first-generation COVID-19 vaccines: Is there a future therapeutic role for soluble ACE2 receptors for COVID-19? Antiviral Res 2024; 227:105894. [PMID: 38677595 DOI: 10.1016/j.antiviral.2024.105894] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2024] [Revised: 04/17/2024] [Accepted: 04/22/2024] [Indexed: 04/29/2024]
Abstract
COVID-19 has caused calamitous health, economic and societal consequences. Although several COVID-19 vaccines have received full authorization for use, global deployment has faced political, financial and logistical challenges. The efficacy of first-generation COVID-19 vaccines is waning and breakthrough infections are allowing ongoing transmission and evolution of SARS-CoV-2. Furthermore, COVID-19 vaccine efficacy relies on a functional immune system. Despite receiving three primary doses and three or more heterologous boosters, some immunocompromised patients may not be adequately protected by COVID-19 vaccines and remain vulnerable to severe disease. The evolution of new SARS-CoV-2 variants has also resulted in the rapid obsolescence of monoclonal antibodies. Convalescent plasma from COVID-19 survivors has produced inconsistent results. New drugs such as Paxlovid (nirmatrelvir/ritonavir) are beyond the reach of low- and middle-income countries. With widespread use of Paxlovid, it is likely nirmatrelvir-resistant clades of SARS-CoV-2 will emerge in the future. There is thus an urgent need for new effective anti-SARS-CoV-2 treatments. The in vitro efficacy of soluble ACE2 against multiple SARS-CoV-2 variants including omicron (B.1.1.529), was recently described using a competitive ELISA assay as a surrogate marker for virus neutralization. This indicates soluble wild-type ACE2 receptors are likely to be resistant to viral evolution. Nasal and inhaled treatment with soluble ACE2 receptors has abrogated severe disease in animal models of COVID-19. There is an urgent need for clinical trials of this new class of antiviral therapeutics, which could complement vaccines and Paxlovid.
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Affiliation(s)
- Rohan Ameratunga
- Department of Clinical Immunology, Auckland Hospital, Park Rd, Grafton, 1010, Auckland, New Zealand; Department of Virology and Immunology, Auckland Hospital, Park Rd, Grafton, 1010, Auckland, New Zealand; Department of Molecular Medicine and Pathology, School of Medicine, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand.
| | - Anthony Jordan
- Department of Clinical Immunology, Auckland Hospital, Park Rd, Grafton, 1010, Auckland, New Zealand
| | - Klaus Lehnert
- Applied Translational Genetics Group, School of Biological Sciences, University of Auckland, Auckland, New Zealand
| | - Euphemia Leung
- Auckland Cancer Society Research Centre, School of Medicine, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
| | - Emily R Mears
- Applied Translational Genetics Group, School of Biological Sciences, University of Auckland, Auckland, New Zealand
| | - Russell Snell
- Applied Translational Genetics Group, School of Biological Sciences, University of Auckland, Auckland, New Zealand
| | - Richard Steele
- Department of Virology and Immunology, Auckland Hospital, Park Rd, Grafton, 1010, Auckland, New Zealand
| | - See-Tarn Woon
- Department of Virology and Immunology, Auckland Hospital, Park Rd, Grafton, 1010, Auckland, New Zealand; Department of Molecular Medicine and Pathology, School of Medicine, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
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Holmes J, Islam SM, Milligan KA. Exploring Cannabinoids as Potential Inhibitors of SARS-CoV-2 Papain-like Protease: Insights from Computational Analysis and Molecular Dynamics Simulations. Viruses 2024; 16:878. [PMID: 38932170 PMCID: PMC11209085 DOI: 10.3390/v16060878] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2024] [Revised: 05/21/2024] [Accepted: 05/27/2024] [Indexed: 06/28/2024] Open
Abstract
The emergence of the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has triggered a global COVID-19 pandemic, challenging healthcare systems worldwide. Effective therapeutic strategies against this novel coronavirus remain limited, underscoring the urgent need for innovative approaches. The present research investigates the potential of cannabis compounds as therapeutic agents against SARS-CoV-2 through their interaction with the virus's papain-like protease (PLpro) protein, a crucial element in viral replication and immune evasion. Computational methods, including molecular docking and molecular dynamics (MD) simulations, were employed to screen cannabis compounds against PLpro and analyze their binding mechanisms and interaction patterns. The results showed cannabinoids with binding affinities ranging from -6.1 kcal/mol to -4.6 kcal/mol, forming interactions with PLpro. Notably, Cannabigerolic and Cannabidiolic acids exhibited strong binding contacts with critical residues in PLpro's active region, indicating their potential as viral replication inhibitors. MD simulations revealed the dynamic behavior of cannabinoid-PLpro complexes, highlighting stable binding conformations and conformational changes over time. These findings shed light on the mechanisms underlying cannabis interaction with SARS-CoV-2 PLpro, aiding in the rational design of antiviral therapies. Future research will focus on experimental validation, optimizing binding affinity and selectivity, and preclinical assessments to develop effective treatments against COVID-19.
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Affiliation(s)
| | - Shahidul M. Islam
- Department of Chemistry, Delaware State University, 1200 N. DuPont Hwy, Dover, DE 19901, USA; (J.H.); (K.A.M.)
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Liu S, Chen H, Chen X, Luo N, Peraramelli S, Gong X, Zhang MJ, Ou L. Utilizing noncatalytic ACE2 protein mutant as a competitive inhibitor to treat SARS-CoV-2 infection. Front Immunol 2024; 15:1365803. [PMID: 38646520 PMCID: PMC11032047 DOI: 10.3389/fimmu.2024.1365803] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2024] [Accepted: 03/25/2024] [Indexed: 04/23/2024] Open
Abstract
Introduction Angiotensin converting-enzyme 2 (ACE2) is an enzyme catalyzing the conversion of angiotensin 2 into angiotensin 1-7. ACE2 also serves as the receptor of several coronaviruses, including SARS-CoV-1 and SARS-CoV-2. Therefore, ACE2 could be utilized as a therapeutic target for treating these coronaviruses, ideally lacking enzymatic function. Methods Based on structural analysis, specific mutations were introduced to generate mutants of ACE2 and ACE2-Fc (fusion protein of ACE2 and Fc region of IgG1). The enzyme activity, binding affinity, and neutralization abilities were measured. Results and discussion As predicted, five mutants (AMI081, AMI082, AMI083, AMI084, AMI090) have completely depleted ACE2 enzymatic activities. More importantly, enzyme-linked receptor-ligand assay (ELRLA) and surface plasmon resonance (SPR) results showed that 2 mutants (AMI082, AMI090) maintained binding activity to the viral spike proteins of SARS-CoV-1 and SARS-CoV-2. In An in vitro neutralization experiment using a pseudovirus, SARS-CoV-2 S1 spike protein-packed lentivirus particles, was also performed, showing that AMI082 and AMI090 significantly reduced GFP transgene expression. Further, in vitro virulent neutralization assays using SARS-CoV-2 (strain name: USA-WA1/2020) showed that AMI082 and AMI090 had remarkable inhibitory effects, indicated by comparable IC50 to wildtype ACE2 (5.33 µg/mL). In addition to the direct administration of mutant proteins, an alternative strategy for treating COVID-19 is through AAV delivery to achieve long-lasting effects. Therefore, AAV5 encoding AMI082 and AMI090 were packaged and transgene expression was assessed. In summary, these ACE2 mutants represent a novel approach to prevent or treat COVID-19 and other viruses with the same spike protein.
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Ameratunga R, Mears E, Leung E, Snell R, Woon ST, Kelton W, Medlicott N, Jordan A, Abbott W, Steele R, Rolleston W, Longhurst H, Lehnert K. Soluble wild-type ACE2 molecules inhibit newer SARS-CoV-2 variants and are a potential antiviral strategy to mitigate disease severity in COVID-19. Clin Exp Immunol 2023; 214:289-295. [PMID: 37565297 PMCID: PMC10719217 DOI: 10.1093/cei/uxad096] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2023] [Revised: 07/26/2023] [Indexed: 08/12/2023] Open
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), the virus responsible for coronavirus disease of 2019 (COVID-19), has caused havoc around the world. While several COVID-19 vaccines and drugs have been authorized for use, these antiviral drugs remain beyond the reach of most low- and middle-income countries. Rapid viral evolution is reducing the efficacy of vaccines and monoclonal antibodies and contributing to the deaths of some fully vaccinated persons. Others with normal immunity may have chosen not to be vaccinated and remain at risk if they contract the infection. Vaccines may not protect some immunodeficient patients from SARS-CoV-2, who are also at increased risk of chronic COVID-19 infection, a dangerous stalemate between the virus and a suboptimal immune response. Intra-host viral evolution could rapidly lead to the selection and dominance of vaccine and monoclonal antibody-resistant clades of SARS-CoV-2. There is thus an urgent need to develop new treatments for COVID-19. The NZACE2-Pātari project, comprising modified soluble angiotensin-converting enzyme 2 (ACE2) molecules, seeks to intercept and block SARS-CoV-2 infection of the respiratory mucosa. In vitro data presented here show that soluble wild-type ACE2 molecules retain the ability to effectively block the Spike (S) glycoprotein of SARS-CoV-2 variants including the ancestral Wuhan, delta (B.1.617.2) and omicron (B.1.1.529) strains. This therapeutic strategy may prove effective if implemented early during the nasal phase of the infection and may act synergistically with other antiviral drugs such as Paxlovid to further mitigate disease severity.
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Affiliation(s)
- Rohan Ameratunga
- Department of Clinical immunology, Auckland Hospital, AucklandNew Zealand
- Department of Virology and Immunology, Auckland Hospital, Auckland, New Zealand
- Department of Molecular Medicine and Pathology, School of Medicine, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
| | - Emily Mears
- Applied Translational Genetic Group, School of Biological Sciences, University of Auckland, Auckland, New Zealand
| | - Euphemia Leung
- Auckland Cancer Society Research Centre, School of Medical Sciences, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
| | - Russell Snell
- Applied Translational Genetic Group, School of Biological Sciences, University of Auckland, Auckland, New Zealand
| | - See-Tarn Woon
- Department of Virology and Immunology, Auckland Hospital, Auckland, New Zealand
| | - William Kelton
- Te Huataki Waiora School of Health, University of Waikato, Hamilton, New Zealand
- Te Aka Mātuatua School of Science, University of Waikato, Hamilton, New Zealand
| | | | - Anthony Jordan
- Department of Clinical immunology, Auckland Hospital, AucklandNew Zealand
| | - William Abbott
- Department of Surgery, Auckland Hospital, Auckland, New Zealand
| | - Richard Steele
- Department of Respiratory Medicine, Wellington Hospital, Wellington, New Zealand
- Department of Virology and Immunology, Auckland Hospital, Auckland, New Zealand
| | | | - Hilary Longhurst
- Department of Medicine, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
| | - Klaus Lehnert
- Applied Translational Genetic Group, School of Biological Sciences, University of Auckland, Auckland, New Zealand
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Padhi AK, Kalita P, Maurya S, Poluri KM, Tripathi T. From De Novo Design to Redesign: Harnessing Computational Protein Design for Understanding SARS-CoV-2 Molecular Mechanisms and Developing Therapeutics. J Phys Chem B 2023; 127:8717-8735. [PMID: 37815479 DOI: 10.1021/acs.jpcb.3c04542] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/11/2023]
Abstract
The continuous emergence of novel SARS-CoV-2 variants and subvariants serves as compelling evidence that COVID-19 is an ongoing concern. The swift, well-coordinated response to the pandemic highlights how technological advancements can accelerate the detection, monitoring, and treatment of the disease. Robust surveillance systems have been established to understand the clinical characteristics of new variants, although the unpredictable nature of these variants presents significant challenges. Some variants have shown resistance to current treatments, but innovative technologies like computational protein design (CPD) offer promising solutions and versatile therapeutics against SARS-CoV-2. Advances in computing power, coupled with open-source platforms like AlphaFold and RFdiffusion (employing deep neural network and diffusion generative models), among many others, have accelerated the design of protein therapeutics with precise structures and intended functions. CPD has played a pivotal role in developing peptide inhibitors, mini proteins, protein mimics, decoy receptors, nanobodies, monoclonal antibodies, identifying drug-resistance mutations, and even redesigning native SARS-CoV-2 proteins. Pending regulatory approval, these designed therapies hold the potential for a lasting impact on human health and sustainability. As SARS-CoV-2 continues to evolve, use of such technologies enables the ongoing development of alternative strategies, thus equipping us for the "New Normal".
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Affiliation(s)
- Aditya K Padhi
- Laboratory for Computational Biology & Biomolecular Design, School of Biochemical Engineering, Indian Institute of Technology (BHU), Varanasi 221005, Uttar Pradesh, India
| | - Parismita Kalita
- Molecular and Structural Biophysics Laboratory, Department of Biochemistry, North-Eastern Hill University, Shillong 793022, India
| | - Shweata Maurya
- Laboratory for Computational Biology & Biomolecular Design, School of Biochemical Engineering, Indian Institute of Technology (BHU), Varanasi 221005, Uttar Pradesh, India
| | - Krishna Mohan Poluri
- Department of Biosciences and Bioengineering, Indian Institute of Technology Roorkee, Roorkee 247667, Uttarakhand, India
- Centre for Nanotechnology, Indian Institute of Technology Roorkee, Roorkee 247667, Uttarakhand, India
| | - Timir Tripathi
- Molecular and Structural Biophysics Laboratory, Department of Biochemistry, North-Eastern Hill University, Shillong 793022, India
- Department of Zoology, School of Life Sciences, North-Eastern Hill University, Shillong 793022, India
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10
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Qing X, Wang Q, Xu H, Liu P, Lai L. Designing Cyclic-Constrained Peptides to Inhibit Human Phosphoglycerate Dehydrogenase. Molecules 2023; 28:6430. [PMID: 37687259 PMCID: PMC10563079 DOI: 10.3390/molecules28176430] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2023] [Revised: 08/30/2023] [Accepted: 08/31/2023] [Indexed: 09/10/2023] Open
Abstract
Although loop epitopes at protein-protein binding interfaces often play key roles in mediating oligomer formation and interaction specificity, their binding sites are underexplored as drug targets owing to their high flexibility, relatively few hot spots, and solvent accessibility. Prior attempts to develop molecules that mimic loop epitopes to disrupt protein oligomers have had limited success. In this study, we used structure-based approaches to design and optimize cyclic-constrained peptides based on loop epitopes at the human phosphoglycerate dehydrogenase (PHGDH) dimer interface, which is an obligate homo-dimer with activity strongly dependent on the oligomeric state. The experimental validations showed that these cyclic peptides inhibit PHGDH activity by directly binding to the dimer interface and disrupting the obligate homo-oligomer formation. Our results demonstrate that loop epitope derived cyclic peptides with rationally designed affinity-enhancing substitutions can modulate obligate protein homo-oligomers, which can be used to design peptide inhibitors for other seemingly intractable oligomeric proteins.
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Affiliation(s)
- Xiaoyu Qing
- BNLMS, Peking-Tsinghua Center for Life Sciences, College of Chemistry and Molecular Engineering, Peking University, Beijing 100871, China; (X.Q.); (H.X.); (P.L.)
| | - Qian Wang
- State Key Laboratory of Natural and Biomimetic Drugs, School of Pharmaceutical Sciences, Peking University, Beijing 100191, China;
| | - Hanyu Xu
- BNLMS, Peking-Tsinghua Center for Life Sciences, College of Chemistry and Molecular Engineering, Peking University, Beijing 100871, China; (X.Q.); (H.X.); (P.L.)
| | - Pei Liu
- BNLMS, Peking-Tsinghua Center for Life Sciences, College of Chemistry and Molecular Engineering, Peking University, Beijing 100871, China; (X.Q.); (H.X.); (P.L.)
| | - Luhua Lai
- BNLMS, Peking-Tsinghua Center for Life Sciences, College of Chemistry and Molecular Engineering, Peking University, Beijing 100871, China; (X.Q.); (H.X.); (P.L.)
- Center for Quantitative Biology, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing 100871, China
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11
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Hassler L, Wysocki J, Ahrendsen JT, Ye M, Gelarden I, Nicolaescu V, Tomatsidou A, Gula H, Cianfarini C, Forster P, Khurram N, Singer BD, Randall G, Missiakas D, Henkin J, Batlle D. Intranasal soluble ACE2 improves survival and prevents brain SARS-CoV-2 infection. Life Sci Alliance 2023; 6:e202301969. [PMID: 37041017 PMCID: PMC10098141 DOI: 10.26508/lsa.202301969] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2023] [Revised: 04/01/2023] [Accepted: 04/04/2023] [Indexed: 04/13/2023] Open
Abstract
A soluble ACE2 protein bioengineered for long duration of action and high affinity to SARS-CoV-2 was administered either intranasally (IN) or intraperitoneally (IP) to SARS-CoV-2-inoculated k18hACE2 mice. This decoy protein (ACE2 618-DDC-ABD) was given either IN or IP, pre- and post-inoculation, or IN, IP, or IN + IP but only post-inoculation. Survival by day 5 was 0% in untreated mice, 40% in the IP-pre, and 90% in the IN-pre group. In the IN-pre group, brain histopathology was essentially normal and lung histopathology significantly improved. Consistent with this, brain SARS-CoV-2 titers were undetectable and lung titers reduced in the IN-pre group. When ACE2 618-DDC-ABD was administered only post-inoculation, survival was 30% in the IN + IP, 20% in the IN, and 20% in the IP group. We conclude that ACE2 618-DDC-ABD results in markedly improved survival and provides organ protection when given intranasally as compared with when given either systemically or after viral inoculation, and that lowering brain titers is a critical determinant of survival and organ protection.
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Affiliation(s)
- Luise Hassler
- Division of Nephrology/Hypertension, Department of Medicine, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
- Charité Universitätsmedizin Berlin, Berlin, Germany
| | - Jan Wysocki
- Division of Nephrology/Hypertension, Department of Medicine, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
| | - Jared T Ahrendsen
- Department of Pathology, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
| | - Minghao Ye
- Division of Nephrology/Hypertension, Department of Medicine, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
| | - Ian Gelarden
- Department of Pathology, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
| | - Vlad Nicolaescu
- Department of Microbiology, University of Chicago, Chicago, IL, USA
- Ricketts Regional Biocontainment Laboratory, University of Chicago, Lemont, IL, USA
| | - Anastasia Tomatsidou
- Department of Microbiology, University of Chicago, Chicago, IL, USA
- Ricketts Regional Biocontainment Laboratory, University of Chicago, Lemont, IL, USA
| | - Haley Gula
- Department of Microbiology, University of Chicago, Chicago, IL, USA
- Ricketts Regional Biocontainment Laboratory, University of Chicago, Lemont, IL, USA
| | - Cosimo Cianfarini
- Division of Nephrology/Hypertension, Department of Medicine, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
| | - Peter Forster
- Division of Nephrology/Hypertension, Department of Medicine, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
| | - Nigar Khurram
- Department of Pathology, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
| | - Benjamin D Singer
- Division of Pulmonary and Critical Care Medicine, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
| | - Glenn Randall
- Department of Microbiology, University of Chicago, Chicago, IL, USA
- Ricketts Regional Biocontainment Laboratory, University of Chicago, Lemont, IL, USA
| | - Dominique Missiakas
- Department of Microbiology, University of Chicago, Chicago, IL, USA
- Ricketts Regional Biocontainment Laboratory, University of Chicago, Lemont, IL, USA
| | - Jack Henkin
- Center for Developmental Therapeutics, Northwestern University, Evanston, IL, USA
| | - Daniel Batlle
- Division of Nephrology/Hypertension, Department of Medicine, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
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12
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Havranek B, Lindsey GW, Higuchi Y, Itoh Y, Suzuki T, Okamoto T, Hoshino A, Procko E, Islam SM. A computationally designed ACE2 decoy has broad efficacy against SARS-CoV-2 omicron variants and related viruses in vitro and in vivo. Commun Biol 2023; 6:513. [PMID: 37173421 PMCID: PMC10177734 DOI: 10.1038/s42003-023-04860-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Accepted: 04/21/2023] [Indexed: 05/15/2023] Open
Abstract
SARS-CoV-2, especially B.1.1.529/omicron and its sublineages, continues to mutate to evade monoclonal antibodies and antibodies elicited by vaccination. Affinity-enhanced soluble ACE2 (sACE2) is an alternative strategy that works by binding the SARS-CoV-2 S protein, acting as a 'decoy' to block the interaction between the S and human ACE2. Using a computational design strategy, we designed an affinity-enhanced ACE2 decoy, FLIF, that exhibited tight binding to SARS-CoV-2 delta and omicron variants. Our computationally calculated absolute binding free energies (ABFE) between sACE2:SARS-CoV-2 S proteins and their variants showed excellent agreement to binding experiments. FLIF displayed robust therapeutic utility against a broad range of SARS-CoV-2 variants and sarbecoviruses, and neutralized omicron BA.5 in vitro and in vivo. Furthermore, we directly compared the in vivo therapeutic efficacy of wild-type ACE2 (non-affinity enhanced ACE2) against FLIF. A few wild-type sACE2 decoys have shown to be effective against early circulating variants such as Wuhan in vivo. Our data suggest that moving forward, affinity-enhanced ACE2 decoys like FLIF may be required to combat evolving SARS-CoV-2 variants. The approach described herein emphasizes how computational methods have become sufficiently accurate for the design of therapeutics against viral protein targets. Affinity-enhanced ACE2 decoys remain highly effective at neutralizing omicron subvariants.
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Affiliation(s)
- Brandon Havranek
- Department of Chemistry, University of Illinois at Chicago, Chicago, IL, 60607, USA
- Sidney Kimmel Medical College at Thomas Jefferson University, Philadelphia, PA, 19107, USA
- ComputePharma, LLC., Chicago, IL, USA
| | | | - Yusuke Higuchi
- Department of Cardiovascular Medicine, Graduate School of Medical Science, Kyoto Prefectural University of Medicine, Kyoto, 602-8566, Japan
| | - Yumi Itoh
- Institute for Advanced Co-Creation Studies, Research Institute for Microbial Diseases, Osaka University, Osaka, Japan
| | - Tatsuya Suzuki
- Institute for Advanced Co-Creation Studies, Research Institute for Microbial Diseases, Osaka University, Osaka, Japan
| | - Toru Okamoto
- Institute for Advanced Co-Creation Studies, Research Institute for Microbial Diseases, Osaka University, Osaka, Japan
| | - Atsushi Hoshino
- Department of Cardiovascular Medicine, Graduate School of Medical Science, Kyoto Prefectural University of Medicine, Kyoto, 602-8566, Japan
| | - Erik Procko
- Department of Biochemistry, University of Illinois, Urbana, IL, 61801, USA
- Cyrus Biotechnology, Inc., Seattle, WA, USA
| | - Shahidul M Islam
- Department of Chemistry, University of Illinois at Chicago, Chicago, IL, 60607, USA.
- ComputePharma, LLC., Chicago, IL, USA.
- Department of Chemistry, Delaware State University, Dover, DE, 19901, USA.
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13
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Kaiserman J, O’Hara BA, Haley SA, Atwood WJ. An Elusive Target: Inhibitors of JC Polyomavirus Infection and Their Development as Therapeutics for the Treatment of Progressive Multifocal Leukoencephalopathy. Int J Mol Sci 2023; 24:8580. [PMID: 37239927 PMCID: PMC10218015 DOI: 10.3390/ijms24108580] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2023] [Revised: 05/08/2023] [Accepted: 05/09/2023] [Indexed: 05/28/2023] Open
Abstract
Progressive multifocal leukoencephalopathy (PML) is a rare demyelinating disease caused by infection with JC Polyomavirus (JCPyV). Despite the identification of the disease and isolation of the causative pathogen over fifty years ago, no antiviral treatments or prophylactic vaccines exist. Disease onset is usually associated with immunosuppression, and current treatment guidelines are limited to restoring immune function. This review summarizes the drugs and small molecules that have been shown to inhibit JCPyV infection and spread. Paying attention to historical developments in the field, we discuss key steps of the virus lifecycle and antivirals known to inhibit each event. We review current obstacles in PML drug discovery, including the difficulties associated with compound penetrance into the central nervous system. We also summarize recent findings in our laboratory regarding the potent anti-JCPyV activity of a novel compound that antagonizes the virus-induced signaling events necessary to establish a productive infection. Understanding the current panel of antiviral compounds will help center the field for future drug discovery efforts.
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Affiliation(s)
| | | | | | - Walter J. Atwood
- Department of Molecular Biology, Cell Biology, and Biochemistry, Brown University, Providence, RI 02912, USA
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14
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Kalita P, Tripathi T, Padhi AK. Computational Protein Design for COVID-19 Research and Emerging Therapeutics. ACS CENTRAL SCIENCE 2023; 9:602-613. [PMID: 37122454 PMCID: PMC10042144 DOI: 10.1021/acscentsci.2c01513] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Indexed: 05/03/2023]
Abstract
As the world struggles with the ongoing COVID-19 pandemic, unprecedented obstacles have continuously been traversed as new SARS-CoV-2 variants continually emerge. Infectious disease outbreaks are unavoidable, but the knowledge gained from the successes and failures will help create a robust health management system to deal with such pandemics. Previously, scientists required years to develop diagnostics, therapeutics, or vaccines; however, we have seen that, with the rapid deployment of high-throughput technologies and unprecedented scientific collaboration worldwide, breakthrough discoveries can be accelerated and insights broadened. Computational protein design (CPD) is a game-changing new technology that has provided alternative therapeutic strategies for pandemic management. In addition to the development of peptide-based inhibitors, miniprotein binders, decoys, biosensors, nanobodies, and monoclonal antibodies, CPD has also been used to redesign native SARS-CoV-2 proteins and human ACE2 receptors. We discuss how novel CPD strategies have been exploited to develop rationally designed and robust COVID-19 treatment strategies.
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Affiliation(s)
- Parismita Kalita
- Molecular
and Structural Biophysics Laboratory, Department of Biochemistry, North-Eastern Hill University, Shillong 793022, India
| | - Timir Tripathi
- Molecular
and Structural Biophysics Laboratory, Department of Biochemistry, North-Eastern Hill University, Shillong 793022, India
- Regional
Director’s Office, Indira Gandhi
National Open University, Regional Centre Kohima, Kenuozou, Kohima 797001, India
| | - Aditya K. Padhi
- Laboratory
for Computational Biology & Biomolecular Design, School of Biochemical
Engineering, Indian Institute of Technology
(BHU), Varanasi 221005, Uttar Pradesh, India
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15
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Chan MC, Chan KK, Procko E, Shukla D. Machine Learning Guided Design of High-Affinity ACE2 Decoys for SARS-CoV-2 Neutralization. J Phys Chem B 2023; 127:1995-2001. [PMID: 36827526 PMCID: PMC9999943 DOI: 10.1021/acs.jpcb.3c00469] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Revised: 02/03/2023] [Indexed: 02/26/2023]
Abstract
A potential therapeutic strategy for neutralizing SARS-CoV-2 infection is engineering high-affinity soluble ACE2 decoy proteins to compete for binding to the viral spike (S) protein. Previously, a deep mutational scan of ACE2 was performed and has led to the identification of a triple mutant variant, named sACE22.v.2.4, that exhibits subnanomolar affinity to the receptor-binding domain (RBD) of S. Using a recently developed transfer learning algorithm, TLmutation, we sought to identify other ACE2 variants that may exhibit similar binding affinity with decreased mutational load. Upon training a TLmutation model on the effects of single mutations, we identified multiple ACE2 double mutants that bind SARS-CoV-2 S with tighter affinity as compared to the wild type, most notably L79V;N90D that binds RBD similarly to ACE22.v.2.4. The experimental validation of the double mutants successfully demonstrates the use of machine learning approaches for engineering protein-protein interactions and identifying high-affinity ACE2 peptides for targeting SARS-CoV-2.
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Affiliation(s)
- Matthew C. Chan
- Department of Chemical and Biomolecular Engineering, University of Illinois Urbana-Champaign, Urbana, IL 61081, USA
| | - Kui. K. Chan
- Cyrus Biotechnology, Inc., Seattle, WA, 98101, USA
| | - Erik Procko
- Cyrus Biotechnology, Inc., Seattle, WA, 98101, USA
- Department of Biochemistry, University of Illinois Urbana-Champaign, Urbana, IL 61081, USA
| | - Diwakar Shukla
- Department of Chemical and Biomolecular Engineering, University of Illinois Urbana-Champaign, Urbana, IL 61081, USA
- Department of Bioengineering, University of Illinois Urbana-Champaign, Urbana, IL 61081, USA
- Center for Biophysics and Quantitative Biology, University of Illinois Urbana-Champaign, Urbana, IL 61081, USA
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16
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Wells NGM, Smith CA. Predicting binding affinity changes from long-distance mutations using molecular dynamics simulations and Rosetta. Proteins 2023. [PMID: 36757060 DOI: 10.1002/prot.26477] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2022] [Revised: 01/20/2023] [Accepted: 02/07/2023] [Indexed: 02/10/2023]
Abstract
Computationally modeling how mutations affect protein-protein binding not only helps uncover the biophysics of protein interfaces, but also enables the redesign and optimization of protein interactions. Traditional high-throughput methods for estimating binding free energy changes are currently limited to mutations directly at the interface due to difficulties in accurately modeling how long-distance mutations propagate their effects through the protein structure. However, the modeling and design of such mutations is of substantial interest as it allows for greater control and flexibility in protein design applications. We have developed a method that combines high-throughput Rosetta-based side-chain optimization with conformational sampling using classical molecular dynamics simulations, finding significant improvements in our ability to accurately predict long-distance mutational perturbations to protein binding. Our approach uses an analytical framework grounded in alchemical free energy calculations while enabling exploration of a vastly larger sequence space. When comparing to experimental data, we find that our method can predict internal long-distance mutational perturbations with a level of accuracy similar to that of traditional methods in predicting the effects of mutations at the protein-protein interface. This work represents a new and generalizable approach to optimize protein free energy landscapes for desired biological functions.
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Affiliation(s)
- Nicholas G M Wells
- Department of Chemistry, Wesleyan University, Middletown, Connecticut, USA
| | - Colin A Smith
- Department of Chemistry, Wesleyan University, Middletown, Connecticut, USA
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17
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Joshi A, Tripathi T, Singh SK, Padhi AK. Computational Approaches for Development of Engineered Therapeutics against SARS-CoV-2. Biochemistry 2023; 62:669-671. [PMID: 36583636 PMCID: PMC9844098 DOI: 10.1021/acs.biochem.2c00629] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2022] [Indexed: 12/31/2022]
Affiliation(s)
- Aryaman Joshi
- Department of Chemical Engineering & Technology,
Indian Institute of Technology (BHU), Varanasi - 221005,
Uttar Pradesh, India
| | - Timir Tripathi
- Molecular and Structural Biophysics Laboratory,
Department of Biochemistry, North-Eastern Hill University,
Shillong - 793022, India
- Regional Director’s Office, Indira
Gandhi National Open University, Regional Centre Kohima, Kenuozou, Kohima
- 797001, India
| | - Sumit K. Singh
- Laboratory of Engineered Therapeutics, School of
Biochemical Engineering, Indian Institute of Technology (BHU),
Varanasi - 221005, Uttar Pradesh, India
| | - Aditya K. Padhi
- Laboratory for Computational Biology &
Biomolecular Design, School of Biochemical Engineering, Indian Institute of
Technology (BHU), Varanasi - 221005, Uttar Pradesh,
India
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18
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Köchl K, Schopper T, Durmaz V, Parigger L, Singh A, Krassnigg A, Cespugli M, Wu W, Yang X, Zhang Y, Wang WWS, Selluski C, Zhao T, Zhang X, Bai C, Lin L, Hu Y, Xie Z, Zhang Z, Yan J, Zatloukal K, Gruber K, Steinkellner G, Gruber CC. Optimizing variant-specific therapeutic SARS-CoV-2 decoys using deep-learning-guided molecular dynamics simulations. Sci Rep 2023; 13:774. [PMID: 36641503 PMCID: PMC9840421 DOI: 10.1038/s41598-023-27636-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Accepted: 01/05/2023] [Indexed: 01/15/2023] Open
Abstract
Treatment of COVID-19 with a soluble version of ACE2 that binds to SARS-CoV-2 virions before they enter host cells is a promising approach, however it needs to be optimized and adapted to emerging viral variants. The computational workflow presented here consists of molecular dynamics simulations for spike RBD-hACE2 binding affinity assessments of multiple spike RBD/hACE2 variants and a novel convolutional neural network architecture working on pairs of voxelized force-fields for efficient search-space reduction. We identified hACE2-Fc K31W and multi-mutation variants as high-affinity candidates, which we validated in vitro with virus neutralization assays. We evaluated binding affinities of these ACE2 variants with the RBDs of Omicron BA.3, Omicron BA.4/BA.5, and Omicron BA.2.75 in silico. In addition, candidates produced in Nicotiana benthamiana, an expression organism for potential large-scale production, showed a 4.6-fold reduction in half-maximal inhibitory concentration (IC50) compared with the same variant produced in CHO cells and an almost six-fold IC50 reduction compared with wild-type hACE2-Fc.
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Affiliation(s)
- Katharina Köchl
- Innophore GmbH, 8010, Graz, Austria
- Austrian Centre of Industrial Biotechnology, 8010, Graz, Austria
| | | | | | | | - Amit Singh
- Innophore GmbH, 8010, Graz, Austria
- Institute of Molecular Bioscience, University of Graz, 8010, Graz, Austria
| | | | | | - Wei Wu
- SignalChem Lifesciences Corp., 110-13120 Vanier Place, Richmond, BC, V6V 2J2, Canada
| | - Xiaoli Yang
- SignalChem Lifesciences Corp., 110-13120 Vanier Place, Richmond, BC, V6V 2J2, Canada
| | - Yanchong Zhang
- SignalChem Lifesciences Corp., 110-13120 Vanier Place, Richmond, BC, V6V 2J2, Canada
| | - Welson Wen-Shang Wang
- SignalChem Lifesciences Corp., 110-13120 Vanier Place, Richmond, BC, V6V 2J2, Canada
| | - Crystal Selluski
- SignalChem Lifesciences Corp., 110-13120 Vanier Place, Richmond, BC, V6V 2J2, Canada
| | - Tiehan Zhao
- SignalChem Lifesciences Corp., 110-13120 Vanier Place, Richmond, BC, V6V 2J2, Canada
| | - Xin Zhang
- SignalChem Lifesciences Corp., 110-13120 Vanier Place, Richmond, BC, V6V 2J2, Canada
| | - Caihong Bai
- SignalChem Lifesciences Corp., 110-13120 Vanier Place, Richmond, BC, V6V 2J2, Canada
| | - Leon Lin
- SignalChem Lifesciences Corp., 110-13120 Vanier Place, Richmond, BC, V6V 2J2, Canada
| | - Yuxiang Hu
- SignalChem Lifesciences Corp., 110-13120 Vanier Place, Richmond, BC, V6V 2J2, Canada
| | - Zhiwei Xie
- SignalChem Lifesciences Corp., 110-13120 Vanier Place, Richmond, BC, V6V 2J2, Canada
| | - Zaihui Zhang
- SignalChem Lifesciences Corp., 110-13120 Vanier Place, Richmond, BC, V6V 2J2, Canada
| | - Jun Yan
- SignalChem Lifesciences Corp., 110-13120 Vanier Place, Richmond, BC, V6V 2J2, Canada
| | - Kurt Zatloukal
- Diagnostic- and Research Center for Molecular Biomedicine, Institute of Pathology, Medical University of Graz, 8010, Graz, Austria
| | - Karl Gruber
- Innophore GmbH, 8010, Graz, Austria
- Institute of Molecular Bioscience, University of Graz, 8010, Graz, Austria
- Field of Excellence BioHealth, University of Graz, 8010, Graz, Austria
| | - Georg Steinkellner
- Innophore GmbH, 8010, Graz, Austria.
- Institute of Molecular Bioscience, University of Graz, 8010, Graz, Austria.
- Field of Excellence BioHealth, University of Graz, 8010, Graz, Austria.
| | - Christian C Gruber
- Innophore GmbH, 8010, Graz, Austria.
- Austrian Centre of Industrial Biotechnology, 8010, Graz, Austria.
- Institute of Molecular Bioscience, University of Graz, 8010, Graz, Austria.
- Field of Excellence BioHealth, University of Graz, 8010, Graz, Austria.
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19
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Hassler L, Wysocki J, Ahrendsen JT, Ye M, Gelarden I, Nicolaescu V, Tomatsidou A, Gula H, Cianfarini C, Khurram N, Kanwar Y, Singer BD, Randall G, Missiakas D, Henkin J, Batlle D. Superiority of intranasal over systemic administration of bioengineered soluble ACE2 for survival and brain protection against SARS-CoV-2 infection. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2022:2022.12.05.519032. [PMID: 36523403 PMCID: PMC9753780 DOI: 10.1101/2022.12.05.519032] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/17/2023]
Abstract
The present study was designed to investigate the effects of a soluble ACE2 protein termed ACE2 618-DDC-ABD, bioengineered to have long duration of action and high binding affinity to SARS-CoV-2, when administered either intranasally (IN) or intraperitoneally (IP) and before or after SARS-CoV-2 inoculation. K18hACE2 mice permissive for SARS-CoV-2 infection were inoculated with 2Ã-10 4 PFU wildtype SARS-CoV-2. In one protocol, ACE2 618-DDC-ABD was given either IN or IP, pre- and post-viral inoculation. In a second protocol, ACE2 618-DDC-ABD was given either IN, IP or IN+IP but only post-viral inoculation. In addition, A549 and Vero E6 cells were used to test neutralization of SARS-CoV-2 variants by ACE2 618-DDC-ABD at different concentrations. Survival by day 5 was 0% in infected untreated mice, and 40% in mice from the ACE2 618-DDC-ABD IP-pre treated group. By contrast, in the IN-pre group survival was 90%, histopathology of brain and kidney was essentially normal and markedly improved in the lungs. When ACE2 618-DDC-ABD was administered only post viral inoculation, survival was 30% in the IN+IP group, 20% in the IN and 0% in the IP group. Brain SARS-CoV-2 titers were high in all groups except for the IN-pre group where titers were undetectable in all mice. In cells permissive for SARS-CoV-2 infection, ACE2 618-DDC-ABD neutralized wildtype SARS-CoV-2 at high concentrations, whereas much lower concentrations neutralized omicron BA. 1. We conclude that ACE2 618-DDC-ABD provides much better survival and organ protection when administered intranasally than when given systemically or after viral inoculation and that lowering brain titers is a critical determinant of survival and organ protection.
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20
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Obeng EM, Fianu I, Danquah MK. Multivalent ACE2 engineering-A promising pathway for advanced coronavirus nanomedicine development. NANO TODAY 2022; 46:101580. [PMID: 35942040 PMCID: PMC9350675 DOI: 10.1016/j.nantod.2022.101580] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/21/2022] [Revised: 06/26/2022] [Accepted: 07/30/2022] [Indexed: 05/06/2023]
Abstract
The spread of coronavirus diseases has resulted in a clarion call to develop potent drugs and vaccines even as different strains appear beyond human prediction. An initial step that is integral to the viral entry into host cells results from an active-targeted interaction of the viral spike (S) proteins and the cell surface receptor, called angiotensin-converting enzyme 2 (ACE2). Thus, engineered ACE2 has been an interesting decoy inhibitor against emerging coronavirus infestation. This article discusses promising innovative ACE2 engineering pathways for current and emerging coronavirus therapeutic development. First, we provide a brief discussion of some ACE2-associated human coronaviruses and their cell invasion mechanism. Then, we describe and contrast the individual spike proteins and ACE2 receptor interactions, highlighting crucial hotspots across the ACE2-associated coronaviruses. Lastly, we address the importance of multivalency in ACE2 nanomedicine engineering and discuss novel approaches to develop and achieve multivalent therapeutic outcomes. Beyond coronaviruses, these approaches will serve as a paradigm to develop new and improved treatment technologies against pathogens that use ACE2 receptor for invasion.
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Affiliation(s)
- Eugene M Obeng
- Department of Biochemistry and Molecular Biology, Biomedicine Discovery Institute, Monash University, Clayton, VIC 3800, Australia
| | - Isaac Fianu
- Department of Molecular Biology, Max Planck Institute for Multidisciplinary Sciences, 37077 Göttingen, Germany
| | - Michael K Danquah
- Department of Chemical Engineering, University of Tennessee, 615 McCallie Ave, Chattanooga, TN 37403, United States
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21
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Arimori T, Ikemura N, Okamoto T, Takagi J, Standley DM, Hoshino A. Engineering ACE2 decoy receptors to combat viral escapability. Trends Pharmacol Sci 2022; 43:838-851. [PMID: 35902282 PMCID: PMC9312672 DOI: 10.1016/j.tips.2022.06.011] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Revised: 06/08/2022] [Accepted: 06/28/2022] [Indexed: 12/12/2022]
Abstract
Decoy receptor proteins that trick viruses to bind to them should be resistant to viral escape because viruses that require entry receptors cannot help but bind decoy receptors. Angiotensin-converting enzyme 2 (ACE2) is the major receptor for coronavirus cell entry. Recombinant soluble ACE2 was previously developed as a biologic against acute respiratory distress syndrome (ARDS) and verified to be safe in clinical studies. The emergence of COVID-19 reignited interest in soluble ACE2 as a potential broad-spectrum decoy receptor against coronaviruses. In this review, we summarize recent developments in preclinical studies using various high-affinity mutagenesis and Fc fusion approaches to achieve therapeutic efficacy of recombinant ACE2 decoy receptor against coronaviruses. We also highlight the relevance of stimulating effector immune cells through Fc-receptor engagement and the potential of using liquid aerosol delivery of ACE2 decoy receptors for defense against ACE2-utilizing coronaviruses.
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Affiliation(s)
- Takao Arimori
- Laboratory for Protein Synthesis and Expression, Institute for Protein Research, Osaka University, Osaka, Japan
| | - Nariko Ikemura
- Department of Cardiovascular Medicine, Graduate School of Medical Science, Kyoto Prefectural University of Medicine, Kyoto, Japan
| | - Toru Okamoto
- Institute for Advanced Co-Creation Studies, Research Institute for Microbial Diseases, Osaka University, Osaka, Japan; Center for Infectious Disease Education and Research (CiDER), Osaka University, Osaka, Japan
| | - Junichi Takagi
- Laboratory for Protein Synthesis and Expression, Institute for Protein Research, Osaka University, Osaka, Japan; Center for Infectious Disease Education and Research (CiDER), Osaka University, Osaka, Japan; Integrated Frontier Research for Medical Science Division, Institute for Open and Transdisciplinary Research Initiatives (OTRI), Osaka University, Osaka, Japan
| | - Daron M Standley
- Center for Infectious Disease Education and Research (CiDER), Osaka University, Osaka, Japan; Department of Genome Informatics, Research Institute for Microbial Diseases, Osaka University, Osaka, Japan
| | - Atsushi Hoshino
- Department of Cardiovascular Medicine, Graduate School of Medical Science, Kyoto Prefectural University of Medicine, Kyoto, Japan.
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22
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Sims JJ, Lian S, Meggersee RL, Kasimsetty A, Wilson JM. High activity of an affinity-matured ACE2 decoy against Omicron SARS-CoV-2 and pre-emergent coronaviruses. PLoS One 2022; 17:e0271359. [PMID: 36006993 PMCID: PMC9409550 DOI: 10.1371/journal.pone.0271359] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2022] [Accepted: 06/28/2022] [Indexed: 11/18/2022] Open
Abstract
The viral genome of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), particularly its cell-binding spike protein gene, has undergone rapid evolution during the coronavirus disease 2019 (COVID-19) pandemic. Variants including Omicron BA.1 and Omicron BA.2 now seriously threaten the efficacy of therapeutic monoclonal antibodies and vaccines that target the spike protein. Viral evolution over a much longer timescale has generated a wide range of genetically distinct sarbecoviruses in animal populations, including the pandemic viruses SARS-CoV-2 and SARS-CoV-1. The genetic diversity and widespread zoonotic potential of this group complicates current attempts to develop drugs in preparation for the next sarbecovirus pandemic. Receptor-based decoy inhibitors can target a wide range of viral strains with a common receptor and may have intrinsic resistance to escape mutant generation and antigenic drift. We previously generated an affinity-matured decoy inhibitor based on the receptor target of the SARS-CoV-2 spike protein, angiotensin-converting enzyme 2 (ACE2), and deployed it in a recombinant adeno-associated virus vector (rAAV) for intranasal delivery and passive prophylaxis against COVID-19. Here, we demonstrate the exceptional binding and neutralizing potency of this ACE2 decoy against SARS-CoV-2 variants including Omicron BA.1 and Omicron BA.2. Tight decoy binding tracks with human ACE2 binding of viral spike receptor-binding domains across diverse clades of coronaviruses. Furthermore, in a coronavirus that cannot bind human ACE2, a variant that acquired human ACE2 binding was bound by the decoy with nanomolar affinity. Considering these results, we discuss a strategy of decoy-based treatment and passive protection to mitigate the ongoing COVID-19 pandemic and future airway virus threats.
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Affiliation(s)
- Joshua J. Sims
- Gene Therapy Program, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States of America
| | - Sharon Lian
- Gene Therapy Program, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States of America
| | - Rosemary L. Meggersee
- Gene Therapy Program, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States of America
| | - Aradhana Kasimsetty
- Gene Therapy Program, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States of America
| | - James M. Wilson
- Gene Therapy Program, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States of America
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23
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Chen Y, Sun L, Ullah I, Beaudoin-Bussières G, Anand SP, Hederman AP, Tolbert WD, Sherburn R, Nguyen DN, Marchitto L, Ding S, Wu D, Luo Y, Gottumukkala S, Moran S, Kumar P, Piszczek G, Mothes W, Ackerman ME, Finzi A, Uchil PD, Gonzalez FJ, Pazgier M. Engineered ACE2-Fc counters murine lethal SARS-CoV-2 infection through direct neutralization and Fc-effector activities. SCIENCE ADVANCES 2022; 8:eabn4188. [PMID: 35857504 PMCID: PMC9278865 DOI: 10.1126/sciadv.abn4188] [Citation(s) in RCA: 25] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/24/2021] [Accepted: 05/27/2022] [Indexed: 05/27/2023]
Abstract
Soluble angiotensin-converting enzyme 2 (ACE2) constitutes an attractive antiviral capable of targeting a wide range of coronaviruses using ACE2 as their receptor. Using structure-guided approaches, we developed a series of bivalent ACE2-Fcs harboring functionally and structurally validated mutations that enhance severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) receptor binding domain recognition by up to ~12-fold and remove angiotensin enzymatic activity. The lead variant M81 potently cross-neutralized SARS-CoV-2 variants of concern (VOCs), including Omicron, at subnanomolar half-maximal inhibitory concentration and was capable of robust Fc-effector functions, including antibody-dependent cellular cytotoxicity, phagocytosis, and complement deposition. When tested in a stringent K18-hACE2 mouse model, Fc-enhanced ACE2-Fc delayed death by 3 to 5 days or effectively resolved lethal SARS-CoV-2 infection in both prophylactic and therapeutic settings via the combined effects of neutralization and Fc-effector functions. These data add to the demonstrated utility of soluble ACE2 as a valuable SARS-CoV-2 antiviral and indicate that Fc-effector functions may constitute an important component of ACE2-Fc therapeutic activity.
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Affiliation(s)
- Yaozong Chen
- Infectious Disease Division, Department of Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD 20814-4712, USA
| | - Lulu Sun
- Laboratory of Metabolism, Center for Cancer Research, National Cancer Institute, NIH, Bethesda, MD 20892, USA
| | - Irfan Ullah
- Section of Infectious Diseases, Department of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520, USA
| | - Guillaume Beaudoin-Bussières
- Centre de Recherche du CHUM, Montreal, QC H2X 0A9, Canada
- Département de Microbiologie, Infectiologie et Immunologie, Université de Montréal, Montreal, QC H2X 0A9, Canada
| | - Sai Priya Anand
- Centre de Recherche du CHUM, Montreal, QC H2X 0A9, Canada
- Department of Microbiology and Immunology, McGill University, Montreal, QC, Canada
| | | | - William D. Tolbert
- Infectious Disease Division, Department of Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD 20814-4712, USA
| | - Rebekah Sherburn
- Infectious Disease Division, Department of Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD 20814-4712, USA
| | - Dung N. Nguyen
- Infectious Disease Division, Department of Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD 20814-4712, USA
| | - Lorie Marchitto
- Centre de Recherche du CHUM, Montreal, QC H2X 0A9, Canada
- Département de Microbiologie, Infectiologie et Immunologie, Université de Montréal, Montreal, QC H2X 0A9, Canada
| | - Shilei Ding
- Centre de Recherche du CHUM, Montreal, QC H2X 0A9, Canada
| | - Di Wu
- Biophysics Core Facility, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Yuhong Luo
- Laboratory of Metabolism, Center for Cancer Research, National Cancer Institute, NIH, Bethesda, MD 20892, USA
| | - Suneetha Gottumukkala
- Infectious Disease Division, Department of Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD 20814-4712, USA
| | - Sean Moran
- Biomedical Instrumentation Center, Uniformed Services University of the Health Sciences, 4301 Jones Bridge Road, Bethesda, MD 20814, USA
| | - Priti Kumar
- Section of Infectious Diseases, Department of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520, USA
| | - Grzegorz Piszczek
- Biophysics Core Facility, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Walther Mothes
- Department of Microbial Pathogenesis, Yale University School of Medicine, New Haven, CT 06510, USA
| | | | - Andrés Finzi
- Centre de Recherche du CHUM, Montreal, QC H2X 0A9, Canada
- Département de Microbiologie, Infectiologie et Immunologie, Université de Montréal, Montreal, QC H2X 0A9, Canada
- Department of Microbiology and Immunology, McGill University, Montreal, QC, Canada
| | - Pradeep D. Uchil
- Department of Microbial Pathogenesis, Yale University School of Medicine, New Haven, CT 06510, USA
| | - Frank J. Gonzalez
- Laboratory of Metabolism, Center for Cancer Research, National Cancer Institute, NIH, Bethesda, MD 20892, USA
| | - Marzena Pazgier
- Infectious Disease Division, Department of Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD 20814-4712, USA
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24
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Hajikarimlou M, Hooshyar M, Moutaoufik M, Aly K, Azad T, Takallou S, Jagadeesan S, Phanse S, Said K, Samanfar B, Bell J, Dehne F, Babu M, Golshani A. A computational approach to rapidly design peptides that detect SARS-CoV-2 surface protein S. NAR Genom Bioinform 2022; 4:lqac058. [PMID: 36004308 PMCID: PMC9394169 DOI: 10.1093/nargab/lqac058] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2022] [Revised: 06/10/2022] [Accepted: 08/01/2022] [Indexed: 11/12/2022] Open
Abstract
Abstract
The coronavirus disease 19 (COVID-19) caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) prompted the development of diagnostic and therapeutic frameworks for timely containment of this pandemic. Here, we utilized our non-conventional computational algorithm, InSiPS, to rapidly design and experimentally validate peptides that bind to SARS-CoV-2 spike (S) surface protein. We previously showed that this method can be used to develop peptides against yeast proteins, however, the applicability of this method to design peptides against other proteins has not been investigated. In the current study, we demonstrate that two sets of peptides developed using InSiPS method can detect purified SARS-CoV-2 S protein via ELISA and Surface Plasmon Resonance (SPR) approaches, suggesting the utility of our strategy in real time COVID-19 diagnostics. Mass spectrometry-based salivary peptidomics shortlist top SARS-CoV-2 peptides detected in COVID-19 patients’ saliva, rendering them attractive SARS-CoV-2 diagnostic targets that, when subjected to our computational platform, can streamline the development of potent peptide diagnostics of SARS-CoV-2 variants of concern. Our approach can be rapidly implicated in diagnosing other communicable diseases of immediate threat.
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Affiliation(s)
- Maryam Hajikarimlou
- Ottawa Institute of Systems Biology, University of Ottawa , Health Science Campus, Ottawa , Ontario , Canada
- Department of Biology, Carleton University , Ottawa , Ontario , Canada
| | - Mohsen Hooshyar
- Ottawa Institute of Systems Biology, University of Ottawa , Health Science Campus, Ottawa , Ontario , Canada
- Department of Biology, Carleton University , Ottawa , Ontario , Canada
| | - Mohamed Taha Moutaoufik
- Department of Biochemistry, Research and Innovation Centre, University of Regina , Regina , Canada
| | - Khaled A Aly
- Department of Biochemistry, Research and Innovation Centre, University of Regina , Regina , Canada
| | - Taha Azad
- The Ottawa Hospital Research Institute 501 Smyth Road , Ottawa , Ontario , Canada
| | - Sarah Takallou
- Ottawa Institute of Systems Biology, University of Ottawa , Health Science Campus, Ottawa , Ontario , Canada
- Department of Biology, Carleton University , Ottawa , Ontario , Canada
| | - Sasi Jagadeesan
- Ottawa Institute of Systems Biology, University of Ottawa , Health Science Campus, Ottawa , Ontario , Canada
- Department of Biology, Carleton University , Ottawa , Ontario , Canada
| | - Sadhna Phanse
- Department of Biochemistry, Research and Innovation Centre, University of Regina , Regina , Canada
| | - Kamaledin B Said
- Department of Biology, Carleton University , Ottawa , Ontario , Canada
- Department of Pathology and Microbiology, College of Medicine, University of Hail , Saudi Arabia
| | - Bahram Samanfar
- Ottawa Institute of Systems Biology, University of Ottawa , Health Science Campus, Ottawa , Ontario , Canada
- Department of Biology, Carleton University , Ottawa , Ontario , Canada
- Agriculture and Agri-Food Canada, Ottawa Research and Development Centre (ORDC) , Ottawa , Ontario , Canada
| | - John C Bell
- The Ottawa Hospital Research Institute 501 Smyth Road , Ottawa , Ontario , Canada
| | - Frank Dehne
- School of Computer Science, Carleton University , Ottawa , Ontario , Canada
| | - Mohan Babu
- Department of Biochemistry, Research and Innovation Centre, University of Regina , Regina , Canada
| | - Ashkan Golshani
- Ottawa Institute of Systems Biology, University of Ottawa , Health Science Campus, Ottawa , Ontario , Canada
- Department of Biology, Carleton University , Ottawa , Ontario , Canada
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25
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Hochuli J, Jain S, Melo-Filho C, Sessions ZL, Bobrowski T, Choe J, Zheng J, Eastman R, Talley DC, Rai G, Simeonov A, Tropsha A, Muratov EN, Baljinnyam B, Zakharov AV. Allosteric Binders of ACE2 Are Promising Anti-SARS-CoV-2 Agents. ACS Pharmacol Transl Sci 2022; 5:468-478. [PMID: 35821746 PMCID: PMC9236207 DOI: 10.1021/acsptsci.2c00049] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
The COVID-19 pandemic has had enormous health, economic, and social consequences. Vaccines have been successful in reducing rates of infection and hospitalization, but there is still a need for acute treatment of the disease. We investigate whether compounds that bind the human angiotensin-converting enzyme 2 (ACE2) protein can decrease SARS-CoV-2 replication without impacting ACE2's natural enzymatic function. Initial screening of a diversity library resulted in hit compounds active in an ACE2-binding assay, which showed little inhibition of ACE2 enzymatic activity (116 actives, success rate ∼4%), suggesting they were allosteric binders. Subsequent application of in silico techniques boosted success rates to ∼14% and resulted in 73 novel confirmed ACE2 binders with K d values as low as 6 nM. A subsequent SARS-CoV-2 assay revealed that five of these compounds inhibit the viral life cycle in human cells. Further effort is required to completely elucidate the antiviral mechanism of these ACE2-binders, but they present a valuable starting point for both the development of acute treatments for COVID-19 and research into the host-directed therapy.
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Affiliation(s)
- Joshua
E. Hochuli
- Molecular
Modeling Laboratory, UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, North Carolina 27599, United States
- Curriculum
in Bioinformatics and Computational Biology, University of North Carolina, Chapel Hill, North Carolina 27599, United States
| | - Sankalp Jain
- National
Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850, United States
| | - Cleber Melo-Filho
- Molecular
Modeling Laboratory, UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, North Carolina 27599, United States
| | - Zoe L. Sessions
- Molecular
Modeling Laboratory, UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, North Carolina 27599, United States
| | - Tesia Bobrowski
- Molecular
Modeling Laboratory, UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, North Carolina 27599, United States
| | - Jun Choe
- National
Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850, United States
| | - Johnny Zheng
- National
Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850, United States
| | - Richard Eastman
- National
Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850, United States
| | - Daniel C. Talley
- National
Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850, United States
| | - Ganesha Rai
- National
Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850, United States
| | - Anton Simeonov
- National
Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850, United States
| | - Alexander Tropsha
- Molecular
Modeling Laboratory, UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, North Carolina 27599, United States
| | - Eugene N. Muratov
- Molecular
Modeling Laboratory, UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, North Carolina 27599, United States
| | - Bolormaa Baljinnyam
- National
Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850, United States
| | - Alexey V. Zakharov
- National
Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850, United States
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26
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Hochuli JE, Jain S, Melo-filho C, Sessions ZL, Bobrowski T, Choe J, Zheng J, Eastman R, Talley DC, Rai G, Simeonov A, Tropsha A, Muratov EN, Baljinnyam B, Zakharov AV. Allosteric binders of ACE2 are promising anti-SARS-CoV-2 agents.. [PMID: 35313579 PMCID: PMC8936107 DOI: 10.1101/2022.03.15.484484] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
AbstractThe COVID-19 pandemic has had enormous health, economic, and social consequences. Vaccines have been successful in reducing rates of infection and hospitalization, but there is still a need for an acute treatment for the disease. We investigate whether compounds that bind the human ACE2 protein can interrupt SARS-CoV-2 replication without damaging ACE2’s natural enzymatic function. Initial compounds were screened for binding to ACE2 but little interruption of ACE2 enzymatic activity. This set of compounds was extended by application of quantitative structure-activity analysis, which resulted in 512 virtual hits for further confirmatory screening. A subsequent SARS-CoV-2 replication assay revealed that five of these compounds inhibit SARS-CoV-2 replication in human cells. Further effort is required to completely determine the antiviral mechanism of these compounds, but they serve as a strong starting point for both development of acute treatments for COVID-19 and research into the mechanism of infection.Abstract FigureTOC Graphic: Overall study design.
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27
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Chan MC, Chan KK, Procko E, Shukla D. Machine learning guided design of high affinity ACE2 decoys for SARS-CoV-2 neutralization. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2021:2021.12.22.473902. [PMID: 34981064 PMCID: PMC8722601 DOI: 10.1101/2021.12.22.473902] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Abstract
A potential therapeutic candidate for neutralizing SARS-CoV-2 infection is engineering high-affinity soluble ACE2 decoy proteins to compete for binding of the viral spike (S) protein. Previously, a deep mutational scan of ACE2 was performed and has led to the identification of a triple mutant ACE2 variant, named ACE2 2 .v.2.4, that exhibits nanomolar affinity binding to the RBD domain of S. Using a recently developed transfer learning algorithm, TLmutation, we sought to identified other ACE2 variants, namely double mutants, that may exhibit similar binding affinity with decreased mutational load. Upon training a TLmutation model on the effects of single mutations, we identified several ACE2 double mutants that bind to RBD with tighter affinity as compared to the wild type, most notably, L79V;N90D that binds RBD with similar affinity to ACE2 2 .v.2.4. The successful experimental validation of the double mutants demonstrated the use transfer and supervised learning approaches for engineering protein-protein interactions and identifying high affinity ACE2 peptides for targeting SARS-CoV-2.
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Affiliation(s)
- Matthew C Chan
- Department of Chemical and Biomolecular Engineering, University of Illinois Urbana-Champaign, Urbana, IL 61081
| | - Kui K Chan
- Cyrus Biotechnology, Inc., Seattle, WA, 98101
| | - Erik Procko
- Department of Biochemistry, University of Illinois Urbana-Champaign, Urbana, IL 61081
| | - Diwakar Shukla
- Department of Chemical and Biomolecular Engineering, University of Illinois Urbana-Champaign, Urbana, IL 61081
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28
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Chen Y, Sun L, Ullah I, Beaudoin-Bussières G, Anand SP, Hederman AP, Tolbert WD, Sherburn R, Nguyen DN, Marchitto L, Ding S, Wu D, Luo Y, Gottumukkala S, Moran S, Kumar P, Piszczek G, Mothes W, Ackerman ME, Finzi A, Uchil PD, Gonzalez FJ, Pazgier M. Engineered ACE2-Fc counters murine lethal SARS-CoV-2 infection through direct neutralization and Fc-effector activities. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2021:2021.11.24.469776. [PMID: 34845451 PMCID: PMC8629194 DOI: 10.1101/2021.11.24.469776] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
Soluble Angiotensin-Converting Enzyme 2 (ACE2) constitutes an attractive antiviral capable of targeting a wide range of coronaviruses utilizing ACE2 as their receptor. Here, using structure-guided approaches, we developed divalent ACE2 molecules by grafting the extracellular ACE2-domain onto a human IgG1 or IgG3 (ACE2-Fc). These ACE2-Fcs harbor structurally validated mutations that enhance spike (S) binding and remove angiotensin enzymatic activity. The lead variant bound tightly to S, mediated in vitro neutralization of SARS-CoV-2 variants of concern (VOCs) with sub-nanomolar IC 50 and was capable of robust Fc-effector functions, including antibody-dependent-cellular cytotoxicity, phagocytosis and complement deposition. When tested in a stringent K18-hACE2 mouse model, it delayed death or effectively resolved lethal SARS-CoV-2 infection in a prophylactic or therapeutic setting utilizing the combined effect of neutralization and Fc-effector functions. These data confirm the utility of ACE2-Fcs as valuable agents in preventing and eliminating SARS-CoV-2 infection and demonstrate that ACE2-Fc therapeutic activity require Fc-effector functions.
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Affiliation(s)
- Yaozong Chen
- Infectious Disease Division, Department of Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD 20814-4712, USA
- equal contribution
| | - Lulu Sun
- Laboratory of Metabolism, Center for Cancer Research, National Cancer Institute, NIH, Bethesda, Maryland, USA
- equal contribution
| | - Irfan Ullah
- Department of Internal Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT 06520, USA
- equal contribution
| | - Guillaume Beaudoin-Bussières
- Centre de recherche du CHUM. Montreal, QC H2X 0A9, Canada
- Département de Microbiologie, Infectiologie et Immunologie, Université de Montréal, Montreal, QC H2X 0A9, Canada
| | - Sai Priya Anand
- Centre de recherche du CHUM. Montreal, QC H2X 0A9, Canada
- Department of Microbiology and Immunology, McGill, QC, Canada
| | | | - William D. Tolbert
- Infectious Disease Division, Department of Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD 20814-4712, USA
| | - Rebekah Sherburn
- Infectious Disease Division, Department of Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD 20814-4712, USA
| | - Dung N. Nguyen
- Infectious Disease Division, Department of Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD 20814-4712, USA
| | - Lorie Marchitto
- Centre de recherche du CHUM. Montreal, QC H2X 0A9, Canada
- Département de Microbiologie, Infectiologie et Immunologie, Université de Montréal, Montreal, QC H2X 0A9, Canada
| | - Shilei Ding
- Centre de recherche du CHUM. Montreal, QC H2X 0A9, Canada
| | - Di Wu
- Biophysics Core Facility, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, Maryland, 20892
| | - Yuhong Luo
- Laboratory of Metabolism, Center for Cancer Research, National Cancer Institute, NIH, Bethesda, Maryland, USA
| | - Suneetha Gottumukkala
- Infectious Disease Division, Department of Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD 20814-4712, USA
| | - Sean Moran
- Biomedical Instrumentation Center, Uniformed Services University of the Health Sciences, 4301 Jones Bridge Road, Bethesda, MD, 20814, USA
| | - Priti Kumar
- Department of Internal Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT 06520, USA
| | - Grzegorz Piszczek
- Biophysics Core Facility, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, Maryland, 20892
| | - Walther Mothes
- Department of Microbial Pathogenesis, Yale University School of Medicine, New Haven, CT 06510, USA
| | | | - Andrés Finzi
- Centre de recherche du CHUM. Montreal, QC H2X 0A9, Canada
- Département de Microbiologie, Infectiologie et Immunologie, Université de Montréal, Montreal, QC H2X 0A9, Canada
- Department of Microbiology and Immunology, McGill, QC, Canada
| | - Pradeep D. Uchil
- Department of Microbial Pathogenesis, Yale University School of Medicine, New Haven, CT 06510, USA
| | - Frank J. Gonzalez
- Laboratory of Metabolism, Center for Cancer Research, National Cancer Institute, NIH, Bethesda, Maryland, USA
| | - Marzena Pazgier
- Infectious Disease Division, Department of Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD 20814-4712, USA
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