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Dai M, Xiao G, Shao M, Zhang YS. The Synergy between Deep Learning and Organs-on-Chips for High-Throughput Drug Screening: A Review. BIOSENSORS 2023; 13:389. [PMID: 36979601 PMCID: PMC10046732 DOI: 10.3390/bios13030389] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/17/2022] [Revised: 02/22/2023] [Accepted: 03/07/2023] [Indexed: 06/18/2023]
Abstract
Organs-on-chips (OoCs) are miniature microfluidic systems that have arguably become a class of advanced in vitro models. Deep learning, as an emerging topic in machine learning, has the ability to extract a hidden statistical relationship from the input data. Recently, these two areas have become integrated to achieve synergy for accelerating drug screening. This review provides a brief description of the basic concepts of deep learning used in OoCs and exemplifies the successful use cases for different types of OoCs. These microfluidic chips are of potential to be assembled as highly potent human-on-chips with complex physiological or pathological functions. Finally, we discuss the future supply with perspectives and potential challenges in terms of combining OoCs and deep learning for image processing and automation designs.
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Affiliation(s)
- Manna Dai
- College of Physics and Information Engineering, Fuzhou University, Fuzhou 350108, China
- Computing and Intelligence Department, Institute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A*STAR), 1 Fusionopolis Way, #16-16 Connexis, Singapore 138632, Singapore
| | - Gao Xiao
- College of Environment and Safety Engineering, Fuzhou University, Fuzhou 350108, China
- Department of Biomedical Engineering, Tsinghua University, Beijing 100084, China
| | - Ming Shao
- Department of Computer and Information Science, College of Engineering, University of Massachusetts Dartmouth, North Dartmouth, MA 02747, USA
| | - Yu Shrike Zhang
- Division of Engineering in Medicine, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Cambridge, MA 02139, USA
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2
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Tan J, Guo Q, Tian L, Pei Z, Li D, Wu M, Zhang J, Gao X. Biomimetic lung-on-a-chip to model virus infection and drug evaluation. Eur J Pharm Sci 2023; 180:106329. [PMID: 36375766 PMCID: PMC9650675 DOI: 10.1016/j.ejps.2022.106329] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2022] [Revised: 11/09/2022] [Accepted: 11/10/2022] [Indexed: 11/13/2022]
Abstract
Viral infectious diseases remain a global public health problem. The rapid and widespread spread of coronavirus disease 2019 (COVID-19) caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV‑2) has had a severe impact on the global economy and human activities, highlighting the vulnerability of humans to viral infectious diseases and the urgent need to develop new technologies and effective treatments. Organ-on-a-chip is an emerging technology for constructing the physiological and pathological microenvironment of human organs in vitro and has the advantages of portability, high throughput, low cost, and accurate simulation of the in vivo microenvironment. Indeed, organ-on-a-chip provides a low-cost alternative for investigating human organ physiology, organ diseases, toxicology, and drug efficacy. The lung is a main target organ of viral infection, and lung pathophysiology must be assessed after viral infection and treatment with antiviral drugs. This review introduces the construction of lung-on-a-chip and its related pathophysiological models, focusing on the in vitro simulation of viral infection and evaluation of antiviral drugs, providing a developmental direction for research and treatment of viral diseases.
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Affiliation(s)
- Jianfeng Tan
- Department of Thoracic Surgery, Shenzhen Hospital, Southern Medical University, Shenzhen 518101, China
| | - Quanwei Guo
- Department of Thoracic Surgery, Shenzhen Hospital, Southern Medical University, Shenzhen 518101, China
| | - Lingling Tian
- Materials Genome Institute, Shanghai University, Shanghai 200444, China
| | - Zhendong Pei
- Anesthesia Surgery Center, Shenzhen Hospital, Southern Medical University, Shenzhen 518101, China
| | - Dongfang Li
- Department of Thoracic Surgery, Shenzhen Hospital, Southern Medical University, Shenzhen 518101, China
| | - Mengxi Wu
- Department of Thoracic Surgery, Shenzhen Hospital, Southern Medical University, Shenzhen 518101, China
| | - Jianhua Zhang
- Department of Thoracic Surgery, Shenzhen Hospital, Southern Medical University, Shenzhen 518101, China,Corresponding author at: Department of Thoracic Surgery, Shenzhen Hospital, Southern Medical University, Shenzhen 518101, China
| | - Xinghua Gao
- Materials Genome Institute, Shanghai University, Shanghai 200444, China,Corresponding author at: Materials Genome Institute, Shanghai University, Shanghai 200444, China
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3
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Pitino M, Fleites LA, Shrum L, Heck M, Shatters RG. Plant production of high affinity nanobodies that block SARS-CoV-2 spike protein binding with its receptor, human angiotensin converting enzyme. Front Bioeng Biotechnol 2022; 10:1045337. [PMID: 36619377 PMCID: PMC9822723 DOI: 10.3389/fbioe.2022.1045337] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2022] [Accepted: 12/05/2022] [Indexed: 12/25/2022] Open
Abstract
Nanobodies® (VHH antibodies), are small peptides that represent the antigen binding domain, VHH of unique single domain antibodies (heavy chain only antibodies, HcAb) derived from camelids. Here, we demonstrate production of VHH nanobodies against the SARS-CoV-2 spike proteins in the solanaceous plant Nicotiana benthamiana through transient expression and their subsequent detection verified through western blot. We demonstrate that these nanobodies competitively inhibit binding between the SARS-CoV-2 spike protein receptor binding domain and its human receptor protein, angiotensin converting enzyme 2. There has been significant interest and a number of publications on the use of plants as biofactories and even some reports of producing nanobodies in plants. Our data demonstrate that functional nanobodies blocking a process necessary to initiate SARS-CoV-2 infection into mammalian cells can be produced in plants. This opens the alternative of using plants in a scheme to rapidly respond to therapeutic needs for emerging pathogens in human medicine and agriculture.
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Affiliation(s)
| | | | | | - Michelle Heck
- Emerging Pests and Pathogens Research Unit, USDA Agricultural Research Service, Ithaca, NY, United States
| | - Robert G. Shatters
- U.S. Horticultural Research Laboratory, Subtropical Insects and Horticulture Research Unit, USDA Agricultural Research Service, Fort Pierce, FL, United States,*Correspondence: Robert G. Shatters Jr,
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4
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Abstract
The idea of producing vaccines in plants originated in the late 1980s. Initially, it was contemplated that this notion could facilitate the concept of edible vaccines, making them more cost effective and easily accessible. Initial studies on edible vaccines focussed on the use of a variety of different transgenic plant host species for the production of vaccine antigens. However, adequate expression levels of antigens, the difficulties predicted with administration of consistent doses, and regulatory rules required for growth of transgenic plants gave way to the development of vaccine candidates that could be purified and administered parenterally. The field has subsequently advanced with improved expression techniques including a shift from using transgenic to transient expression of antigens, refinement of purification protocols, a deeper understanding of the biological processes and a wealth of evidence of immunogenicity and efficacy of plant-produced vaccine candidates, all contributing to the successful practice of what is now known as biopharming or plant molecular farming. The establishment of this technology has resulted in the development of many different types of vaccine candidates including subunit vaccines and various different types of nanoparticle vaccines targeting a wide variety of bacterial and viral diseases. This has brought further acceptance of plants as a suitable platform for vaccine production and in this review, we discuss the most recent advances in the production of vaccines in plants for human use.
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Affiliation(s)
- Jennifer Stander
- Biopharming Research Unit, Department of Molecular and Cell Biology, University of Cape Town, Rondebosch, Cape Town, 7700, South Africa
| | - Sandiswa Mbewana
- Biopharming Research Unit, Department of Molecular and Cell Biology, University of Cape Town, Rondebosch, Cape Town, 7700, South Africa
| | - Ann E Meyers
- Biopharming Research Unit, Department of Molecular and Cell Biology, University of Cape Town, Rondebosch, Cape Town, 7700, South Africa.
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5
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Abstract
Plant systems have been used as biofactories to produce recombinant proteins since 1983. The huge amount of data, collected so far in this framework, suggests that plants display several key advantages over existing traditional platforms when they are intended for therapeutic uses, including safety, scalability, and the speed in obtaining the final product.Here, we describe a method that could be applied for the expression and production of a candidate subunit vaccine in Nicotiana benthamiana plants by transient expression, defining all the protocols starting from plant cultivation to target recombinant protein purification.
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Affiliation(s)
- Mattia Santoni
- Department of Biotechnology, University of Verona, Verona, Italy
- Diamante srl, Verona, Italy
| | | | | | - Linda Avesani
- Department of Biotechnology, University of Verona, Verona, Italy.
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6
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He W, Baysal C, Lobato Gómez M, Huang X, Alvarez D, Zhu C, Armario‐Najera V, Blanco Perera A, Cerda Bennaser P, Saba‐Mayoral A, Sobrino‐Mengual G, Vargheese A, Abranches R, Alexandra Abreu I, Balamurugan S, Bock R, Buyel JF, da Cunha NB, Daniell H, Faller R, Folgado A, Gowtham I, Häkkinen ST, Kumar S, Sathish Kumar R, Lacorte C, Lomonossoff GP, Luís IM, K.‐C. Ma J, McDonald KA, Murad A, Nandi S, O’Keef B, Parthiban S, Paul MJ, Ponndorf D, Rech E, Rodrigues JC, Ruf S, Schillberg S, Schwestka J, Shah PS, Singh R, Stoger E, Twyman RM, Varghese IP, Vianna GR, Webster G, Wilbers RHP, Christou P, Oksman‐Caldentey K, Capell T. Contributions of the international plant science community to the fight against infectious diseases in humans-part 2: Affordable drugs in edible plants for endemic and re-emerging diseases. PLANT BIOTECHNOLOGY JOURNAL 2021; 19:1921-1936. [PMID: 34181810 PMCID: PMC8486237 DOI: 10.1111/pbi.13658] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/30/2021] [Revised: 06/10/2021] [Accepted: 06/22/2021] [Indexed: 05/05/2023]
Abstract
The fight against infectious diseases often focuses on epidemics and pandemics, which demand urgent resources and command attention from the health authorities and media. However, the vast majority of deaths caused by infectious diseases occur in endemic zones, particularly in developing countries, placing a disproportionate burden on underfunded health systems and often requiring international interventions. The provision of vaccines and other biologics is hampered not only by the high cost and limited scalability of traditional manufacturing platforms based on microbial and animal cells, but also by challenges caused by distribution and storage, particularly in regions without a complete cold chain. In this review article, we consider the potential of molecular farming to address the challenges of endemic and re-emerging diseases, focusing on edible plants for the development of oral drugs. Key recent developments in this field include successful clinical trials based on orally delivered dried leaves of Artemisia annua against malarial parasite strains resistant to artemisinin combination therapy, the ability to produce clinical-grade protein drugs in leaves to treat infectious diseases and the long-term storage of protein drugs in dried leaves at ambient temperatures. Recent FDA approval of the first orally delivered protein drug encapsulated in plant cells to treat peanut allergy has opened the door for the development of affordable oral drugs that can be manufactured and distributed in remote areas without cold storage infrastructure and that eliminate the need for expensive purification steps and sterile delivery by injection.
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Affiliation(s)
- Wenshu He
- Department of Crop and Forest SciencesUniversity of Lleida‐Agrotecnio CERCA CenterLleidaSpain
| | - Can Baysal
- Department of Crop and Forest SciencesUniversity of Lleida‐Agrotecnio CERCA CenterLleidaSpain
| | - Maria Lobato Gómez
- Department of Crop and Forest SciencesUniversity of Lleida‐Agrotecnio CERCA CenterLleidaSpain
| | - Xin Huang
- Department of Crop and Forest SciencesUniversity of Lleida‐Agrotecnio CERCA CenterLleidaSpain
| | - Derry Alvarez
- Department of Crop and Forest SciencesUniversity of Lleida‐Agrotecnio CERCA CenterLleidaSpain
| | - Changfu Zhu
- Department of Crop and Forest SciencesUniversity of Lleida‐Agrotecnio CERCA CenterLleidaSpain
| | - Victoria Armario‐Najera
- Department of Crop and Forest SciencesUniversity of Lleida‐Agrotecnio CERCA CenterLleidaSpain
| | - Aamaya Blanco Perera
- Department of Crop and Forest SciencesUniversity of Lleida‐Agrotecnio CERCA CenterLleidaSpain
| | - Pedro Cerda Bennaser
- Department of Crop and Forest SciencesUniversity of Lleida‐Agrotecnio CERCA CenterLleidaSpain
| | - Andrea Saba‐Mayoral
- Department of Crop and Forest SciencesUniversity of Lleida‐Agrotecnio CERCA CenterLleidaSpain
| | | | - Ashwin Vargheese
- Department of Crop and Forest SciencesUniversity of Lleida‐Agrotecnio CERCA CenterLleidaSpain
| | - Rita Abranches
- Instituto de Tecnologia Química e Biológica António XavierUniversidade Nova de LisboaOeirasPortugal
| | - Isabel Alexandra Abreu
- Instituto de Tecnologia Química e Biológica António XavierUniversidade Nova de LisboaOeirasPortugal
| | - Shanmugaraj Balamurugan
- Plant Genetic Engineering LaboratoryDepartment of BiotechnologyBharathiar UniversityTamil NaduIndia
| | - Ralph Bock
- Max Planck Institute of Molecular Plant PhysiologyPotsdam‐GolmGermany
| | - Johannes F. Buyel
- Fraunhofer Institute for Molecular Biology and Applied Ecology IMEAachenGermany
- Institute for Molecular BiotechnologyRWTH Aachen UniversityAachenGermany
| | - Nicolau B. da Cunha
- Centro de Análise Proteômicas e Bioquímicas de BrasíliaUniversidade Católica de BrasíliaBrasíliaBrazil
| | - Henry Daniell
- School of Dental MedicineUniversity of PennsylvaniaPhiladelphiaPAUSA
| | - Roland Faller
- Department of Chemical EngineeringUniversity of California, DavisDavisCAUSA
| | - André Folgado
- Instituto de Tecnologia Química e Biológica António XavierUniversidade Nova de LisboaOeirasPortugal
| | - Iyappan Gowtham
- Plant Genetic Engineering LaboratoryDepartment of BiotechnologyBharathiar UniversityTamil NaduIndia
| | - Suvi T. Häkkinen
- Industrial Biotechnology and Food SolutionsVTT Technical Research Centre of Finland LtdEspooFinland
| | - Shashi Kumar
- International Centre for Genetic Engineering and BiotechnologyNew DelhiIndia
| | - Ramalingam Sathish Kumar
- Plant Genetic Engineering LaboratoryDepartment of BiotechnologyBharathiar UniversityTamil NaduIndia
| | - Cristiano Lacorte
- Brazilian Agriculture Research CorporationEmbrapa Genetic Resources and Biotechnology and National Institute of Science and Technology Synthetic in Biology, Parque Estação BiológicaBrasiliaBrazil
| | | | - Ines M. Luís
- Instituto de Tecnologia Química e Biológica António XavierUniversidade Nova de LisboaOeirasPortugal
| | - Julian K.‐C. Ma
- Institute for Infection and ImmunitySt. George’s University of LondonLondonUK
| | - Karen A. McDonald
- Department of Chemical EngineeringUniversity of California, DavisDavisCAUSA
- Global HealthShare InitiativeUniversity of California, DavisDavisCAUSA
| | - Andre Murad
- Brazilian Agriculture Research CorporationEmbrapa Genetic Resources and Biotechnology and National Institute of Science and Technology Synthetic in Biology, Parque Estação BiológicaBrasiliaBrazil
| | - Somen Nandi
- Department of Chemical EngineeringUniversity of California, DavisDavisCAUSA
- Global HealthShare InitiativeUniversity of California, DavisDavisCAUSA
| | - Barry O’Keef
- Division of Cancer Treatment and DiagnosisMolecular Targets ProgramCenter for Cancer ResearchNational Cancer Institute, and Natural Products Branch, Developmental Therapeutics ProgramNational Cancer Institute, NIHFrederickMDUSA
| | - Subramanian Parthiban
- Plant Genetic Engineering LaboratoryDepartment of BiotechnologyBharathiar UniversityTamil NaduIndia
| | - Mathew J. Paul
- Institute for Infection and ImmunitySt. George’s University of LondonLondonUK
| | - Daniel Ponndorf
- Department of Biological ChemistryJohn Innes CentreNorwich Research Park, NorwichUK
| | - Elibio Rech
- Brazilian Agriculture Research CorporationEmbrapa Genetic Resources and Biotechnology and National Institute of Science and Technology Synthetic in Biology, Parque Estação BiológicaBrasiliaBrazil
| | - Julio C.M. Rodrigues
- Brazilian Agriculture Research CorporationEmbrapa Genetic Resources and Biotechnology and National Institute of Science and Technology Synthetic in Biology, Parque Estação BiológicaBrasiliaBrazil
| | - Stephanie Ruf
- Max Planck Institute of Molecular Plant PhysiologyPotsdam‐GolmGermany
| | - Stefan Schillberg
- Fraunhofer Institute for Molecular Biology and Applied Ecology IMEAachenGermany
- Institute for PhytopathologyJustus‐Liebig‐University GiessenGiessenGermany
| | - Jennifer Schwestka
- Institute of Plant Biotechnology and Cell BiologyUniversity of Natural Resources and Life SciencesViennaAustria
| | - Priya S. Shah
- Department of Chemical EngineeringUniversity of California, DavisDavisCAUSA
- Department of Microbiology and Molecular GeneticsUniversity of California, DavisDavisCAUSA
| | - Rahul Singh
- School of Dental MedicineUniversity of PennsylvaniaPhiladelphiaPAUSA
| | - Eva Stoger
- Institute of Plant Biotechnology and Cell BiologyUniversity of Natural Resources and Life SciencesViennaAustria
| | | | - Inchakalody P. Varghese
- Plant Genetic Engineering LaboratoryDepartment of BiotechnologyBharathiar UniversityTamil NaduIndia
| | - Giovanni R. Vianna
- Brazilian Agriculture Research CorporationEmbrapa Genetic Resources and Biotechnology and National Institute of Science and Technology Synthetic in Biology, Parque Estação BiológicaBrasiliaBrazil
| | - Gina Webster
- Institute for Infection and ImmunitySt. George’s University of LondonLondonUK
| | - Ruud H. P. Wilbers
- Laboratory of NematologyPlant Sciences GroupWageningen University and ResearchWageningenThe Netherlands
| | - Paul Christou
- Department of Crop and Forest SciencesUniversity of Lleida‐Agrotecnio CERCA CenterLleidaSpain
- ICREACatalan Institute for Research and Advanced StudiesBarcelonaSpain
| | | | - Teresa Capell
- Department of Crop and Forest SciencesUniversity of Lleida‐Agrotecnio CERCA CenterLleidaSpain
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7
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Lobato Gómez M, Huang X, Alvarez D, He W, Baysal C, Zhu C, Armario‐Najera V, Blanco Perera A, Cerda Bennasser P, Saba‐Mayoral A, Sobrino‐Mengual G, Vargheese A, Abranches R, Abreu IA, Balamurugan S, Bock R, Buyel J, da Cunha NB, Daniell H, Faller R, Folgado A, Gowtham I, Häkkinen ST, Kumar S, Ramalingam SK, Lacorte C, Lomonossoff GP, Luís IM, Ma JK, McDonald KA, Murad A, Nandi S, O’Keefe B, Oksman‐Caldentey K, Parthiban S, Paul MJ, Ponndorf D, Rech E, Rodrigues JCM, Ruf S, Schillberg S, Schwestka J, Shah PS, Singh R, Stoger E, Twyman RM, Varghese IP, Vianna GR, Webster G, Wilbers RHP, Capell T, Christou P. Contributions of the international plant science community to the fight against human infectious diseases - part 1: epidemic and pandemic diseases. PLANT BIOTECHNOLOGY JOURNAL 2021; 19:1901-1920. [PMID: 34182608 PMCID: PMC8486245 DOI: 10.1111/pbi.13657] [Citation(s) in RCA: 37] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/30/2021] [Revised: 06/10/2021] [Accepted: 06/22/2021] [Indexed: 05/03/2023]
Abstract
Infectious diseases, also known as transmissible or communicable diseases, are caused by pathogens or parasites that spread in communities by direct contact with infected individuals or contaminated materials, through droplets and aerosols, or via vectors such as insects. Such diseases cause ˜17% of all human deaths and their management and control places an immense burden on healthcare systems worldwide. Traditional approaches for the prevention and control of infectious diseases include vaccination programmes, hygiene measures and drugs that suppress the pathogen, treat the disease symptoms or attenuate aggressive reactions of the host immune system. The provision of vaccines and biologic drugs such as antibodies is hampered by the high cost and limited scalability of traditional manufacturing platforms based on microbial and animal cells, particularly in developing countries where infectious diseases are prevalent and poorly controlled. Molecular farming, which uses plants for protein expression, is a promising strategy to address the drawbacks of current manufacturing platforms. In this review article, we consider the potential of molecular farming to address healthcare demands for the most prevalent and important epidemic and pandemic diseases, focussing on recent outbreaks of high-mortality coronavirus infections and diseases that disproportionately affect the developing world.
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Affiliation(s)
- Maria Lobato Gómez
- Department of Crop and Forest SciencesUniversity of Lleida‐Agrotecnio CERCA CenterLleidaSpain
| | - Xin Huang
- Department of Crop and Forest SciencesUniversity of Lleida‐Agrotecnio CERCA CenterLleidaSpain
| | - Derry Alvarez
- Department of Crop and Forest SciencesUniversity of Lleida‐Agrotecnio CERCA CenterLleidaSpain
| | - Wenshu He
- Department of Crop and Forest SciencesUniversity of Lleida‐Agrotecnio CERCA CenterLleidaSpain
| | - Can Baysal
- Department of Crop and Forest SciencesUniversity of Lleida‐Agrotecnio CERCA CenterLleidaSpain
| | - Changfu Zhu
- Department of Crop and Forest SciencesUniversity of Lleida‐Agrotecnio CERCA CenterLleidaSpain
| | - Victoria Armario‐Najera
- Department of Crop and Forest SciencesUniversity of Lleida‐Agrotecnio CERCA CenterLleidaSpain
| | - Amaya Blanco Perera
- Department of Crop and Forest SciencesUniversity of Lleida‐Agrotecnio CERCA CenterLleidaSpain
| | - Pedro Cerda Bennasser
- Department of Crop and Forest SciencesUniversity of Lleida‐Agrotecnio CERCA CenterLleidaSpain
| | - Andera Saba‐Mayoral
- Department of Crop and Forest SciencesUniversity of Lleida‐Agrotecnio CERCA CenterLleidaSpain
| | | | - Ashwin Vargheese
- Department of Crop and Forest SciencesUniversity of Lleida‐Agrotecnio CERCA CenterLleidaSpain
| | - Rita Abranches
- Instituto de Tecnologia Química e Biológica António XavierUniversidade Nova de LisboaOeirasPortugal
| | - Isabel Alexandra Abreu
- Instituto de Tecnologia Química e Biológica António XavierUniversidade Nova de LisboaOeirasPortugal
| | - Shanmugaraj Balamurugan
- Plant Genetic Engineering LaboratoryDepartment of BiotechnologyBharathiar UniversityCoimbatoreIndia
| | - Ralph Bock
- Max Planck Institute of Molecular Plant PhysiologyPotsdam‐GolmGermany
| | - Johannes.F. Buyel
- Fraunhofer Institute for Molecular Biology and Applied Ecology IMEAachenGermany
- Institute for Molecular BiotechnologyRWTH Aachen UniversityAachenGermany
| | - Nicolau B. da Cunha
- Centro de Análise Proteômicas e Bioquímicas de BrasíliaUniversidade Católica de BrasíliaBrasíliaBrazil
| | - Henry Daniell
- School of Dental MedicineUniversity of PennsylvaniaPhiladelphiaPAUSA
| | - Roland Faller
- Department of Chemical EngineeringUniversity of California, DavisDavisCAUSA
| | - André Folgado
- Instituto de Tecnologia Química e Biológica António XavierUniversidade Nova de LisboaOeirasPortugal
| | - Iyappan Gowtham
- Plant Genetic Engineering LaboratoryDepartment of BiotechnologyBharathiar UniversityCoimbatoreIndia
| | - Suvi T. Häkkinen
- Industrial Biotechnology and Food SolutionsVTT Technical Research Centre of Finland LtdEspooFinland
| | - Shashi Kumar
- International Centre for Genetic Engineering and BiotechnologyNew DelhiIndia
| | - Sathish Kumar Ramalingam
- Plant Genetic Engineering LaboratoryDepartment of BiotechnologyBharathiar UniversityCoimbatoreIndia
| | - Cristiano Lacorte
- Brazilian Agriculture Research CorporationEmbrapa Genetic Resources and Biotechnology and National Institute of Science and Technology Synthetic in BiologyParque Estação BiológicaBrasiliaBrazil
| | | | - Ines M. Luís
- Instituto de Tecnologia Química e Biológica António XavierUniversidade Nova de LisboaOeirasPortugal
| | - Julian K.‐C. Ma
- Institute for Infection and ImmunitySt. George’s University of LondonLondonUK
| | - Karen. A. McDonald
- Department of Chemical EngineeringUniversity of California, DavisDavisCAUSA
- Global HealthShare InitiativeUniversity of California, DavisDavisCAUSA
| | - Andre Murad
- Brazilian Agriculture Research CorporationEmbrapa Genetic Resources and Biotechnology and National Institute of Science and Technology Synthetic in BiologyParque Estação BiológicaBrasiliaBrazil
| | - Somen Nandi
- Department of Chemical EngineeringUniversity of California, DavisDavisCAUSA
- Global HealthShare InitiativeUniversity of California, DavisDavisCAUSA
| | - Barry O’Keefe
- Molecular Targets ProgramCenter for Cancer Research, National Cancer Institute, and Natural Products BranchDevelopmental Therapeutics ProgramDivision of Cancer Treatment and DiagnosisNational Cancer Institute, NIHFrederickMDUSA
| | | | - Subramanian Parthiban
- Plant Genetic Engineering LaboratoryDepartment of BiotechnologyBharathiar UniversityCoimbatoreIndia
| | - Mathew J. Paul
- Institute for Infection and ImmunitySt. George’s University of LondonLondonUK
| | - Daniel Ponndorf
- Instituto de Tecnologia Química e Biológica António XavierUniversidade Nova de LisboaOeirasPortugal
- Department of Biological ChemistryJohn Innes CentreNorwichUK
| | - Elibio Rech
- Brazilian Agriculture Research CorporationEmbrapa Genetic Resources and Biotechnology and National Institute of Science and Technology Synthetic in BiologyParque Estação BiológicaBrasiliaBrazil
| | - Julio C. M. Rodrigues
- Brazilian Agriculture Research CorporationEmbrapa Genetic Resources and Biotechnology and National Institute of Science and Technology Synthetic in BiologyParque Estação BiológicaBrasiliaBrazil
| | - Stephanie Ruf
- Max Planck Institute of Molecular Plant PhysiologyPotsdam‐GolmGermany
| | - Stefan Schillberg
- Fraunhofer Institute for Molecular Biology and Applied Ecology IMEAachenGermany
- Institute for PhytopathologyJustus‐Liebig‐University GiessenGiessenGermany
| | - Jennifer Schwestka
- Institute of Plant Biotechnology and Cell BiologyUniversity of Natural Resources and Life SciencesViennaAustria
| | - Priya S. Shah
- Department of Chemical EngineeringUniversity of California, DavisDavisCAUSA
- Department of Microbiology and Molecular GeneticsUniversity of California, DavisDavisCAUSA
| | - Rahul Singh
- School of Dental MedicineUniversity of PennsylvaniaPhiladelphiaPAUSA
| | - Eva Stoger
- Institute of Plant Biotechnology and Cell BiologyUniversity of Natural Resources and Life SciencesViennaAustria
| | | | - Inchakalody P. Varghese
- Plant Genetic Engineering LaboratoryDepartment of BiotechnologyBharathiar UniversityCoimbatoreIndia
| | - Giovanni R. Vianna
- Brazilian Agriculture Research CorporationEmbrapa Genetic Resources and Biotechnology and National Institute of Science and Technology Synthetic in BiologyParque Estação BiológicaBrasiliaBrazil
| | - Gina Webster
- Institute for Infection and ImmunitySt. George’s University of LondonLondonUK
| | - Ruud H. P. Wilbers
- Laboratory of NematologyPlant Sciences GroupWageningen University and ResearchWageningenThe Netherlands
| | - Teresa Capell
- Department of Crop and Forest SciencesUniversity of Lleida‐Agrotecnio CERCA CenterLleidaSpain
| | - Paul Christou
- Department of Crop and Forest SciencesUniversity of Lleida‐Agrotecnio CERCA CenterLleidaSpain
- ICREACatalan Institute for Research and Advanced StudiesBarcelonaSpain
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8
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Maharjan PM, Choe S. Plant-Based COVID-19 Vaccines: Current Status, Design, and Development Strategies of Candidate Vaccines. Vaccines (Basel) 2021; 9:992. [PMID: 34579229 PMCID: PMC8473425 DOI: 10.3390/vaccines9090992] [Citation(s) in RCA: 43] [Impact Index Per Article: 14.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2021] [Revised: 08/27/2021] [Accepted: 08/31/2021] [Indexed: 01/01/2023] Open
Abstract
The prevalence of the coronavirus disease 2019 (COVID-19) pandemic in its second year has led to massive global human and economic losses. The high transmission rate and the emergence of diverse SARS-CoV-2 variants demand rapid and effective approaches to preventing the spread, diagnosing on time, and treating affected people. Several COVID-19 vaccines are being developed using different production systems, including plants, which promises the production of cheap, safe, stable, and effective vaccines. The potential of a plant-based system for rapid production at a commercial scale and for a quick response to an infectious disease outbreak has been demonstrated by the marketing of carrot-cell-produced taliglucerase alfa (Elelyso) for Gaucher disease and tobacco-produced monoclonal antibodies (ZMapp) for the 2014 Ebola outbreak. Currently, two plant-based COVID-19 vaccine candidates, coronavirus virus-like particle (CoVLP) and Kentucky Bioprocessing (KBP)-201, are in clinical trials, and many more are in the preclinical stage. Interim phase 2 clinical trial results have revealed the high safety and efficacy of the CoVLP vaccine, with 10 times more neutralizing antibody responses compared to those present in a convalescent patient's plasma. The clinical trial of the CoVLP vaccine could be concluded by the end of 2021, and the vaccine could be available for public immunization thereafter. This review encapsulates the efforts made in plant-based COVID-19 vaccine development, the strategies and technologies implemented, and the progress accomplished in clinical trials and preclinical studies so far.
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Affiliation(s)
- Puna Maya Maharjan
- G+FLAS Life Sciences, 123 Uiryodanji-gil, Osong-eup, Heungdeok-gu, Cheongju-si 28161, Korea;
| | - Sunghwa Choe
- G+FLAS Life Sciences, 38 Nakseongdae-ro, Gwanak-gu, Seoul 08790, Korea
- School of Biological Sciences, College of Natural Sciences, Seoul National University, Gwanak-gu, Seoul 08826, Korea
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9
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Maharjan PM, Cheon J, Jung J, Kim H, Lee J, Song M, Jeong GU, Kwon Y, Shim B, Choe S. Plant-Expressed Receptor Binding Domain of the SARS-CoV-2 Spike Protein Elicits Humoral Immunity in Mice. Vaccines (Basel) 2021; 9:978. [PMID: 34579215 PMCID: PMC8472882 DOI: 10.3390/vaccines9090978] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2021] [Revised: 08/25/2021] [Accepted: 08/27/2021] [Indexed: 12/20/2022] Open
Abstract
The current 15-month coronavirus disease-19 (COVID-19) pandemic caused by SARS-CoV-2 has accounted for 3.77 million deaths and enormous worldwide social and economic losses. A high volume of vaccine production is urgently required to eliminate COVID-19. Inexpensive and robust production platforms will improve the distribution of vaccines to resource-limited countries. Plant species offer such platforms, particularly through the production of recombinant proteins to serve as immunogens. To achieve this goal, here we expressed the receptor binding domain (RBD) of the SARS-CoV-2 spike (S) protein in the glycoengineered-tobacco plant Nicotiana benthamiana to provide a candidate subunit vaccine. This recombinant RBD elicited humoral immunity in mice via induction of highly neutralizing antibodies. These findings provide a strong foundation to further advance the development of plant-expressed RBD antigens for use as an effective, safe, and inexpensive SARS-CoV-2 vaccine. Moreover, our study further highlights the utility of plant species for vaccine development.
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Affiliation(s)
- Puna Maya Maharjan
- G+FLAS Life Sciences, 123 Uiryodanji-gil, Osong-eup, Heungdeok-gu, Cheongju-si 28161, Korea; (P.M.M.); (J.L.); (M.S.)
- School of Biological Sciences, College of Natural Sciences, Seoul National University, Gwanak-gu, Seoul 08826, Korea
| | - Jinyeong Cheon
- G+FLAS Life Sciences, 38 Nakseongdae-ro, Gwanak-gu, Seoul 08790, Korea; (J.C.); (J.J.); (H.K.)
| | - Jiyun Jung
- G+FLAS Life Sciences, 38 Nakseongdae-ro, Gwanak-gu, Seoul 08790, Korea; (J.C.); (J.J.); (H.K.)
| | - Haerim Kim
- G+FLAS Life Sciences, 38 Nakseongdae-ro, Gwanak-gu, Seoul 08790, Korea; (J.C.); (J.J.); (H.K.)
| | - Jaewon Lee
- G+FLAS Life Sciences, 123 Uiryodanji-gil, Osong-eup, Heungdeok-gu, Cheongju-si 28161, Korea; (P.M.M.); (J.L.); (M.S.)
| | - Minjeong Song
- G+FLAS Life Sciences, 123 Uiryodanji-gil, Osong-eup, Heungdeok-gu, Cheongju-si 28161, Korea; (P.M.M.); (J.L.); (M.S.)
| | - Gi Uk Jeong
- Center for Convergent Research for Emerging Virus Infection, Korea Research Institute of Chemical Technology, Daejeon 34114, Korea; (G.U.J.); (Y.K.)
| | - Youngchan Kwon
- Center for Convergent Research for Emerging Virus Infection, Korea Research Institute of Chemical Technology, Daejeon 34114, Korea; (G.U.J.); (Y.K.)
| | - Byoungshik Shim
- International Vaccine Institute, SNU Research Park, 1 Gwanak-ro, Gwanak-gu, Seoul 08826, Korea;
| | - Sunghwa Choe
- School of Biological Sciences, College of Natural Sciences, Seoul National University, Gwanak-gu, Seoul 08826, Korea
- G+FLAS Life Sciences, 38 Nakseongdae-ro, Gwanak-gu, Seoul 08790, Korea; (J.C.); (J.J.); (H.K.)
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10
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Williams L, Jurado S, Llorente F, Romualdo A, González S, Saconne A, Bronchalo I, Martínez-Cortes M, Pérez-Gómez B, Ponz F, Jiménez-Clavero MÁ, Lunello P. The C-Terminal Half of SARS-CoV-2 Nucleocapsid Protein, Industrially Produced in Plants, Is Valid as Antigen in COVID-19 Serological Tests. FRONTIERS IN PLANT SCIENCE 2021; 12:699665. [PMID: 34386028 PMCID: PMC8354202 DOI: 10.3389/fpls.2021.699665] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/23/2021] [Accepted: 07/05/2021] [Indexed: 05/28/2023]
Abstract
BACKGROUND The fight against the current coronavirus disease 2019 (COVID-19) pandemic has created a huge demand of biotechnological, pharmaceutical, research and sanitary materials at unprecedented scales. One of the most urgent demands affects the diagnostic tests. The growing need for rapid and accurate laboratory diagnostic tests requires the development of biotechnological processes aimed at producing reagents able to cope with this demand in a scalable, cost-effective manner, with rapid turnaround times. This is particularly applicable to the antigens employed in serological tests. Recombinant protein expression using plants as biofactories is particularly suitable for mass production of protein antigens useful in serological diagnosis, with a neat advantage in economic terms. METHODS We expressed a large portion of the nucleoprotein (N) derived from SARS-CoV-2 in Nicotiana benthamiana plants. After purification, the recombinant N protein obtained was used to develop an indirect enzyme-linked immunosorbent assay (ELISA) for detection of antibodies to SARS-CoV-2 in human sera. To validate the ELISA, a panel of 416 sera from exposed personnel at essential services in Madrid City Council were tested, and the results compared to those obtained by another ELISA, already validated, used as reference. Furthermore, a subset of samples for which RT-PCR results were available were used to confirm sensitivity and specificity of the test. RESULTS The performance of the N protein expressed in plants as antigen in serologic test for SARS-CoV-2 antibody detection was shown to be highly satisfactory, with calculated diagnostic sensitivity of 96.41% (95% CI: 93.05-98.44) and diagnostic specificity of 96.37 (95% CI: 93.05-98.44) as compared to the reference ELISA, with a kappa (K) value of 0.928 (95% CI:0.892-0.964). Furthermore, the ELISA developed with plant-derived N antigen detected SARS-CoV-2 antibodies in 84 out of 93 sera from individuals showing RT-PCR positive results (86/93 for the reference ELISA). CONCLUSION This study demonstrates that the N protein part derived from SARS-CoV-2 expressed in plants performs as a perfectly valid antigen for use in COVID-19 diagnosis. Furthermore, our results support the use of this plant platform for expression of recombinant proteins as reagents for COVID-19 diagnosis. This platform stands out as a convenient and advantageous production system, fit-for-purpose to cope with the current demand of this type of biologicals in a cost-effective manner, making diagnostic kits more affordable.
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Affiliation(s)
| | | | - Francisco Llorente
- Centro de Investigación en Sanidad Animal (CISA), Centro Nacional Instituto de Investigación y Tecnología Agraria y Alimentaria (INIA-CSIC), Valdeolmos, Spain
| | | | | | | | | | | | - Beatriz Pérez-Gómez
- National Centre for Epidemiology, Instituto de Salud Carlos III, Madrid, Spain
- Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), Madrid, Spain
| | - Fernando Ponz
- Centro de Biotecnología y Genómica de Plantas, Universidad Politécnica de Madrid-Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (CBGP, UPM-INIA, CSIC), Madrid, Spain
| | - Miguel Ángel Jiménez-Clavero
- Centro de Investigación en Sanidad Animal (CISA), Centro Nacional Instituto de Investigación y Tecnología Agraria y Alimentaria (INIA-CSIC), Valdeolmos, Spain
- Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), Madrid, Spain
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11
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McNulty MJ, Kelada K, Paul D, Nandi S, McDonald KA. Introducing uncertainty quantification to techno-economic models of manufacturing field-grown plant-made products. FOOD AND BIOPRODUCTS PROCESSING 2021. [DOI: 10.1016/j.fbp.2021.04.013] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
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12
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Sun AM, Hoffman T, Luu BQ, Ashammakhi N, Li S. Application of lung microphysiological systems to COVID-19 modeling and drug discovery: a review. Biodes Manuf 2021; 4:757-775. [PMID: 34178414 PMCID: PMC8213042 DOI: 10.1007/s42242-021-00136-5] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2021] [Accepted: 05/13/2021] [Indexed: 01/08/2023]
Abstract
There is a pressing need for effective therapeutics for coronavirus disease 2019 (COVID-19), the respiratory disease caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) virus. The process of drug development is a costly and meticulously paced process, where progress is often hindered by the failure of initially promising leads. To aid this challenge, in vitro human microphysiological systems need to be refined and adapted for mechanistic studies and drug screening, thereby saving valuable time and resources during a pandemic crisis. The SARS-CoV-2 virus attacks the lung, an organ where the unique three-dimensional (3D) structure of its functional units is critical for proper respiratory function. The in vitro lung models essentially recapitulate the distinct tissue structure and the dynamic mechanical and biological interactions between different cell types. Current model systems include Transwell, organoid and organ-on-a-chip or microphysiological systems (MPSs). We review models that have direct relevance toward modeling the pathology of COVID-19, including the processes of inflammation, edema, coagulation, as well as lung immune function. We also consider the practical issues that may influence the design and fabrication of MPS. The role of lung MPS is addressed in the context of multi-organ models, and it is discussed how high-throughput screening and artificial intelligence can be integrated with lung MPS to accelerate drug development for COVID-19 and other infectious diseases.
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Affiliation(s)
- Argus M. Sun
- Department of Bioengineering, Samueli School of Engineering, University of California - Los Angeles, 420 Westwood Plaza 5121 Engineering V University of California, Los Angeles, CA 90095-1600 USA
- UC San Diego Healthcare, UCSD, La Jolla, CA 92037 USA
| | - Tyler Hoffman
- Department of Bioengineering, Samueli School of Engineering, University of California - Los Angeles, 420 Westwood Plaza 5121 Engineering V University of California, Los Angeles, CA 90095-1600 USA
| | - Bao Q. Luu
- Pulmonary Diseases and Critical Care, Scripps Green Hospital, Scripps Health, La Jolla, CA 92037 USA
| | - Nureddin Ashammakhi
- Department of Bioengineering, Samueli School of Engineering, University of California - Los Angeles, 420 Westwood Plaza 5121 Engineering V University of California, Los Angeles, CA 90095-1600 USA
- Department of Biomedical Engineering, College of Engineering, Michigan State University, East Lansing, MI 48824 USA
| | - Song Li
- Department of Bioengineering, Samueli School of Engineering, University of California - Los Angeles, 420 Westwood Plaza 5121 Engineering V University of California, Los Angeles, CA 90095-1600 USA
- Department of Medicine, David Geffen School of Medicine, UCLA, Los Angeles, CA 90095 USA
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13
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Mahmood N, Nasir SB, Hefferon K. Plant-Based Drugs and Vaccines for COVID-19. Vaccines (Basel) 2020; 9:15. [PMID: 33396667 PMCID: PMC7823519 DOI: 10.3390/vaccines9010015] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2020] [Revised: 12/15/2020] [Accepted: 12/21/2020] [Indexed: 01/08/2023] Open
Abstract
The coronavirus SARS-CoV-2 has turned our own health and the world economy upside down. While several vaccine candidates are currently under development, antivirals with the potential to limit virus transmission or block infection are also being explored. Plant production platforms are being used to generate vaccines and antiviral proteins inexpensively and at mass scale. The following review discusses the biology and origins of the current coronavirus pandemic, and describes some of the conventional, synthetic, and plant-based approaches to address the challenge that it presents to our way of life.
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Affiliation(s)
- Nasir Mahmood
- Department of Cell and Systems Biology, University of Toronto, Toronto, ON M5S 2E8, Canada;
- Department of Biochemistry, University of Health Sciences, Lahore 54600, Pakistan
- Forest Ridge Health Care Inc., Toronto, ON M5J 2V1, Canada
| | - Sarah Bushra Nasir
- Department of Life Sciences, Abdus Salam School of Sciences, Nusrat Jahan College, Chenab Nagar 35460, Pakistan;
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14
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LeBlanc Z, Waterhouse P, Bally J. Plant-Based Vaccines: The Way Ahead? Viruses 2020; 13:E5. [PMID: 33375155 PMCID: PMC7822169 DOI: 10.3390/v13010005] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2020] [Revised: 12/16/2020] [Accepted: 12/19/2020] [Indexed: 12/20/2022] Open
Abstract
Severe virus outbreaks are occurring more often and spreading faster and further than ever. Preparedness plans based on lessons learned from past epidemics can guide behavioral and pharmacological interventions to contain and treat emergent diseases. Although conventional biologics production systems can meet the pharmaceutical needs of a community at homeostasis, the COVID-19 pandemic has created an abrupt rise in demand for vaccines and therapeutics that highlight the gaps in this supply chain's ability to quickly develop and produce biologics in emergency situations given a short lead time. Considering the projected requirements for COVID-19 vaccines and the necessity for expedited large scale manufacture the capabilities of current biologics production systems should be surveyed to determine their applicability to pandemic preparedness. Plant-based biologics production systems have progressed to a state of commercial viability in the past 30 years with the capacity for production of complex, glycosylated, "mammalian compatible" molecules in a system with comparatively low production costs, high scalability, and production flexibility. Continued research drives the expansion of plant virus-based tools for harnessing the full production capacity from the plant biomass in transient systems. Here, we present an overview of vaccine production systems with a focus on plant-based production systems and their potential role as "first responders" in emergency pandemic situations.
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Affiliation(s)
- Zacharie LeBlanc
- Centre for Agriculture and the Bioeconomy, Queensland University of Technology (QUT), Brisbane, QLD 4000, Australia;
| | - Peter Waterhouse
- Centre for Agriculture and the Bioeconomy, Queensland University of Technology (QUT), Brisbane, QLD 4000, Australia;
- ARC Centre of Excellence for Plant Success in Nature and Agriculture, Queensland University of Technology (QUT), Brisbane, QLD 4000, Australia
| | - Julia Bally
- Centre for Agriculture and the Bioeconomy, Queensland University of Technology (QUT), Brisbane, QLD 4000, Australia;
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15
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Lico C, Santi L, Baschieri S, Noris E, Marusic C, Donini M, Pedrazzini E, Maga G, Franconi R, Di Bonito P, Avesani L. Plant Molecular Farming as a Strategy Against COVID-19 - The Italian Perspective. FRONTIERS IN PLANT SCIENCE 2020; 11:609910. [PMID: 33381140 PMCID: PMC7768017 DOI: 10.3389/fpls.2020.609910] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/24/2020] [Accepted: 11/13/2020] [Indexed: 05/05/2023]
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has killed more than 37,000 people in Italy and has caused widespread socioeconomic disruption. Urgent measures are needed to contain and control the virus, particularly diagnostic kits for detection and surveillance, therapeutics to reduce mortality among the severely affected, and vaccines to protect the remaining population. Here we discuss the potential role of plant molecular farming in the rapid and scalable supply of protein antigens as reagents and vaccine candidates, antibodies for virus detection and passive immunotherapy, other therapeutic proteins, and virus-like particles as novel vaccine platforms. We calculate the amount of infrastructure and production capacity needed to deal with predictable subsequent waves of COVID-19 in Italy by pooling expertise in plant molecular farming, epidemiology and the Italian health system. We calculate the investment required in molecular farming infrastructure that would enable us to capitalize on this technology, and provide a roadmap for the development of diagnostic reagents and biopharmaceuticals using molecular farming in plants to complement production methods based on the cultivation of microbes and mammalian cells.
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Affiliation(s)
- Chiara Lico
- Laboratory of Biotechnology, Biotechnologies and Agroindustry Division, Department of Sustainability, Italian National Agency for New Technologies, Energy and Sustainable Economic Development (ENEA), Rome, Italy
| | - Luca Santi
- Department of Agriculture and Forest Science, Tuscia University, Viterbo, Italy
| | - Selene Baschieri
- Laboratory of Biotechnology, Biotechnologies and Agroindustry Division, Department of Sustainability, Italian National Agency for New Technologies, Energy and Sustainable Economic Development (ENEA), Rome, Italy
| | - Emanuela Noris
- Institute for Sustainable Plant Protection, National Research Council IPSP-CNR, Turin, Italy
| | - Carla Marusic
- Laboratory of Biotechnology, Biotechnologies and Agroindustry Division, Department of Sustainability, Italian National Agency for New Technologies, Energy and Sustainable Economic Development (ENEA), Rome, Italy
| | - Marcello Donini
- Laboratory of Biotechnology, Biotechnologies and Agroindustry Division, Department of Sustainability, Italian National Agency for New Technologies, Energy and Sustainable Economic Development (ENEA), Rome, Italy
| | - Emanuela Pedrazzini
- Institute for Sustainable Plant Protection, National Research Council IBBA-CNR, Turin, Italy
| | - Giovanni Maga
- Institute of Molecular Genetics IGM-CNR “Luigi Luca Cavalli-Sforza,”Pavia, Italy
| | - Rosella Franconi
- Laboratory of Biomedical Technologies, Health Technologies Division, Department of Sustainability, Italian National Agency for New Technologies, Energy and Sustainable Economic Development (ENEA), Rome, Italy
| | - Paola Di Bonito
- Department of Infectious Diseases, Viral Hepatitis, Oncoviruses and Retroviruses (EVOR) Unit, Istituto Superiore di Sanità, Rome, Italy
| | - Linda Avesani
- Department of Biotechnology, University of Verona, Verona, Italy
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16
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Diego-Martin B, González B, Vazquez-Vilar M, Selma S, Mateos-Fernández R, Gianoglio S, Fernández-del-Carmen A, Orzáez D. Pilot Production of SARS-CoV-2 Related Proteins in Plants: A Proof of Concept for Rapid Repurposing of Indoor Farms Into Biomanufacturing Facilities. FRONTIERS IN PLANT SCIENCE 2020; 11:612781. [PMID: 33424908 PMCID: PMC7785703 DOI: 10.3389/fpls.2020.612781] [Citation(s) in RCA: 40] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Accepted: 12/02/2020] [Indexed: 05/21/2023]
Abstract
The current CoVid-19 crisis is revealing the strengths and the weaknesses of the world's capacity to respond to a global health crisis. A critical weakness has resulted from the excessive centralization of the current biomanufacturing capacities, a matter of great concern, if not a source of nationalistic tensions. On the positive side, scientific data and information have been shared at an unprecedented speed fuelled by the preprint phenomena, and this has considerably strengthened our ability to develop new technology-based solutions. In this work, we explore how, in a context of rapid exchange of scientific information, plant biofactories can serve as a rapid and easily adaptable solution for local manufacturing of bioreagents, more specifically recombinant antibodies. For this purpose, we tested our ability to produce, in the framework of an academic lab and in a matter of weeks, milligram amounts of six different recombinant monoclonal antibodies against SARS-CoV-2 in Nicotiana benthamiana. For the design of the antibodies, we took advantage, among other data sources, of the DNA sequence information made rapidly available by other groups in preprint publications. mAbs were engineered as single-chain fragments fused to a human gamma Fc and transiently expressed using a viral vector. In parallel, we also produced the recombinant SARS-CoV-2 N protein and the receptor binding domain (RBD) of the Spike protein in planta and used them to test the binding specificity of the recombinant mAbs. Finally, for two of the antibodies, we assayed a simple scale-up production protocol based on the extraction of apoplastic fluid. Our results indicate that gram amounts of anti-SARS-CoV-2 antibodies could be easily produced in little more than 6 weeks in repurposed greenhouses with little infrastructure requirements using N. benthamiana as production platform. Similar procedures could be easily deployed to produce diagnostic reagents and, eventually, could be adapted for rapid therapeutic responses.
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17
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Tusé D, Nandi S, McDonald KA, Buyel JF. The Emergency Response Capacity of Plant-Based Biopharmaceutical Manufacturing-What It Is and What It Could Be. FRONTIERS IN PLANT SCIENCE 2020; 11:594019. [PMID: 33193552 PMCID: PMC7606873 DOI: 10.3389/fpls.2020.594019] [Citation(s) in RCA: 37] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/12/2020] [Accepted: 09/24/2020] [Indexed: 05/12/2023]
Abstract
Several epidemic and pandemic diseases have emerged over the last 20 years with increasing reach and severity. The current COVID-19 pandemic has affected most of the world's population, causing millions of infections, hundreds of thousands of deaths, and economic disruption on a vast scale. The increasing number of casualties underlines an urgent need for the rapid delivery of therapeutics, prophylactics such as vaccines, and diagnostic reagents. Here, we review the potential of molecular farming in plants from a manufacturing perspective, focusing on the speed, capacity, safety, and potential costs of transient expression systems. We highlight current limitations in terms of the regulatory framework, as well as future opportunities to establish plant molecular farming as a global, de-centralized emergency response platform for the rapid production of biopharmaceuticals. The implications of public health emergencies on process design and costs, regulatory approval, and production speed and scale compared to conventional manufacturing platforms based on mammalian cell culture are discussed as a forward-looking strategy for future pandemic responses.
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Affiliation(s)
- Daniel Tusé
- DT/Consulting Group and GROW Biomedicine, LLC, Sacramento, CA, United States
| | - Somen Nandi
- Department of Chemical Engineering, University of California, Davis, Davis, CA, United States
- Global HealthShare Initiative, University of California, Davis, Davis, CA, United States
| | - Karen A. McDonald
- Department of Chemical Engineering, University of California, Davis, Davis, CA, United States
- Global HealthShare Initiative, University of California, Davis, Davis, CA, United States
| | - Johannes Felix Buyel
- Fraunhofer Institute for Molecular Biology and Applied Ecology IME, Aachen, Germany
- Institute for Molecular Biotechnology, RWTH Aachen University, Aachen, Germany
- *Correspondence: Johannes Felix Buyel, ; orcid.org/0000-0003-2361-143X
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