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Cao B, Wang X, Yin W, Gao Z, Xia B. The human microbiota is a beneficial reservoir for SARS-CoV-2 mutations. mBio 2024; 15:e0318723. [PMID: 38530031 PMCID: PMC11237538 DOI: 10.1128/mbio.03187-23] [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: 12/17/2023] [Accepted: 02/14/2024] [Indexed: 03/27/2024] Open
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) mutations are rapidly emerging. In particular, beneficial mutations in the spike (S) protein, which can either make a person more infectious or enable immunological escape, are providing a significant obstacle to the prevention and treatment of pandemics. However, how the virus acquires a high number of beneficial mutations in a short time remains a mystery. We demonstrate here that variations of concern may be mutated due in part to the influence of the human microbiome. We searched the National Center for Biotechnology Information database for homologous fragments (HFs) after finding a mutation and the six neighboring amino acids in a viral mutation fragment. Among the approximate 8,000 HFs obtained, 61 mutations in S and other outer membrane proteins were found in bacteria, accounting for 62% of all mutation sources, which is 12-fold higher than the natural variable proportion. A significant proportion of these bacterial species-roughly 70%-come from the human microbiota, are mainly found in the lung or gut, and share a composition pattern with COVID-19 patients. Importantly, SARS-CoV-2 RNA-dependent RNA polymerase replicates corresponding bacterial mRNAs harboring mutations, producing chimeric RNAs. SARS-CoV-2 may collectively pick up mutations from the human microbiota that change the original virus's binding sites or antigenic determinants. Our study clarifies the evolving mutational mechanisms of SARS-CoV-2. IMPORTANCE Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) mutations are rapidly emerging, in particular advantageous mutations in the spike (S) protein, which either increase transmissibility or lead to immune escape and are posing a major challenge to pandemic prevention and treatment. However, how the virus acquires a high number of advantageous mutations in a short time remains a mystery. Here, we provide evidence that the human microbiota is a reservoir of advantageous mutations and aids mutational evolution and host adaptation of SARS-CoV-2. Our findings demonstrate a conceptual breakthrough on the mutational evolution mechanisms of SARS-CoV-2 for human adaptation. SARS-CoV-2 may grab advantageous mutations from the widely existing microorganisms in the host, which is undoubtedly an "efficient" manner. Our study might open a new perspective to understand the evolution of virus mutation, which has enormous implications for comprehending the trajectory of the COVID-19 pandemic.
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Affiliation(s)
- Birong Cao
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai, China
- University of Chinese Academy of Sciences, Beijing, China
- Guangdong Guangya High School, Guangzhou, China
| | - Xiaoxi Wang
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Wanchao Yin
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai, China
- University of Chinese Academy of Sciences, Beijing, China
- Zhongshan Institute for Drug Discovery, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Zhongshan, China
| | - Zhaobing Gao
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai, China
- University of Chinese Academy of Sciences, Beijing, China
- Zhongshan Institute for Drug Discovery, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Zhongshan, China
| | - Bingqing Xia
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai, China
- University of Chinese Academy of Sciences, Beijing, China
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2
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Lombardo D, Musolino C, Chines V, Caminiti G, Palermo C, Cacciola I, Raffa G, Pollicino T. Assessing Genomic Mutations in SARS-CoV-2: Potential Resistance to Antiviral Drugs in Viral Populations from Untreated COVID-19 Patients. Microorganisms 2023; 12:2. [PMID: 38276171 PMCID: PMC10821222 DOI: 10.3390/microorganisms12010002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2023] [Revised: 12/09/2023] [Accepted: 12/15/2023] [Indexed: 01/27/2024] Open
Abstract
Naturally occurring SARS-CoV-2 variants mutated in genomic regions targeted by antiviral drugs have not been extensively studied. This study investigated the potential of the RNA-dependent RNA polymerase (RdRp) complex subunits and non-structural protein (Nsp)5 of severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) to accumulate natural mutations that could affect the efficacy of antiviral drugs. To this aim, SARS-CoV-2 genomic sequences isolated from 4155 drug-naive individuals from southern Italy were analyzed using the Illumina MiSeq platform. Sequencing of the 4155 samples showed the following viral variant distribution: 71.2% Delta, 22.2% Omicron, and 6.4% Alpha. In the Nsp12 sequences, we found 84 amino acid substitutions. The most common one was P323L, detected in 3777/4155 (91%) samples, with 2906/3777 (69.9%) also showing the G671S substitution in combination. Additionally, we identified 28, 14, and 24 different amino acid substitutions in the Nsp5, Nsp7, and Nsp8 genomic regions, respectively. Of note, the V186F and A191V substitutions, affecting residues adjacent to the active site of Nsp5 (the target of the antiviral drug Paxlovid), were found in 157/4155 (3.8%) and 3/4155 (0.07%) samples, respectively. In conclusion, the RdRp complex subunits and the Nsp5 genomic region exhibit susceptibility to accumulating natural mutations. This susceptibility poses a potential risk to the efficacy of antiviral drugs, as these mutations may compromise the drug ability to inhibit viral replication.
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Affiliation(s)
- Daniele Lombardo
- Department of Clinical and Experimental Medicine, University Hospital of Messina, 98124 Messina, Italy; (D.L.); (V.C.); (G.C.); (C.P.); (I.C.); (G.R.)
| | - Cristina Musolino
- Department of Human Pathology, University Hospital of Messina, 98124 Messina, Italy;
| | - Valeria Chines
- Department of Clinical and Experimental Medicine, University Hospital of Messina, 98124 Messina, Italy; (D.L.); (V.C.); (G.C.); (C.P.); (I.C.); (G.R.)
| | - Giuseppe Caminiti
- Department of Clinical and Experimental Medicine, University Hospital of Messina, 98124 Messina, Italy; (D.L.); (V.C.); (G.C.); (C.P.); (I.C.); (G.R.)
| | - Claudia Palermo
- Department of Clinical and Experimental Medicine, University Hospital of Messina, 98124 Messina, Italy; (D.L.); (V.C.); (G.C.); (C.P.); (I.C.); (G.R.)
| | - Irene Cacciola
- Department of Clinical and Experimental Medicine, University Hospital of Messina, 98124 Messina, Italy; (D.L.); (V.C.); (G.C.); (C.P.); (I.C.); (G.R.)
| | - Giuseppina Raffa
- Department of Clinical and Experimental Medicine, University Hospital of Messina, 98124 Messina, Italy; (D.L.); (V.C.); (G.C.); (C.P.); (I.C.); (G.R.)
| | - Teresa Pollicino
- Department of Clinical and Experimental Medicine, University Hospital of Messina, 98124 Messina, Italy; (D.L.); (V.C.); (G.C.); (C.P.); (I.C.); (G.R.)
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Da A, Wu-Lu M, Dragelj J, Mroginski MA, Ebrahimi KH. Multi-structural molecular docking (MOD) combined with molecular dynamics reveal the structural requirements of designing broad-spectrum inhibitors of SARS-CoV-2 entry to host cells. Sci Rep 2023; 13:16387. [PMID: 37773489 PMCID: PMC10541870 DOI: 10.1038/s41598-023-42015-2] [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: 05/03/2023] [Accepted: 09/04/2023] [Indexed: 10/01/2023] Open
Abstract
New variants of SARS-CoV-2 that can escape immune response continue to emerge. Consequently, there is an urgent demand to design small molecule therapeutics inhibiting viral entry to host cells to reduce infectivity rate. Despite numerous in silico and in situ studies, the structural requirement of designing viral-entry inhibitors effective against multiple variants of SARS-CoV-2 has yet to be described. Here we systematically screened the binding of various natural products (NPs) to six different SARS-CoV-2 receptor-binding domain (RBD) structures. We demonstrate that Multi-structural Molecular Docking (MOD) combined with molecular dynamics calculations allowed us to predict a vulnerable site of RBD and the structural requirement of ligands binding to this vulnerable site. We expect that our findings lay the foundation for in silico screening and identification of lead molecules to guide drug discovery into designing new broad-spectrum lead molecules to counter the threat of future variants of SARS-CoV-2.
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Affiliation(s)
- Anqi Da
- Institute of Pharmaceutical Science, King's College London, London, UK
| | - Meritxell Wu-Lu
- Institute of Chemistry, Technische Universität Berlin, Berlin, Germany
| | - Jovan Dragelj
- Institute of Chemistry, Technische Universität Berlin, Berlin, Germany
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Brogna C, Cristoni S, Brogna B, Bisaccia DR, Marino G, Viduto V, Montano L, Piscopo M. Toxin-like Peptides from the Bacterial Cultures Derived from Gut Microbiome Infected by SARS-CoV-2-New Data for a Possible Role in the Long COVID Pattern. Biomedicines 2022; 11:biomedicines11010087. [PMID: 36672595 PMCID: PMC9855837 DOI: 10.3390/biomedicines11010087] [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: 11/29/2022] [Revised: 12/18/2022] [Accepted: 12/26/2022] [Indexed: 01/01/2023] Open
Abstract
It has been 3 years since the beginning of the SARS-CoV-2 outbreak, however it is as yet little known how to care for the acute COVID-19 and long COVID patients. COVID-19 clinical manifestations are of both pulmonary and extra-pulmonary types. Extra-pulmonary ones include extreme tiredness (fatigue), shortness of breath, muscle aches, hyposmia, dysgeusia, and other neurological manifestations. In other autoimmune diseases, such as Parkinson's disease (PD) or Alzheimer's Disease (AD), it is well known that role of acetylcholine is crucial in olfactory dysfunction. We have already observed the presence of toxin-like peptides in plasma, urine, and faecal samples from COVID-19 patients, which are very similar to molecules known to alter acetylcholine signaling. After observing the production of these peptides in bacterial cultures, we have performed additional proteomics analyses to better understand their behavior and reported the extended data from our latest in vitro experiment. It seems that the gut microbiome continues to produce toxin-like peptides also after the decrease of RNA SARS-CoV-2 viral load at molecular tests. These toxicological interactions between the gut/human microbiome bacteria and the virus suggest a new scenario in the study of the clinical symptoms in long COVID and also in acute COVID-19 patients. It is discussed that in the bacteriophage similar behavior, the presence of toxins produced by bacteria continuously after viral aggression can be blocked using an appropriate combination of certain drugs.
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Affiliation(s)
- Carlo Brogna
- Department of Research, Craniomed Group Facility Srl., 20091 Bresso, Italy
- Correspondence: (C.B.); (M.P.)
| | | | - Barbara Brogna
- Department of Radiology, Moscati Hospital, Contrada Amoretta, 83100 Avellino, Italy
| | | | - Giuliano Marino
- Marsanconsulting Srl. Public Health Company, Via dei Fiorentini, 80133 Napoli, Italy
| | | | - Luigi Montano
- Andrology Unit and Service of Life Style Medicine in Uro-Andrology, Local Health Authority (ASL), 84124 Salerno, Italy
| | - Marina Piscopo
- Department of Biology, University of Naples Federico II, 80126 Napoli, Italy
- Correspondence: (C.B.); (M.P.)
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Bacorn M, Romero-Soto HN, Levy S, Chen Q, Hourigan SK. The Gut Microbiome of Children during the COVID-19 Pandemic. Microorganisms 2022; 10:microorganisms10122460. [PMID: 36557713 PMCID: PMC9783902 DOI: 10.3390/microorganisms10122460] [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: 11/19/2022] [Revised: 12/07/2022] [Accepted: 12/09/2022] [Indexed: 12/15/2022] Open
Abstract
The gut microbiome has been shown to play a critical role in maintaining a healthy state. Dysbiosis of the gut microbiome is involved in modulating disease severity and potentially contributes to long-term outcomes in adults with COVID-19. Due to children having a significantly lower risk of severe illness and limited sample availability, much less is known about the role of the gut microbiome in children with COVID-19. It is well recognized that the developing gut microbiome of children differs from that of adults, but it is unclear if this difference contributes to the different clinical presentations and complications. In this review, we discuss the current knowledge of the gut microbiome in children with COVID-19, with gut microbiome dysbiosis being found in pediatric COVID-19 but specific taxa change often differing from those described in adults. Additionally, we discuss possible mechanisms of how the gut microbiome may mediate the presentation and complications of COVID-19 in children and the potential role for microbial therapeutics.
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6
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Wang T, Cao Y, Zhang H, Wang Z, Man CH, Yang Y, Chen L, Xu S, Yan X, Zheng Q, Wang YP. COVID-19 metabolism: Mechanisms and therapeutic targets. MedComm (Beijing) 2022; 3:e157. [PMID: 35958432 PMCID: PMC9363584 DOI: 10.1002/mco2.157] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2022] [Revised: 06/26/2022] [Accepted: 06/29/2022] [Indexed: 01/18/2023] Open
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS‐CoV‐2) dysregulates antiviral signaling, immune response, and cell metabolism in human body. Viral genome and proteins hijack host metabolic network to support viral biogenesis and propagation. However, the regulatory mechanism of SARS‐CoV‐2‐induced metabolic dysfunction has not been elucidated until recently. Multiomic studies of coronavirus disease 2019 (COVID‐19) revealed an intensive interaction between host metabolic regulators and viral proteins. SARS‐CoV‐2 deregulated cellular metabolism in blood, intestine, liver, pancreas, fat, and immune cells. Host metabolism supported almost every stage of viral lifecycle. Strikingly, viral proteins were found to interact with metabolic enzymes in different cellular compartments. Biochemical and genetic assays also identified key regulatory nodes and metabolic dependencies of viral replication. Of note, cholesterol metabolism, lipid metabolism, and glucose metabolism are broadly involved in viral lifecycle. Here, we summarized the current understanding of the hallmarks of COVID‐19 metabolism. SARS‐CoV‐2 infection remodels host cell metabolism, which in turn modulates viral biogenesis and replication. Remodeling of host metabolism creates metabolic vulnerability of SARS‐CoV‐2 replication, which could be explored to uncover new therapeutic targets. The efficacy of metabolic inhibitors against COVID‐19 is under investigation in several clinical trials. Ultimately, the knowledge of SARS‐CoV‐2‐induced metabolic reprogramming would accelerate drug repurposing or screening to combat the COVID‐19 pandemic.
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Affiliation(s)
- Tianshi Wang
- Shanghai Key Laboratory for Tumor Microenvironment and Inflammation Department of Biochemistry and Molecular Cell Biology Shanghai Jiao Tong University School of Medicine Shanghai China
| | - Ying Cao
- State Key Laboratory of Oncogenes and Related Genes Shanghai Cancer Institute Renji Hospital Shanghai Jiao Tong University School of Medicine Shanghai China
| | - Haiyan Zhang
- Bai Jia Obstetrics and Gynecology Hospital Shanghai China
| | - Zihao Wang
- Fudan University Shanghai Cancer Center Key Laboratory of Breast Cancer in Shanghai Shanghai Key Laboratory of Radiation Oncology Cancer Institute and The Shanghai Key Laboratory of Medical Epigenetics Institutes of Biomedical Sciences Shanghai Medical College Fudan University Shanghai China.,Department of Oncology Shanghai Medical College Fudan University Shanghai China.,The International Co-laboratory of Medical Epigenetics and Metabolism Ministry of Science and Technology Shanghai China
| | - Cheuk Him Man
- Division of Hematology Department of Medicine University of Hong Kong Pokfulam Hong Kong, China
| | - Yunfan Yang
- Department of Cell Biology School of Basic Medical Sciences Cheeloo College of Medicine Shandong University Jinan China
| | - Lingchao Chen
- Department of Neurosurgery Huashan Hospital Shanghai Medical College Fudan University National Center for Neurological Disorders Shanghai Key Laboratory of Brain Function and Restoration and Neural Regeneration Neurosurgical Institute of Fudan University Shanghai Clinical Medical Center of Neurosurgery Shanghai China
| | - Shuangnian Xu
- Department of Hematology Southwest Hospital Army Medical University Chongqing China
| | - Xiaojing Yan
- Department of Hematology The First Affiliated Hospital of China Medical University Shenyang China
| | - Quan Zheng
- Center for Single-Cell Omics School of Public Health Shanghai Jiao Tong University School of Medicine Shanghai China
| | - Yi-Ping Wang
- Fudan University Shanghai Cancer Center Key Laboratory of Breast Cancer in Shanghai Shanghai Key Laboratory of Radiation Oncology Cancer Institute and The Shanghai Key Laboratory of Medical Epigenetics Institutes of Biomedical Sciences Shanghai Medical College Fudan University Shanghai China.,Department of Oncology Shanghai Medical College Fudan University Shanghai China.,The International Co-laboratory of Medical Epigenetics and Metabolism Ministry of Science and Technology Shanghai China
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7
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Brogna C, Brogna B, Bisaccia DR, Lauritano F, Marino G, Montano L, Cristoni S, Prisco M, Piscopo M. Could SARS-CoV-2 Have Bacteriophage Behavior or Induce the Activity of Other Bacteriophages? Vaccines (Basel) 2022; 10:vaccines10050708. [PMID: 35632464 PMCID: PMC9143435 DOI: 10.3390/vaccines10050708] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2022] [Revised: 04/25/2022] [Accepted: 04/28/2022] [Indexed: 02/04/2023] Open
Abstract
SARS-CoV-2 has become one of the most studied viruses of the last century. It was assumed that the only possible host for these types of viruses was mammalian eukaryotic cells. Our recent studies show that microorganisms in the human gastrointestinal tract affect the severity of COVID-19 and for the first time provide indications that the virus might replicate in gut bacteria. In order to further support these findings, in the present work, cultures of bacteria from the human microbiome and SARS-CoV-2 were analyzed by electron and fluorescence microscopy. The images presented in this article, in association with the nitrogen (15N) isotope-labeled culture medium experiment, suggest that SARS-CoV-2 could also infect bacteria in the gut microbiota, indicating that SARS-CoV-2 could act as a bacteriophage. Our results add new knowledge to the understanding of the mechanisms of SARS-CoV-2 infection and fill gaps in the study of the interactions between SARS-CoV-2 and non-mammalian cells. These findings could be useful in suggesting specific new pharmacological solutions to support the vaccination campaign.
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Affiliation(s)
- Carlo Brogna
- Department of Research, Craniomed Group Facility Srl., 20091 Bresso, Italy; (D.R.B.); (F.L.)
- Correspondence: (C.B.); (M.P.)
| | - Barbara Brogna
- Department of Radiology, Moscati Hospital, Contrada Amoretta, 83100 Avellino, Italy;
| | - Domenico Rocco Bisaccia
- Department of Research, Craniomed Group Facility Srl., 20091 Bresso, Italy; (D.R.B.); (F.L.)
| | - Francesco Lauritano
- Department of Research, Craniomed Group Facility Srl., 20091 Bresso, Italy; (D.R.B.); (F.L.)
| | - Giuliano Marino
- Marsan Consulting Srl., Public Health Company, Via dei Fiorentini, 80133 Naples, Italy;
| | - Luigi Montano
- Andrology Unit and Service of Life Style Medicine in Uro-Andrology, Local Health Authority (ASL), 84124 Salerno, Italy;
| | | | - Marina Prisco
- Department of Biology, University of Naples Federico II, 80126 Naples, Italy;
| | - Marina Piscopo
- Department of Biology, University of Naples Federico II, 80126 Naples, Italy;
- Correspondence: (C.B.); (M.P.)
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8
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Nesbitt H, Burke C, Haghi M. Manipulation of the Upper Respiratory Microbiota to Reduce Incidence and Severity of Upper Respiratory Viral Infections: A Literature Review. Front Microbiol 2021; 12:713703. [PMID: 34512591 PMCID: PMC8432964 DOI: 10.3389/fmicb.2021.713703] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2021] [Accepted: 08/06/2021] [Indexed: 12/12/2022] Open
Abstract
There is a high incidence of upper respiratory viral infections in the human population, with infection severity being unique to each individual. Upper respiratory viruses have been associated previously with secondary bacterial infection, however, several cross-sectional studies analyzed in the literature indicate that an inverse relationship can also occur. Pathobiont abundance and/or bacterial dysbiosis can impair epithelial integrity and predispose an individual to viral infection. In this review we describe common commensal microorganisms that have the capacity to reduce the abundance of pathobionts and maintain bacterial symbiosis in the upper respiratory tract and discuss the potential and limitations of localized probiotic formulations of commensal bacteria to reduce the incidence and severity of viral infections.
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Affiliation(s)
- Henry Nesbitt
- Discipline of Pharmacy, Graduate School Health, University of Technology Sydney, Sydney, NSW, Australia
| | - Catherine Burke
- School of Life Sciences, University of Technology Sydney, Sydney, NSW, Australia
| | - Mehra Haghi
- Discipline of Pharmacy, Graduate School Health, University of Technology Sydney, Sydney, NSW, Australia
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9
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A lipidomic view of SARS-CoV-2. Biosci Rep 2021; 41:229396. [PMID: 34313294 PMCID: PMC8350433 DOI: 10.1042/bsr20210953] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2021] [Revised: 07/20/2021] [Accepted: 07/27/2021] [Indexed: 02/07/2023] Open
Abstract
The global pandemic of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), which started in late 2019, has caused huge social and economic losses. A growing number of investigators are focusing on understanding the interaction of SARS-CoV-2 with host cellular processes to find therapeutic approaches. New data suggest that lipid metabolism may play a significant role in regulating the response of immune cells like macrophages to viral infection, thereby affecting the outcome of the disease. Therefore, understanding the role of lipid metabolism could help develop new therapeutic approaches to mitigate the social and economic cost of coronavirus disease 2019 (COVID-19).
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