Abstract
A new strain of coronavirus severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) responsible for the coronavirus disease 2019 (COVID-19) pandemic was first detected in the city of Wuhan in Hubei province, China in late December 2019. To date, more than 1 million deaths and nearly 57 million confirmed cases have been recorded across 220 countries due to COVID-19, which is the greatest threat to global public health in our time. Although SARS-CoV-2 is genetically similar to other coronaviruses, i.e., SARS and Middle East respiratory syndrome coronavirus (MERS-CoV), no confirmed therapeutics are yet available against COVID-19, and governments, scientists, and pharmaceutical companies worldwide are working together in search for effective drugs and vaccines. Repurposing of relevant therapies, developing vaccines, and using bioinformatics to identify potential drug targets are strongly in focus to combat COVID-19. This review deals with the pathogenesis of COVID-19 and its clinical symptoms in humans including the most recent updates on candidate drugs and vaccines. Potential drugs (remdesivir, hydroxychloroquine, azithromycin, dexamethasone) and vaccines [mRNA-1273; measles, mumps and rubella (MMR), bacille Calmette-Guérin (BCG)] in human clinical trials are discussed with their composition, dosage, mode of action, and possible release dates according to the trial register of US National Library of Medicines (clinicaltrials.gov), European Union (clinicaltrialsregister.eu), and Chinese Clinical Trial Registry (chictr.org.cn) website. Moreover, recent reports on in silico approaches like molecular docking, molecular dynamics simulations, network-based identification, and homology modeling are included, toward repurposing strategies for the use of already approved drugs against newly emerged pathogens. Limitations of effectiveness, side effects, and safety issues of each approach are also highlighted. This review should be useful for the researchers working to find out an effective strategy for defeating SARS-CoV-2.
Introduction
The novel coronavirus disease, COVID-19, was first identified in the city of Wuhan, China at the end of December 2019. At the onset of the disease a series of pneumonia incidents were reported to China National Health Commission on 7 January 2020. Subsequently, similar cases spread rapidly throughout the world, and the World Health Organization (WHO) declared the situation a global pandemic on 11 March 2020 (Tahir ul Qamar et al., 2020a; Wang D. et al., 2020). As of 22 November 2020, around 57 million confirmed cases and over 1.3 million deaths have been reported in 220 countries and territories across the world (WHO, 2020b). The causative agent of COVID-19 is named severe acute respiratory syndrome (SARS)-CoV-2 by the International Committee on Taxonomy of Viruses due to 89% nucleotide similarity with bat SARS-like CoVZXC21 and 82% with human SARS-CoV (Abd El-Aziz and Stockand, ; Chan et al., ).
To prevent loss of lives and socioeconomic impacts due to COVID-19, scientists are currently undertaking numerous trials to find preventive measures and therapeutics to control the pandemic at the earliest possible time. As of 22 November 2020, around 4,000 studies on COVID-19 were registered in the US National Library of Medicine (NLM) website1, of which many are ongoing in different hospitals around the world. These studies mostly focused on vaccines trials, drugs development, and in silico therapeutics for the patients.
Clinical trials of antiviral drugs, such as remdesivir (Beigel et al., ), hydroxychloroquine and azithromycin (Gautret et al., ), favipiravir (Chen C. et al., ), ritonavir and lopinavir (Hung et al., 2020), methylprednisolone, epoprostenol, sirolimus, sarilumab, and anakinra (Wu R. et al., 2020) are ongoing in China, US, UK, and several European countries. Among them, remdesivir is effective against CoVs related to SARS, MERS (Amanat and Krammer, ), and Ebola virus, although comparatively less effective than other treatments (Mulangu et al., 2019). Likewise, chloroquine and hydroxychloroquine, which promote antiviral actions against human immunodeficiency virus (HIV) and acquired immune deficiency syndrome (AIDS), are on trial to treat COVID-19 patients (Rosa and Santos, 2020). Moreover, lopinavir, ritonavir, arbidol, and favipiravir are under trial phases all over the world, but their efficacy is yet to be confirmed, and some of the trials have been terminated due to failure in patients1.
There are 16 vaccines in human trials (biorender.com), including some that have been used previously and patented. Owing to the genetic similarities, previously developed SARS and Middle East Respiratory Syndrome (MERS) vaccines might be effective (Liu C. et al., 2020), but their clinical trials against SARS-CoV-2 infection are yet to take place. WHO has accorded many vaccines based on a variety of technologies, and only RNA and non-replicating vector vaccines are brought into human safety trials. Although a few vaccines (mRNA-1273, ChADOx1 nCoV-19, MMR) have entered into their third and fourth trial phases and thousands of volunteers have been recruited, thus far, none are confirmed to be operative against COVID-19 (Cohen, ).
Researchers have suggested the use of some acknowledged antiviral drugs like nucleoside analogs, RNA-dependent RNA polymerase (RdRp), HIV protease inhibitors, and angiotensin-converting enzyme 2 (ACE2) as promising for COVID-19 treatment (Shah et al., 2020). For instance, three CoV-2 chimeric proteins nucleocapsid, ORF3a, and membrane proteins are evaluated by docking models and constructed a multiepitope vaccine candidate NOM, which is capable of modulating humoral and cell-mediated immune responses (Enayatkhani et al., ). In addition, statins, a group of cholesterol-lowering drugs known to inhibit the enzyme SARS-CoV-2 main protease (Mpro), could be a potential drug target. Reiner and collaborators demonstrated that statins (pitavastatin, rosuvastatin, lovastatin, and fluvastatin) hold the binding energy to inhibit SARS-CoV-2 Mpro (Reiner et al., 2020). Moreover, a number of in silico studies revealed that peptide-like and small molecules including drugs (cobicistat, ritonavir, lopinavir, and darunavir) are potentially effective CoV-2 protease inhibitors (Pant et al., 2020; Shah et al., 2020). Added to this, some non-traditional drug discovery techniques, such as artificial intelligence (AI) and machine learning, showed potential to develop alternative treatments and therapeutics for COVID-19 (Omolo et al., 2020).
Researchers from various locations are seeking therapeutics for the prevention and control of COVID-19. Previously, limited reviews like vaccine pipeline of SARS-CoV-2 (Abd El-Aziz and Stockand, ; Chan et al., ) and clinical features of COVID-19 patients (Huang C. et al., 2020) were published to provide frequent updates about CoV-2. There is no report that included in silico approaches related to studies on drugs and vaccines against COVID-19. The present study comprehensively reviewed recent literature on various drugs, vaccines, and computational bioinformatics approaches relevant to COVID-19. A revisit to the discoveries of COVID-19 therapeutics is intended to provide updated knowledge about ongoing trials and future scope for investigation, of interest to researchers, and policymakers.
Methodology and Data Collection Approaches
This review article is written on the basis of selected evidence from the literature available on Google Scholar and PubMed published in reputable journals. The criteria considered for searching articles on the web are the key words like SARS-CoV-2, COVID-19, drugs, vaccines, in silico approaches, drug suggestions for COVID-19, clinical trials of the drugs and vaccines, etc., and publication date and journal impact were also considered. In most cases, articles published in 2020 and during the COVID-19 period were taken into account. A few papers published before 2020 and websites updating situation reports are also cited here to document previous viral outbreaks. The health register of the US National Library of Medicine (clinicaltrials.gov), European Union (clinicaltrialsregister.eu), Chinese Clinical Trial Registry (chictr.org.cn), and Vaccine Tracker (biorender.com) were emphasized for their consideration of trials of drugs and vaccines worldwide. All published articles including some preprints from aRxiv and medRxiv are extensively reviewed and cited. Therefore, this review paper provided a broad and shallow overview of the research landscape of COVID-19 pandemic that could be useful for background information of the topic.
Pathogenesis and Symptoms of COVID-19
After binding with angiotensin-converting enzyme (ACE)-2 by spike protein, the primary entry of SARS-CoV-2 in human cells is facilitated by protease enzyme transmembrane protease serine 2 or TMPRSS2 (Guo et al., 2020; Hoffmann et al., 2020). S1 and S2 domain of CoV-2 helps fusion (cell membranes and viral envelope) and triggers viral entry. After fusion, CoV-2 replication occurs in cell cytoplasm (Ashour et al., ; Mousavizadeh and Ghasemi, 2020). Spikes of CoV-2 show 10–20 times higher binding affinity with ACE-2 relative to other CoVs (Wrapp et al., 2020), and thus, ACE-2-enriched heart, lung, bronchus, nasal mucosa, kidney, ileum, stomach, and other internal organs become the primary site of CoV-2 attack leading to respiratory sickness and pneumonia (Li X. et al., 2020). The drugs and vaccines that are undergoing worldwide clinical trials have some specific targets in the host cells. ACE-2 is highly expressed in different internal and respiratory organs and is considered as a major druggable target where drugs inhibit the ACE-2 and S protein complex formation (Figure 1) (Li X. et al., 2020; Wrapp et al., 2020). Kam et al. (2009) and Shulla et al. (2011) reported viral entry and infection-facilitating human alveolar and airway protease (TMPRSS2) could be another potential target of drugs. Moreover, ongoing therapeutics trials are also targeting the interruption/inactivation of SARS-CoV-2 replication cycle, RNA release, proteases enzymes performances, inflammatory pathway activation, and development of cytokine storms in human cells (Sohag et al., 2020).
Figure 1
SARS-CoV-2 pathogenesis is broadly characterized as (i) entry and spread of virus, (ii) infection pathology, (iii) acute respiratory distress syndrome (ARDS), (iv) proinflammatory cytokine enhancement, and (v) dysfunction of immunity (Jin et al., 2020; Li X. et al., 2020). CoV-2 is mainly transmitted through respiratory droplets and social human contact, and primary replication occurs in the nasal cavity and pharynx with subsequent multiplication in the lower respiratory and gastrointestinal mucosa (Xiao et al., 2020). Secretion of mucus in the lungs of COVID-19 patients was not identical with previously detected SARS and MERS infections (Liu X. et al., 2020). Pathology of CoV-2 infection in lungs includes amphophilic granular cytoplasm, pulmonary edema and formation of haline membrane, mononuclear inflammatory infiltrates, increased number of lymphocytes, and enlarged pneumocytes (Mason, 2020; Xu Z. et al., 2020). These types of injuries in the lungs prevent pulmonary oxygen uptake by bronchiole, disrupt O2 circulation in the body, and hinder respiration collectively known as ARDS, which is fatal/lethal for the infected patients (Kaul, 2020; Mousavizadeh and Ghasemi, 2020). CoVs infections cause high virus titers and dysregulation of different proinflammatory cytokines [interleukin (IL)-1β, 8, 6; granulocyte macrophage colony stimulating factor] and chemokines [interferon-γ induced protein-10; C-C motif chemokine ligand (CCL)-2, 3, 5] termed as cytokine storm (Jiang et al., 2005; Cameron et al., ) resulting in immunopathological alteration in the lungs (Ye et al., 2020). Antiviral immune responses and over activation of T cells were determined through increased transcription of cluster of differentiation (CD)-4 and 8 (Rockx et al., 2020; Xu Z. et al., 2020). An elevated abundance of proinflammatory and cytotoxic granules is indicative of immune dysfunction in patients. It is postulated that the detection of antibody and RNA together could significantly improve the sensitivity of diagnosis for COVID-19 (Zhao et al., 2020).
The first three patients in China demonstrated severe pneumonia and two of them suffered from simple illness like fever and cough (Zhu et al., 2020). The first Cov-2 infection in the US showed basilar streaky opacities in lungs through radiography, but the pneumonia symptom was detected after 10 days (Holshue et al., 2020). Currently, UK government identified “loss of smell and taste” symptom in COVID-19 patients. Although reverse transcription quantitative PCR (RT-qPCR) is recommended for detecting SARS-CoV-2, chest CT scan may act as auxiliary method of COVID-19 diagnosis. Subsegmental consolidative area and parenchymal pulmonary ground glass opacities in lung, which are seen in the CT analysis of SARS and MERS, are also common responses to CoV-2 infection (Li X. et al., 2020). Asymptomatic human act as vectors of viral transmission and have been responsible for the rapid spreading of CoV-2. Oral and anal swabs including blood samples are typically used in CoV-2 detection. This virus can be found in oral swabs at the primary infection, anal swabs in later stage, and normal or 50% reduction in white blood cells after infection (Zhang W. et al., 2020). A study with over 400 COVID-19 patients revealed the mean incubation time of SARS-CoV-2 to be 12.5 days, which can be extended up to 24 days to induce infection symptoms (Guan et al., 2020). Among the 1,324 confirmed cases, 87.9 and 67.7% showed fever and cough, respectively (Jin et al., 2020), and 82.1% showed lymphopenia among ICU admitted patients (Yang et al., 2020). In early January 2020, the common clinical symptoms of COVID-19 among the patients of 41 hospitals in Wuhan, China included fever (98%), cough (76%), and myalgia or fatigue (45%). Among those patients, 66% had direct exposure to the Wuhan Huanan Wholesale Seafood Market, the epicenter of the COVID-19 outbreak. Symptoms including sputum production, headache, hemoptysis, and diarrhea were less frequently observed in 28, 8, 5, and 3% of patients, respectively (Huang C. et al., 2020). In addition, 96% of 138 patients (Wang D. et al., 2020) and 18% of 44 patients (Huang C. et al., 2020) demonstrated fatigue (Figure 2).
Figure 2
Several comorbidities like cardiovascular and cerebrovascular diseases including coagulation activation, cellular immune deficiency, myocardia, hepatic, and kidney injury with secondary bacterial infections have been observed in patients in China. To recapitulate, COVID-19 is more likely to affect older men with comorbidities who develop acute respiratory distress syndrome, resulting in worse situation and death of the patients in a short period of time (Chen N. et al.,
Vaccines in Clinical Trial
A significant development of vaccine technology has taken place in the last decade because of the invention of different candidate RNA and DNA vaccines, vectored vaccines, recombinant protein vaccines, and cell-culture-based vaccines (Amanat and Krammer,
Currently 7, 28, 5, 25, and 20 teams are working on the development of inactivated, protein subunit, virus-like particle, vector-based and DNA-RNA based vaccines, respectively, against COVID-19, although clinical trials are inadequate in response to present pandemic situation (Callaway,
Chen W. H. et al. (
Most vaccine-developing organizations are trying to develop CoV-2 S protein antibody in the human body by delivering S antigen through vaccine injection. mRNA-1273 is the first vaccine against COVID-19 that uses SARS-CoV-2 S protein-coded mRNA in a special type of lipid nanoparticles for injection (Hodgson, 2020). Moderna Therapeutics (Cambridge, USA) with other two organizations are jointly working for its development and clinical trial (NCT04283461 and NCT04405076) (Table 1). That vaccine has been injected first outside China to Ms. Jennifer Haller, a tech company operations manager in Seattle, USA (Cohen,
Table 1
| Candidate vaccine (NCT ID) | Composition | Mode of action | Dose | Clinical trial (volunteers) | Country and company/institute/organization |
|---|---|---|---|---|---|
| mRNA-1273 (NCT04283461, NCT04405076) | SARS-CoV-2 S protein encoded mRNA in lipid nanoparticle | Immune response against Cov-2 S protein | 50 μg | Phase I (105) Phase II (600) | Moderna, NIAID, Biomedical Advanced Research and Development Authority |
| SCB-2019 (NCT04405908) | CoV-2 S proteins trimer produced by mammalian cell culture | Antibodies against CoV-2 to prevent binding and infection | 3 and 30 μg at days 1 and 22, respectively | Phase I (150) | Clover Biopharmaceuticals |
| NVX-CoV2373 (NCT04368988, EudraCT2020-004123-16) | Insect cells infections to express CoV-2 S protein. | Antigen presentation in the local lymph nodes | 25 μg at days 1 and 22 | Phase I (131) | Novavax |
| CoronaVac (NCT04352608, NCT04383574) | Inactivated SARS-CoV-2 | Diverse immune response against numerous viral antigens | 300 SU/ml antigen at days 1 and 29 | Phase I (216) Phase II (950) | Sinovac Biotech Co. |
| Ad5-nCoV (NCT04313127, NCT04341389, NCT04398147, ChiCTR2000031781, ChiCTR2000030906) | Replication inactive adenovirus | Antibodies production against CoV-2 S protein. | 1 ml injection in the deltoid muscle at day 1 (1 × 1011 vp) | Phase I (108) Phase I/II (696) Phase II (508) | CanSino Biologics, Institute of Biotechnology, Academy of Military Medical Sciences, China |
| ChAdOx1 nCoV-19 (NCT04324606, NCT04400838, EudraCT 2020-001072-15, EudraCT 2020-001228-32) | Attenuated adenovirus | Endogenous antibodies protection against SARS-CoV-2 | A single dose of 5 × 1010 vp | Phase I/II (1,090) Phase II/III (10,260) | Consortium of the Jenner Institute, Oxford Biomedical Research Center, University of Oxford |
| Bacille Calmette-Guérin (NCT04387409 and another 13) | Live attenuated Mycobacterium bovis | Immune responses against M. tuberculosis infection | 2–8 × 105 CFU injection in 0.1 ml suspension | Phase III (18,798) Phase IV (2,800) | University Medical Center Utrecht, Radboud University and other organizations |
| Measles, mumps, and rubella (MMR) (NCT04357028) | Live-attenuated measles, mumps, and rubella virus | Cross reaction with SARS-CoV-2 | 0.5 ml | Phase III (200) | Cairo University Hospital Cairo, Egypt |
| INO-4800 (NCT04336410) | DNA plasmid that encodes S protein antigens of CoV-2 | T cells, B cells, and encoded proteins production | 1.0 mg ID injection at day 0 and week 4 | Phase I (40) | Inovio Pharmaceuticals |
| AV-COVID-19 (NCT04386252) | DC and GM-CSF from blood monocytes | Non-mentioned | 1 × antigen with/without 500 μg GM-CSF | Phase I/II (180) | Aivita Biomedical, Inc. |
| Covid-19/aAPC (NCT04299724) | Lentivirus modified DC, immune modulatory genes, and CoV-2 minigenes | Priming T lymphocytes against CoV-2 | Three subcutaneous injections 5 × 106 cells | Phase I (100) | Shenzhen Geno-immune Medical Institute Shenzhen, Guangdong, China |
| LV-SMENP-DC (NCT04276896) | DC modification with lentivirus vectors to express SMENP | Priming T lymphocytes against CoV-2 | 5 × 10 6 cells (subcutaneous) and antigen specific 1 × 108 CTLs (IV infusion) | Phase II (100) | Shenzhen Geno-immune Medical Institute Shenzhen, Guangdong, China |
Current vaccines in clinical trials against COVID-19 [source: Biorender (Biorender,
S, Spike; SU, subunit; vp, vaccine particle; ID, intradermal; DC, dendritic cell; GM-CSF, granulocyte-macrophage colony-stimulating factor; SMENP, Shenzhen Minigene Engineered-NP; IV, intravenous; CTLs, cytotoxic T lymphocyte.
SARS-CoV-2 propagation through cell culture and then inactivated by propiolactone has turned into a vaccine, CoronaVac, developed by Sinovac Biotech Co. (Beijing, China). This vaccine may produce diverse immune responses against CoV-2 and is not harmful in human trials (NCT04352608, NCT04383574) because of the use of inactivated virus. It is in phase II trial with a recommended dose 300 SU/ml day at day 1 and after 4 weeks. The final result of this trial could be in hand by July 2020 (Table 1). Similarly, inactivated adenovirus vaccine Ad5-nCoV (CanSino Biologics, China) is now in phase II by assuming the possibilities of antibodies development to prevent CoV-2 entrance through spikes in human cells. Its phase I clinical trial (NCT04313127, ChiCTR2000031781, ChiCTR2000030906) involved 108 volunteers (aged 18–60 years) in Wuhan, China and is expected to be completed in December 2022 (Thanh Le et al., 2020). Another attenuated adenovirus vaccine, ChAdOx1 nCoV-19, is under phase II/III developed by University of Oxford, UK. Its composition and mechanisms of action are identical to other S-protein-based vaccines like mRNA-1273 and SCB-2019. ChAdOx1 nCoV-19 recommended one singular dose at 5 × 1010 vaccine particle (vp), but SCB-2019 described different doses at different times (Table 1). Moreover, the Lancet journal published preliminary findings of ChAdOx1 nCoV-19 (NCT04324606, EudraCT 2020-001072-15, EudraCT 2020-001228-32) on safety, reactogenicity, and cellular and humoral immune responses on July 20, 2020. The results revealed a satisfactory safety profile, and homologous boosting increased antibody responses. ChAdOx1 nCoV-19 resulted in the induction of both humoral and cellular immune responses against SARS-CoV-2, with increased responses after a second dose supports largescale evaluation of this candidate vaccine in an ongoing phase III program. Besides, further clinical studies with older adults were recommended by the authors (Folegatti et al.,
Bacille Calmette-Guérin (BCG) and measles, mumps, and rubella (MMR) are vaccines of live attenuated Mycobacterium bovis and MMR-specific viruses. Previously, it was ensured that BCG and MMR not only prevent their respective infections but also reduced severity and morbidity through cross-reaction of other respiratory diseases/infections. Already, 14 human trials of BCG by different research organizations are completed and continuing in phase IV. MMR is in phase III with clinical trial (NCT04357028) of 200 people at a dose of 0.5 ml subcutaneous injection. Both vaccines are not against CoV-2 but may reduce the respiratory sickness induced among COVID-19 patients.
The Bill and Melinda Gates Foundation sponsored a DNA vaccine, INO-4800, developed by Inovio Pharmaceuticals (Plymouth Meeting, USA). Cellectra Technology (electric impulse) is used to deliver this S protein encoded plasmid antigen intracellularly by creating a small pore for easier uptake. Treated subjects may create antibodies against CoV-2 based on codes in DNA plasmid, and it is now in phase I clinical trial (NCT04386252) at a dose of 1.0 mg intradermal (ID) injection at 0 and 4 weeks. To produce AV-COVID-19 vaccine, initially, blood monocytes are differentiated into dendritic cells (DC) by IL-4 and granulocyte-macrophage colony-stimulating factor (GM-CSF) after incubation with CoV-2 antigen. Aivita Biomedical (California, USA) developed AV-COVID-19, which is undergoing phase I/II clinical trial (NCT04386252) with 180 volunteers and is estimated for completion in April 20211.
Shenzhen Geno-immune Medical Institute, China developed Covid-19/artificial antigen-presenting cells (aAPCs) and LV-SMENP-DC vaccines by the lentivirus-modified DC, immune modulatory genes, and CoV-2 viral minigenes (SMENP). The mode of actions of both vaccines are priming of T lymphocytes against CoV-2. In the case of Covid-19/aAPC, the subject will get three subcutaneous injections (5 × 106 cell), and this treatment is now in phase I trial with 100 volunteers (NCT04299724). Initially, human trial (NCT04276896) of LV-SMENP-DC used a single dose of Covid-19/aAPC injection (Table 1) followed by 1 × 108 cytotoxic T lymphocytes (CTLs) intravenous infusion. Patients are followed up weekly for 1 month, monthly for 3 months, and then every 3 months after infusion, until the end of trial.
Drugs in Clinical Trial
Remdesivir, a nucleotide analog prodrug that is intracellularly metabolized to adenosine triphosphate, could inhibit SARS-CoV-2 and MERS-CoV and non-clinically demonstrated therapeutic efficacy against viruses (Grein et al., 2020). Two clinical trials have referred to the use of remdesivir in COVID-19 patients (Rosa and Santos, 2020). The clinical efficacy and safety of remdesivir or placebo among COVID-19-positive adult patients were assessed in 60 trial sites and 13 subsites worldwide including the UK and US. A double-blind, randomized placebo-controlled intravenous administration of remdesivir at a dose of 200 mg on day 1 followed by 100 mg of placebo for additional 9 days was assigned at a 1:1 ratio to receive either remdesivir or placebo. During the trial, all patients received standard supportive care from hospitals from day 1–29. In a 10-days course, remdesivir was suggested to be superior to placebo in terms of recovery. Besides this, no associated deaths were reported in the trials except some serious adverse events in 21.1 and 27% patients in remdesivir and placebo group, respectively. However, early unblinding of the results were recommended by the data and safety monitoring board (Beigel et al.,
An experimental combination of treatments has been used in response to an outbreak in the US White House in response to President Trump's COVID-19 infection (Cohen,
Hydroxychloroquine (HCQ) and chloroquine (CQ) are antimalarial drugs having antiviral action against HIV by inhibiting entry into host cells (Rosa and Santos, 2020). In addition, they can alter post-translation of newly synthesized protein by inhibiting glycosylation (Rolain et al., 2007). Gautret and colleagues evaluated the effect of HCQ on respiratory viral loads in over 12 years old COVID-19 patients in the hospital of Marseille, South France. All patients were given 200 mg of HCQ orally thrice daily during the 10-days trial and six of them received azithromycin (AZ; control group) for preventing bacterial infection. The combined treatment of HCQ + AZ, HCQ, and control resulted in 100, 57.1, and 12.1% cure, respectively. Therefore, HCQ is promising to reduce viral load in COVID-19 patients that is further strengthened by addition of AZ (Gautret et al.,
CQ was found to be a potential antiviral agent in 2006 (Savarino et al., 2006) and active against CoV-2 infection at lower micromolar concentrations (Wang M. et al., 2020). Patients affected by COVID-19 were discharged from the hospital more quickly after receiving 500 mg of CQ twice daily with 400 mg/100 mg/capsule of lopinavir/ritonavir. In addition, the clearance of lung and CoV-2 negative result even after 2 days of treatment was notable. On the other hand, some responses were reported, including vomiting (most common), abdominal pain, diarrhea, nausea, rash, cough, and shortness of breath. In general, CQ was well-tolerated by the patients (Dong L. et al.,
Favipiravir is another nucleoside analog that has been used previously against SARS- and MERS-CoVs, although the efficacy is debatable (Cai et al.,
Interferon (IFN) reportedly inhibits SARS CoVs, although it is used to treat hepatitis (Stockman et al., 2006). The specific method for administration of IFN-α is vapor inhalation at a dose of 5 million international units (MIU) with 2 ml of sterile water for injection with a frequency twice daily (Dong L. et al.,
Table 2
| Drug | Dosage | Mode of administration | Trial phase | Result/outcome | References |
|---|---|---|---|---|---|
| Remdesivir or placebo | 200 mg on day 1 followed by 100 mg daily for 9 more days | Intravenous | 3 | Shortened recovery time No associated mortality | Beigel et al., |
| Remdesivir | 200 mg on day 1 followed by 100 mg daily for 9 more days | Intravenous | 3 | Improved breathing and clinical conditions | Grein et al., 2020 |
| Remdesivir | 100 mg at every 24 h for 9 days | Intravenous | 3 | Improved breathing Became stable at room air | Hillaker et al., 2020 |
| Hydroxychloroquine (HCQ) sulfate + Azithromycin (AZ) | 200 mg HCQ thrice daily, with AZ (500 mg daily on day 1, 250 mg on days 2–5), 10 days | Oral | 3 | Reduce viral carriage Effect reinforced by addition of AZ | Gautret et al., |
| HCQ + AZ | 200 mg HCQ for 10 days with 5 days of AZ (500 mg daily on day 1, 250 mg on day 2–5), 10 days | Oral | 3 | Low proportion of adverse events of patients with mild symptoms | Million et al., 2020 |
| Chloroquine (CQ) phosphate + Lopinavir/ritonavir | 500 mg of CQ, 400 mg/100 mg/capsule of lopinavir/ritonavir, twice daily for 10 days | Oral | 4 | Quick discharge from hospital Few adverse events | Dong L. et al., |
| CQ + Lopinavir/ritonavir | 500 mg CQ with 400/100 mg of lopinavir/ ritonavir, twice daily, 10 days | Oral | 4 | Achieved lung clearance Became SARS-CoV-2 negative after 2 days | Huang M. et al., 2020 |
| Favipiravir | 1,600 mg twice in day 1 followed by 600 mg twice daily for days 2–10 | Oral | 2 | Relieved pyrexia and cough Raised uric acid in serum | Chen C. et al., |
| Favipiravir | 1,600 mg twice in day 1 followed by 600 mg twice daily for days 2–14 | Oral | 2 | Shortened viral clearance duration | Cai et al., |
| IFN-α | 5 million units (U) + 2 ml sterile water for injection, twice daily, 10 days | Vapor inhalation | N/A | Not mentioned | Dong L. et al., |
| Ribavirin + IFN-β1b or Lopinavir/ritonavir | 400 mg ribavirin at every 12 h, 8 million IU of IFN-β1b on alternate days, or 400 mg lopinavir and 100 mg ritonavir at every 12 h, 14 days | Subcutaneous injection, via nasogastric tube | 2 | Better virological and clinical condition No serious adverse events | Hung et al., 2020 |
| Arbidol | 200 mg, thrice daily, 10 days | Oral | 4 | Not mentioned | Dong L. et al., |
| Arbidol (Umifenovir) | 200 mg, thrice daily, 10 days | Oral | 4 | Relieved pyrexia and cough | Chen C. et al., |
| Tocilizumab | 400 mg diluted with 100 ml 0.9% normal saline, twice daily, 10 days | Intravenous | 3 | Body temperature returned to normal Relieved clinical symptoms | Xu X. et al., 2020 |
| Nafamostat | 200 mg; 24 h continuously with acetaminophen | – | - | CRP level decreased SARS-CoV-2 negative | Jang and Rhee, 2020 |
Current drugs in clinical trials against COVID-19.
Arbidol, also known as umifenovir, is another influenza virus inhibitor patented for SARS treatment with no adverse effects (Wang M. et al., 2020) and is undergoing four clinical trials with basic treatment, oseltamivir, rotinavir–liponavir, and carrimycin (Rosa and Santos, 2020). Among them, oseltamivir is an approved drug for inhibiting influenza A and B by blocking viral entry and reducing their spreading in respiratory tract (Uyeki, 2018). Besides these, a clinical trial with 124 patients in Wuhan, China reported a 34.1% discharge of the patients, while 61.6% remain hospitalized. Major complications during hospital stay was ARDS, arrhythmia, and shock (Wang M. et al., 2020). Additionally, favipiravir revealed significant improvement of patients over arbidol in another trial (Chen C. et al.,
According to US NLM, most of the aforementioned drugs, viz. remdesivir, HCQ, AZ, and tocilizumab, are in phase III of clinical trials. Unfortunately, two of the remdesivir trials were postponed or terminated due to no eligible patients for the clinical study. On 2 June 2020, CQ and arbidol are recruiting in phase IV of the trial, although some (ribavirin, favipiravir) are still in phase II recruitment (Table 2).
The majority of the deaths associated with SARS-CoV-2 is convoluted with coagulopathy and disseminated intravascular coagulation (DIC) according to recently published reports. Besides, patients with severe COVID-19 are attacked by sepsis 3 (Singer et al., 2016) and venous thromboembolism (VTE) due to severe virus infection, respiratory dysfunction, and long-term bed rest including hormone treatment, respectively. Despite the continuing need to validate the efficacy, anticoagulants (e.g., heparin) have been recommended by experts (Cai et al.,
According to a recently published article, an anticoagulant, namely, nafamostat, having potential anti-inflammatory and antiviral activities against COVID-19, has been tested on three elderly patients with acetaminophen. A dose of 200 mg of nafamostat was administered continuously for 24 h. Consequently, the C-reactive protein (CRP) level of the patients was found to be decreased from 2.61 to 1.32 mg/dl in patient 1, and similar results were also shown by the other two patients. On top, all the patients initially required oxygen; after administering nafamostat, however, they maintained 98% oxygen saturation without supplementation (Jang and Rhee, 2020).
In silico Medicines
In silico approaches have gained more acceptance for their diverse applicability in molecular biology (Ekins et al.,
Table 3
| Targets for SARS-CoV-2 | Suggested drug | In silico method | FDA approval | Clinical trial | References |
|---|---|---|---|---|---|
| Main Protease | 3-Phenyllactic Acid, Chrysin, Caffeic Acid, Galangin, Lumichrome | MD | No | No | Hashem, 2020 |
| Caffeic Acid Phenylethyl Ester (Cape) | MD | No | Yes | Hashem, 2020 | |
| Abt450, Asunaprevir, Azidothimidine, Cgp42112A, Faldaprevir, Galidesivir, Marboran/Methisazone, Mericitabine, Nsc306711 (Ferristatin Ii), Ravidasvir, Simeprevir, Uprifosbuvir, Vedroprevir | MD | No | No | Shah et al., 2020 | |
| Baricitinib, Daclatasvir, Sofosbuvir | MD | Yes | Yes | Shah et al., 2020 | |
| Danoprevir | MD | No | Yes | Shah et al., 2020 | |
| Amprenavir, Delavirdine, Didanosine, Efavirenz, Elbasvir, Elvitegravir, Entecavir, Famciclovir, Grazoprevir | MD | Yes | No | Shah et al., 2020 | |
| Aloe-Emodin, Withanolide D | MD | No | No | Chandel et al., | |
| Enoxacin, Withaferin | MD | Yes | No | Chandel et al., | |
| Rhein | MD | Yes | Yes | Chandel et al., | |
| Artemisinin, Quinine | MD, PASS | Yes | Yes | Srivastava et al., 2020 | |
| Mepacrine | MD, PASS | Yes | No | Srivastava et al., 2020 | |
| Phomarin, Proguanil | MD PASS | No | No | Srivastava et al., 2020 | |
| Betulinic Acid, Coumaroyltyramine, Cryptotanshinone, Desmethoxyreserpine, Dihomo-C-Linolenic Acid, Kaempferol, Moupinamide, N-Cis-Feruloyltyramine, Sugiol, Tanshinone Iia | MD | No | No | Zhang D. et al., 2020 | |
| Lignan, Quercetin | MD | No | Yes | Zhang D. et al., 2020 | |
| Birinapant, Leupeptin Hemisulphate, Lypression, Pepstatin A | MDS | No | No | Mittal et al., 2020 | |
| Octreotide | MDS | Yes | Yes | Mittal et al., 2020 | |
| Dpnh (Nadh), Flavin Adenine Dinucleotide (Fad) Adeflavin | MD, HM | No | No | Hall and Ji, 2020 | |
| Bortezomib, Cangrelor, Carfilzomib | MD, HM | Yes | No | Hall and Ji, 2020 | |
| Camphor, Melatonin | NBI | No | Yes | Zhou et al., 2020 | |
| Carvedilol, Dactinomycin, Irbesartan, Mercaptopurine, Paroxetine, Oxymetholone, Toremifene | NBI | Yes | No | Zhou et al., 2020 | |
| Colchicine, Eplerenone, Sirolimus | NBI | Yes | Yes | Zhou et al., 2020 | |
| Emodin, Equilin, Mesalazine, Quinacrine | NBI | No | No | Zhou et al., 2020 | |
| Chloroquine | MD, PASS | Yes | Yes | Arya et al., | |
| Cobicistat | MDS | Yes | Yes | Pant et al., 2020 | |
| Cyanidin, Daidzein, Genistein, Phycocyanobilin, | MD | No | No | Pendyala and Patras, 2020 | |
| Riboflavin | MD | Yes | No | Pendyala and Patras, 2020 | |
| Darunavir | MDS | Yes | Yes | Mohamed et al., 2020; Ortega et al., 2020; Pant et al., 2020 | |
| Elbasvir | MD | Yes | No | Cavasotto and Filippo, | |
| Fluvastatin | MD | Yes | No | Biembengut and de Arruda Campos Brasil de Souza, | |
| Hydroxychloroquine | MD, PASS | Yes | Yes | Barros et al., | |
| Indinavir | MD | Yes | Yes | Biembengut and de Arruda Campos Brasil de Souza, | |
| Lopinavir | MD | Yes | Yes | Barros et al., | |
| Lovastatin | MD | Yes | Yes | Enayatkhani et al., | |
| Lumichrome | MD | No | No | Hashem, 2020 | |
| Amprenavir | MD | Yes | No | Ortega et al., 2020 | |
| Zinc000000702323, Zinc000012481889, Zinc000015988935, Zinc000103558522, Talampicillin | MDS | No | No | Elmezayen et al., | |
| Lurasidone, Rubitecan | MDS | Yes | No | Elmezayen et al., | |
| Tmprss2 | MDS | Yes | Yes | Elmezayen et al., | |
| Nelfinavir | MD | Yes | No | Biembengut and de Arruda Campos Brasil de Souza, | |
| Oseltamivir | MD | Yes | Yes | Mamidala et al., 2020; Shah et al., 2020 | |
| Pitavastatin | MD | Yes | No | Reiner et al., 2020 | |
| Raltegravir | MD | Yes | No | Kumar and Singh, 2020; Sencanski et al., 2020; Shah et al., 2020 | |
| Remdesivir | MD | Yes | Yes | Hall and Ji, 2020; Mothay and Ramesh, 2020; Shah et al., 2020 | |
| Rifampicin | MD | No | Yes | Pathak et al., 2020 | |
| Ritonavir | MDS | Yes | Yes | Barros et al., | |
| Rosuvastatin | MD | Yes | Yes | Biembengut and de Arruda Campos Brasil de Souza, | |
| Saquinavir | MD | Yes | No | Barros et al., | |
| Telaprevir | MD | Yes | No | Mohamed et al., 2020; Shah et al., 2020 | |
| Tenofovir | MD | Yes | Yes | Kumar and Singh, 2020; Shah et al., 2020 | |
| Zanamivir | MD | Yes | No | Hall and Ji, 2020; Shah et al., 2020 | |
| Spike Glycoprotein | Alafenamide, Aprotinin, Artesunate, Bedaquiline, Cefpiramide, Desmopressin, Erythromycin, Fostamatinib, Hydroxychloroquine | MD | Yes | No | Bank et al., |
| Amyrin, Loniflavone, Phillyrin, Proanthocyanidin, Procyanidin, Punicalagin, Sericoside, Strictinin, Tirucallina | MD, SML | No | No | Kadioglu et al., 2020 | |
| Everolimus | MD, SML | Yes | Yes | Kadioglu et al., 2020 | |
| Nystatin, Paritaprevir, Simeprevir | MD, SML | Yes | No | Kadioglu et al., 2020 | |
| Rutin | MD, SML | No | Yes | Kadioglu et al., 2020 | |
| Apigenin, Curcumin, Fisetin, Genistein, Isorhamnetin, Kamferol, Luteolin, Pterostilbene, Quercetin, Resveratrol | MD | No | No | Rane et al., 2020 | |
| Cangrelor | MD, HM | Yes | No | Hall and Ji, 2020 | |
| Coenzyme A, Dpnh (Nadh), Flavin Adenine Dinucleotide (Fad) Adeflavin, Iomeprol | MD, HM | No | No | Hall and Ji, 2020 | |
| Dihydrotanshinonei | ADME, MD | No | No | Zhang D. et al., 2020 | |
| Grazoprevir | MD, SML | Yes | No | Ibrahim et al., 2020; Kadioglu et al., 2020; Mohamed et al., 2020; Shah et al., 2020 | |
| Ivermectin | MD, SML | Yes | Yes | Ibrahim et al., 2020; Kadioglu et al., 2020 | |
| Teniposide | MD, SML | Yes | No | Chen Y. W. et al., | |
| Velpatasvir, Ledipasvir | MD, SML | Yes | Yes | Chen Y. W. et al., | |
| Rifabutin | MD, SML | Yes | Yes | Bank et al., | |
| Saikosaponins U, Saikosaponins V | MD | No | No | Sinha et al., 2020 | |
| Nucleocapsid protein | Conivaptan, Ergotamine, Rifabutin | MD, SML | Yes | Yes | Kadioglu et al., 2020 |
| Dihydroergotamine, Eribulin, Natamycin, Nystatin, Rifapentine, Valrubicin | MD, SML | Yes | No | Kadioglu et al., 2020 | |
| Euphol, Forsythiaside, Ilexsaponinb2, Ilexsaponinb3, Procyanidin, Punicalagin, Sericoside, Strictinin, Tirucallina, | MD, SML | No | No | Kadioglu et al., 2020 | |
| Cvl218 | MD, HM | No | No | Ge et al., | |
| Nelfinavir (Viracept) | MD | Yes | No | Musarrat et al., 2020 | |
| Olaparib | MD, HM | No | No | Ge et al., | |
| Venetoclax | MD, SML | Yes | No | Chen Y. W. et al., | |
| Zinc0000146942, Zinc00003118440 | MDS | No | No | Sarma et al., 2020 | |
| RNA-dependent RNA Polymerase | Cefuroxime | MD, DS | Yes | No | Elfiky, |
| Galidesivir, Idx-184, Setrobuvir, Yak | MD, DS | No | No | Elfiky, | |
| Hydroxychloroquine, Sofosbuvir, Tenofovir | MD, DS | Yes | Yes | Elfiky, | |
| Favipiravir | MD, DS | No | Yes | Elfiky, | |
| Remdesivir | MD, DS | Yes | Yes | Elfiky, | |
| Ribavirin | MD, DS | Yes | Yes | Elfiky, | |
| Silybin (Silybum marianum), Withaferin | MD | No | No | Pandit and Latha, 2020 | |
| Envelope Protein | Belachinal, Macaflavanone E, Vibsanol B | MD | No | No | Gupta et al., 2020 |
| 2′-o-ribose-methyltransferase | 3,4,-Dicaffeoylquinic Acid, 3,5-Dicaffeoylquinic Acid, 4,5, Dicaffeylquinic Acid, Procyanidin, Punicalagin, Strictinin, Tirucallina, Tingeninb, Loniflavone | MD, SML | No | No | Kadioglu et al., 2020 |
| Dihydroergotamine, Paritaprevir, Venetoclax, Tenoposide | MD, SML | Yes | No | Kadioglu et al., 2020 | |
| Ergotamine, Ivermectin, Nilotinib, Posaconazole, Telithromycin | MD, SML | Yes | Yes | Kadioglu et al., 2020 | |
| Rutin | MD, SML | No | Yes | Kadioglu et al., 2020 | |
| Lumacaftor | MD, SML | Yes | No | Chen Y. W. et al., | |
| IL6, IL2, IL10, CASP3, IFNA1 | Hydroxychloroquine, Ribavirin | PPIN | No | No | Kim and Kim, 2020 |
| Angiotensin-Converting Enzyme 2 | Isothymol | ADME;Drug-likeness | No | No | Abdelli et al., |
Suggested in silico medicines against COVID-19.
MD, molecular docking; MDS, molecular dynamics simulations; HM, homology modeling; NBI, network-based identification; SML, supervised machine learning; DS: dynamics simulations; PPIN, protein–protein interaction network; PASS, prediction of activity spectra for substance; ADME, absorption, distribution, metabolism, and excretion.
Different computational approaches or machine learning methods are being used in in silico drug screening. Among the widely used approaches, molecular docking and molecular dynamic simulation play the most crucial role in drug discovery and development process, which also figure importantly in the suggestion of drugs with potential against COVID-19 (Table 3). Molecular docking is a method that predicts the ideal location of one molecule to a second when bound to each other to form a stable complex. It is often used to predict the binding alignment of small molecule drug candidates to their protein targets in order to predict the affinity and activity of the small molecule (Guedes et al., 2014; Chaudhary and Mishra,
SARS-CoV-2 is an enveloped positive-sense single-stranded RNA virus (ssRNA) consisting of 29,903 nucleotides and two untranslated sequences of 254 and 229 nucleotides at the 5′ and 3′ ends, respectively (Wu F. et al., 2020). These genes encode proteins responsible for the synthesis of surface spike glycoprotein, nucleocapsid phosphoprotein, envelope membrane glycoprotein, replicase complex, and five other proteins (Kadioglu et al., 2020). These proteins have been studied and suggested as potential drug targets which were also reported for many other corona viruses (Sanders et al., 2020). The mostly studied drug targets against COVID-19 include structural proteins of SARS-CoV-2 (spike glycoprotein, envelope protein, neucleocapsid protein), non-structural proteins of SARS-CoV-2 (Mpro, papain-like protease, RNA-dependent RNA polymerase, helicase), host cell target protein, and different cytokine release from host cellular environment (angiotensin-converting enzyme 2, transmembrane serine protease 2), and these are employed to both in silico and wet lab experiment for screening out effective inhibitors (Crosby et al.,
The review study recommended that Mpro is a widely targeted drug site for COVID-19 (Figure 1), and approximately 150 drug molecules have been suggested against Mpro of SARS-CoV-2 through different in silico drug repurposing techniques (Table 3). Lopinavir is the mostly suggested drug molecule for Mpro as recommended in recently published literature (Barros et al.,
Spike glycoprotein is the second most reported drug target for the treatment of COVID-19 (Figure 1). About 47 drug molecules have been claimed against spike glycoprotein. It is concluded that grazoprevir could be the most potent inhibitor of spike glycoprotein, as several studies are focusing on the efficiency of blocking spike by glycoprotein (Ibrahim et al., 2020; Kadioglu et al., 2020; Mohamed et al., 2020; Shah et al., 2020). Other therapeutics such as ivermectin (Ibrahim et al., 2020; Kadioglu et al., 2020), ledipasvir, teniposide, velpatasvir (Chen Y. W. et al.,
Nucleocapsid protein has also been extensively studied for screening out the effective therapeutic options for the ongoing pandemic. About 24 unlike drug molecules have been reported targeting nucleocapsid protein. Venetoclax is the most frequently reported drug substrate for this protein suggested by computational high throughput screening. Approximately 11 suggested drug molecules were FDA approved, and 9 clinical trials are ongoing for nucleocapsid inhibitors (Home, 2013; Chen Y. W. et al.,
In addition, an N-terminal peptidase domain (PD) of ACE2 was found to react with the ectodomain of SARS-CoV-2 spike protein in the heart, lungs, kidneys, and intestine, and thus, ACE2 have also been found to be studied to target effective drug candidates (Figure 1) (Wrapp et al., 2020). Isothymol has been suggested against human ACE2 for the treatment of COVID-19, although wet lab investigation is yet to be started (Abdelli et al.,
Recently, Jahan and Onay 2020 (Jahan and Onay, 2020) reviewed the antiviral potentials of various medicinal plants for inhibiting human coronaviruses. It also shows the importance of antiviral plants substances, particularly in the development of a broad spectrum medication for coronaviruses including SARS-CoV-2 responsible for COVID-19. Additionally, some other reports have been published on various immunoinformatics approaches. For example, a study aimed to formulate a multiepitope vaccine against SARS-CoV-2 by using the SARS-CoV-2 spike glycoprotein to determine the immunodominant T- and B-cell epitopes. They proposed a vaccine construct using four potential epitopes from each of the three epitope classes such as cytotoxic T lymphocytes, helper T lymphocyte, and linear B-lymphocyte epitopes (Samad et al., 2020). In addition, structural proteins (surface glycoprotein, envelope protein, and membrane glycoprotein) of SARS-CoV-2 were selected from GenBank, and several immunoinformatics coupled with computational approaches were employed to forecast B- and T-cell epitopes from the SARS-CoV-2 highly antigenic structural proteins to design an effective MESV (Tahir ul Qamar et al., 2020b). Another study to design a multiepitope vaccine, retrieving 27 reference sequences of SARS-CoV-2 proteins from the National Center for Biotechnology Information (NCBI) Protein Database (https://www.ncbi.nlm.nih.gov/protein), selecting proteins with ≥100aa and an antigenic score of ≥0.5 for further structural modeling (Dong R. et al.,
Concluding Remarks and Future Perspective
A successful vaccine would be the ultimate prophylaxis to defeat COVID-19, but no such vaccine is yet available for humans, and past experience suggests that the development of a new vaccine could take 4–28 years. For example, The New York Times estimated that a COVID-19 vaccine could be available in 2036, after completion of academic research, a series of preclinical and clinical trials, building factories, manufacturing, approval, and distribution (Thomson, 2020). Besides these, experimental vaccines cannot be injected on people without rigorous safety checks, which is extremely time consuming, as it involves numerous trial phases with many volunteers of different age groups, races, and health conditions, but such trials are critically important precursors to the approval of a new vaccine. Apart from all the frustration and despair, some of the vaccines that are recruiting volunteers and researchers conducting numerous trials have the potential to change the pandemic situation soon. Moreover, therapeutic drugs that have been approved against different viral infections previously might help in tackling COVID-19 if found to be effective in clinical trials. Besides the limitations, repositioning of those drugs and vaccines could ease the formulation, production, and distribution through established pharmaceutical supply chains to reach out to the market. As we see a rapidly growing amount of publications on COVID-19, it might help in finding an effective vaccine and the best practice for the management and treatment of COVID-19 symptomatic cases. Using bioinformatics tools for the prediction of epitopes to a higher level of accuracy in a shorter amount of time compared to traditional method will help us find a cure faster. This will help the scientific community for programming or investigating the set of rules for the detailed choice of amino acid residue sequences and their immunogenic potentiality toward designing vaccine candidates. This also opens up a possibility of building combinations with previous research by using pre-existing candidate therapies to speed the process of testing and discovery of effective pharmaceutical ways. Further research and scrutinizing may be warranted in the future to determine the benefits and optimal use of some of available treatment option through repurposing method. Besides vaccine and drug, complementary and substitute treatments using plant-based phytochemicals could be incredibly promising in the future for reducing the severity of infection. With all limitless possibilities in the near future, researches are still undergoing with several promising approaches with the final hope, the cure from COVID-19, and therefore controlling the pandemic worldwide. Nevertheless, most of the clinical trials registered in different websites are expected to complete within 2020 or early 2021, and consequently, it is hoped that effective prevention and treatment measures will see the light soon.
Statements
Author contributions
TS, MTH, MH, and MAH developed the initial concept. TS, MTH, SS, and CB wrote the abstract. TS, MTH, MAH, and WJ wrote the introduction. MTH, TS, and H-JK wrote the pathogenesis and symptoms of COVID-19. MTH, TS, WJ, and H-JK created Table 1 and led the section on vaccine. TS prepared the figures. TS, MAH, and AC created Table 2 and led the discussion on drugs of COVID-19. MH, EB, and MTH created Table 3 and wrote the in silico section. MH, TS, and MTH wrote the conclusion. SS, CB, and E-WL reviewed and corrected the whole manuscript. MAH, TS, and MTH formatted the manuscript for submission. All authors reviewed the final manuscript.
Conflict of interest
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Footnotes
1.^clinicaltrials.gov: U. S. National Library of Medicine.
References
1
Abd El-AzizT. M.StockandJ. D. (2020). Recent progress and challenges in drug development against COVID-19 coronavirus (SARS-CoV-2) - an update on the status. Infect. Genet. Evol. 83:104327. 10.1016/j.meegid.2020.104327
2
AbdelliI.HassaniF.Bekkel BrikciS.GhalemS. (2020). In silico study the inhibition of angiotensin converting enzyme 2 receptor of COVID-19 by Ammoides verticillata components harvested from Western Algeria. J. Biomol. Struct. Dyn.1–14. 10.1080/07391102.2020.1763199
3
AmanatF.KrammerF. (2020). SARS-CoV-2 vaccines: status report. Immunity52, 583–589. 10.1016/j.immuni.2020.03.007
4
AryaR.DasA.PrasharV.KumarM. (2020). Potential inhibitors against papain-like protease of novel coronavirus (SARS-CoV-2) from FDA approved drugs. ChemrxivOrg1–8. 10.26434/chemrxiv.11860011
5
AshourH. M.ElkhatibW. F.RahmanM. M.ElshabrawyH. A. (2020). Insights into the recent 2019 novel coronavirus (SARS-CoV-2) in light of past human coronavirus outbreaks. Pathogens9:186. 10.3390/pathogens9030186
6
BankS.BasakN.GirishG. V.DeS. K.MaitiS. (2020). In-silico analysis of potential interaction of drugs and the SARS-CoV-2 spike protein. Res Sq.10.21203/rs.3.rs-30401/v1
7
BarrosR. O.JuniorF. L. C. C.PereiraW. S.OliveiraN. M. N.RamosR. (2020). Interaction of drugs candidates with various SARS-CoV-2 receptors: an in silico study to combat COVID-19. J. Proteome Res.19, 4567–4575. 10.26434/chemrxiv.12100968
8
BeigelJ. H.TomashekK. M.DoddL. E.MehtaA. K.ZingmanB. S.KalilA. C.et al. (2020). Remdesivir for the treatment of covid-19 — preliminary report. N. Engl. J. Med.383, 1813–1826. 10.1056/NEJMoa2007764
9
BiembengutÍ. V.de Arruda Campos Brasil de SouzaT. (2020). Coagulation modifiers targeting SARS-CoV-2 main protease Mpro for COVID-19 treatment: an in silico approach. Mem. Inst. Oswaldo Cruz. 115:e200179. 10.1590/0074-02760200179
10
Biorender (2020). COVID-19 Vaccine and Therapeutic Drugs Tracker. (2020). Available online at: https://biorender.com/covid-vaccine-tracker (accessed November 22, 2020).
11
BoulwareD. R.PullenM. F.BangdiwalaA. S.PastickK. A.LofgrenS. M.OkaforE. C.et al. (2020). A randomized trial of hydroxychloroquine as postexposure prophylaxis for covid-19. N. Engl. J. Med. 383, 517–525. 10.1056/NEJMoa2016638
12
ButinaD.SegallM. D.FrankcombeK. (2002). Predicting ADME properties in silico: methods and models. Drug Discov. Today7, S83–S88. 10.1016/S1359-6446(02)02288-2
13
CaiQ.YangM.LiuD.ChenJ.ShuD.XiaJ.et al. (2020). Experimental treatment with favipiravir for COVID-19: an open-label control study. Engineering6, 1192–1198. 10.1016/j.eng.2020.03.007
14
CallawayE. (2020). The race for coronavirus vaccines: a graphical guide. Nature580, 576–577. 10.1038/d41586-020-01221-y
15
CameronM. J.Bermejo-MartinJ. F.DaneshA.MullerM. P.KelvinD. J. (2008). Human immunopathogenesis of severe acute respiratory syndrome (SARS). Virus Res. 133, 13–19. 10.1016/j.virusres.2007.02.014
16
CavasottoC.FilippoJ. D. (2020). In silico drug repurposing for COVID-19: targeting SARS-CoV-2 proteins through docking and quantum mechanical scoring. Mol. Inf.40:2000115. 10.26434/chemrxiv.12110199
17
Centers for Disease Control Prevention (CDC) (2020). Symptoms of Coronavirus Disease 2019 (COVID-19). Available online at: https://www.cdc.gov/coronavirus/2019-ncov/symptoms-testing/symptoms.html (accessed July 12, 2020).
18
ChanJ. F.-W.KokK.-H.ZhuZ.ChuH.ToK. K.-W.YuanS.et al. (2020). Genomic characterization of the 2019 novel human-pathogenic coronavirus isolated from a patient with atypical pneumonia after visiting Wuhan. Emerg. Microbes Infect. 9, 221–236. 10.1080/22221751.2020.1719902
19
ChandelV.RajS.RathiB.KumarD. (2020). In Silico identification of potent COVID-19 Main protease inhibitors from FDA approved antiviral compounds and active phytochemicals through molecular docking: a drug repurposing approach. Preprint7, 166–175. 10.20944/preprints202003.0349.v1
20
ChangM. W.LindstromW.OlsonA. J.BelewR. K. (2007). Analysis of HIV wild-type and mutant structures via in silico docking against diverse ligand libraries. J. Chem. Inf. Model. 47, 1258–1262. 10.1021/ci700044s
21
ChaudharyK. K.MishraN. (2016). A review on molecular docking: novel tool for drug discovery. JSM Chem4, 1029.
22
ChenC.ZhangY.HuangJ.YinP.ChengZ.WuJ.et al. (2020). Favipiravir versus Arbidol for COVID-19: a randomized clinical trial. MedRxiv.10.1101/2020.03.17.20037432
23
ChenN.ZhouM.DongX.QuJ.GongF.HanY.et al. (2020). Epidemiological and clinical characteristics of 99 cases of 2019 novel coronavirus pneumonia in Wuhan, China: a descriptive study. Lancet395, 507–513. 10.1016/S0140-6736(20)30211-7
24
ChenW. H.StrychU.HotezP. J.BottazziM. E. (2020). The SARS-CoV-2 vaccine pipeline: an overview. Curr. Trop. Med. Rep.7, 61–64. 10.1007/s40475-020-00201-6
25
ChenY. W.YiuC.-P. B.WongK.-Y. (2020). Prediction of the SARS-CoV-2 (2019-nCoV) 3C-like protease (3CLpro) structure: virtual screening reveals velpatasvir, ledipasvir, and other drug repurposing candidates. F1000Res.9:129. 10.12688/f1000research.22457.1
26
ChoyK. T.WongA. Y. L.KaewpreedeeP.SiaS. F.ChenD.HuiK. P. Y.et al. (2020). Remdesivir, lopinavir, emetine, and homoharringtonine inhibit SARS-CoV-2 replication in vitro. Antiviral Res. 178:104786. 10.1016/j.antiviral.2020.104786
27
CohenJ. (2020a). Here's what is known about Trump's COVID-19 treatment. Sciencemag. 10.1126/science.abf0974 Available online at: https://www.sciencemag.org/news/2020/10/heres-what-known-about-president-donald-trump-s-covid-19-treatment (accessed October 10, 2020).
28
CohenJ. (2020b). Vaccine designers take first shots at COVID-19. Science368, 14–16. 10.1126/science.368.6486.14
29
CostaF. F. (2014). Big data in biomedicine. Drug Discov. Today. 19, 433–440. 10.1016/j.drudis.2013.10.012
30
CrosbyJ. C.HeimannM. A.BurlesonS. L.AnzaloneB. C.SwansonJ. F.WallaceD. W.et al. (2020). COVID-19: a review of therapeutics under investigation. J. Am. Coll. Emerg. Phys. Open.1, 231–237. 10.1002/emp2.12081
31
DhamaK.SharunK.TiwariR.DadarM.MalikY. S.SinghK. P.et al. (2020). COVID-19, an emerging coronavirus infection: advances and prospects in designing and developing vaccines, immunotherapeutics, and therapeutics. Hum. Vaccines Immunother. 16, 1232–1238. 10.1080/21645515.2020.1735227
32
DongL.HuS.GaoJ. (2020). Discovering drugs to treat coronavirus disease 2019 (COVID-19). Drug Discov. Ther. 14, 58–60. 10.5582/ddt.2020.01012
33
DongR.ChuZ.YuF.ZhaY. (2020). Contriving multi-epitope subunit of vaccine for COVID-19: immunoinformatics approaches. Front. Immunol. 11:1784. 10.3389/fimmu.2020.01784
34
DongY.LiQ.MartiniA. (2013). Molecular dynamics simulation of atomic friction: a review and guide. J. Vac. Sci. Technol. A Vacuum Surf. Film31:030801. 10.1116/1.4794357
35
EkinsS.MestresJ.TestaB. (2007). In silico pharmacology for drug discovery: Applications to targets and beyond. Br. J. Pharmacol. 152, 21–37. 10.1038/sj.bjp.0707306
36
ElfikyA. A. (2020). SARS-CoV-2 RNA dependent RNA polymerase (RdRp) targeting: an in silico perspective. J. Biomol. Struct. Dyn. 1–9. 10.1080/07391102.2020.1761882
37
ElmezayenA. D.Al-ObaidiA.SahinA. T.YelekçiK. (2020). Drug repurposing for coronavirus (COVID-19): in silico screening of known drugs against coronavirus 3CL hydrolase and protease enzymes. J. Biomol. Struct. Dyn. 1–13. 10.1080/07391102.2020.1758791
38
EnayatkhaniM.HasaniazadM.FaeziS.GuklaniH.DavoodianP.AhmadiN.et al. (2020). Reverse vaccinology approach to design a novel multi-epitope vaccine candidate against COVID-19: an in silico study. J. Biomol. Struct. Dyn. 1–16. 10.1080/07391102.2020.1756411
39
FolegattiP. M.EwerK. J.AleyP. K.AngusB.BeckerS.Belij-rammerstorferS.et al. (2020). Safety and immunogenicity of the ChAdOx1 nCoV-19 vaccine against SARS-CoV-2: a preliminary report of a phase 1/2, single-blind, randomised controlled trial. Lancet396, P467–P478. 10.1016/S0140-6736(20)31604-4
40
GautretP.LagierJ.-C.ParolaP.HoangV. T.MeddebL.MailheM.et al. (2020). Hydroxychloroquine and azithromycin as a treatment of COVID-19: results of an open-label non-randomized clinical trial. Int. J. Antimicrob. Agents56:105949. 10.1016/j.ijantimicag.2020.105949
41
GeY.TianT.HuangS.WanF.LiJ.LiS.et al. (2020). A data-driven drug repositioning framework discovered a potential therapeutic agent targeting COVID-19. bioRxiv. 10.1101/2020.03.11.986836
42
GreinJ.OhmagariN.ShinD.DiazG.AspergesE.CastagnaA.et al. (2020). Compassionate use of remdesivir for patients with severe covid-19. N. Engl. J. Med. 2:100164. 10.1056/NEJMoa2007016
43
GuanW.NiZ.HuY.LiangW.OuC.HeJ.et al. (2020). Clinical Characteristics of Coronavirus Disease 2019 in China. N. Engl. J. Med. 382, 1708–1720. 10.1056/NEJMoa2002032
44
GuedesI. A.de MagalhãesC. S.DardenneL. E. (2014). Receptor-ligand molecular docking. Biophys. Rev. 6, 75–87. 10.1007/s12551-013-0130-2
45
GuoY. R.CaoQ. D.HongZ. S.TanY. Y.ChenS. D.JinH. J.et al. (2020). The origin, transmission and clinical therapies on coronavirus disease 2019 (COVID-19) outbreak- an update on the status. Mil. Med. Res. 7:11. 10.1186/s40779-020-00240-0
46
GuptaM. K.VemulaS.DondeR.GoudaG.BeheraL.VaddeR. (2020). In-silico approaches to detect inhibitors of the human severe acute respiratory syndrome coronavirus envelope protein ion channel. J Biomol Struct Dyn. 1–11. 10.1080/07391102.2020.1751300
47
HallD. C.JiH. F. (2020). A search for medications to treat COVID-19 via in silico molecular docking models of the SARS-CoV-2 spike glycoprotein and 3CL protease. Travel Med. Infect. Dis. 35:101646. 10.1016/j.tmaid.2020.101646
48
HashemH. (2020). In Silico approach of some selected honey constituents as SARS-CoV-2 main protease (COVID-19) inhibitors. Eurasian J. Med. Oncol.4, 196–200. 10.14744/ejmo.2020.36102
49
HillakerE.BelferJ. J.BondiciA.MuradH.DumkowL. E. (2020). Delayed initiation of remdesivir in a COVID-19-positive patient. Pharmacother. J. Hum. Pharmacol. Drug Ther. 40, 592–598. 10.1002/phar.2403
50
HodgsonJ. (2020). The pandemic pipeline. Nat. Biotechnol. 38, 523–532. 10.1038/d41587-020-00005-z
51
HoffmannM.Kleine-WeberH.SchroederS.KrügerN.HerrlerT.ErichsenS.et al. (2020). SARS-CoV-2 cell entry depends on ACE2 and TMPRSS2 and is blocked by a clinically proven protease inhibitor. Cell181, 271–280.e8. 10.1016/j.cell.2020.02.052
52
HolshueM. L.DeBoltC.LindquistS.LofyK. H.WiesmanJ.BruceH.et al. (2020). First Case of 2019 Novel Coronavirus in the United States. N. Engl. J. Med. 382, 929–936. 10.1056/NEJMoa2001191
53
HomeF. D. A. (2013). Orange Book: Approved Drug Products with Therapeutic Equivalence Evaluations. US Food Drug Adm.
54
HuangC.WangY.LiX.RenL.ZhaoJ.HuY.et al. (2020). Clinical features of patients infected with 2019 novel coronavirus in Wuhan, China. Lancet395, 497–506. 10.1016/S0140-6736(20)30183-5
55
HuangM.TangT.PangP.LiM.MaR.LuJ.et al. (2020). Treating COVID-19 with Chloroquine. J. Mol. Cell Biol. 12, 322–325. 10.1093/jmcb/mjaa014
56
HungI. F. N.LungK. C.TsoE. Y. K.LiuR.ChungT. W. H.ChuM. Y.et al. (2020). Triple combination of interferon beta-1b, lopinavir–ritonavir, and ribavirin in the treatment of patients admitted to hospital with COVID-19: an open-label, randomised, phase 2 trial. Lancet395, 1695–1704. 10.1016/S0140-6736(20)31042-4
57
HusmeierD.DybowskiR.RobertsS. (2006). Probabilistic Modeling in Bioinformatics and Medical Informatics. London: Springer. 10.1007/b138794
58
IbrahimI. M.AbdelmalekD. H.ElshahatM. E.ElfikyA. A. (2020). COVID-19 spike-host cell receptor GRP78 binding site prediction. J. Infect. 80, 554–562. 10.1016/j.jinf.2020.02.026
59
JacksonL. A.AndersonE. J.RouphaelN. G.RobertsP. C.MakheneM.ColerR. N.et al. (2020). An mRNA vaccine against SARS-CoV-2 — preliminary report. N. Engl. J. Med.383, 1920–1931. 10.1056/NEJMoa2022483
60
JahanI.OnayA. (2020). Potentials of plant-based substance to inhabit and probable cure for the covid-19. Turkish J. Biol. 44, 228–241. 10.3906/biy-2005-114
61
JangS.RheeJ. Y. (2020). Three cases of treatment with nafamostat in elderly patients with COVID-19 pneumonia who need oxygen therapy. Int. J. Infect. Dis. 96, 500–502. 10.1016/j.ijid.2020.05.072
62
JiangY.XuJ.ZhouC.WuZ.ZhongS.LiuJ.et al. (2005). Characterization of cytokine/chemokine profiles of seven acute respiratory syndrome. Am. J. Respir. Crit. Care Med. 171, 850–857. 10.1164/rccm.200407-857OC
63
JinY.YangH.JiW.WuW.ChenS.ZhangW.et al. (2020). Virology, epidemiology, pathogenesis, and control of COVID-19. Viruses. 12:372. 10.3390/v12040372
64
KadiogluO.SaeedM.Johannes GretenH.EfferthT. (2020). Identification of novel compounds against three targets of SARS CoV-2 coronavirus by combined virtual screening and supervised machine learning. Bull. World Health Organ. 122:103848. 10.2471/BLT.20.255943
65
KamY. W.OkumuraY.KidoH.NgL. F. P.BruzzoneR.AltmeyerR. (2009). Cleavage of the SARS coronavirus spike glycoprotein by airway proteases enhances virus entry into human bronchial epithelial cells in vitro. PLoS ONE4:e0007870. 10.1371/journal.pone.0007870
66
KaulD. (2020). An overview of coronaviruses including the SARS-2 coronavirus – molecular biology, epidemiology and clinical implications. Curr. Med. Res. Pract. 10, 54–64. 10.1016/j.cmrp.2020.04.001
67
KeamS.MegawatiD.PatelS. K.TiwariR.DhamaK.HarapanH. (2020). Immunopathology and immunotherapeutic strategies in severe acute respiratory syndrome coronavirus 2 infection. Rev. Med. Virol. 30, 1–11. 10.1002/rmv.2123
68
KimY. B.KimM. (2020). In silico synergistic drug repurposing for combating novel coronavirus (COVID-19) outbreaks. Res. Sq. 1–14. 10.21203/rs.3.rs-21849/v1
69
KriegerE.NabuursS. B.VriendG. (2003). Homology modeling. Methods Biochem. Anal. 44, 509–524. 10.1002/0471721204.ch25
70
KuhnK. A.KnollA.MewesH. W.SchwaigerM.BodeA.BroyM.et al. (2008). Informatics and medicine - from molecules to populations. Methods Inf. Med. 47, 283–295. 10.3414/ME9117
71
KumarY.SinghH. (2020). In silico identification and docking-based drug repurposing against the main protease of SARS-CoV-2, causative agent of COVID-19. J. Infect. Public Health13, 1210–1223. 10.26434/chemrxiv.12049590
72
LiH.ZhouY.ZhangM.WangH.ZhaoQ.LiuJ. (2020). Updated approaches against SARS-CoV-2. Antimicrob. Agents Chemother. 64e00483-20. 10.1128/AAC.00483-20
73
LiX.GengM.PengY.MengL.LuS. (2020). Molecular immune pathogenesis and diagnosis of COVID-19. J. Pharm. Anal. 10, 102–108. 10.1016/j.jpha.2020.03.001
74
LiuC.ZhouQ.LiY.GarnerL. V.WatkinsS. P.CarterL. J.et al. (2020). Research and development on therapeutic agents and vaccines for COVID-19 and related human coronavirus diseases. ACS Cent. Sci.6, 315–331. 10.1021/acscentsci.0c00272
75
LiuX.WangR. S.QuG. Q. (2020). Anatomy of a new coronavirus pneumonia death corpse system. J. Forensic Med. 36, 19–21.
76
MamidalaE.DavellaR.GurrapuS.ShivakrishnaP. (2020). In silico identification of clinically approved medicines against the main protease of SARS-CoV-2, causative agent of covid-19. arXiv [Preprint]. https://arxiv.org/abs/2004.12055v1
77
March-VilaE.PinziL.SturmN.TinivellaA.EngkvistO.ChenH.et al. (2017). On the integration of In Silico drug design methods for drug repurposing. Front. Pharmacol. 8:298. 10.3389/fphar.2017.00298
78
MartinottiC.Ruiz-PerezL.DeplazesE.ManceraR. L. (2020). Molecular dynamics simulation of the interaction of small molecules with biological membranes. ChemPhysChem21, 1486–1514. 10.1002/cphc.202000219
79
MasonR. J. (2020). Pathogenesis of COVID-19 from a cell biology perspective. Eur. Respir. J. 55: 10.1183/13993003.00607-2020
80
MillionM.LagierJ. C.GautretP.ColsonP.FournierP. E.AmraneS.et al. (2020). Early treatment of COVID-19 patients with hydroxychloroquine and azithromycin: a retrospective analysis of 1061 cases in Marseille, France. Travel Med. Infect. Dis. 35:101738. 10.1016/j.tmaid.2020.101738
81
MittalL.KumariA.SrivastavaM.SinghM.AsthanaS. (2020). Identification of potential molecules against COVID-19 main protease through structure-guided virtual screening approach. J. Biomol. Struct. Dyn.1–19. 10.1080/07391102.2020.1768151
82
MohamedK.YazdanpanahN.SaghazadehA.RezaeiN. (2020). Computational drug discovery and repurposing for the treatment of COVID-19: a systematic review. Bioorg. Chem. 106:104490. 10.2139/ssrn.3583748
83
MothayD.RameshK. V. (2020). Binding site analysis of potential protease inhibitors of COVID-19 using AutoDock. VirusDisease31, 194–199. 10.1007/s13337-020-00585-z
84
MousavizadehL.GhasemiS. (2020). Genotype and phenotype of COVID-19: Their roles in pathogenesis. J. Microbiol. Immunol. Infect. 10.1016/j.jmii.2020.03.02
85
MulanguS.DoddL. E.DaveyR. T.Tshiani MbayaO.ProschanM.MukadiD.et al. (2019). A Randomized, controlled trial of ebola virus disease therapeutics. N. Engl. J. Med. 381, 2293–2303. 10.1056/NEJMoa1910993
86
MusarratF.ChouljenkoV.DahalA.NabiR.ChouljenkoT.JoisS. D.et al. (2020). The anti-HIV drug nelfinavir mesylate (Viracept) is a potent inhibitor of cell fusion caused by the SARSCoV-2 spike (S) glycoprotein warranting further evaluation as an antiviral against COVID-19 infections. J. Med. Virol.92, 2087–2095. 10.1002/jmv.25985
87
OestereichL.LüdtkeA.WurrS.RiegerT.Muñoz-FontelaC.GüntherS. (2014). Successful treatment of advanced Ebola virus infection with T-705 (favipiravir) in a small animal model. Antiviral Res. 105, 17–21. 10.1016/j.antiviral.2014.02.014
88
OmoloC. A.SoniN.FasikuV. O.MackrajI.GovenderT. (2020). Update on therapeutic approaches and emerging therapies for SARS-CoV-2 virus. Eur. J. Pharmacol. 883:173348. 10.1016/j.ejphar.2020.173348
89
OrtegaJ. T.SerranoM. L.PujolF. H.RangelH. R. (2020). Unrevealing sequence and structural features of novel coronavirus using in silico approaches: the main protease as molecular target. EXCLI J. 19, 400–409. 10.17179/excli2020-1189
90
PanditM.LathaN. (2020). In silico studies reveal potential antiviral activity of phytochemicals from medicinal plants for the treatment of COVID-19 infection. Res. Sq. 10.21203/rs.3.rs-22687/v1
91
PantS.SinghM.RavichandiranV.MurtyU. S. N.SrivastavaH. K. (2020). Peptide-like and small-molecule inhibitors against Covid-19. J. Biomol. Struct. Dyn. 1–15. 10.1080/07391102.2020.1757510
92
PapadatosG.BrownN. (2013). In silico applications of bioisosterism in contemporary medicinal chemistry practice. Wiley Interdiscip. Rev. Comput. Mol. Sci. 3, 339–354. 10.1002/wcms.1148
93
PathakY.MishraA.TripathiV. (2020). Rifampicin may be repurposed for COVID-19 treatment: Insights from an in-silico study. Res Sq. 10.21203/rs.3.rs-22546/v1
94
PendyalaB.PatrasA. (2020). In silico screening of food bioactive compounds to predict potential inhibitors of COVID-19 main protease (Mpro) and RNA-dependent RNA polymerase (RdRp). 10.26434/chemrxiv.12051927.v2
95
RabaanA. A.Al-AhmedS. H.SahR.TiwariR.YatooM. I.PatelS. K.et al. (2020). SARS-CoV-2/COVID-19 and advances in developing potential therapeutics and vaccines to counter this emerging pandemic. Ann. Clin. Microbiol. Antimicrob. 19:40. 10.1186/s12941-020-00384-w
96
RaneJ. S.ChatterjeeA.KumarA.RayS. (2020). Targeting SARS-CoV-2 spike protein of COVID-19 with naturally occurring phytochemicals: an in silco study for drug development. J Biomol. Struct. Dyn.2020:1–11. 10.26434/chemrxiv.12094203.v1
97
ReinerŽ, Hatamipour, M.BanachM.PirroM.Al-RasadiK.JamialahmadiT.RadenkovicD.et al. (2020). Statins and the Covid-19 main protease: in silico evidence on direct interaction. Arch. Med. Sci. 16, 490–496. 10.5114/aoms.2020.94655
98
RobsonB. (2020). Computers and viral diseases. Preliminary bioinformatics studies on the design of a synthetic vaccine and a preventative peptidomimetic antagonist against the SARS-CoV-2 (2019-nCoV, COVID-19) coronavirus. Comput. Biol. Med. 119:103670. 10.1016/j.compbiomed.2020.103670
99
RockxB.KuikenT.HerfstS.BestebroerT.LamersM. M.Oude MunninkB. B.et al. (2020). Comparative pathogenesis of COVID-19, MERS, and SARS in a nonhuman primate model. Science368, 1012–1015. 10.1126/science.abb7314
100
RolainJ. M.ColsonP.RaoultD. (2007). Recycling of chloroquine and its hydroxyl analogue to face bacterial, fungal and viral infections in the 21st century. Int. J. Antimicrob. Agents30, 297–308. 10.1016/j.ijantimicag.2007.05.015
101
RosaS. G. V.SantosW. C. (2020). Clinical trials on drug repositioning for COVID-19 treatment. Rev. Panam. Salud Pública. 44:1. 10.26633/RPSP.2020.40
102
SamadA.AhammadF.NainZ.AlamR.ImonR. R.HasanM.et al. (2020). Designing a multi-epitope vaccine against SARS-CoV-2: an immunoinformatics approach. J. Biomol. Struct. Dyn. 0:1–17. 10.1080/07391102.2020.1792347
103
SandersJ. M.MonogueM. L.JodlowskiT. Z.CutrellJ. B. (2020). Pharmacologic treatments for coronavirus disease 2019 (COVID-19): a review. JAMA323, 1824–1836. 10.1001/jama.2020.6019
104
SarmaP.ShekharN.PrajapatM.AvtiP.KaurH.KumarS.et al. (2020). In-silico homology assisted identification of inhibitor of RNA binding against 2019-nCoV N-protein (N terminal domain). J. Biomol. Struct. Dyn. 1–9. 10.1080/07391102.2020.1753580
105
SavarinoA.Di TraniL.DonatelliI.CaudaR.CassoneA. (2006). New insights into the antiviral effects of chloroquine. Lancet Infect. Dis. 6, 67–69. 10.1016/S1473-3099(06)70361-9
106
SencanskiM.PerovicV.PajovicS.AdzicM.PaesslerS.GlisicS. (2020). Drug repurposing for candidate SARS-CoV-2 main protease inhibitors by a novel in silico method. Molecules25:3830. 10.26434/chemrxiv.12248561.v1
107
ShahB.ModiP.SagarS. R. (2020). In silico studies on therapeutic agents for COVID-19: drug repurposing approach. Life Sci. 252:117652. 10.1016/j.lfs.2020.117652
108
ShanmugarajB.SiriwattananonK.WangkanontK.PhoolcharoenW. (2020). Perspectives on monoclonal antibody therapy as potential therapeutic intervention for Coronavirus disease-19 (COVID-19). Asian Pac. J. Allergy Immunol. 38, 10–18. 10.12932/AP-200220-0773
109
SharunK.DhamaK.PatelS. K.PathakM.TiwariR.SinghB. R.et al. (2020). Ivermectin, a new candidate therapeutic against SARS-CoV-2/COVID-19. Ann. Clin. Microbiol. Antimicrob. 19:23. 10.1186/s12941-020-00368-w
110
ShullaA.Heald-SargentT.SubramanyaG.ZhaoJ.PerlmanS.GallagherT. (2011). A transmembrane serine protease is linked to the severe acute respiratory syndrome coronavirus receptor and activates virus entry. J. Virol. 85, 873–882. 10.1128/JVI.02062-10
111
SingerM.DeutschmanC. S.SeymourC.Shankar-HariM.AnnaneD.BauerM.et al. (2016). The third international consensus definitions for sepsis and septic shock (sepsis-3). JAMA315, 801–810. 10.1001/jama.2016.0287
112
SinhaS. K.ShakyaA.PrasadS. K.SinghS.GuravN. S.PrasadR. S.et al. (2020). An in-silico evaluation of different Saikosaponins for their potency against SARS-CoV-2 using NSP15 and fusion spike glycoprotein as targets. J. Biomol. Struct. Dyn. 1–12. 10.1080/07391102.2020.1762741
113
SohagA. A. M.HannanM. A.RahmanS.HossainM.HasanM.KhanM. K.et al. (2020). Revisiting potential druggable targets against SARS-CoV-2 and repurposing therapeutics under preclinical study and clinical trials: a comprehensive review. Drug Dev. Res. 81, 919–941. 10.1002/ddr.21709
114
SrivastavaA. K.KumarA.TiwariG.KumarR.MisraN. (2020). In Silico investigations on the potential inhibitors for COVID-19 protease. arXiv [Preprint]. arXiv:2003.10642.
115
StockmanL. J.BellamyR.GarnerP. (2006). SARS: systematic review of treatment effects. PLoS Med. 3, 1525–1531. 10.1371/journal.pmed.0030343
116
Tahir ul QamarM.AlqahtaniS. M.AlamriM. A.ChenL. L. (2020a). Structural basis of SARS-CoV-2 3CLpro and anti-COVID-19 drug discovery from medicinal plants. J. Pharm. Anal. 10, 313–319. 10.1016/j.jpha.2020.03.009
117
Tahir ul QamarM.ShahidF.AslamS.AshfaqU. A.AslamS.FatimaI.et al. (2020b). Reverse vaccinology assisted designing of multiepitope-based subunit vaccine against SARS-CoV-2. Infect. Dis. Poverty9, 1–14. 10.1186/s40249-020-00752-w
118
Thanh LeT.AndreadakisZ.KumarA.Gómez RománR.TollefsenS.SavilleM.et al. (2020). The COVID-19 vaccine development landscape. Nat. Rev. Drug Discov. 19, 305–306. 10.1038/d41573-020-00073-5
119
ThomsonS. A. (2020). How Long Will a Vaccine Really Take? New York Times. Available online at: https://www.nytimes.com/interactive/2020/04/30/opinion/coronavirus-covid-vaccine.html (accessed July 10, 2020).
120
TrivediG. N. T.KarlekarJ. A.DhameliyaH.PanchalH. (2020). A review on the novel coronavirus disease based on In-silico analysis of various drugs and target proteins. J. Pure Appl. Microbiol. 14, 849–860. 10.22207/JPAM.14.SPL1.22
121
TsengC.-T.SbranaE.Iwata-YoshikawaN.NewmanP. C.GarronT.AtmarR. L.et al. (2012). Immunization with SARS coronavirus vaccines leads to pulmonary immunopathology on challenge with the SARS virus. PLoS ONE. 7:e35421. 10.1371/journal.pone.0035421
122
UddinM.MustafaF.RizviT. A.LoneyT.Al SuwaidiH.Al-MarzouqiA. H. H.et al. (2020). SARS-CoV-2/COVID-19: viral genomics, epidemiology, vaccines, and therapeutic interventions. Viruses12:526. 10.3390/v12050526
123
UyekiT. M. (2018). Oseltamivir treatment of influenza in children. Clin. Infect. Dis. 66, 1501–1503. 10.1093/cid/cix1150
124
VeljkovicV.GoeijenbierM.GlisicS.VeljkovicN.PerovicV. R.SencanskiM.et al. (2015). In silico analysis suggests repurposing of ibuprofen for prevention and treatment of EBOLA virus disease. F1000Res. 4:104. 10.12688/f1000research.6436.1
125
Venkat KumarG.JeyanthiV.RamakrishnanS. (2020). A short review on antibody therapy for COVID-19. New Microbes New Infect. 35:100682. 10.1016/j.nmni.2020.100682
126
VerchT.TrauschJ. J.Shank-RetzlaffM. (2018). Principles of vaccine potency assays. Bioanalysis10, 163–180. 10.4155/bio-2017-0176
127
WangD.HuB.HuC.ZhuF.LiuX.ZhangJ.et al. (2020). Clinical characteristics of 138 hospitalized patients with 2019 novel coronavirus-infected pneumonia in Wuhan, China. JAMA323, 1061–1069. 10.1001/jama.2020.1585
128
WangM.CaoR.ZhangL.YangX.LiuJ.XuM.et al. (2020). Remdesivir and chloroquine effectively inhibit the recently emerged novel coronavirus (2019-nCoV) in vitro. Cell Res. 30, 269–271. 10.1038/s41422-020-0282-0
129
WeingartlH.CzubM.CzubS.NeufeldJ.MarszalP.GrenJ.et al. (2004). Immunization with modified vaccinia virus ankara-based recombinant vaccine against severe acute respiratory syndrome is associated with enhanced hepatitis in ferrets. J. Virol. 78, 12672–12676. 10.1128/JVI.78.22.12672-12676.2004
130
WHO (2020a). Coronavirus disease (COVID-19) advice for the Public. Available online at: https://www.who.int/emergencies/diseases/novel-coronavirus-2019/advice-for-public (accessed July 12, 2020).
131
WHO (2020b). World Health Organization: Coronavirus disease (COVID-19). Situation Report – 171. Available online at: https://www.who.int/emergencies/diseases/novel-coronavirus-2019/situation-reports (accessed July 12, 2020).
132
WrappD.WangN.CorbettK. S.GoldsmithJ. A.HsiehC.-L.AbionaO.et al. (2020). Cryo-EM structure of the 2019-nCoV spike in the prefusion conformation. Science367, 1260–1263. 10.1126/science.abb2507
133
WuF.ZhaoS.YuB.ChenY. M.WangW.SongZ. G.et al. (2020). A new coronavirus associated with human respiratory disease in China. Nature579, 265–269. 10.1038/s41586-020-2008-3
134
WuR.WangL.KuoH. C. D.ShannarA.PeterR.ChouP. J.et al. (2020). An Update on Current Therapeutic Drugs Treating COVID-19. Curr. Pharmacol. Rep.6, 56–70. 10.1007/s40495-020-00216-7
135
XiaoF.TangM.ZhengX.LiuY.LiX.ShanH. (2020). Evidence for gastrointestinal infection of SARS-CoV-2. Gastroenterology158, 1831–1833.e3. 10.1053/j.gastro.2020.02.055
136
XuX.HanM.LiT.SunW.WangD.FuB.et al. (2020). Effective treatment of severe COVID-19 patients with tocilizumab. Proc. Natl. Acad. Sci. U.S.A. 117, 10970–10975. 10.1073/pnas.2005615117
137
XuZ.ShiL.WangY.ZhangJ.HuangL.ZhangC.et al. (2020). Pathological findings of COVID-19 associated with acute respiratory distress syndrome. Lancet Respir. Med. 8, 420–422. 10.1016/S2213-260030076-X
138
YangY.LuQ.LiuM.WangY.ZhangA.JalaliN.et al. (2020). Epidemiological and clinical features of the 2019 novel coronavirus outbreak in China. medRxiv. 10.1101/2020.02.10.20021675
139
YazdanyJ.KimA. H. J. (2020). Use of hydroxychloroquine and chloroquine during the COVID-19 pandemic: what every clinician should know. Ann. Intern. Med. 172, 754–755. 10.7326/M20-1334
140
YeQ.WangB.MaoJ. (2020). The pathogenesis and treatment of the ‘Cytokine storm” in COVID-19.'J. Infect. 80, 607–613. 10.1016/j.jinf.2020.03.037
141
YuF.DuL.OjciusD. M.PanC.JiangS. (2020). Measures for diagnosing and treating infections by a novel coronavirus responsible for a pneumonia outbreak originating in Wuhan, China. Microbes Infect. 22, 74–79. 10.1016/j.micinf.2020.01.003
142
YurievE.AgostinoM.RamslandP. A. (2011). Challenges and advances in computational docking: 2009 in review. J. Mol. Recognit. 24, 149–164. 10.1002/jmr.1077
143
ZhangD.WuK. L.ZhangX.DengS. Q.PengB. (2020). In silico screening of Chinese herbal medicines with the potential to directly inhibit 2019 novel coronavirus. J. Integr. Med. 18, 152–158. 10.1016/j.joim.2020.02.005
144
ZhangW.DuR. H.LiB.ZhengX. S.YangX.LouH.u B.et al. (2020). Molecular and serological investigation of 2019-nCoV infected patients: implication of multiple shedding routes. Emerg. Microbes Infect. 9, 386–389. 10.1080/22221751.2020.1729071
145
ZhaoJ.YuanQ.WangH.LiuW.LiaoX.SuY.et al. (2020). Antibody responses to SARS-CoV-2 in patients of novel coronavirus disease 2019. Clin. Infect. Dis. 71, 2027–2034. 10.1093/cid/ciaa344
146
ZhouY.HouY.ShenJ.HuangY.MartinW.ChengF. (2020). Network-based drug repurposing for novel coronavirus 2019-nCoV/SARS-CoV-2. Cell Discov. 6:14. 10.1038/s41421-020-0153-3
147
ZhuN.ZhangD.WangW.LiX.YangB.SongJ.et al. (2020). A novel coronavirus from patients with pneumonia in China, 2019. N. Engl. J. Med. 382, 727–733. 10.1056/NEJMoa2001017
Summary
Keywords
COVID-19, SARS-CoV-2, drugs, vaccines, in silico approaches
Citation
Sumon TA, Hussain MA, Hasan MT, Hasan M, Jang WJ, Bhuiya EH, Chowdhury AAM, Sharifuzzaman SM, Brown CL, Kwon H-J and Lee E-W (2021) A Revisit to the Research Updates of Drugs, Vaccines, and Bioinformatics Approaches in Combating COVID-19 Pandemic. Front. Mol. Biosci. 7:585899. doi: 10.3389/fmolb.2020.585899
Received
19 August 2020
Accepted
17 December 2020
Published
25 January 2021
Volume
7 - 2020
Edited by
Balakumar Chandrasekaran, Philadelphia University, Jordan
Reviewed by
Uma Gaur, University of Macau, China; Maria Letizia Urban, University of Florence, Italy; Ruchi Tiwari, U.P. Pandit Deen Dayal Upadhyaya Veterinary University, India
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© 2021 Sumon, Hussain, Hasan, Hasan, Jang, Bhuiya, Chowdhury, Sharifuzzaman, Brown, Kwon and Lee.
This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: Md. Tawheed Hasan tawheed7788@yahoo.com
This article was submitted to Molecular Diagnostics and Therapeutics, a section of the journal Frontiers in Molecular Biosciences
†These authors have contributed equally to this work
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