Abstract
While vaccine development will hopefully quell the global pandemic of COVID-19 caused by SARS-CoV-2, small molecule drugs that can effectively control SARS-CoV-2 infection are urgently needed. Here, inhibitors of spike (S) mediated cell entry were identified in a high throughput screen of an approved drugs library with SARS-S and MERS-S pseudotyped particle entry assays. We discovered six compounds (cepharanthine, abemaciclib, osimertinib, trimipramine, colforsin, and ingenol) to be broad spectrum inhibitors for spike-mediated entry. This work could contribute to the development of effective treatments against the initial stage of viral infection and provide mechanistic information that might aid the design of new drug combinations for clinical trials for COVID-19 patients.
Keywords: SARS-CoV, MERS-CoV, SARS-CoV-2, drug repurposing screen, pseudotyped particle viral entry assay
Coronaviruses are enveloped, single-stranded, positive-sensed RNA viruses. While some coronaviruses cause the common cold, others are highly pathogenic and have led to several outbreaks in recent years.1 In 2003, the coronavirus strain SARS-CoV caused severe acute respiratory syndrome outbreak in Asia.2 In 2013, the Middle East respiratory syndrome (MERS) emerged with similar clinical symptoms as SARS, and the causative agent was named MERS-CoV.3 The coronavirus disease 2019 (COVID-19) was first identified in December 2019, and is caused by SARS-CoV-2, which was named based on sequence similarities to SARS-CoV.4 While many clinical trials are actively under way for treatment of COVID-19, only remdesivir has gained emergency use authorization from the United States Food and Drug Administration. However, it is already clear that this drug alone is not enough to combat the COVID-19 pandemic.5 Therefore, there is an unmet medical need to identify additional drugs with anti-SARS-CoV-2 activity to ameliorate disease in hundreds of millions of yet infectible individuals.
SARS-CoV-2 is a biological safety level 3 (BSL-3) pathogen. Currently, most facilities for high-throughput screening (HTS) are only BSL-2, and few BSL-3 facilities have some HTS capabilities. Despite these challenges, several drug repurposing screens for SARS-CoV-2 have been reported.6−10 Development of BSL-2 compatible SARS-CoV-2 compound screening assays is an alternative approach for HTS and drug development. Viral entry assays utilizing pseudotyped particles (PP) are one type of cell-based BSL-2 viral assays that could be utilized for HTS. PP contain viral envelope proteins, but carry a reporter gene instead of the viral genome, and thus display the necessary viral coat proteins for host receptor and membrane interactions without the capacity for replication. Although these BSL-2 viral entry assays have been successfully applied to HTS campaigns for several viruses such as Ebola virus,11 influenza,12 and human immunodeficiency virus (HIV),13 this is the first report of coronavirus spike protein pseudotyped particle entry inhibitor screens.
For SARS-CoV and MERS-CoV, the spike proteins (S) are responsible for host receptor binding and priming by host proteases to trigger membrane fusion. Thus, SARS-CoV and MERS-CoV spike proteins were pseudotyped with murine leukemia virus (MLV) gag-pol polyprotein to form SARS-S and MERS-S PP carrying luciferase reporter RNA.14,15 The PP entry assays include inoculation of susceptible cells with SARS-S or MERS-S PP, incubation to allow luciferase reporter gene expression, and measurement of luciferase reporter activity. These protocols were successfully optimized and miniaturized in 1536-well plate formats suitable for HTS. Here, we report parallel drug repurposing screens using SARS-S and MERS-S PP entry assays to identify a set of broad-spectrum coronavirus entry inhibitors. SARS-CoV-2 live virus cytopathic effect (CPE) assay was used to test the generality of these coronavirus entry inhibitors, confirming inhibition of SARS-CoV-2 entry.
Results
Optimization and Miniaturization of SARS-S and MERS-S PP Entry Assays
Both SARS-S and MERS-S PP were generated by a three-plasmid cotransfection to yield particles containing capsid protein of murine leukemia virus (MLV), spike protein (SARS-S or MERS-S), and luciferase RNA (Figure 1a). The original entry assays were developed in 24-well plates in which host cells were inoculated with PP. Upon cell entry, the particle releases the luciferase RNA reporter for subsequent expression of the luciferase enzyme (Figure 1b).14,15
To optimize these assays for miniaturization into 1536-well plates, we first tested the SARS-S and MERS-S PP entry in three cell lines: Vero E6, Huh7, and Calu-3. We found that Vero E6 cells produced the highest luciferase signal for SARS-S PP assay and that Huh7 cells yielded the highest signal for MERS-S (Figure 2a). Vesicular stomatitis virus G glycoprotein (VSV-G) is a class III fusion protein that constitutes the sole fusogenic protein, and does not require protease priming.16 Thus, VSV-G PP was used as a positive control and produced high signals for all three cell lines (Figure 2a). These cell tropism data agree with that from previous reports.15,17 On the basis of these results, the Vero E6 cell line and Huh7 cell line were chosen for SARS-S and MERS-S PP entry assays, respectively. A time course experiment showed that a higher signal-to-basal (S/B) ratio, calculated as the ratio of luminescence signal of glycoprotein-containing PP to that of bald PP (delEnv), was achieved with 48 h PP incubation compared with 24 h PP incubation (Figure 2b). The S/B ratios of SARS-S PP in Vero E6 cells were 48.6 at 24 h incubation and 381.4 at 48 h incubation, and the S/B ratios of MERS-S PP in Huh7 cells were 199.1 at 24 h incubation and 2201.4 at 48 h incubation. Therefore, the 48 h time point was used for all following experiments.
We examined the percentage of cells transduced with luciferase RNA by PP entry using immunofluorescence staining of luciferase protein and found that in Vero E6 cells, SARS-S PP and VSV-G PP produced 1.6% and 6.5% luciferase positive cells, respectively (Figure 2c). In Huh7 cells, MERS-S PP and VSV-G pp transduction produced 10.9% and 26.8% luciferase positive cells, respectively (Figure 2c). In all cells, the negative control delEnv PP and no PP conditions produced negligible luciferase staining. The percentage of luciferase positive cells correlated with luciferase enzyme activity when comparing different PP in the same cell line. However, cell line comparisons did not show correlation between each PP, which may in part reflect differences in the amount of luciferase expression per cell. The ultrastructure of SARS-S and MERS-S PP were examined by negative stain electron microscopy (EM) to ensure that they showed the expected morphology. EM analysis revealed regularly sized, 125–200 nm diameter spherical structures, that were often partially or completely covered with a dense array of fine filamentous or lollipop shaped projections, consistent with the expected appearance of spike glycoproteins (Figure 2d). The presence of SARS-S on the surface of SARS-S PP was further confirmed by immunogold labeling (Figure 2d). MERS-S PP displayed a conspicuous dense coat of spike-like structures, but lack of a primary antibody has thus far precluded confirmation of their identity with immunogold labeling.
Both SARS-S and MERS-S PP entry assays were then miniaturized into 1536-well plate format. The cell tropism pattern in the 1536-well format matched what was seen in the 96-well format (Figure 2e). For SARS-S PP, the best assay performance was seen in Vero E6 cells compared with delEnv PP, with an S/B of 182.3, coefficient of variation (CV) of 24.1%, and a Z′ factor of 0.26. For MERS-S PP the best assay performance was seen in Huh7 cells, with an S/B of 5325.8, CV of 10.9, and Z′ factor of 0.67. Therefore, the SARS-S PP entry assay in Vero E6 cells and the MERS-S PP entry assay in Huh7 cells were robust and advanced to HTS.
SARS-S and MERS-S Entry Inhibitor Drug Repurposing Screens
The NCATS pharmaceutical collection (NPC) of 2678 compounds, representing approved or investigational drugs,18 was used for drug repurposing screens of both SARS-S and MERS-S PP entry assays. The primary screens were carried out at four compound concentrations (0.46, 2.3, 11.5, and 57.5 μM). Compound cytotoxicity as determined by an ATP content assay was counter screened in both Vero E6 and Huh7 cell lines, at the same concentrations (Figure 3). All primary screening data sets were deposited to PubChem (Table 1). The criteria to select hits for follow-up experiments include compounds in curve classes 1 and 2 with efficacy >50% in the PP entry assay, and little to no cell killing effect in the cytotoxicity assays using Vero E6 or Huh7 cells. Curve class 1 concentration–responses are complete curves that show both top and bottom asymptotes, while curve class 2 curves show only one asymptote.19 Sixty-one and sixty-five compounds were identified as hits from SARS-S and MERS-S PP viral entry assays, respectively. After removing 20 overlapping hits, 106 primary hits (4.0% hit rate) were selected for activity confirmation and follow-up studies.
Table 1. PubChem Assay IDs (AIDs)a.
AID | no. of compounds | concentration-response format | assay | cell line |
---|---|---|---|---|
1479145 | 2678 | 4-pt, 1:5 | SARS-S PP entry | Vero E6 |
1479150 | 2678 | 4-pt, 1:5 | cytoxicity | Vero E6 |
1479149 | 2678 | 4-pt, 1:5 | MERS-S PP entry | Huh7 |
1479147 | 2678 | 4-pt, 1:5 | cytoxicity | Huh7 |
1479148 | 106 | 11-pt, 1:3 | SARS-S PP entry | Vero E6 |
1494158 | 106 | 11-pt, 1:3 | VSV-G PP entry | Vero E6 |
1479144 | 106 | 11-pt, 1:3 | cytoxicity | Vero E6 |
1494157 | 106 | 11-pt, 1:3 | MERS-S PP entry | Huh7 |
1494156 | 106 | 11-pt, 1:3 | VSV-G PP entry | Huh7 |
1479146 | 106 | 11-pt, 1:3 | cytoxicity | Huh7 |
Datasets can be found at https://pubchem.ncbi.nlm.nih.gov/ under the AIDs listed.
Hit Confirmation and Follow up Assays
In our secondary assays, we retested the 106 cherry-picked hits in the original SARS-S and MERS-S PP entry assays, along with ATP content cytotoxicity assays at 11 concentrations with 1:3 titration. PP entry assays rely on luciferase RNA reporter expression, a process which involves the reverse transcription of luciferase RNA, integration into host genome, and expression. Indeed, some of the confirmed hits had known mechanisms of action against reverse transcriptase (adefovir and tenofovir disoproxil fumarate), and integrase (elvitegravir and dolutegravir). Therefore, another counter assay, VSV-G PP entry assay, was tested in both Vero E6 and Huh7 cell lines against the 106 hits. In addition to eliminating false positives that inhibit luciferase expression, this assay identified compounds that specifically blocked spike glycoprotein-mediated PP entry. All data sets for secondary assays are publicly available on PubChem (Table 1).
These follow up assays yielded a set of seven inhibitors that showed greater than 10-fold selectivity to either SARS-S or MERS-S PP entry assays compared with the VSV-G PP entry assays, and a safety index greater than 10-fold (CC50/EC50) (Figure 4a,b, Table 2). Of these seven compounds, only cepharanthine was active against both SARS-S and MERS-S with greater than 10-fold selectivity. While trimipramine, copansilib, abemaciclib, and osimertinib showed some level of selectivity toward either SARS-S or MERS-S entry versus VSV-G entry, they only reached 10-fold selectivity in one of the spike PP entry assays. Ingenol and NKH477 were only active in SARS-S PP entry in Vero E6, and not in MERS-S entry in Huh7 cells.
Table 2. SARS-S and MERS-S Selective Compounds and Their anti-SARS-CoV-2 Activitya.
SARS-S
PP in Vero E6 |
VSV-G PP in Vero E6 |
Vero E6 cytotoxicity |
SARS-CoV-2 CPE |
Vero E6 cytotoxicity |
||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
compound name(MOA) | EC50 (μM) | efficacy (%) | EC50 (μM) | efficacy (%) | CC50 (μM) | cytotox (%) | selectivity ratiob | EC50 (μM) | efficacy (%) | CC50 (μM) | cytotox (%) | safety ratioc |
NKH477 (adenylyl cyclase activator) | 1.36 | 71.4 | N/A, >57.5 | 0 | N/A, > 57.5 | 0 | 42.3 | 23.06 | 45.6 | 25.20 | 42.0 | 1.1 |
trimipramine (tricyclic antidepressant) | 4.29 | 90.9 | N/A, >57.5 | 29.2 | N/A, >57.5 | 16.6 | 13.4 | 20.52 | 48.1 | N/A, >20 | 16.6 | 1.0 |
osimertinib (EGFR inhibitor) | 2.71 | 117.5 | 42.94 | 118.4 | 17.1 | 99.6 | 15.8 | 3.98 | 60.0 | 10.00 | 99.7 | 2.5 |
ingenol (topical antitumor medication) | 0.02 | 93.3 | 0.24 | 76.4 | N/A, >57.5 | –4.0 | 12.0 | 0.06 | 38.2 | N/A, >20 | 0.0 | 355.7 |
cepharanthine (anti-inflammatory, antineoplastic) | 1.92 | 90.9 | 21.52 | 76.9 | 42.94 | 106.2 | 11.2 | 1.41 | 92.5 | 11.22 | 99.0 | 7.9 |
MERS-S
PP in Huh7 |
VSV-G PP in Huh7 |
Huh7 cytotoxicity |
SARS-CoV-2 CPE |
Vero E6 cytotoxicity |
||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
compound name(MOA) | EC50 (μM) | efficacy (%) | EC50 (μM) | efficacy (%) | CC50 (μM) | cytotox (%) | selectivity ratiob | EC50 (μM) | efficacy (%) | CC50 (μM) | cytotox (%) | safety ratioc |
abemaciclib (CDK inhibitor) | 0.38 | 82.3 | N/A, >57.5 | 27.1 | 17.1 | 90.0 | 151.3 | 3.16 | 68.7 | 7.08 | 34.0 | 6.3 |
copanlisib (PI3K inhibitor) | 3.12 | 65.8 | N/A, >57.5 | 6.2 | N/A, > 57.5 | 13.6 | 18.4 | N/A, >20 | 0.0 | 5.74 | 42.4 | N/D |
cepharanthine (anti-inflammatory, antineoplastic) | 1.71 | 108.4 | 24.15 | 115.3 | 38.27 | 88.9 | 14.1 | 1.41 | 92.5 | 11.22 | 99.0 | 14.2 |
Notation: N/A = Not active (<30% efficacy), highest concentration tested is listed; MOA = Mechanism of action; N/D = Not determined.
Selectivity ratio was calculated as EC50 of VSV-G PP entry divided by SARS-S or MERS-S PP entry EC50. For curves with <30% efficacy, the highest concentration tested (57.5 μM) was used to calculate the ratio.
Cytotoxicity ratio was calculated as CC50 of Vero E6 (SARS-CoV-2 CPE counter screen) divided by EC50 of SARS-CoV-2 CPE assay. For curves with <30% efficacy/cytotoxicity, the highest concentration tested (20 μM) was used to calculate the ratio.
These seven confirmed entry inhibitors were then tested in SARS-S, MERS-S, and VSV-G PP entry assays in Calu-3 cells (Figure 4c). While most entry inhibitors failed to show selectivity toward spike-mediated entry in Calu-3 cells, abemaciclib did show >10-fold selectivity toward both SARS-S- and MERS-S-based entry compared with VSV-G.
SARS-CoV-2 Cytopathic Effect Assay to Identify Broad Acting Coronavirus Entry Inhibitors
To test whether the confirmed SARS-S and MERS-S mediated PP entry inhibitors are active against SARS-CoV-2, we further tested the top seven compounds in a SARS-CoV-2 cytopathic effect (CPE) assay.20 We found that six out of seven entry inhibitors significantly reduced (>30%) CPE caused by the SARS-CoV-2 infection in Vero E6 cells (Figure 5, Table 2). Cepharathine was found to be active against SARS-S in Vero E6 and MERS-S in Huh7 cells, and inhibited SARS-CoV-2 CPE to near full efficacy with bell-shaped concentration response due to cytotoxicity (Figure 5b). Five other compounds, trimipramine, ingenol, abemaciclib, osimertinib, and NKH447 also protected against SARS-CoV-2 induced CPE, but to lesser degrees than cepharanthine (Figure 5).
Discussion
Viruses rely on host cells for replication, and cell entry is the first step of the viral infection life cycle, and a prime target for drug intervention. Both broad-spectrum and pathogen-specific inhibitors of viral entry have been proposed for emerging viruses such as Ebola virus and coronaviruses.21,22 Proven therapeutics for viral entry include several approved drugs targeting CCR5, the host coreceptor for HIV.23 In SARS-CoV and SARS-CoV-2, angiotensin-converting enzyme 2 (ACE2) has been recognized as a high affinity binding receptor for the viral spike glycoprotein, while dipeptidyl peptidase-4 (DPP4) is the receptor for MERS-CoV.24,25 Following receptor binding, membrane fusion is mediated by spike protein cleavage by host cell proteases. TMPRSS2 protease has been shown to be the predominant protease in Calu-3 cells, which mediates ACE2-dependent direct membrane fusion that does not involve the endocytic pathway.17 Alternate entry pathways are used in cell lines such as Vero E6 and Huh7 that involve endocytosis of viral particles and cathepsin protease priming for membrane fusion.24 Here, we have applied phenotypic SARS-S and MERS-S PP entry assays for drug repurposing screens with the potential of identifying viral entry inhibitors with different mechanisms of action.
In this study, we identified seven coronavirus spike-mediated entry inhibitors out of a library of 2678 approved drugs (Figure 4). After further testing in a SARS-CoV-2 live virus CPE assay and removing cytotoxic compounds, we found that six out of seven entry inhibitors were able to rescue the CPE of SARS-CoV-2 infection (Figure 5), indicating the utility of these PP entry assays. One caveat of our methodology is that the primary screens utilized SARS-S and MERS-S PP, which would only be able to identify entry inhibitors that are common to these three coronavirus spike-mediated entry, but not those entry inhibitors that are specific to SARS-CoV-2 spike-mediated entry. Although the exact mechanism for entry inhibition is unclear, these six compounds, inhibited SARS-S and MERS-S PP cell entry with greater potency than VSV-G PP cell entry (Figure 4), indicating their coronavirus-specific inhibitory activities on viral entry into host cells. Of these six, only cepharanthine and abemaciclib have been reported to have anti-SARS-CoV-2 effects, while the other compounds are novel.26 We found that cepharanthine is an inhibitor of spike-mediated cell entry and rescued the CPE of SARS-CoV-2 to full efficacy. This was corroborated by a recent study, which found that cepharanthine was able to block SARS-CoV-2 induced CPE in Vero E6 cells, only when added during the viral entry time period, and not the postentry period.27 Cepharanthine is a natural product used in Japan since the 1950s for treatments of several diseases without major side effects.28 It has polypharmacology, with anti-inflammatory activity linked to AMPK activation and NFκB inhibition.28 Cepharanthine has previously reported antiviral activities against HIV, SARS-CoV, HCoV-OC43, human T-lymphotropic virus (HTLV) and hepatitis B virus (HBV).29
We also identified two other approved drugs, abemaciclib and osimertinib as entry inhibitors that showed greater than 50% rescue of the SARS-CoV-2 CPE (Figures 4 and 5). Interestingly, abemaciclib also showed spike-specific PP entry inhibition in Calu3 cells over VSV-G mediated PP entry (Figure 4c). Abemaciclib is a CDK4/6 inhibitor that is approved by the FDA for breast cancer treatment.30,31 Cyclin-dependent kinases (CDK) are a group of serine-threonine kinases that regulate the cell cycle, and have been targeted for anticancer drug development. Additionally, antiviral activities of CDK inhibitors have been reported against HIV, herpes simplex virus (HSV), HBV, and Zika virus.32 The antiviral mechanism of action for CDK inhibitors works mainly through the suppression of viral genome replication in host cells.32 Our data suggest that abemaciclib inhibits CPE of coronaviruses by blocking cell entry in Vero E6, Huh7, and Calu-3 cells. Therefore, the structure of this compound may have the potential to be optimized as a more potent SARS-CoV-2 entry inhibitor. Osimertinib is an inhibitor of T790 M mutant of epidermal growth factor receptor (EGFR), and is approved by the FDA for treatment of patients with metastatic mutation-positive nonsmall cell lung cancer.33 Osimertinib does not have previous reported antiviral activities. We found it to rescue the SARS-CoV-2 CPE to 60% efficacy, albeit with a narrow therapeutic window due to cytotoxicity (Figure 5f).
Three other inhibitors of spike-mediated PP entry were found to rescue SARS-CoV-2 CPE to less than 50% efficacy: trimipramine, ingenol, and NKH477 (Figure 5a,c,g). Trimipramine is an oral tricyclic antidepressant. Chemically, trimipramine is a basic amine compound belonging to cationic amphiphilic drugs. The antiviral activity of trimipramine has been reported to block the viral entry for Ebola virus and influenza.34,35 Due to its chemical property, trimipramine as a basic amine can accumulate in acidic organelles such as the late endosomes and lysosomes in cells. A high concentration of basic amine drugs in late endosomes and lysosomes may block viral genome release into cytosol.34,35 However, for coronaviruses, this effect might be more prominent in cell lines such as Vero E6 and Huh7, but not in Calu-3 cells, which have endocytosis independent entry.24 In accordance with this, trimipramine’s entry inhibition activity was not confirmed in Calu-3 cells (Figure 4). Importantly, the antiviral entry activity of trimipramine has not yet been reported. In addition, clomipramine, a close analogue of trimipramine, was also reported to protect against SARS-CoV-2 CPE through inhibition of autophagy.20 In the current study, clomipramine was found to be active against SARS-S PP entry and noncytotoxic in the primary screen, but was not selected for further follow-up because its potency was below the threshold criteria. Ingenol mebutate is a cell death inducer approved by the FDA for topical treatment of actinic keratosis.36 Because of its topical delivery route and mechanisms of action, ingenol is unlikely to be useful for treatment of COVID-19. NKH477, also called colforsin, is a derivative of forskolin and a potent activator of adenylate cyclase.37 It is approved in Japan for multiple indications and does not have reports of direct antiviral activities.
A number of drug repurposing and computer-aided virtual screens have been reported for SARS-CoV-2. It is a common phenomenon that the potencies identified in drug repurposing are not high enough to be clinically relevant when compared to the human plasma concentrations achievable at approved dosing regimens.38 Drug combination therapy has been proposed as a practical and useful approach for drug repurposing to treat emerging infectious diseases, as drug synergy may reduce the individual drug concentrations in the combinations. The synergistic effect of two- or three- drug combination therapy can increase the therapeutic effect, reduce the doses of individual drugs, and thus reduce potential adverse effects.38 Ohashi et al. has reported that the combination of cepharanthine (entry inhibitor) and nelfinavir (HIV protease inhibitor) enhanced the anti-SARS-CoV-2 activity.27 We believe that these coronavirus specific viral entry inhibitors may have utility in a drug combination therapy with other anti-SARS-CoV-2 drugs that have different mechanisms of action, such as remdesivir (the viral RNA dependent RNA polymerase inhibitor), or lysomotropic autophagy inhibitors. In addition, considering that there have been three different coronavirus outbreaks in the past 20 years, these broad acting inhibitors of spike-mediated cell entry might also have utility in drug development efforts for possible future outbreaks.
Methods
Reagents
The following items were purchased from ThermoFisher: Dulbecco’s Modified Eagle’s Medium (DMEM) (11965092), Pen/Strep (15140), TrypLE (12604013), PBS -/- (w/o Ca2+ or Mg2+) (10010049), HCS Cell Mask Green (H32714), goat antimouse AlexaFluor 647 (A28175), and Hoechst 33342 (H3570). EMEM (30-2003) was purchased from ATCC. Hyclone FBS (SH30071.03) was purchased from GE Healthcare. Pseudotyped particles (PP) for SARS-S PP, MERS-S PP, VSV-G PP, and delEnv PP (PP without fusion proteins) were custom produced by the contract research organization Codex Biosolutions (Gaithersburg, MD) using previously reported methods.14,15 Microplates were purchased from Greiner Bio-One: white tissue-culture treated 96-well plates (655090), black μclear 96-well plates (655083), white tissue-culture treated 384-well plates (781073), and white tissue-culture treated 1536-well plates (789173-F). The following were purchased from Promega: BrightGlo Luciferase Assay System (E2620), CellTiter-Glo Luminescent Cell Viability Assay (G7573). ATPLite Luminescence Assay kit was purchased from PerkinElmer (6016949). Cell Staining Buffer (420201) was purchased from BioLegend. Paraformaldehyde (PFA) was purchased from Electron Microscopy Sciences (15714-S). Mouse-antifirefly luciferase antibody was purchased from Santa Cruz (sc-74548). SARS-S antibody was purchased from BEI Resources (NR-617).
Cell Lines and Cell Culture
Vero E6 cells (ATCC #CRL-1586) were cultured in EMEM with 10% FBS. Huh7 cells (JCRB cell bank #JCRB0403) were cultured in DMEM with 10% FBS. Calu-3 cells (ATCC #HTB-55) were cultured in EMEM with 10% FBS.
Pseudotyped Particle (PP) Entry Assays
For the 96-well format, cells were seeded in 50 μL/well media (20 000 cells/well for Vero E6 and Huh7, and 40 000 cells/well for Calu-3 cells) and incubated at 37 °C and 5% CO2 overnight (∼16 h). Supernatant was removed, and 50 μL/well of PP was added. Plates were spin-inoculated at 1500 rpm (453g) for 45 min, incubated for 2 h at 37 °C and 5% CO2, and then 50 μL/well of growth media was added. The plates were incubated for 48 h at 37 °C, 5% CO2. The supernatant was removed and 100 μL/well of Bright-Glo (Promega) was added, and the mixture was incubated for 5 min at room temperature, Luminescence signal was measured using a PHERAStar plate reader (BMG Labtech).
For the 384-well format, 10 000 cells/well of Calu-3 cells were seeded in 10 μL of media and incubated at 37 °C and 5% CO2 overnight (∼16 h). Supernatant was removed and 10 μL/well of 2x compounds in media was added. The mixture was incubated for 1 h before 10 μL/well PP was added. Plates were spin-inoculated at 1500 rpm (453g) for 45 min, and incubated for 48 h at 37 °C, 5% CO2. The supernatant was removed and 20 μL/well of Bright-Glo (Promega) was added, and the mixture was incubated for 5 min at room temperature. The luminescence signal was measured using a PHERAStar plate reader (BMG Labtech).
For the 1536-well format, cells were seeded at 2000 cells/well in 2 μL media and incubated at 37 °C, 5% CO2 overnight (∼16 h). Compounds were titrated in DMSO, and 23 nL/well was dispensed via an automated pintool workstation (Wako Automation). Plates were incubated for 1 h at 37 °C and 5% CO2, and 2 μL/well of PP was dispensed. Plates were spin-inoculated by centrifugation at 1500 rpm (453g) for 45 min, and incubated for 48 h at 37 °C and 5% CO2. After the incubation, the supernatant was removed with gentle centrifugation using a Blue Washer (BlueCat Bio). Then, 4 μL/well of Bright-Glo (Promega) was dispensed and incubated for 5 min at room temperature, and the luminescence signal was measured using a ViewLux plate reader (PerkinElmer). All data were normalized with wells of cells treated with DMSO and SARS-S or MERS-S PP as 100%, and wells of cells treated with DMSO and delEnv PP as 0% entry.
ATP Content Cytotoxicity Assay
Cells were seeded at 1000 cells/well in 2 μL/well media in 1536-well plates, and incubated at 37 °C and 5% CO2 overnight (∼16 h). Compounds were titrated in DMSO; 23 nL/well was dispensed via an automated pintool workstation (Wako Automation). Plates were incubated for 1 h at 37C, 5% CO2, before 2 μL/well of media was added. Plates were then incubated for 48 h at 37 °C, 5% CO2. Then, 4 μL/well of ATPLite (PerkinElmer) was dispensed and incubated for 15 min at room temperature, and the luminescence signal was measured using a Viewlux plate reader (PerkinElmer). Data were normalized with wells containing DMSO-treated cells as 100%, and wells containing DMSO-treated media only (no cells) as 0% viability.
Drug Repurposing Screen and Data Analysis
The NCATS pharmaceutical collection (NPC) was assembled internally and contains 2678 compounds, which include drugs approved by US FDA and foreign health agencies in European Union, United Kingdom, Japan, Canada, and Australia, as well as some clinical trialed experimental drugs.18 The compounds were dissolved in 10 mM DMSO as stock solutions, and titrated at 1:5 for primary screens with four concentrations, and at 1:3 for follow up assays with 11 concentrations. The SARS-S PP entry assay in Vero E6 cells and MERS-S PP entry assay in Huh7 cells were used to screen the NPC library in parallel. Concurrently, counter screens for cytotoxicity of compounds in Vero E6 and Huh7 were also screened against the NPC library. The primary screens assayed n = 1 for each compound concentration. Hit compounds were chosen from NCATS compound storage at −30 °C.
A customized software developed in house at NCATS39 was used for analyzing the primary screen data. Half-maximal efficacious concentration (EC50) and half-maximal cytotoxicity concentration (CC50) of compounds were calculated using Prism software (GraphPad Software, San Diego, CA).
Luciferase Immunofluorescence and High-Content Imaging
Cells were seeded at 15000 cells in 100 μL/well media in 96-well assay plates, and incubated at 37 °C, 5% CO2 overnight (∼16 h). The supernatant was removed, and 50 μL/well of PP was added. Plates were spin-inoculated at 1500 rpm (453g) for 45 min, incubated for 2 h at 37 °C and 5% CO2, and then 50 μL/well of growth media was added. The plates were incubated for 48 h at 37 °C, 5% CO2. Media was aspirated, and the cells were washed once with 1X PBS (ThermoFisher). Cells were then fixed in 4% PFA (EMS) in PBS containing 0.1% BSA (ThermoFisher) for 30 min at room temperature. Plates were washed three times with 1X PBS and then blocked and permeabilized with 0.1% Triton-X 100 (ThermoFisher) in Cell Staining Buffer (Biolegend) for 30 min. Permeabilization/blocking solution was removed and 1:1000 primary mouse-antiluciferase antibody (Santa Cruz) was added, and the mixture was incubated overnight at 4 °C. The primary antibody was aspirated, and cells were washed three times with 1X PBS. Then 1:1000 secondary antibody goat-antimouse-AlexaFluor 647 (ThermoFisher) was added for 1 h in Cell Staining Buffer. Cells were washed three times, and stained with 1:5000 Hoechst 33342 (ThermoFisher) and 1:10000 HCS Cell Mask Green (ThermoFisher) for 30 min, before three final 1X PBS washes. Plates were sealed and stored at 4 °C prior to imaging.
Plates were imaged on the IN Cell 2500 HS automated high-content imaging system. A 20× air objective was used to capture nine fields per well in each 96 well plate. Cells were imaged with the DAPI, Green, and FarRed channels. Images were uploaded to the Columbus Analyzer software for automated high-content analysis. Cells were first identified using the Hoechst 33342 nuclear stain in the DAPI channel. Cell bodies were identified using the HCS Cell Mask stain in the green channel using the initial population of Nuclei region of interests. Intensity of the FarRed channel indicating luciferase expression was measured, and a threshold was applied based on the background of the negative control. Average values, standard deviations, and data counts were generated using pivot tables in Microsoft Excel, and data were plotted in Graphpad Prism.
Negative Stain and Immunogold Electron Microscopy
All reagents were obtained from Electron Microscopy Sciences, unless otherwise specified. For negative staining without immunogold labeling, freshly glow-discharged, Formvar and carbon coated, 300-mesh copper grids were inverted on 5 μL drops of sample on Parafilm for 1 min. Grids with adhered sample were transferred across two drops of syringe-filtered PBS, and then two drops of filtered distilled water before being placed on a drop of 1% aqueous uranyl acetate for 1 min, after which grids were blotted with filter paper, allowing a thin layer of uranyl acetate to dry on the grid.
SARS-S PP to be immunogold labeled were adhered to freshly glow discharged, Formvar and carbon coated, 300-mesh gold grids, transferred across three drops of filtered PBS and then incubated on drops of filtered blocking solution containing 2% BSA (Sigma) in PBS for 10 min. Samples were covered during the incubation steps to prevent evaporation. The primary antibody to SARS-S (BEI) was diluted 1:20 in filtered blocking solution. After being blocked, grids were blotted lightly with filter paper to remove excess solution before being transferred to primary antibody droplets and incubated for 30 min. Then, grids were transferred across two drops of blocking solution and incubated for 10 min. Secondary antibody (10 nm gold-conjugated Goat-α-Mouse IgG) was diluted 1:20 in filtered blocking solution. Grids were lightly blotted before being transferred to droplets of secondary antibody, incubated for 30 min, and then rinsed with three drops of PBS. Prior to negative stain, grids were transferred across three drops of distilled water to remove PBS as described previously. Grids were observed using a ThermoFisher Tecnai T20 transmission electron microscope operated at 200 kV, and images were acquired using an AMT NanoSprint1200 CMOS detector (Advanced Microscopy Techniques).
SARS-CoV-2 Cytopathic Effect (CPE) Assay
SARS-CoV-2 CPE assay was conducted at Southern Research Institute (Birmingham, AL). Briefly, compounds were titrated in DMSO and acoustically dispensed into 384-well assay plates at 60 nL/well. Cell culture media (MEM, 1% Pen/Strep/GlutaMax, 1% HEPES, 2% HI FBS) was dispensed at 5 μL/well into assay plates and incubated at room temperature. Vero E6 (selected for high ACE2 expression) was inoculated with SARS CoV-2 (USA_WA1/2020) at 0.002 M.O.I. in media and quickly dispensed into assay plates as 4000 cells in 25 μL/well. Assay plates were incubated for 72 h at 37 °C, 5% CO2, 90% humidity. Then, 30 μL/well of CellTiter-Glo (Promega) was dispensed and incubated for 10 min at room temperature, and the luminescence signal was read on an EnVision plate reader (PerkinElmer). The MOI of 0.002 was selected during assay optimization to achieve 95% cell death at 72 h postinfection. An ATP content cytotoxicity assay was conducted with the same protocol as the CPE assay, but without the addition of SARS-CoV-2 virus.
Acknowledgments
This work is funded by the Intramural Research Program of the National Center for Advancing Translational Sciences, and National Institute of Child Health and Human Development, National Institutes of Health. Work in the author’s laboratory (G.W.) is supported by the National Institutes of Health (Research Grant R01AI35270).
Author Contributions
# C.Z.C. and M.X. contributed equally to this work. M.X., M.P., K.G., W. Zhu, M.S., and J.P. performed experiments; C.Z.C. and W. Zheng made the conceptualization and data curation; M.S. and G.H. analyzed the data; C.Z.C. and W. Zheng wrote the manuscript, and all authors edited the manuscript.
The authors declare no competing financial interest.
This article is made available via the ACS COVID-19 subset for unrestricted RESEARCH re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
References
- Mandell G. L., Bennett J. E., and Dolin R. (2010) Mandell, Douglas, and Bennett’s principles and practice of infectious diseases, 7th ed., Churchill Livingstone/Elsevier, Philadelphia, PA. [Google Scholar]
- Drosten C.; Gunther S.; Preiser W.; van der Werf S.; Brodt H. R.; Becker S.; Rabenau H.; Panning M.; Kolesnikova L.; Fouchier R. A.; Berger A.; Burguiere A. M.; Cinatl J.; Eickmann M.; Escriou N.; Grywna K.; Kramme S.; Manuguerra J. C.; Muller S.; Rickerts V.; Sturmer M.; Vieth S.; Klenk H. D.; Osterhaus A. D.; Schmitz H.; Doerr H. W. (2003) Identification of a novel coronavirus in patients with severe acute respiratory syndrome. N. Engl. J. Med. 348, 1967–1976. 10.1056/NEJMoa030747. [DOI] [PubMed] [Google Scholar]
- Zaki A. M.; van Boheemen S.; Bestebroer T. M.; Osterhaus A. D.; Fouchier R. A. (2012) Isolation of a novel coronavirus from a man with pneumonia in Saudi Arabia. N. Engl. J. Med. 367, 1814–1820. 10.1056/NEJMoa1211721. [DOI] [PubMed] [Google Scholar]
- Lu R.; Zhao X.; Li J.; Niu P.; Yang B.; Wu H.; Wang W.; Song H.; Huang B.; Zhu N.; Bi Y.; Ma X.; Zhan F.; Wang L.; Hu T.; Zhou H.; Hu Z.; Zhou W.; Zhao L.; Chen J.; Meng Y.; Wang J.; Lin Y.; Yuan J.; Xie Z.; Ma J.; Liu W. J.; Wang D.; Xu W.; Holmes E. C.; Gao G. F.; Wu G.; Chen W.; Shi W.; Tan W. (2020) Genomic characterisation and epidemiology of 2019 novel coronavirus: implications for virus origins and receptor binding. Lancet 395, 565–574. 10.1016/S0140-6736(20)30251-8. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Beigel J. H.; Tomashek K. M.; Dodd L. E.; Mehta A. K.; Zingman B. S.; Kalil A. C.; Hohmann E.; Chu H. Y.; Luetkemeyer A.; Kline S.; Lopez de Castilla D.; Finberg R. W.; Dierberg K.; Tapson V.; Hsieh L.; Patterson T. F.; Paredes R.; Sweeney D. A.; Short W. R.; Touloumi G.; Lye D. C.; Ohmagari N.; Oh M. D.; Ruiz-Palacios G. M.; Benfield T.; Fatkenheuer G.; Kortepeter M. G.; Atmar R. L.; Creech C. B.; Lundgren J.; Babiker A. G.; Pett S.; Neaton J. D.; Burgess T. H.; Bonnett T.; Green M.; Makowski M.; Osinusi A.; Nayak S.; Lane H. C. (2020) Remdesivir for the Treatment of Covid-19 - Preliminary Report. N. Engl. J. Med. 10.1056/NEJMoa2007764. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Chen C. Z.; Shinn P.; Itkin Z.; Eastman R. T.; Bostwick R.; Rasmussen L.; Huang R.; Shen M.; Hu X.; Wilson K. M.; Brooks B.; Guo H.; Zhao T.; Klump-Thomas C.; Simeonov A.; Michael S. G.; Lo D. C.; Hall M. D.; Zheng W. (2020) Drug Repurposing Screen for Compounds Inhibiting the Cytopathic Effect of SARS-CoV-2. bioRxiv. 10.1101/2020.08.18.255877. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Dittmar M.; Lee J. S.; Whig K.; Segrist E.; Li M.; Jurado K.; Samby K.; Ramage H.; Schultz D.; Cherry S. (2020) Drug repurposing screens reveal FDA approved drugs active against SARS-Cov-2. bioRxiv. 10.1101/2020.06.19.161042. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Ellinger B.; Bojkova D.; Zaliani A.; Cinatl J.; Claussen C.; Westhaus S.; Reinshagen J.; Kuzikov M.; Wolf M.; Geisslinger G.; Gribbon P.; Ciesek S. (2020) Identification of inhibitors of SARS-CoV-2 in-vitro cellular toxicity in human (Caco-2) cells using a large scale drug repurposing collection. Research Square 10.21203/rs.3.rs-23951/v1. [DOI] [Google Scholar]
- Riva L.; Yuan S.; Yin X.; Martin-Sancho L.; Matsunaga N.; Pache L.; Burgstaller-Muehlbacher S.; De Jesus P. D.; Teriete P.; Hull M. V.; Chang M. W.; Chan J. F.-W.; Cao J.; Poon V. K.-M.; Herbert K. M.; Cheng K.; Nguyen T.-T. H.; Rubanov A.; Pu Y.; Nguyen C.; Choi A.; Rathnasinghe R.; Schotsaert M.; Miorin L.; Dejosez M.; Zwaka T. P.; Sit K.-Y.; Martinez-Sobrido L.; Liu W.-C.; White K. M.; Chapman M. E.; Lendy E. K.; Glynne R. J.; Albrecht R.; Ruppin E.; Mesecar A. D.; Johnson J. R.; Benner C.; Sun R.; Schultz P. G.; Su A. I.; García-Sastre A.; Chatterjee A. K.; Yuen K.-Y.; Chanda S. K. (2020) Discovery of SARS-CoV-2 antiviral drugs through large-scale compound repurposing. Nature 586, 113. 10.1038/s41586-020-2577-1. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Touret F.; Gilles M.; Barral K.; Nougairède A.; van Helden J.; Decroly E.; de Lamballerie X.; Coutard B. (2020) In vitro screening of a FDA approved chemical library reveals potential inhibitors of SARS-CoV-2 replication. Sci. Rep. 10, 13093. 10.1038/s41598-020-70143-6. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kouznetsova J.; Sun W.; Martinez-Romero C.; Tawa G.; Shinn P.; Chen C. Z.; Schimmer A.; Sanderson P.; McKew J. C.; Zheng W.; Garcia-Sastre A. (2014) Identification of 53 compounds that block Ebola virus-like particle entry via a repurposing screen of approved drugs. Emerging Microbes Infect. 3, e84. 10.1038/emi.2014.88. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Weisshaar M.; Cox R.; Morehouse Z.; Kumar Kyasa S.; Yan D.; Oberacker P.; Mao S.; Golden J. E.; Lowen A. C.; Natchus M. G.; Plemper R. K. (2016) Identification and Characterization of Influenza Virus Entry Inhibitors through Dual Myxovirus High-Throughput Screening. J. Virol. 90, 7368–7387. 10.1128/JVI.00898-16. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Garcia J. M.; Gao A.; He P. L.; Choi J.; Tang W.; Bruzzone R.; Schwartz O.; Naya H.; Nan F. J.; Li J.; Altmeyer R.; Zuo J. P. (2009) High-throughput screening using pseudotyped lentiviral particles: a strategy for the identification of HIV-1 inhibitors in a cell-based assay. Antiviral Res. 81, 239–247. 10.1016/j.antiviral.2008.12.004. [DOI] [PubMed] [Google Scholar]
- Millet J. K.; Tang T.; Nathan L.; Jaimes J. A.; Hsu H. L.; Daniel S.; Whittaker G. R. (2019) Production of Pseudotyped Particles to Study Highly Pathogenic Coronaviruses in a Biosafety Level 2 Setting. J. Visualized Exp. 10.3791/59010. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Millet J. K.; Whittaker G. R. (2016) Murine Leukemia Virus (MLV)-based Coronavirus Spike-pseudotyped Particle Production and Infection. Bio Protoc 6, e2035. 10.21769/BioProtoc.2035. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kim I. S.; Jenni S.; Stanifer M. L.; Roth E.; Whelan S. P.; van Oijen A. M.; Harrison S. C. (2017) Mechanism of membrane fusion induced by vesicular stomatitis virus G protein. Proc. Natl. Acad. Sci. U. S. A. 114, E28–E36. 10.1073/pnas.1618883114. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hoffmann M.; Kleine-Weber H.; Schroeder S.; Kruger N.; Herrler T.; Erichsen S.; Schiergens T. S.; Herrler G.; Wu N. H.; Nitsche A.; Muller M. A.; Drosten C.; Pohlmann S. (2020) SARS-CoV-2 Cell Entry Depends on ACE2 and TMPRSS2 and Is Blocked by a Clinically Proven Protease Inhibitor. Cell 181, 271–280. 10.1016/j.cell.2020.02.052. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Huang R.; Zhu H.; Shinn P.; Ngan D.; Ye L.; Thakur A.; Grewal G.; Zhao T.; Southall N.; Hall M. D.; Simeonov A.; Austin C. P. (2019) The NCATS Pharmaceutical Collection: a 10-year update. Drug Discovery Today 24, 2341–2349. 10.1016/j.drudis.2019.09.019. [DOI] [PubMed] [Google Scholar]
- Inglese J.; Auld D. S.; Jadhav A.; Johnson R. L.; Simeonov A.; Yasgar A.; Zheng W.; Austin C. P. (2006) Quantitative high-throughput screening: a titration-based approach that efficiently identifies biological activities in large chemical libraries. Proc. Natl. Acad. Sci. U. S. A. 103, 11473–11478. 10.1073/pnas.0604348103. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gorshkov K.; Chen C. Z.; Bostwick R.; Rasmussen L.; Xu M.; Pradhan M.; Tran B. N.; Zhu W.; Shamim K.; Huang W.; Hu X.; Shen M.; Klumpp-Thomas C.; Itkin Z.; Shinn P.; Simeonov A.; Michael S.; Hall M. D.; Lo D. C.; Zheng W. (2020) The SARS-CoV-2 cytopathic effect is blocked with autophagy modulators. bioRxiv. 10.1101/2020.05.16.091520. [DOI] [Google Scholar]
- Xia S.; Liu M.; Wang C.; Xu W.; Lan Q.; Feng S.; Qi F.; Bao L.; Du L.; Liu S.; Qin C.; Sun F.; Shi Z.; Zhu Y.; Jiang S.; Lu L. (2020) Inhibition of SARS-CoV-2 (previously 2019-nCoV) infection by a highly potent pan-coronavirus fusion inhibitor targeting its spike protein that harbors a high capacity to mediate membrane fusion. Cell Res. 30, 343–355. 10.1038/s41422-020-0305-x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Zhou Y.; Simmons G. (2012) Development of novel entry inhibitors targeting emerging viruses. Expert Rev. Anti-Infect. Ther. 10, 1129–1138. 10.1586/eri.12.104. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Arts E. J.; Hazuda D. J. (2012) HIV-1 antiretroviral drug therapy. Cold Spring Harbor Perspect. Med. 2, a007161. 10.1101/cshperspect.a007161. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Tang T.; Bidon M.; Jaimes J. A.; Whittaker G. R.; Daniel S. (2020) Coronavirus membrane fusion mechanism offers a potential target for antiviral development. Antiviral Res. 178, 104792. 10.1016/j.antiviral.2020.104792. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wrapp D.; Wang N.; Corbett K. S.; Goldsmith J. A.; Hsieh C. L.; Abiona O.; Graham B. S.; McLellan J. S. (2020) Cryo-EM structure of the 2019-nCoV spike in the prefusion conformation. Science 367, 1260–1263. 10.1126/science.abb2507. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Jeon S.; Ko M.; Lee J.; Choi I.; Byun S. Y.; Park S.; Shum D.; Kim S. (2020) Identification of Antiviral Drug Candidates against SARS-CoV-2 from FDA-Approved Drugs. Antimicrob. Agents Chemother. 64, e00819–00820. 10.1128/AAC.00819-20. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Ohashi H.; Watashi K.; Saso W.; Shionoya K.; Iwanami S.; Hirokawa T.; Shirai T.; Kanaya S.; Ito Y.; Kim K. S.; Nishioka K.; Ando S.; Ejima K.; Koizumi Y.; Tanaka T.; Aoki S.; Kuramochi K.; Suzuki T.; Maenaka K.; Matano T.; Muramatsu M.; Saijo M.; Aihara K.; Iwami S.; Takeda M.; McKeating J. A.; Wakita T. (2020) Multidrug treatment with nelfinavir and cepharanthine against COVID-19. bioRxiv. 10.1101/2020.04.14.039925. [DOI] [Google Scholar]
- Bailly C. (2019) Cepharanthine: An update of its mode of action, pharmacological properties and medical applications. Phytomedicine 62, 152956. 10.1016/j.phymed.2019.152956. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Rogosnitzky M., Okediji P., and Koman I. (2020) Cepharanthine: A review of the antiviral potential of a Japanese-approved alopecia drug in COVID-19, Pharmacol. Rep.. 10.1007/s43440-020-00132-z [DOI] [PMC free article] [PubMed] [Google Scholar]
- Eggersmann T. K.; Degenhardt T.; Gluz O.; Wuerstlein R.; Harbeck N. (2019) CDK4/6 Inhibitors Expand the Therapeutic Options in Breast Cancer: Palbociclib, Ribociclib and Abemaciclib. BioDrugs 33, 125–135. 10.1007/s40259-019-00337-6. [DOI] [PubMed] [Google Scholar]
- Poratti M.; Marzaro G. (2019) Third-generation CDK inhibitors: A review on the synthesis and binding modes of Palbociclib, Ribociclib and Abemaciclib. Eur. J. Med. Chem. 172, 143–153. 10.1016/j.ejmech.2019.03.064. [DOI] [PubMed] [Google Scholar]
- Schang L. M.; St Vincent M. R.; Lacasse J. J. (2006) Five years of progress on cyclin-dependent kinases and other cellular proteins as potential targets for antiviral drugs. Antivir Chem. Chemother 17, 293–320. 10.1177/095632020601700601. [DOI] [PubMed] [Google Scholar]
- Ramalingam S. S.; Vansteenkiste J.; Planchard D.; Cho B. C.; Gray J. E.; Ohe Y.; Zhou C.; Reungwetwattana T.; Cheng Y.; Chewaskulyong B.; Shah R.; Cobo M.; Lee K. H.; Cheema P.; Tiseo M.; John T.; Lin M.-C.; Imamura F.; Kurata T.; Todd A.; Hodge R.; Saggese M.; Rukazenkov Y.; Soria J.-C. (2020) Overall Survival with Osimertinib in Untreated, EGFR-Mutated Advanced NSCLC. N. Engl. J. Med. 382, 41–50. 10.1056/NEJMoa1913662. [DOI] [PubMed] [Google Scholar]
- Salata C.; Calistri A.; Alvisi G.; Celestino M.; Parolin C.; Palu G. (2019) Ebola Virus Entry: From Molecular Characterization to Drug Discovery. Viruses 11, 274. 10.3390/v11030274. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Salata C.; Calistri A.; Parolin C.; Baritussio A.; Palu G. (2017) Antiviral activity of cationic amphiphilic drugs. Expert Rev. Anti-Infect. Ther. 15, 483–492. 10.1080/14787210.2017.1305888. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Alchin D. R. (2014) Ingenol mebutate: a succinct review of a succinct therapy. Dermatol Ther (Heidelb) 4, 157–164. 10.1007/s13555-014-0061-2. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sengupta S.; Mehta G. (2018) Natural products as modulators of the cyclic-AMP pathway: evaluation and synthesis of lead compounds. Org. Biomol. Chem. 16, 6372–6390. 10.1039/C8OB01388H. [DOI] [PubMed] [Google Scholar]
- Zheng W.; Sun W.; Simeonov A. (2018) Drug repurposing screens and synergistic drug-combinations for infectious diseases. Br. J. Pharmacol. 175, 181–191. 10.1111/bph.13895. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wang Y.; Jadhav A.; Southal N.; Huang R.; Nguyen D. T. (2010) A grid algorithm for high throughput fitting of dose-response curve data. Curr. Chem. Genomics 4, 57–66. 10.2174/1875397301004010057. [DOI] [PMC free article] [PubMed] [Google Scholar]