Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is the etiological agent of Coronavirus Disease 2019 (COVID-19). There is a dire need for novel effective antivirals to treat COVID-19, as the only approved direct-acting antiviral to date is remdesivir, targeting the viral polymerase complex. A potential alternate target in the viral life cycle is the main SARS-CoV-2 protease 3CLpro (Mpro). The drug candidate PF-00835231 is the active compound of the first anti-3CLpro regimen in clinical trials. Here, we perform a comparative analysis of PF-00835231, the pre-clinical 3CLpro inhibitor GC-376, and the polymerase inhibitor remdesivir, in alveolar basal epithelial cells modified to express ACE2 (A549+ACE2 cells). We find PF-00835231 with at least similar or higher potency than remdesivir or GC-376. A time-of-drug-addition approach delineates the timing of early SARS-CoV-2 life cycle steps in A549+ACE2 cells and validates PF-00835231’s early time of action. In a model of the human polarized airway epithelium, both PF-00835231 and remdesivir potently inhibit SARS-CoV-2 at low micromolar concentrations. Finally, we show that the efflux transporter P-glycoprotein, which was previously suggested to diminish PF-00835231’s efficacy based on experiments in monkey kidney Vero E6 cells, does not negatively impact PF-00835231 efficacy in either A549+ACE2 cells or human polarized airway epithelial cultures. Thus, our study provides in vitro evidence for the potential of PF-00835231 as an effective SARS-CoV-2 antiviral and addresses concerns that emerged based on prior studies in non-human in vitro models.
Introduction
In December 2019, multiple cases of severe pneumonia with unexplained etiology were reported in Wuhan, China1. The infectious agent was identified as a novel member of the family Coronaviridae1, later named severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)2. The resulting disease, Coronavirus Disease 2019 (COVID-19), has since become a deadly pandemic.
A number of candidate drugs that may inhibit SARS-CoV-2 infection and replication have been proposed. However, only one direct-acting antiviral is currently approved for the treatment of COVID-19: remdesivir, a nucleoside analog that inhibits the SARS-CoV-2 RNA-dependent RNA-polymerase (RdRp). Remdesivir is incorporated into viral RNA by the RdRp, resulting in chain termination of both viral transcripts and de novo synthesized viral genomes3. Given this considerably limited arsenal of direct-acting antivirals for COVID-19, it remains a strategic priority to develop novel compounds with minimal side effects and that are directed against alternate viral targets.
One such alternate SARS-CoV-2 target is its main protease, 3CLpro (Mpro), which plays an essential role in the viral life cycle: Upon entry and uncoating of the viral particles, the positive-stranded RNA genome is rapidly translated into two polyproteins which are subsequently processed into functional proteins by PL2pro and 3CLpro viral proteases4. 3CLpro is the main protease and is responsible for releasing 11 of the 13 individual proteins, including the polymerase subunits, enabling their proper folding and assembly into the active polymerase complex5. Thus, blocking 3CLpro activity effectively shuts down the life cycle before viral transcription or replication occur, making it an enticing target for intervention6. In addition, 3CLpro has a unique substrate preference (Leu-Gln ↓ {Ser, Ala, Gly}), a preference not shared by any known human protease, implying the potential for high selectivity and low side effects of 3CLpro-targeting drugs7. Although there have been intense efforts to develop 3CLpro inhibitors specific for SARS-CoV-26–13, only one inhibitor has been brought to the clinic, PF-07304814, which is the first anti-3CLpro compound in clinical trials.
PF-07304814 is a ketone-based covalent cysteine protease inhibitor9. It is administered as a phosphate prodrug, which is then metabolized to its active form, PF-0083523114. PF-00835231 was initially designed in response to a previous coronavirus epidemic in 2003, as an inhibitor for the 3CLpro of SARS-CoV9. However, with SARS-CoV disease declining, clinical studies were not practical and, consequently, PF-00835231 was never tested in patients. Because 3CLpro of SARS-CoV and SARS-CoV-2 are 96% identical at the amino acid level, including 100% identity within the catalytic pocket7, it seemed reasonable to assume that PF-00835231 may inhibit SARS-CoV-2 as well.
Indeed, a recent study demonstrated antiviral activity of PF-00835231 against SARS-CoV-2, albeit at high micromolar levels14. The study was performed in Vero E6 cells, a monkey kidney cell line in which SARS-CoV-2 replicates to high titers, but which is known to express high levels of the efflux transporter P-glycoprotein (also known as Multi-Drug Resistance Protein 1, MDR1, and encoded by gene ATP Binding Cassette Subfamily B Member 1, ABCB1)15. Inhibiting MDR1 function significantly increased antiviral efficacy in Vero E6 cells, suggesting that PF-00835231 is an MDR1 substrate14. MDR1 is well-studied in the context of human immunodeficiency virus 1 (HIV-1) protease inhibitors such as lopinavir or ritonavir, where it reduces intracellular protease inhibitor levels and contributes to drug resistance in T-cells and monocytes16. In contrast to HIV-1, where viral replication is essentially limited to T-cells and monocytes, SARS-CoV-2 infects multiple organs and cell types throughout the human body, with the first and major site of replication being cells of the respiratory tract17,18. Thus, to investigate the potential role of MDR1 on antiviral potency of PF-00835231 against SARS-CoV-2, it is imperative to utilize experimental model systems representing the human airways.
Here, we characterize the antiviral potency and cytotoxicity profile of PF-00835231 in two human airway models: a human type II alveolar epithelial cell line, and polarized human airway epithelial cultures. In side-by-side experiments, we place PF-00835231’s antiviral efficacy against SARS-CoV-2 in context of another, pre-clinical 3CLpro inhibitor, GC-376, and of the current standard-of-care, remdesivir. Finally, we address the impact of P-glycoprotein (MDR1) on PF-00835231’s antiviral efficacy in the human airways.
Results
Establishing A549+ACE2 cells as a tool to determine SARS-CoV-2 infection and cytopathic effect by high-content microscopy.
The human adenocarcinoma alveolar epithelial cell line A549 is a workhorse cell line in the study of respiratory viruses. However, A549 cells are not permissive to SARS-CoV-2 infection, as they do not highly express the SARS-CoV-2 receptor ACE219. To make A549 cells amenable for experiments with SARS-CoV-2, we generated a stable A549 cell line expressing ACE2 exogenously. We confirmed elevated levels of ACE2 mRNA in A549+ACE2 cells by RT-qPCR, and of ACE2 protein by Western blot, flow cytometry, and confocal microscopy (Fig. 1a–e).
To determine permissiveness, we infected A549 or A549+ACE2 cells with a serial dilution of SARS-CoV-2, in a 96-well format, for 24 h. Using immunofluorescence staining for SARS-CoV-2 nucleocapsid protein (N) and high-content microscopy, we found A549+ACE2 cells permissive to SARS-CoV-2 infection, whereas parent A549 cells were not (Fig. 1f).
Since the discovery of SARS-CoV-2, limited evolution has been observed, which has been attributed to the proof-reading mechanism of coronavirus polymerases20. The two major lineages of SARS-CoV-2 circulating globally as of time of writing are represented by the Wuhan basal clade and the spike protein D614G clade, also referred to as clades A and B, respectively21. Compared to clade A, clade B isolates carry a mutation in the spike-encoding gene S, which results in amino acid substitution D614G. D614G is frequently accompanied by an additional mutation in ORF 1b, which encodes the RNA-dependent RNA-polymerase complex (RdRp), resulting in substitution P323L in the polymerase subunit NSP1222. Clade B viruses are more prevalent globally, which might be due to their increased efficiency infecting cells in the upper respiratory tract and subsequently increased transmissibility, enabled by the Spike D614G mutation23,24.
To characterize viral growth of representatives from the two major clades in our model, we challenged A549+ACE2 cells with the clinical SARS-CoV-2 isolate USA-WA1/2020, a clade A representative25, or with USA/NYU-VC-003/2020, a clade B representative, the latter of which we had isolated in March 202026. USA/NYU-VC-003/2020 carries both of the signature clade B amino acid changes, S D614G and NSP12 P323L, but its 3CLpro sequence is identical to that of USA-WA1/2020. In low MOI growth kinetics on A549+ACE2 cells, we found that growth of clade B USA/NYU-VC-003/2020 exceeds that of clade A USA-WA1/2020, especially at later times of infection (Fig. 1g). We were able to detect de novo produced infectious particles as soon as 12 hours post infection (hpi) for USA-WA1/2020, suggesting that the SARS-CoV-2 life cycle in A549+ACE2 cells is completed by that time. In terms of producing infectious titers, USA/NYU-VC-003/2020 initially lagged behind USA-WA1/2020, but then yielded significantly higher titers at 48 and 72 hpi.
Finally, we observed that the cytopathic effect (CPE) caused by SARS-CoV-2 on A549+ACE2 cells manifests in syncytia formation, in which the nuclei form a ring-like structure (Fig. 1h). This effect had previously been described for other coronaviruses27,28, although the exact mechanism for the ring-like nuclear structure formation remains to be elucidated. Altogether, our data establish A549+ACE2 cells as a tractable tool to study SARS-CoV-2 infection, spread, and cytopathic effect.
PF-00835231 potently inhibits SARS-CoV-2 in A549+ACE2 cells.
PF-00835231 is the active compound of the first anti 3CLpro regimen currently tested in clinical trials9. We studied and compared three compounds in regards to SARS-CoV-2 antiviral activity and cytotoxicity: i. PF-00835231, ii. the pre-clinical 3CLpro inhibitor GC-376, which is licensed for veterinary use in Feline Coronavirus infections29 and recently shown to inhibit SARS-CoV-2 in Vero E6 cells26, and iii. the polymerase inhibitor remdesivir, which is currently the only direct-acting antiviral approved in the US to treat SARS-CoV-2 infections, and is thus standard-of-care. We exposed A549+ACE2 cells with escalating doses of the three respective drugs, challenged them with SARS-CoV-2, and measured virus antigen (N)-expressing cells by high-content microscopy (Fig. 2a). In parallel, we determined cellular viability by measuring ATP levels in drug-treated, but uninfected cells. Antiviral assays were performed with both our clade A and clade B SARS-CoV-2 representatives.
In a first set of experiments, we compared antiviral efficacy between PF-00835231 and remdesivir side-by-side (Fig. 2 and Tab.1). PF-00835231 inhibited the clade A representative SARS-CoV-2 USA-WA1/2020 with an average 50% effective concentration (EC50) of 0.221 μM at 24 h, and 0.158 μM at 48 h (Fig. 2b, Tab. 1). As such, PF-00835231 was statistically more potent than remdesivir with an EC50 0.442 μM at 24 h, and 0.238 μM at 48 h (Fig. 2c, Tab. 1). None of the compounds showed detectable cytotoxicity (Fig. 2b–e, Tab. 1). We then compared antiviral efficacy of PF-00835231 and remdesivir for clade B USA/NYU-VC-003/2020. Due to cytopathic effects driven by USA/NYU-VC-003/2020 at the 48 h timepoint, we only determined antiviral efficacy at 24 h. PF-00835231 was inhibitory with an EC50 of 0.184 μM, and was thus again statistically more potent than remdesivir with EC50 of 0.283 μM.
Table 1.
USA-WA1/2020 | |||||||
---|---|---|---|---|---|---|---|
time | EC50 μM | (95% CI) | p value* | p value** | EC90 μM | (95% CI) | CC50 μM |
PF-00835231 | |||||||
24 hpi | 0.221 | 0.137 −0.356 | 0.734 | 0.391–1.38 | > 10 | ||
48 hpi | 0.158 | 0.0795 – 0.314 | 0.439 | 0.380–0.508 | > 10 | ||
remdesivir | |||||||
24 hpi | 0.442 | 0.240–0.814 | 0.002 | 1.19 | 0.622–2.28 | > 10 | |
48 hpi | 0.238 | 0.122–0.436 | 0.035 | 0.529 | 0.534–0.656 | > 10 | |
USA/NYU-VC-003/2020 | |||||||
time | EC50 μM | (95% CI) | p value* | p value** | EC90 μM | (95% CI) | CC50 μM |
PF-00835231 | |||||||
24 hpi | 0.184 | 0.016–0.377 | 0.307 | 0.591 | 0.534–0.654 | > 10 | |
remdesivir | |||||||
24 hpi | 0.238 | 0.200–0.400 | 0.028 | 0.024 | 0.589 | 0.416–0.834 | > 10 |
EC50 of remdesivir vs EC50 of PF-00835231
EC50 of drug vs EC50 of same drug for USA-WA1/2020
Interestingly, only the polymerase inhibitor remdesivir exhibited statistically significantly weaker antiviral activity against the clade A isolate compared to the clade B isolate, with EC50 of 0.442 μM (vs clade A) and EC50 of 0.238 μM (vs clade B; Tab. 1). This might be an impact of the polymerase subunit NSP12 P323L mutation present in the clade B representative. Next, we analyzed microscopy data for drug-mediated inhibition of the CPE, including ring-shaped syncytia formation. PF-00835231 and remdesivir both decreased the overall number of infected foci, and fully protected A549+ACE2 cells from ring syncytia formation, at 0.33 μM and above (Fig. 2f and not shown).
In a second set of experiments, we compared antiviral efficacy between PF-00835231 and GC-376 side-by-side (Fig. 3a–d and Tab. 2). PF-00835231 inhibited the clade A representative SARS-CoV-2 USA-WA1/2020 with an EC50 of 0.422 μM at 24 h, and 0.344 μM at 48 h (Fig. 2a, Tab. 1). This slight shift in EC50 values as compared to those in Table 1 can be explained by intra-assay variation, which is higher for live cell assays as it is for binding assays. For this reason we could not compare PF-00835231 across assays. In the direct comparison, PF-00835231 trended towards being more potent than GC-376, which exhibited an EC50 of 0.632 μM at 24 h, and 0.696 μM at 48 h (Fig. 3b, Tab. 2). For clade B USA/NYU-VC-003/2020, PF-00835231 was inhibitory with an EC50 of 0.326 μM, and thus again trended towards being more potent than GC-376 with an EC50 of 0.529 μM (Fig. 3c–d, Tab. 2).
Table 2.
USA-WA1/2020 | |||||||
---|---|---|---|---|---|---|---|
time | EC50 μM | (95% CI) | p value* | p value** | EC90 μM | (95% CI) | CC50 μM |
PF-00835231 | |||||||
24 hpi | 0.422 | 0.0836 – 2.13 | 0.978 | 0.326 – 2.93 | >10 | ||
48 hpi | 0.344 | 0.0842 – 1.404 | 1.158 | 0.358 – 3.74 | >10 | ||
GC-376 | |||||||
24 hpi | 0.623 | 0.257 – 1.506 | 0.366 | 4.55 | 1.89 – 10.91 | >10 | |
48 hpi | 0.696 | 0.198 – 2.44 | 0.114 | 5.25 | 2.53 – 10.875 | >10 | |
USA/NYU-VC-003/2020 | |||||||
time | EC50 μM | (95% CI) | p value* | p value** | EC90 μM | (95% CI) | CC50 μM |
PF-00835231 | |||||||
24 hpi | 0.326 | 0.098 – 1.08 | 0.543 | 1.17 | 0.115 – 11.89 | >10 | |
GC-376 | |||||||
24 hpi | 0.529 | 0.184 – 1.512 | 0.265 | 0.700 | 2.734 | 0.897 – 8.33 | >10 |
EC50 of GC-376 vs EC50 of PF-00835231
EC50 of drug vs EC50 of same drug for USA-WA1/2020
Both protease inhibitors PF-00835231 and GC-376 had similar antiviral activities between the two clades in this assay (Tab. 1 and Tab. 2). This is in line with the fact that 3CLpro is identical in these two viruses. Finally, GC-376 decreased the number and size of viral foci, but was unable to protect cells from virus-induced CPE at 1 μM (Fig. 3e). In contrast, at 1 μM and above, PF-00835231 fully protected A549+ACE2 cells from CPE (Fig. 3e and not shown).
Collectively, we show that, in this assay, PF-00835231 inhibits isolates from both major SARS-CoV-2 lineages at similar or better effective concentrations than remdesivir and the pre-clinical 3CLpro inhibitor GC-376.
Timing of PF-00835231 antiviral action against USA-WA1/2020 in A549+ACE2 cells is consistent with PF-00835231’s role as a 3CLpro inhibitor.
PF-00835231 and remdesivir target different SARS-CoV-2 proteins9,31. PF-00835231 targets 3CLpro, blocking polyprotein processing and thus formation of the viral polymerase complex32. Remdesivir acts on the subsequent step, which is the incorporation of nucleotides into nascent viral RNA transcripts and genomes by the viral polymerase complex3,33.
To determine whether the action of PF-00835231 is consistent with its established role as a 3CLpro inhibitor, and to delineate the timing of early SARS-CoV-2 life cycle stages in A549+ACE2 cells, we performed time-of-drug-addition experiments34. This approach determines how long the addition of a drug can be delayed before it loses antiviral activity. Using one-hour-increments (from 1 h prior to 4 h post infection), we varied the time-of-drug-addition for a monoclonal neutralizing antibody (viral attachment inhibition control), GC-376 (3CLpro inhibition control), PF-00835231, and remdesivir (RdRp inhibition control). We measured the percentage of SARS-CoV-2-infected cells via high-content microscopy at 12 hpi, which corresponds to one replication cycle in A549+ACE2 cells, as determined previously (Fig. 1g). We synchronized infection using a preincubation step at 4°C, followed by a transition to 37° C at 1 h post-addition of virus, and used the minimum treatment doses for each drug that led to undetectable infection levels – 3 μM for PF-00835231 and the neutralizing antibody, and 10 μM for remdesivir and GC-376.
The neutralizing antibody lost its antiviral function first, starting at the first addition point post-infection (1 h), confirming blockage of attachment and entry as the mode of antiviral action (Fig. 4a). Interestingly, all three drugs, GC-376, PF-00835231, and remdesivir lost antiviral action at the same time of addition, starting at 2 hpi, and with subsequently enhanced loss of activity at 3 and 4 hpi (Fig. 4a). This suggests that polyprotein processing and the start of viral transcription / translation follow each other very closely in time. These time-of-drug-addition experiments confirm the timing of PF-00835231’s antiviral action during the early stages of intracellular virus propagation, consistent with its role as a 3CLpro inhibitor. Furthermore, these experiments delineate the timing of the SARS-CoV-2 life cycle events in the tissue culture model of A549+ACE2 cells (Fig. 4b) and demonstrate that polymerase and protease inhibitors such as PF-00835231 can effectively block SARS-CoV-2 replication in cells when administered within a few hours after infection.
PF-00835231 is well-tolerated in polarized human airway epithelial cultures (HAEC).
The human respiratory tract is a major entry portal for viruses, including SARS-CoV-2, and the first battle between host and virus occurs in cells of the respiratory epithelium. This specialized tissue contains three major cell types (basal, secretory, and ciliated) which are organized in a characteristic polarized architecture35. As shown, human adenocarcinoma alveolar epithelial A549+ACE2 cells are permissive for SARS-CoV-2 infection and allow for high-throughput experiments (Fig. 1–4). However, they do not recapitulate the complexity and architecture of the human airway epithelium.
To test PF-00835231 and remdesivir in an additional, more physiologically relevant, yet lower-throughput human model system, we generated polarized human airway epithelial cultures (HAEC). HAEC contain multiple cell types of the airway epithelium and recapitulate its typical architecture (Fig. 5a–d), which makes HAEC arguably one of the most physiologically relevant models for in vitro studies of human respiratory pathogens. HAEC are permissive to SARS-CoV-2 infections and were utilized to obtain the very first SARS-CoV-2 isolate in December 20191.
First, we performed in-depth analyses of the cellular heterogeneity of our HAEC model system by single-cell RNA-sequencing (sc-RNAseq; Fig. 5b38). Gene-expression profiling enabled resolution of distinct clusters with cell types assigned based on previously published transcriptional signatures36,37. We identified 7 different clusters as cycling basal, basal, suprabasal, secretory, ciliated, and microfold cells, as well as cells undergoing epithelial-mesenchymal transition (EMT, Fig. 5b). The EMT process in HAEC has previously been associated with loss of polarized organization as a consequence of remodeling39 and is likely to occur at a low level at steady-state in HAEC. Recapitulation of the major cell types and physiological conditions of the lung epithelium provided molecular confirmation for the HAEC system in assessing SARS-CoV-2 infection.
To establish the use of PF-00835231 in HAEC, we determined its cytotoxicity profile and compared it to that of remdesivir. We added PF-00835231 or remdesivir to the basolateral chamber of HAEC (Fig. 5a), and determined tissue morphology by histology and integrity of the epithelial layer by measuring trans-epithelial resistance (TEER; Fig. 5c–e). Neither drug caused measurable adverse effects on the morphology of the cultures (Fig. 5c,d). However, while remdesivir negatively impacted TEER over time, albeit not statistically significantly compared to untreated cultures, we did not observe this trend for PF-00835231 (Fig. 5e).
To complement our assessment of how well human epithelium tolerates these inhibitors, we took advantage of an alternative cytotoxicity assay on BCi-NS1.1 cells, the basal-like undifferentiated precursor cell monolayers used for generation of HAEC. We treated these monolayers with a dose range of PF-00835231 or remdesivir for 48 hours, and quantified ATP as a measure of cell viability, similar to previous experiments with A549+ACE2 cells. We did not detect a decrease in ATP upon PF-00835231 treatment, even at the highest amount of drug (10 μM) tested. In contrast, 10 μM of remdesivir caused a reduction in ATP levels compared to carrier control, albeit not statistically significantly (Fig. 5f). These experiments demonstrate that both drugs are well-tolerated in our model of polarized human airway epithelium.
PF-00835231 exhibits potent anti-SARS-CoV-2 activity in HAEC.
To determine PF-00835231’s anti-SARS-CoV-2 activity in HAEC, we added either 0.025, 0.5 or 10 μM PF-00835231 or remdesivir, or DMSO carrier control, to the basolateral chamber of HAEC (Fig. 6a–c). We then challenged HAEC apically with SARS-CoV-2 USA-WA1/2020, and determined viral infectious titers from apical washes collected at 12-hour increments.
We first detected progeny viral particles in apical washes from DMSO-treated cultures at 12 hpi (Fig. 6a, b), indicating that the SARS-CoV-2 life cycle in HAEC cells is completed by that time. Both PF-00835231 and remdesivir potently inhibited SARS-CoV-2 titers in a dose-dependent manner, with the 10 μM doses resulting in viral titers below the limit of detection at most time points (Fig. 6a, b).
To visualize SARS-CoV-2 infection in HAEC during drug treatment, we fixed infected HAEC at the 72 h endpoint and stained them for SARS-CoV-2-N-expressing cells (Fig. 6c). In carrier control cultures, we observed robust infection. Upon treatment with 10 μM PF-00835231 or remdesivir, we found in both cases the number of infected cells significantly reduced. Taken together, both remdesivir and PF-00835231 potently inhibit SARS-CoV-2 infection in our model of polarized human airway epithelium.
Inhibiting the multi-drug transporter MDR1 does not increase efficacy of PF-00835231 in human airway epithelial cells.
Previously, a hurdle in accurately determining PF-00835231’s in vitro efficacy was the action of the multi-drug efflux transporter P-glycoprotein (also known as MDR1 or ABCB1). However, these earlier studies were performed in the monkey kidney cell line Vero E69,14. MDR1 was found to efficiently export PF-00835231, thereby reducing intracellular PF-00835231 levels, and likely underestimating PF-00835231’s potency. In those studies, chemical inhibition of MDR1 in Vero E6 cells significantly increased PF-00835231’s antiviral efficacy9,14.
Given the previously reported species differences in P-glycoprotein-mediated drug transport activity of MDR1 and the variability in expression levels of the ABCB1 gene that encodes this drug transporter among cell types and tissues40, we sought to determine a potential role of MDR1 in our human in vitro airway models. We measured PF-00835231 anti-SARS-CoV-2 activity while chemically blocking MDR1 function, using the drug CP-100356 in the A549+ACE2 cell line and in HAEC (Fig. 7a). We observed no changes in antiviral efficacy when blocking MDR1 activity (Fig. 7b–d), suggesting that, in contrast to Vero E6 cells, this transporter does not play a role in our human airway model systems. Indeed, scRNA-seq analysis of HAECs (Fig. 5b38) did not reveal any detectable MDR1 (ABCB1) transcripts, suggesting levels of this transporter in HAEC are low.
A limitation of the previous experiments is that A549 cells originate from one patient, and HAEC were differentiated from precursor cells obtained from a single donor41. As a result, we cannot exclude that human genetic variation might influence MDR1 function or expression. Single nucleotide polymorphisms (SNPs) in the ABCB1 promoter or within the open reading frame are well-described in the literature15. Furthermore, an inherent limitation of sc-RNAseq is that only abundant transcripts are detected, and given limited cellular heterogeneity of HAEC, it is possible that ABCB1 transcripts remained undetected due to the limited depth of sequencing at single cell level.
To address these issues, we investigated transcript levels of ABCB1 in bronchoalveolar lavages (BAL) of healthy individuals and of COVID-19 patients with mild or severe symptoms from a previously published dataset42,43. BAL contained multiple cell types, including airway epithelial cells, but also immune cells, such as macrophages, T-cells, plasma cells, and neutrophils (Fig. 7e). In healthy individuals, we detected MDR1 (ABCB1) in 1.77 % of CD8+/NK cells, 0.59% of proliferating T-cells, and 0.06% of alveolar macrophages, but not in other cell types. Notably, we did not observe any ABCB1 transcript in airway epithelial cells, which are thought to be the major site of SARS-CoV-2 replication17,18,44,45. Compared to BAL from healthy individuals, BAL from COVID-19 patients with mild or severe symptoms showed an increased number of cells with detectable levels of MDR1 (ABCB1) transcripts (Fig. 7f). Interestingly, rather than an overall increase in ABCB1 gene expression, this upregulation was limited to a small subset of individual cells, with the majority of cells remaining ABCB1-negative. This phenomenon was observed in alveolar macrophages (0.25%/0.28% positive in mild/severe COVID-19 patients), SPP1+ macrophages (0.23%/0.23%), M1-like macrophages (2.60%/0.43%), CD8+/NK cells (7.75%/4.18%), proliferating T-cells (2.00%/3.60%), plasma cells (cells not detected/0.74%), neutrophils (0%/0.05%) and in epithelial cells (0.29%/0.18%). Our findings suggest that although MDR1 (ABCB1) is upregulated in some cells during inflammatory processes such as observed in COVID-19, its expression remains cell type-specific, and only a small fraction of airway epithelial cells, the main replication sites for SARS-CoV-2, exhibit detectable levels of this efflux transporter.
Thus, we conclude that MDR1 is unlikely to significantly impact PF-00835231 efficacy during SARS-CoV-2 infection of the respiratory epithelium. In addition, our findings highlight the importance of using appropriate in vitro models for the evaluation of antiviral drugs.
Discussion
The current public health emergency caused by COVID-19 has illustrated our dire need for vaccines and therapeutics to combat SARS-CoV-2. The SARS-CoV-2 polymerase complex is the target of the majority of small molecule inhibitors in multiple stages of development, including remdesivir31, favipiravir20, and ß-d-N4-hydroxycytidine46. At the time of writing, remdesivir is the only antiviral drug authorized for the treatment of COVID-19. In contrast to the abovementioned compounds, PF-00835231 blocks the SARS-CoV-2 3CLpro protease9. PF-00835231 is the active component of PF-07304814, a first-in-class SARS-CoV-2 3CLpro inhibitor currently in clinical trials. Here, we report the potent antiviral activity of PF-00835231 against SARS-CoV-2 in human lung epithelial cells and a model of polarized human airway epithelial cultures (HAEC). In our A549+ACE2 cell assay, we show that PF-00835231 has at least similar or better potency than the pre-clinical 3CLpro inhibitor GC-376, or remdesivir. In HAEC, we find both remdesivir and PF-00835231 similarly potent.
The lack of inhibitors specific to SARS-CoV-2 early in the pandemic prompted off-label testing of protease inhibitors approved for other viruses, albeit with limited success47. This failure highlighted the need for novel compounds of greater specificity. A number of 3CLpro inhibitors have since been identified and characterized in in vitro assays, including the cancer drug carmofur (1-hexylcarbamoyl-5-fluorouracil)12, an alpha-ketoamide inhibitor named 13b7, and a dipeptide-based inhibitor named GC-37648. GC-376, licensed for veterinary use29, was recently shown to inhibit SARS-CoV-2 in Vero E6 cells at an EC50 of 0.9 μM11. A different study showed PF-00835231 to inhibit SARS-CoV-2 at an EC50 of 0.27 μM in Vero E6 cells9. As such a comparison of historical data is problematic, we directly compared the antiviral efficacy of PF-00835231 and GC-376 side-by-side in the same assay (Fig. 3). We find that PF-00835231 is more potent that GC-376 in inhibiting SARS-CoV-2 and protecting cells from CPE. This result illustrates the in vitro potency of PF-00835231 compared to other, preclinical, 3CLpro inhibitors, such as GC-376.
In coronaviruses, the genetic barrier to standard-of-care remdesivir or the pre-clinical drug ß-d-N4-hydroxycytidine is high, as mutations conferring resistance significantly reduce viral fitness, and cross-resistance between remdesivir or ß-d-N4-hydroxycytidine has not been documented33,46. A high resistance barrier to 3CLpro-targeting drugs due to a high fitness cost has also been demonstrated for the beta-coronavirus murine hepatitis virus (MHV)49. Although the likelihood of selecting for resistant variants seems thus low, the existence of drugs with alternate targets may have important advantages. First, as seen in other acute and chronic viral infections, blocking multiple targets in combination therapy further decreases the likelihood for selection of viral resistance mutants50–52. Second, combination therapy with a cocktail of multiple drugs tackling different steps of the viral life cycle may have synergistic effects on controlling viral replication. Indeed, a recent in vitro study demonstrated significant synergistic effects between PF-00835231 and remdesivir in inhibiting SARS-CoV-214. Third, upon failure of monotherapy, it is preferable to switch to an antiviral with a different target to circumvent cross-resistance caused by mutations in the same target50–52. For these reasons, the development of a diverse toolbox of antiviral drugs with different targets will be important to improve antiviral therapy in COVID-19.
The optimal window of opportunity for starting a successful antiviral drug regimen during acute viral infections, such as influenza, is the first few days post-symptom onset, while viral replication is actively ongoing53. For most COVID-19 patients, this window is likely limited to the first week of symptoms54. Such early treatment with remdesivir is impeded by its need for intravenous (IV) administration, requiring a healthcare facility setting, though it still demonstrated benefit for 68% of patients with more advanced infection in randomized clinical studies55. PF-07304814, with its active component PF-00835231 evaluated in this study, is also an IV treatment9. However, the time of active SARS-CoV-2 replication might be prolonged in the most severe patients, as suggested by the aforementioned clinical data of remdesivir55. This suggests the usefulness of SARS-CoV-2 antiviral regimens even at later times of infection, which further supports the investigation of PF-00835231 for the treatment of COVID-19.
P-glycoprotein (also known as MDR1, and encoded by gene ABCB1)9, is a membrane-associated ATP-dependent efflux pump capable of removing cytostatic drugs from target cells. The endogenous function of this transporter remains to be fully elucidated, but it is expressed across several immune cell types and other metabolically active cells. P-glycoprotein appears to be critical for maintenance and effector function of a range of cytotoxic immune cells56–59. Two recent studies suggested that PF-00835231 is a substrate for P-glycoprotein. This might pose a concern regarding the bioavailability of PF-00835231 in SARS-CoV-2-infected cells. We addressed this concern in two ways: functionally, by using chemical inhibition of MDR1 in human airway models, and transcriptionally, by determining the expression of ABCB1 in HAEC or in cells obtained from BAL of healthy or COVID-19 patients. Our combined results demonstrate that MDR1 function does not impact PF-00835231 efficacy in our model systems, and is expressed at very low levels in airway epithelial cells, which are the major sites of SARS-CoV-2 replication17,18,44,45. By mining scRNA-seq data from BAL of COVID-19 patients and healthy controls (n=12) for ABCB1 expression, we considered the genetic variability on the ABCB1 locus beyond that present in our two model systems. Indeed, a number of SNPs have been shown to alter expression of ABCB1 transcripts, either by changing transcription factor or micro-RNA binding sites upstream of the ABCB1 open reading frame, or by enhancing mRNA transcription due to silent mutations within the ABCB1 open reading frame15. Other, missense, mutations within the ABCB1 open reading frame have been shown to alter the functionality of MDR1, i.e. by altering membrane localization or recycling of the protein, or by modifying substrate recognition sites15,60. Although we do not have information on the ABCB1 genotype of our mined patient samples, the detected low expression of ABCB1 transcripts in the cells permissive for SARS-CoV-2, together with the functional data from our model system, instills confidence that PF-00835231 efficacy is not hampered by the action of MDR1.
Spillovers of zoonotic coronaviruses with high pathogenic potential into the human population are not isolated events, as repeatedly illustrated by the emergence of SARS-CoV in 2002, Middle East Respiratory Syndrome Coronavirus (MERS-CoV) in 2012, and now SARS-CoV-2 in 201961. To prepare for future pandemics, the development of pan-coronavirus compounds is of strategic importance. This involves choosing viral targets that are highly conserved within the coronavirus family, such as the 3CLpro protease7. Indeed, a recent study performing in vitro protease activity assays with PF-00835231 revealed potent inhibition across a panel of diverse coronavirus 3CLpro, including those of alpha-coronaviruses (NL63-CoV, PEDV, FIPV), beta-coronaviruses (HKU4-CoV, HKU5-CoV, HKU9-CoV, MHV-CoV, OC43-CoV, HKU1-CoV), and a gamma-coronavirus (IBV-CoV)14. Our study revealed that the two 3CLpro inhibitors tested (PF-00835231 and GC-376) were similarly potent for different clades of SARS-CoV-2 in which 3CLpro is 100 % conserved. Of note, 3CLpro is also 100 % conserved in the SARS-CoV-2 “UK variant” B.1.1.7 and the “Brazil variant” B.1.1.28, whereas the “South African variant” B.1.352 carries amino acid substitution K90R62–64. However, the K90 residue is distant from the active center of the protease, and is not expected to influence 3CLpro substrate specificity. These findings support the notion that PF-00835231 is an inhibitor with broad coronavirus activity, which may be of use for emerging SARS-CoV-2 variants and for other emerging coronaviruses beyond SARS-CoV-2.
Together, our data from two human in vitro model systems for SARS-CoV-2 show efficient PF-00835231 antiviral activity and mitigate concerns arising from non-human models such as Vero E6 cells regarding PF-00835231 counteraction by the efflux transporter P-glycoprotein. Our results therefore inform and reinforce the ongoing clinical studies of prodrug PF-07304814 and its active form PF-00835231 as a potential new treatment for COVID-19.
Methods
Study design.
The primary goal of this study was to compare the in vitro efficacy and cytotoxicity of PF-00835231 and remdesivir in two human model systems for SARS-CoV-2 infection, A549+ACE2 cells and polarized human airway epithelial cultures. Compound characterization at NYU was done in a blinded manner. If not stated otherwise, all assays were performed in n=3 biological replicates. First, we performed in-depth characterization of A549+ACE2 cells for the study of SARS-CoV-2, using RT-qPCR, western blotting, flow cytometry, microscopy, and high-content imaging. Second, we evaluated the in vitro efficacy and cytotoxicity of PF-00835231, of a second, pre-clinical, protease inhibitor, GC-376, and of remdesivir in A549+ACE2 cells. We performed antiviral assays with SARS-CoV-2 from the two major clades during the first year of the COVID-19 pandemic. Third, we performed time-of-drug-addition assays in A549+ACE2 cells to delineate the time of antiviral action for PF-00835231, remdesivir and GC-376 within the SARS-CoV-2 life cycle. Fourth, we assessed the in vitro efficacy and cytotoxicity of PF-00835231 and remdesivir in the physiologically relevant model of polarized human airway epithelial cultures. Finally, we determined the role of efflux transporter MDR1 on the antiviral efficacy of PF-00835231. Our studies were intended to generate the data required to assess further pre-clinical investigations and the launch of a phase 1b clinical trial with PF-00835231 as a base-compound for the potential treatment of COVID-19.
Cells and viruses.
A549 cells were purchased from ATCC (cat no. CCL-185). To generate A549+ACE2 cells, we cloned the human ACE2 cDNA sequence (NP_001358344.1) into a pLV-EF1a-IRES-Puro backbone vector (Addgene, cat no. 85132), and prepared lentiviral particles as described previously65. A549 cells were transduced with pLV-EF1α-hACE2-IRES-Puro lentivirus and bulk-selected for transduced cells using 2.5 μg/mL puromycin. A549+ACE2 cells were maintained in DMEM (Gibco, cat no. 11965–092) containing 10% FBS (Atlanta Biologicals, cat no. S11150) (complete media), and puromycin (2.5 μg/mL final) was added to the media at every other passage. A549+ACE2 cells were used for SARS-CoV-2 infection studies. Vero E6 cells, purchased from ATCC (cat no. CLR-1586), were maintained in DMEM (Gibco, cat no. 11965–092) containing 10% FBS (Atlanta Biologicals, cat no. S11150), and were used for growing SARS-CoV-2 stocks and for SARS-CoV-2 plaque assays. Basal-like human airway progenitor cells (Bci-NS1.141) were obtained from Dr. Ronald G. Crystal and were used for cytotoxicity assays and for the generation of polarized human airway epithelial cultures (HAEC). They were maintained in BEGM Medium (Lonza, cat no. CC-3171 and CC-4175) for cytotoxicity assays, while Pneumacult Ex Plus medium (StemCell, cat no. 05040) was used to culture Bci-NS1.1 cells for the generation of human airway epithelial cultures.
All SARS-CoV-2 stock preparations and following infection assays were performed in the CDC/USDA-approved BSL-3 facility in compliance with NYU Grossman School of Medicine guidelines for biosafety level 3. SARS-CoV-2 isolate USA-WA1/2020, deposited by the Center for Disease Control and Prevention, was obtained through BEI Resources, NIAID, NIH (cat no. NR-52281, GenBank accession no. MT233526). The USA-WA1/2020 stock, obtained at passage 4, was passaged once in Vero E6 cells to generate a passage 5 working stock (1.7E + 06 PFU/mL) for our studies on A549+ACE2. For studies on human airway epithelial cultures, passage 5 USA-WA1/2020 was amplified once more in Vero E6 cells and concentrated using an Amicon Ultra-15 centrifugal filter unit with a cut off of 100 kDa, resulting in a passage 6 working stock of 1.08E + 07 PFU/mL. SARS-CoV-2 USA/NYU-VC-003/2020 was isolated from patient nasal swab material in March 2020 (GenBank accession no. MT703677). We inoculated Vero E6 cells with a 1:2 dilution series of the nasal swab material in infection media (DMEM 2% FBS, 1% Pen/Strep, 1% NEAA, 10mM HEPES) to obtain passage 0 (P0) stock. P0 was passaged twice in Vero E6 to generate a passage 2 working stock (1.1E + 07 PFU/mL) for drug efficacy studies on A549+ACE2. For viral growth kinetics, pooled media from P0 stock was used to plaque purify a single virus clone on Vero E6 cells in presence of 1μg/ml TPCK-Trypsin, to avoid virus adaptation to Vero E6 cells due to the lack of TMPRSS2 expression66. Purified plaques were sequenced to verify the signature clade B amino acid changes, S D614G and NSP12 P323L, before expanding in presence of TPCK-Trypsin to generate a passage 1 working stock (1.8 E + 06 PFU/mL).
Characterization of A549+ACE2 cells.
Confluent 6-well A549 and A549+ACE2 cells were washed with PBS and cells were detached with CellStripper dissociation reagent (Corning cat no. 25056CI). Cells were pelleted, washed with PBS and either i) lysed in LDS sample buffer (ThermoFisher cat no. NP0007) supplemented with reducing agent (ThermoFisher cat no. NP0004) and Western blots were performed to analyze levels of ACE2 (1:1,000, GeneTex cat no. GTX101395) with beta-actin (1:10,000, ThermoFisher cat no. MA5–15739) as the loading control and imaged using Li-Cor Odyssey CLx, or ii) incubated in FACS buffer (PBS, 5% FBS, 0.1% sodium azide, 1mM EDTA) for 30 min on ice followed by 1 hour incubation with AlexaFluor 647 conjugated anti-ACE2 (1:40, R&D Biosystems cat no.FABAF9332R) or isotype control (1:40, R&D Biosystems cat no. IC003R) and subsequent analysis on CytoFLEX flow cytometer. Surface ACE2 was visualized by staining A549 and A549+ACE2 cells at 4°C with anti-ACE2 (1:500, R&D Biosystems AF933) and AlexaFluor 647 secondary antibody and DAPI. Images were collected on the BZ-X810 (RRID:SCR_016979, Keyence, Osaka, Japan) fluorescence microscope.
Confluent 6-well A549 and A549+ACE2 cells were collected in RLT lysis buffer supplemented with beta-mercaptoethanol and total RNA was extracted using Qiagen RNeasy mini kit. cDNA synthesis was performed using SuperScript™ III system (ThermoFisher cat no. 18080051) followed by RT-qPCR with PowerUp SYBR Master Mix (ThermoFisher cat no. A25742) on a QuantStudio 3 Real Time PCR System using gene-specific primers pairs for ACE2 and RPS11 as the reference gene. (ACE2fwd:GGGATCAGAGATCGGAAGAAGAAA, ACE2rev:AGGAGGTCTGAACATCATCAGTG, RPS11fwd:GCCGAGACTATCTGCACTAC, RPS11rev:ATGTCCAGCCTCAGAACTTC). A549 and A549+ACE2 cells were seeded in black wall 96-well plates and at confluency, cells were infected with SARS-CoV-2. At 24 and 48 hpi, samples were fixed, stained with mouse monoclonal SARS-CoV anti-N antibody 1C7, which cross reacts with SARS-CoV-2 N (1:1000, kind gift of Thomas Moran), AlexaFluor 647 secondary antibody and DAPI, and imaged using CellInsight CX7 LZR high-content screening platform. Images were analyzed and quantified with HCS Navigator software. Syncytia were imaged using the Keyence BZ-X810 microscope at 60X magnification on A549+ACE2 cultured on chambered slides followed by 48 hpi SARS-CoV-2 infection and staining with SARS-CoV-2 N, AlexaFluor 647 secondary antibody, and DAPI.
SARS-CoV-2 growth kinetics on A549+ACE2 cells.
A549+ACE2 cells were seeded into 6-cm dishes at 70% confluency. The next day, media was removed and cells were washed twice with PBS with calcium and magnesium to remove residual medium. Cells were then infected at 0.01 multiplicity of infection (MOI), based on A549+ACE2 titer, at 37°C. The remaining inoculum was stored at −80°C for back titration. 1 hour post virus addition, virus was removed, cells were washed twice with PBS with calcium and magnesium to remove unbound virus and infection media (DMEM 2% FBS, 1% Pen/Strep, 1% NEAA, 10mM HEPES) was added. 60 μl of supernatant were collected and stored at −80°C to determine successful removal of input virus. Supernatant was then collected at 12, 24, 48 and 72 hpi, and stored at −80°C.
Viral titers in the supernatants were determined by focus forming assay. A549+ACE2 cells were seeded into black wall 96-well plates at 70% confluency. The next day, cells were then infected with 1:10 serial dilutions of the collected samples for 1 hour at 37°C. 1 hour post virus addition, virus was removed, and cells were overlayed with MEM 1.8% Avicell, 1% Pen/Strep, 1% GlutaMax, 20mM HEPES, 0.4% BSA, 0.24% NaHCO3. At 48 hours post infection, the overlay was removed, and cells were fixed by submerging in 10% formalin solution for 30–45 min. After fixation, cells were washed once with H2O to remove excess formalin. Plates were dried and PBS was added per well before exiting the BSL-3 facility. Fixed cells were permeabilized with Triton-X and stained with mouse monoclonal SARS-CoV anti-N antibody 1C7, which cross-reacts with SARS-CoV-2 N (kind gift of Thomas Moran), goat anti-mouse AlexaFluor 647, and DAPI. Plates were scanned on the CellInsight CX7 LZR high-content screening platform. A total of 9 images were collected at 4X magnification to span the entire well. Infection foci were counted manually.
Human airway epithelial cultures (HAEC).
To generate HAEC, Bci-NS1.1 were plated (7.5 E + 04 cells/well) on rat-tail collagen type 1-coated permeable transwell membrane supports (6.5 mm; Corning, cat no. 3470), and immersed apically and basolaterally in Pneumacult Ex Plus medium (StemCell, cat no. 05040). Upon reaching confluency, medium was removed from the apical side (“airlift”), and medium in the basolateral chamber was changed to Pneumacult ALI maintenance medium (StemCell, cat no. 05001). Medium in the basolateral chamber was exchanged with fresh Pneumacult ALI maintenance medium every 2–3 days for 12–15 days to form differentiated, polarized cultures that resemble in vivo pseudostratified mucociliary epithelium. Cultures were used within 4–6 weeks of differentiation. HAEC were used for cytotoxicity assays and SARS-CoV-2 infections.
Compound acquisition, dilution, and preparation.
PF-00835231, remdesivir, and CP-100356 were solubilized in 100% DMSO and provided by Pfizer, Inc. Compound stocks diluted in DMSO to 30 mM were stored at −20°C. Compounds were diluted to 10 μM working concentration in complete media or Pneumacult ALI maintenance medium. All subsequent compound dilutions were performed in according media containing DMSO equivalent to 10 μM compound. GC-376 was purchased from BPS Biosciences (cat no. 78013) and used at 10 μM working concentration. SARS-CoV-2 (2019-nCov) rabbit polyclonal spike neutralizing antibody from Sino Biological (cat no. 40592-R001) was used at 3 μM working concentration. As a positive control for cytotoxicity assays, staurosporine was purchased from Sigma (cat no. S6942), and used at 1 μM working concentration.
In vitro drug efficacy and cytotoxicity in A549+ACE2 cells.
A549+ACE2 cells were seeded into black wall 96-well plates at 70% confluency. The next day, media was removed and replaced with complete media containing compound/carrier two hours prior to infection. Cells were then infected at 0.425 multiplicity of infection (MOI), based on Vero E6 titer, at 37°C. 1 hour post virus addition, virus was removed, and media containing compound/carrier was added. At 24 and 48 hours post infection, cells were fixed by submerging in 10% formalin solution for 30–45 min. After fixation, cells were washed once with H2O to remove excess formalin. Plates were dried and PBS was added per well before exiting the BSL-3 facility. Fixed cells were permeabilized with Triton-X and stained with mouse monoclonal SARS-CoV anti-N antibody 1C7, which cross-reacts with SARS-CoV-2 N (kind gift of Thomas Moran), goat anti-mouse AlexaFluor 647, and DAPI. Plates were scanned on the CellInsight CX7 LZR high-content screening platform. A total of 9 images were collected at 4X magnification to span the entire well. Images were analyzed using HCS Navigator to obtain total number of cells/well (DAPI stained cells) and percentage of SARS-CoV-2 infected cells (AlexaFluor 647 positive cells). To enable accurate quantification, exposure times for each channel were adjusted to 25% of saturation and cells at the edge of each image were excluded in the analysis. SARS-CoV-2-infected cells were gated to include cells with an average fluorescence intensity greater than 3 standard deviations that of mock infected and carrier treated cells. Representative images of viral foci were acquired using the BZ-X810 at 40X magnification of plates fixed at 48 hpi SARS-CoV-2 infection.
For determination of cytotoxicity, A549+ACE2 cells were seeded into opaque white wall 96-well plates. The following day, media was removed, replaced with media containing compound/carrier or staurosporine, and incubated for 24 or 48 hours, respectively. At these timepoints, ATP levels were determined by CellTiter-Glo 2.0 (Promega, cat no. G9242) using a BioTek Synergy HTX multi-mode reader.
Time-of-drug-addition experiments.
A549+ACE2 cells seeded into black wall 96-well plates and at confluency were treated and infected as followed. At 2.5 hours prior infection, cells were pre-treated with complete media containing 1x compound/carrier. In addition, SARS-CoV-2 (2x) was incubated with SARS-CoV-2 (2019-nCov) rabbit polyclonal spike neutralizing antibody (nAB, 2x). Pre-treated cells and virus/neutralizing antibody mix (1x) were incubated for 1 hour at 37°C. To synchronize infection, pre-incubated plates and SARS-CoV-2/nAB mix were chilled at 4°C for 30 min and SARS-CoV-2 was diluted on ice in media containing compound/carrier/nAB. Following pre-chilling, virus/compound/carrier/nAB mixtures were added to the cells to allow binding of virus for 1 hour at 4°C. Plates were moved to 37°C to induce virus entry and therefore infection. 1 hour post virus addition, virus was removed, and complete media was added to all wells. Complete media containing 2x compound/carrier/nAB was added to pre-treated cells, cells treated at infection and cells treated at 1 hour post infection. At 2, 3 and 4 hours post infection, complete media containing compound/carrier/nAb was added to according wells. At 12 hours post infection, samples were fixed, stained with SARS-CoV-2 N, AlexaFluor 647 secondary antibody, and DAPI, and imaged using CellInsight CX7 LZR high-content screening platform. Images were analyzed and quantified with HCS Navigator software as described for in vitro efficacy in A549+ACE2.
In vitro efficacy and cytotoxicity in human airway epithelial cultures (HAEC).
48 hours prior to infection, 2–6-week-old HAEC were washed apically twice for 30 min each with pre-warmed PBS containing calcium and magnesium, to remove mucus on the apical surface. 2 hours prior to infection, HAEC were pretreated by exchanging the ALI maintenance medium in the basal chamber with fresh medium containing compounds or carrier. Remdesivir and PF-00835231 were used at 10, 0.5 and 0.025 μM, and CP-100356 at 1 μM. 1 hour prior to infection, cultures were washed apically twice for 30 min each with pre-warmed PBS containing calcium and magnesium. Each culture was infected with 1.35E + 05 PFU (Vero E6) per culture for 2 hours at 37°C. A sample of the inoculum was kept and stored at −80°C for back-titration by plaque assay on Vero E6 cells. For −assessment of compound toxicity, additional cultures were washed and pre-treated as the infected cultures. Instead of being infected, these cultures were incubated with PBS containing calcium and magnesium only as Mock treatment. HAEC were incubated with the viral dilution or Mock treatment for 2 hours at 37°C. The inoculum was removed and the cultures were washed three times with pre-warmed PBS containing calcium and magnesium. For each washing step, buffer was added to the apical surface and cultures were incubated at 37°C for 30 min before the buffer was removed. The third wash was collected and stored at −80°C for titration by plaque assay on Vero E6 cells. Infected cultures were incubated for a total of 72 hours at 37°C. Infectious progeny virus was collected every 12 hours by adding 60 μL of pre-warmed PBS containing calcium and magnesium, incubation at 37°C for 30 min, and collection of the apical wash to store at −80°C until titration. Additionally, trans-epithelial electrical resistance (TEER) was measured in uninfected but treated HAEC to quantify the tissue integrity in response to treatment with compounds or carrier. At the end point, cultures were fixed by submerging in 10% formalin solution for 24 hours and washed three times with PBS containing calcium and magnesium before further processing for histology. Alternatively, at the end point, transwell membranes were excised and submerged in RLT buffer to extract RNA using the RNAeasy kit (Qiagen, cat no. 74104). cDNA synthesis was performed using SuperScript™ III system (ThermoFisher cat no. 18080051) followed by RT-qPCR with TaqMan universal PCR master mix (ThermoFisher cat no. 4305719) and TaqMan gene expression assay probes (ThermoFisher GAPDH cat no. 4333764F, BAX cat no. Hs00180269_m1, BCL2 cat no. Hs00608023_m1) using a QuantStudio 3 Real Time PCR System.
For additional determination of cytotoxicity in undifferentiated HAEC precursor cells, Bci-NS1.1 cells were seeded into opaque white wall 96-well plates. The following day, media was removed, replaced with media containing compound/carrier or staurosporine, and incubated for 24 or 48 hours, respectively. At these timepoints, ATP levels were determined by CellTiter-Glo 2.0 (Promega, cat no. G9242) using a BioTek Synergy HTX multi-mode reader.
Histology on human airway epithelial cultures.
For histology, transwell inserts were prepared using a Leica Peloris II automated tissue processor, paraffin embedded, and sectioned at 3 μm. The resulting slides were stained using a modified Periodic Acid–Schiff (PAS)-Alcian Blue protocol (Histotechnology,Freida L. Carson). Sections were imaged on the Leica SCN whole slide scanner and files were uploaded to the Slidepath Digital Image Hub database for viewing.
Immunofluorescence on human airway epithelial cultures.
For immunofluorescence of HAEC at top view, fixed and washed cultures were permeabilized with 50 mM NH4Cl (in PBS), 0.1% w/v saponin and 2% BSA (permeabilization/blocking (PB) buffer). Cultures were stained with i) rabbit polyclonal anti-SARS Nucleocapsid Protein antibody, which cross reacts with SARS-CoV-2 N (1:1000, Rockland cat no. 200–401-A50) and goat-anti-rabbit AlexaFluor 488, to visualize infection ii) mouse monoclonal anti-ZO-1–1A12 (1:500, Thermo Fisher cat no. 33–9100) and goat anti-mouse AlexaFluor 647 to visualize tight junctions, and DAPI. All dilutions were prepared in PB buffer. Images were collected on the Keyence BZ-X810 microscope.
Single-cell RNA-seq analysis of human airway epithelial cultures.
6-week-old human airway cultures were used for the single-cell RNA-seq analysis. The apical surface was washed once to remove mucus by adding 100 μL of PBS and incubating for 30 min at 37°C. Cells were dissociated by cutting out the transwell membrane and incubating it in 700 μL TrpLE 10x (Thermo Fisher cat no. A1217701) for 30 min rocking at 37°C. To increase dissociation cells were pipetted through wide-bore tips every 10 min during the incubation time. When cells were visually dissociated 700μl of ALI maintenance medium supplemented with 0.1% Pluronic (Thermo Fisher cat. No. 24040032) was added and cells were carefully pipetted again using wide-bore tips. The cell suspension was centrifuged through a 10 μM filter at 300 × g for 5 min to break up any remaining cell clumps. The cell pellet was washed once with 200 μL ALI maintenance medium supplemented with 0.1% Pluronic before cell number and viability was assed using the Countess II (Thermo Fisher) to calculate cell numbers used in the following steps for single-cell RNA-seq analysis.
Single-cell transcriptome profiling of dissociated organoids was carried out using the Chromium Next GEM Single Cell 5’ Library & Gel Bead Kit and Chromium controller (10X genomics). To enable multiplexing and doublet detection, cells were stained with barcoded antibodies described previously (Mimitou et al., 2019). Briefly, approximately 200,000 cells per sample were resuspended in staining buffer (PBS, 2% BSA, 0.01% Tween) and incubated for 10 minutes with Fc block (TruStain FcX, Biolegend; FcR blocking reagent, Miltenyi). Cells were then incubated with barcoded hashing antibodies for 30 min at 4 °C. After staining, cells were washed 3 times in staining buffer. After the final wash, cells were resuspended in PBS + 0.04% BSA, filtered, and counted. Cells were pooled and loaded onto the Chromium chips. For each lane, we pooled 5 samples, ~10,000 cells per sample. The single-cell capturing, barcoding, and cDNA library preparation were performed using the Chromium Next GEM Single Cell 5’ Library & Gel Bead Kit by following the protocols recommended by the manufacturer. HTO additive oligonucleotide was spiked into the cDNA amplification PCR and the HTO library was prepared as described previously67.
The Cellranger software suite (https://support.10xgenomics.com/single-cell-gene-expression/software/pipelines/latest/what-is-cell-ranger) from 10X was used to demultiplex cellular barcodes, align reads to the human genome (GRCh38 ensemble, http://useast.ensembl.org/Homo_sapiens/Info/Index) and perform UMI counting. From filtered counts HTODemux was used to demultiplex hash-tagged samples and Seurat1 version 3.1.3 was used to process the single-cell data including dimension reduction, UMAP representation and differential expression to identify cell type specific markers determined by Wilcoxon test68.
In silico analysis of bronchoalveolar lavages (BAL).
Filtered gene-barcode matrices for the BAL dataset were downloaded from GEO accession number GSE145926. Matrices were normalized using ‘LogNormalize’ methods in Seurat v.3 with default parameters and the resulting values were scaled using ScaleData. Seurat version 3.1.3 was used to process the single cell data including dimension reduction, UMAP representation and differential expression to identify cell type specific markers determined by Wilcoxon test.
Statistical analysis.
Antiviral activities of PF-00835231 and remdesivir in A549+ACE2 cells were determined by the following method. The percent inhibition at each concentration was calculated by ActivityBase (IDBS) based on the values for the no virus control wells and virus containing control wells on each assay plate. The concentration required for a 50% / 90% response (EC50 / EC90) was determined from these data using a 4-parameter logistic model. Curves were fit to a Hill slope of 3 when >3 and the top dose achieved ≥50% effect. Geometric means and 95% confidence intervals were generated in ActivityBase. Statistical comparisons were performed by log transforming the EC50 and EC90 values and fitting separate linear models to each endpoint, assuming equal log-scale variances across conditions and interactions of compound with strain and compound with time. The model can be described mathematically as
where Treatmenti represents the effect of the combination of compound, strain, and time and εi,j represents a normal error term for treatment i and assay replicate j. Contrasts between the factor combinations of interest were computed to assess significance and back-transformed into ratios of geometric means. Statistical significance was defined by a p value <0.05. Other statistical data analyses were performed in GraphPad Prism 7. Statistical significance for each endpoint was determined with specific statistical tests as indicated in each legend. For each test, a P-value < 0.05 was considered statistically significant.
Importance.
The arsenal of SARS-CoV-2 specific antiviral drugs is extremely limited. Only one direct-acting antiviral drug is currently approved, the viral polymerase inhibitor remdesivir, and it has limited efficacy. Thus, there is a substantial need to develop additional antiviral compounds with minimal side effects and alternate viral targets. One such alternate target is its main protease, 3CLpro (Mpro), an essential component of the SARS-CoV-2 life cycle processing the viral polyprotein into the components of the viral polymerase complex. In this study, we characterize a novel antiviral drug, PF-00835231, which is the active component of the first-in-class 3CLpro-targeting regimen in clinical trials. Using 3D in vitro models of the human airway epithelium, we demonstrate the antiviral potential of PF-00835231 for inhibition of SARS-CoV-2.
Acknowledgements
We would like to thank Thomas M Moran, Icahn School of Medicine at Mount Sinai, and Luis Martínez-Sobrido, Texas Biomedical Institute, for the kind gift of mouse monoclonal SARS-CoV N antibody 1C7. Histopathology of human airway cultures was performed by Mark Alu, Branka Brukner Dabovic and Cynthia Loomis from the NYUMC Experimental Pathology Research Laboratory. We are also grateful for to Adriana Heguy from the NYU Genome Technology Core. Both the Experimental Pathology Research Laboratory and the NYU Genome Technology Core are supported by NYU Cancer Center Support Grant P30CA016087, and NYU Langone’s Laura and Isaac Perlmutter Cancer Center. Statistical analysis of antiviral activities in A549+ACE2 cells was performed by Woodrow Burchett. We thank Ralf Duerr for critical reading of the manuscript. Research was further supported by grants from NIH/NIAID (R01AI143639 and R21AI139374 to MD, T32AI17647 to RAP, R01HL125816 to SBK), by Jan Vilcek/David Goldfarb Fellowship Endowment Funds to AMVJ, by The G. Harold and Leila Y. Mathers Charitable Foundation to MD, by a NYUCI Pilot Grant to SBK, by Pfizer Inc. to MD, and by NYU Grossman School of Medicine Startup funds to MD.
Footnotes
Data availability
All scRNA-seq data in this study can be accessed in GEO under the accession numbers GSE166601 and GSE145926.
Competing interests
M. D. received a contract from Pfizer Inc. to support the studies reported herein. These authors are employees of Pfizer Inc. and hold stock in Pfizer Inc: Joseph Binder, Annaliesa Anderson, Claire Steppan, Rebecca O’Connor.
References
- 1.Zhu N. et al. A novel coronavirus from patients with pneumonia in China, 2019. N. Engl. J. Med. 382, 727–733 (2020). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Gorbalenya A. E. et al. The species Severe acute respiratory syndrome-related coronavirus: classifying 2019-nCoV and naming it SARS-CoV-2. Nat. Microbiol. 5, 536–544 (2020). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Pruijssers A. J. et al. Remdesivir Inhibits SARS-CoV-2 in Human Lung Cells and Chimeric SARS-CoV Expressing the SARS-CoV-2 RNA Polymerase in Mice. Cell Rep. 32, 107940 (2020). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Ziebuhr J. & Siddell S. G. Processing of the Human Coronavirus 229E Replicase Polyproteins by the Virus-Encoded 3C-Like Proteinase: Identification of Proteolytic Products and Cleavage Sites Common to pp1a and pp1ab. J. Virol. 73, 177–185 (1999). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Gadlage M. J. & Denison M. R. Exchange of the Coronavirus Replicase Polyprotein Cleavage Sites Alters Protease Specificity and Processing. J. Virol. 84, 6894–6898 (2010). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Dai W. et al. Structure-based design of antiviral drug candidates targeting the SARS-CoV-2 main protease. Science (80-. ). 1335, eabb4489 (2020). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Zhang L. et al. Crystal structure of SARS-CoV-2 main protease provides a basis for design of improved a-ketoamide inhibitors. Science (80-. ). 368, 409–412 (2020). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Gordon D. E. et al. A SARS-CoV-2 protein interaction map reveals targets for drug repurposing. Nature 583, 459–468 (2020). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Hoffman R. L. et al. Discovery of Ketone-Based Covalent Inhibitors of Coronavirus 3CL Proteases for the Potential Therapeutic Treatment of COVID-19. J. Med. Chem. 63, 12725–12747 (2020). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Yoshino R., Yasuo N. & Sekijima M. Identification of key interactions between SARS-CoV-2 main protease and inhibitor drug candidates. Sci. Rep. 10, 12493 (2020). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Ma C. et al. Boceprevir, GC-376, and calpain inhibitors II, XII inhibit SARS-CoV-2 viral replication by targeting the viral main protease. Cell Res. (2020). doi: 10.1038/s41422-020-0356-z [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Jin Z. et al. Structural basis for the inhibition of SARS-CoV-2 main protease by antineoplastic drug carmofur. Nat. Struct. Mol. Biol. 27, 529–532 (2020). [DOI] [PubMed] [Google Scholar]
- 13.Jin Z. et al. Structure of Mpro from SARS-CoV-2 and discovery of its inhibitors. Nature (2020). doi: 10.1038/s41586-020-2223-y [DOI] [PubMed] [Google Scholar]
- 14.Boras B. et al. Discovery of a Novel Inhibitor of Coronavirus 3CL Protease as a Clinical Candidate for the Potential Treatment of COVID-19. bioRxiv Prepr. Serv. Biol. (2020). doi: 10.1101/2020.09.12.293498 [DOI] [Google Scholar]
- 15.Bossennec M., Di Roio A., Caux C. & Ménétrier-Caux C. MDR1 in immunity: friend or foe? Oncoimmunology 7, 1–11 (2018). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Sankatsing S. U. C., Beijnen J. H., Schinkel A. H., Lange J. M. A. & Prins J. M. P Glycoprotein in Human Immunodeficiency Virus Type 1 Infection and Therapy. Antimicrobial Agents and Chemotherapy (2004). doi: 10.1128/AAC.48.4.1073-1081.2004 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Puelles V. G. et al. Multiorgan and Renal Tropism of SARS-CoV-2. N. Engl. J. Med. 383, 590–592 (2020). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Zou L. et al. SARS-CoV-2 Viral Load in Upper Respiratory Specimens of Infected Patients. N. Engl. J. Med. (2020). doi: 10.1056/nejmc2001737 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Daniel Blanco-Melo Benjamin E. Nilsson-Payant, Liu Wen-Chun, Uhl Skyler, Hoagland D., Møller Rasmus, Jordan Tristan X., Oishi Kohei, Panis Maryline, Sachs D., Wang Taia T., Schwartz Robert E., Lim Jean K., Albrecht1, B. Randy A. & TenOever R. Imbalanced host response to SARS-CoV-2 drives development of COVID-19. Cell (2020). doi: 10.1016/j.cell.2020.04.026 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Shannon A. et al. Remdesivir and SARS-CoV-2: Structural requirements at both nsp12 RdRp and nsp14 Exonuclease active-sites. Antiviral Res. 178, 104793 (2020). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Rambaut A. et al. A dynamic nomenclature proposal for SARS-CoV-2 lineages to assist genomic epidemiology. Nat. Microbiol. (2020). doi: 10.1038/s41564-020-0770-5 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Gonzalez-Reiche A. S. et al. Introductions and early spread of SARS-CoV-2 in the New York City area. Science (80-. ). 21, eabc1917 (2020). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Plante J. A. et al. Spike mutation D614G alters SARS-CoV-2 fitness. Nature (2020). doi: 10.1038/s41586-020-2895-3 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Hou Y. J. et al. SARS-CoV-2 D614G variant exhibits efficient replication ex vivo and transmission in vivo. Science (80-. ). (2020). doi: 10.1126/science.abe8499 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Thornburg N. et al. Data From ‘FDA Database for Regulatory Grade microbial Sequences (FDA-ARGOS): Supporting development and validation of Infectious Disease Dx tests’. GenBank Accession number MT233526.1 (2020). [Google Scholar]
- 26.Roder A. et al. Data From: ‘SARS-CoV-2 sequences from COVID19 patients in New York’. GenBank Accession number MT703677.1 (2020). [Google Scholar]
- 27.Lavi E., Wang Q., Weiss S. R. & Gonatas N. K. Syncytia formation induced by coronavirus infection is associated with fragmentation and rearrangement of the Golgi apparatus. Virology 221, 325–334 (1996). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Corver J., Broer R., Van Kasteren P. & Spaan W. Mutagenesis of the transmembrane domain of the SARS coronavirus spike glycoprotein: Refinement of the requirements for SARS coronavirus cell entry. Virol. J. 6, 1–13 (2009). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Kim Y. et al. Broad-Spectrum Antivirals against 3C or 3C-Like Proteases of Picornaviruses, Noroviruses, and Coronaviruses. J. Virol. 86, 11754–11762 (2012). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Vuong W. et al. Feline coronavirus drug inhibits the main protease of SARS-CoV-2 and blocks virus replication. Nat. Commun. (2020). doi: 10.1038/s41467-020-18096-2 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Gordon C. J. et al. Remdesivir is a direct-acting antiviral that inhibits RNA-dependent RNA polymerase from severe acute respiratory syndrome coronavirus 2 with high potency. J. Biol. Chem. 295, 6785–6797 (2020). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Krichel B., Falke S., Hilgenfeld R. & Redecke L. Processing of the SARS-CoV pp1a / ab nsp7 – 10 region. 0, 1009–1019 (2020). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Agostini M. L. et al. Coronavirus Susceptibility to the Antiviral Remdesivir (GS-5734) Is Mediated by the Viral Polymerase and the Proofreading Exoribonuclease. MBio 9, (2018). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Daelemans D., Pauwels R., De Clercq E. & Pannecouque C. A time-of-drug addition approach to target identification of antiviral compounds. Nat. Protoc. 6, 925–933 (2011). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Reid A. T. et al. Ground zero-the airway epithelium. in Rhinovirus Infections: Rethinking the Impact on Human Health and Disease (2019). doi: 10.1016/B978-0-12-816417-4.00003-2 [DOI] [Google Scholar]
- 36.Garcıá S. R. et al. Novel dynamics of human mucociliary differentiation revealed by single-cell RNA sequencing of nasal epithelial cultures. Development (Cambridge) 146, (2019). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37.Ravindra N. et al. Single-cell longitudinal analysis of SARS-CoV-2 infection in human airway epithelium. bioRxiv Prepr. Serv. Biol. (2020). doi: 10.1101/2020.05.06.081695 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38.Dittmann M., Koralov S. B. & Ruggles K. Data From: ‘Analysis of 3D human airway epithelial cultures by single-cell RNA-seq’. GEO series GSE166601 (2020). [Google Scholar]
- 39.Greaney A. M. et al. Platform Effects on Regeneration by Pulmonary Basal Cells as Evaluated by Single-Cell RNA Sequencing. Cell Rep. 30, 4250–4265.e6 (2020). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Suzuyama N. et al. Species differences of inhibitory effects on P-glycoprotein-mediated drug transport. J. Pharm. Sci. (2007). doi: 10.1002/jps.20787 [DOI] [PubMed] [Google Scholar]
- 41.Walters M. S. et al. Generation of a human airway epithelium derived basal cell line with multipotent differentiation capacity. Respir Res 14, 135 (2013). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Liao M. et al. Single-cell landscape of bronchoalveolar immune cells in patients with COVID-19. Nat. Med. 26, 842–844 (2020). [DOI] [PubMed] [Google Scholar]
- 43.Liao M. et al. Data From ‘Single-cell landscape of bronchoalveolar immune cells in COVID-19 patients’. GEO series GSE145926 (2020). [DOI] [PubMed] [Google Scholar]
- 44.Hui K. P. Y. et al. Tropism, replication competence, and innate immune responses of the coronavirus SARS-CoV-2 in human respiratory tract and conjunctiva: an analysis in ex-vivo and in-vitro cultures. Lancet Respir. Med. 2600, 1–9 (2020). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45.Chu H. et al. Comparative tropism, replication kinetics, and cell damage profiling of SARS-CoV-2 and SARS-CoV with implications for clinical manifestations, transmissibility, and laboratory studies of COVID-19: an observational study. The Lancet Microbe (2020). doi: 10.1016/s2666-5247(20)30004-5 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Sheahan T. P. et al. An orally bioavailable broad-spectrum antiviral inhibits SARS-CoV-2 in human airway epithelial cell cultures and multiple coronaviruses in mice. Sci. Transl. Med. 12, (2020). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Cao B. et al. A trial of lopinavir-ritonavir in adults hospitalized with severe covid-19. N. Engl. J. Med. (2020). doi: 10.1056/NEJMoa2001282 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Ma C. et al. Boceprevir, GC-376, and calpain inhibitors II, XII inhibit SARS-CoV-2 viral replication by targeting the viral main protease. Cell Res. (2020). doi: 10.1038/s41422-020-0356-z [DOI] [PMC free article] [PubMed] [Google Scholar]
- 49.Deng X. et al. Coronaviruses Resistant to a 3C-Like Protease Inhibitor Are Attenuated for Replication and Pathogenesis, Revealing a Low Genetic Barrier but High Fitness Cost of Resistance. J. Virol. (2014). doi: 10.1128/jvi.01528-14 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 50.Günthard H. F. et al. Human Immunodeficiency Virus Drug Resistance: 2018 Recommendations of the International Antiviral Society-USA Panel. Clin. Infect. Dis. (2019). doi: 10.1093/cid/ciy463 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 51.Su T. H. & Liu C. J. Combination therapy for chronic hepatitis B: Current updates and perspectives. Gut and Liver (2017). doi: 10.5009/gnl16215 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 52.Whitley R. J. & Monto A. S. Resistance of Influenza Virus to Antiviral Medications. Clin. Infect. Dis. (2019). doi: 10.1093/cid/ciz911 [DOI] [PubMed] [Google Scholar]
- 53.Kumar A. Early versus late oseltamivir treatment in severely ill patients with 2009 pandemic influenza A (H1N1): Speed is life. J. Antimicrob. Chemother. (2011). doi: 10.1093/jac/dkr090 [DOI] [PubMed] [Google Scholar]
- 54.Wölfel R. et al. Virological assessment of hospitalized patients with COVID-2019. Nature (2020). doi: 10.1038/s41586-020-2196-x [DOI] [PubMed] [Google Scholar]
- 55.Jonathan Grein M. D. et al. Compassionate Use of Remdesivir for Patients with Severe Covid-19. N. Engl. J. Med. (2020). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 56.Chaudhary P. M., Mechetner E. B. & Roninson I. B. Expression and activity of the multidrug resistance P-glycoprotein in human peripheral blood lymphocytes. Blood (1992). doi: 10.1182/blood.v80.11.2735.2735 [DOI] [PubMed] [Google Scholar]
- 57.Egashira M., Kawamata N., Sugimoto K., Kaneko T. & Oshimi K. P-glycoprotein expression on normal and abnormally expanded natural killer cells and inhibition of P-glycoprotein function by cyclosporin A and its analogue, PSC833. Blood (1999). doi: 10.1182/blood.v93.2.599.402k06_599_606 [DOI] [PubMed] [Google Scholar]
- 58.Chen M. L. et al. Physiological expression and function of the MDR1 transporter in cytotoxic T lymphocytes. J. Exp. Med. (2020). doi: 10.1084/jem.20191388 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 59.Cao W. et al. The Xenobiotic Transporter Mdr1 Enforces T Cell Homeostasis in the Presence of Intestinal Bile Acids. Immunity (2017). doi: 10.1016/j.immuni.2017.11.012 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 60.Fung K. L. et al. MDR1 synonymous polymorphisms alter transporter specificity and protein stability in a stable epithelial monolayer. Cancer Res. (2014). doi: 10.1158/0008-5472.CAN-13-2064 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 61.Gralinski L. E. & Menachery V. D. Return of the coronavirus: 2019-nCoV. Viruses 12, 1–8 (2020). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 62.Volz E. et al. Transmission of SARS-CoV-2 Lineage B.1.1.7 in England: Insights from linking epidemiological and genetic data. medRxiv (2021). [Google Scholar]
- 63.Tegally H. et al. Major new lineages of SARS-CoV-2 emerge and spread in South Africa during lockdown. medRxiv (2020). doi: 10.1101/2020.10.28.20221143 [DOI] [Google Scholar]
- 64.Faria N. & et al. Genomic characterisation of an emergent SARS-CoV-2 lineage in Manaus: preliminary findings - SARS-CoV-2 coronavirus / nCoV-2019 Genomic Epidemiology - Virological. virological.org (2021).
- 65.Seifert L. L. et al. The ETS transcription factor ELF1 regulates a broadly antiviral program distinct from the type i interferon response. PLoS Pathog. (2019). doi: 10.1371/journal.ppat.1007634 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 66.Johnson B. A. et al. Loss of furin cleavage site attenuates SARS-CoV-2 pathogenesis. Nature 1–10 (2021). doi: 10.1038/s41586-021-03237-4 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 67.Stoeckius M. et al. Cell Hashing with barcoded antibodies enables multiplexing and doublet detection for single cell genomics. Genome Biol. (2018). doi: 10.1186/s13059-018-1603-1 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 68.Stuart T. et al. Comprehensive Integration of Single-Cell Data. Cell (2019). doi: 10.1016/j.cell.2019.05.031 [DOI] [PMC free article] [PubMed] [Google Scholar]