Anti-coronavirus activity in-vitro
INDO was shown to inhibit SARS CoV-1 virus replication with an inhibitory concentration 50% (IC50) of about 5 µM (i.e. 1.79 mg/L), while aspirin was ineffective [11]. In a more recent study, INDO was shown to inhibit SARS CoV-2 pseudovirus replication [16]. In this recent study, the pseudovirus model that contains the SARS-CoV-2 spike was used (SARS CoV-2 GenBank: MN908947.3). Briefly, African green monkey kidney VERO E6 cells were infected with SARS CoV-2 pseudovirus and treated with different concentrations of INDO (0, 0.1, 1, 5, 10, 50, 100, 500 μM) or aspirin (0, 0.1, 1, 5, 10, 50, 100, 500 μM) as control at 48 h post infection. The level of cell infection was determined by luciferase activity in the cell lysates of infected cells at 48 h post-infection (p.i.). INDO was found to possess a remarkable antiviral activity, reducing viral particle production dose-dependently with an IC50 of ~ 1 μM (i.e. 0.358 mg/L), and selective index of 500, and caused a dramatic reduction relative light unit to zero at 48 h p.i, in VERO E6 cells [16].
Anti-coronavirus activity in CCoV-infected dog
Two different studies were conducted to evaluate whether INDO could be effective in vivo. In the first study [11], the in-vivo antiviral efficacy of INDO was assessed by evaluating the CCoV viral load in infected dogs treated with INDO. Dogs were tested for the presence of CCoV RNA in feces by a real-time RT-PCR assay and CCoV antibodies in serum samples by an ELISA test. Dogs were treated orally with INDO (1 mg/kg body weight) daily for 4 days, starting on day 4 p.i., whereas dogs in a separate group served as infected non-treated controls. In INDO-treated dogs, viral RNA titres in the feces decreased rapidly after starting treatment, reaching minimal levels at day 7 p.i. in concomitance with the peak observed in non-treated dogs. INDO antiviral effect was reversed upon suspension of treatment demonstrating a potent anti-coronavirus activity of INDO in vivo.
In the second study [16], the % of recovery in CCoV-infected dogs treated orally with INDO 1 mg/kg body weight was evaluated. Dogs treated with ribavirin (a broad-spectrum antiviral drug with efficacy against RNA and DNA viruses) were used as a control group. The enrolled dogs were confirmed for diagnosis of CCoV infection with a canine coronavirus test kit and between 2–3 days of the onset of symptoms. The time of recovery was determined by the disappearance of symptoms and a negative diagnosis by the canine coronavirus test kit [20]. In INDO-treated dogs, a complete recovery was observed after 5 days of treatment.
Modeling strategy
The modeling strategy was based on the characterization of the time course of response (% of viral load inhibition and % of recovery) in dogs and in the evaluation of the relationship between INDO exposure (derived from published data) and time course of the response. The objective of this analysis was to show that the viral load inhibition was the driver of the % recovery by combining the results of different studies. The % of recovery in dog was assumed to be driven by the time during which the exposure remained above an effective concentration value. Finally, the human PK following IR and SR formulations was derived from published data and a translational model was developed for estimating the clinical response in human based on the expected time during which the human exposure remained above the effective concentration following different dosage regimens. A multi-stage model-based approach was developed as illustrated in Fig. 1.
Modeling rate of recovery and viral load in dog
The rate of recovery and the viral load inhibition in CCoV-infected dogs were expressed in % ranging from 0 (% recovery at baseline or full viral inhibition) to 100% (full recovery or baseline viral load). The rate of recovery and the viral load inhibition were modeled as a function of time with the assumption that the effect was driven by the constant INDO exposure maintained for 5 days. The following Weibull models were used:
$${\text{Recovery}}\left( \% \right) = 100 \times \left( {1 - e^{{ - \left( {\frac{{{\text{time}}}}{{td}}} \right)g}} } \right)$$
(1)
$$\text{Viral load inhibition} \left(\%\right)=100\times {e}^{{-(\frac{\text{time}}{td})}^{g}}$$
(2)
where td is the time to response defined as the time necessary for recovery or for inhibition of 63% of the baseline values and g is the shape of the response.
PK in dog and human
INDO PK was evaluated in Beagle dogs weighing from 8 to 10 kg at a single dose of 25 mg. Blood samples were collected at 0.333, 0.667, 1, 1.5, 2–4, 6, 8, 10 and 12 h after administration of uncoated pellets [21].
Human INDO IR PK was evaluated at single doses of 25 mg, 50 mg, and 75 mg in 8 healthy volunteers, and 100 mg in 4 healthy volunteers and 4 patients with rheumatoid arthritis. Blood samples were taken at intervals for up to 7.5 h after drug intake. The results of the study indicated no major differences between PK in healthy subjects and patients [22].
The INDO SR at the dose of 75 mg is a formulation designed to IR 25 mg and to provide a delayed release of the remaining 50 mg of the dose. PK samples collected at intervals for up to 12 h in 14 subjects were used for the assessment of the PK characteristics of INDO SR [23].
The mean concentrations time course of INDO in dog and human were obtained by digitizing the concentration versus time graphs reported in the referred publications.
Translational model
INDO is a weak organic acid with a molecular weight of 357.8 g/mol that is 99% bound in dog and human to plasma albumin but not to red blood cells [24]. Data from in vitro plasma protein binding experiments are frequently used to guide the estimate of in vivo efficacy in the assumption that the efficacy is driven by the free (unbound) drug concentration [25]. As the protein binding in human and dog was the same (i.e. 99%), the free fraction was also the same. As a consequence, the translational model was based on total INDO concentrations.
Two simulation scenarios were considered assuming that the effective INDO concentration in human was driven by the in-vitro potency associated with: 1) 50% of the inhibition effect (IC50), and 2) 95% of the inhibition effect (IC95).
The estimated effective antiviral concentration in human is usually defined as the INDO concentration at which virus replication is inhibited by 50% (i.e. the IC50 value). However, a more aggressive and more clinically appropriate target such as IC90 was proposed for any repurposed drug against SARS-CoV-2 [26]. Therefore, as recommended for other antiviral treatments, two target inhibitory concentrations were retained: IC50 (corresponding to an exposure of 0.358 mg/L) and IC95 (corresponding to an exposure of 1.074 mg/L) [27].
The time during which INDO concentration remains above the effective concentration was used as a driver of the response, as commonly done for the assessment of the relationship between pharmacokinetics and pharmacodynamics of antimicrobial agents [28]. Three dosage regimens were evaluated for the IR formulation: 50 mg three-times-a-day, 25 mg three-times-a-day, and 25 mg four-times-a-day. Two dosage regimens were evaluated for the SR formulation: 75 mg once-a-day, and 75 mg twice-a-day.
The extrapolation of the relationship between in-vivo response in dog to human was conducted using the estimated exposures in the two species without adjustment by the difference in protein binding as protein binding was the same in dog and human.
Software
The data used in the analyses were extracted from the different referred publications using ScanIt plot digitizer software, version 2.0 [29]. The analyses were conducted using NONMEM, version 7.4 (ICON Development Solutions, Hanover, MD, USA). Graphical data presentations were conducted using R (R Foundation for Statistical Computing).