Pharmacokinetic Simulation Compared to Clinical Case Study
April 25, 2026
We simulated oral bioavailability (F) for resveratrol comparing two delivery methods — a buccal mucoadhesive strip
(34 mg, 9h continuous release) and an oral powder suspension in water (2000 mg) — using the Simulaite PBPK engine on a virtual population of 100 American individuals. Our population-level predictions (n=100) extend the findings from Bojanowski et al. (2015, https://doi.org/10.14283/jarcp.2015.70) who performed an n=1 clinical case study using the same formulation parameters. Both the clinical observation and our simulation demonstrate that transbuccal delivery provides substantially higher bioavailability by bypassing first-pass metabolism — our model predicts a 17× enhancement, very similar to the 15× observed clinically.
Key Takeaways
Enzyme Substrate Profile, Inhibition
| Name | SMILES | MW (g/ mol) | Formula |
|---|---|---|---|
| Resveratrol | OC1=CC=C(C=C1)C=CC1=CC(O)=C(O)C=1 | 228.24 | C14H12O3 |
Resveratrol is a polyphenolic stilbenoid with poor oral bioavailability due to extensive first-pass metabolism. We use our suite of graph neural networks to predict relevant molecular properties and interactions with liver enzymes, plasma proteins, and the gut wall to inform the simulations.
The simulation parameters exactly match the Bojanowski et al. (2015, https://doi.org/10.14283/jarcp.2015.70) clinical study, enabling direct validation of our PBPK model against clinical evidence.
A virtual population of 100 American individuals was generated using population physiology from pharmaceutical databases. Each individual has unique organ volumes, blood flows, and enzyme expression levels derived from clinical datasets. The population captures inter-individual variability in absorption, distribution, and clearance.
| Parameter | Value |
|---|---|
| Sample Size (n) | 100 |
| Sex | 49% female, 51% male |
| Age Range | 18.4–63.0 years (mean 40.3) |
| Body Weight | 41.6–147.7 kg (mean 78.7) |
| BMI Range | 17.9–48.6 (mean 27.5) |
| Ethnicity | White 62% · Latino 19% · African American 13% · Asian 6% |
| Prandial State | Fasted |
| Parameter | Buccal Strip | Oral Suspension | Fold Change |
|---|---|---|---|
| Bioavailability (F%) | 60.5 ± 8.0% | 3.6 ± 1.9% | 16.8× |
| Cmax (ng/mL) | 788.2 | 3461.3 | — |
| Tmax (h) | 6.8 | 2.2 | 3.2× (sustained) |
| CV (%) | 13% | 52% | 3.9× less variable |

Drug transit through buccal tissue layers over the 9-hour delivery period. The streamgraph shows drug distribution in saliva, epithelium, and submucosa as a percentage of administered dose.

| Pathway | Mass (mg) | % of Dose |
|---|---|---|
| Trans-Mucosal (Buccal Absorbed) | 32.92 | 96.8% |
| Swallowed (GI Tract) | 0.72 | 2.1% |
| Remaining on Strip | 0.35 | 1.0% |

Reference: Bojanowski, K. & Bojanowski, R. "Two methods of oral delivery of resveratrol: A case study." Journal of Aging Research
& Clinical Practice, 2015. https://doi.org/10.14283/jarcp.2015.70
Study Parameters (Exact Match to Our Simulation)
| Parameter | Bojanowski Clinical Study | Our PBPK Simulation |
|---|---|---|
| Subject | 74yo male | n=100, 18-65y, 50% F |
| Buccal Dose | 34 mg | 34 mg |
| Strip size | 3.5 × 4 cm (14 cm²) | 3.5 × 4 cm (14 cm²) |
| Parameter | Bojanowski Clinical Study | Our PBPK Simulation |
|---|---|---|
| Duration | 9 hours | 9 hours |
| Polymer | CMC mucoadhesive | CMC mucoadhesive modeled |
| Oral Dose | 2 g powder | 2 g powder |
Key Findings Comparison
| Metric | Bojanowski (n=1) | Simulaite (n=100) |
|---|---|---|
| F% enhancement (buccal vs GI) | 15× at 2 hours | 17× (F% ratio) |
improvement observed in Bojanowski's clinical case study. This validates Simulaite's oral strip modeling capabilities — we can quantitatively predict the first-pass metabolism bypass effect that makes buccal delivery superior for resveratrol.
Note: Bojanowski reported 15× enhancement at 2 hours based on blood concentration ratio; our 17× enhancement is based on overall bioavailability (AUC ratio), providing a complementary validation metric.
Caveats: Bojanowski used a single elderly subject (74yo, on multiple medications) while our simulation models a younger, healthier population (18-65y). The clinical study measured parent compound in blood; our model captures the same mechanistic advantage of bypassing hepatic first-pass metabolism.
Resveratrol is a polyphenolic stilbenoid with poor oral bioavailability due to extensive first-pass metabolism. Our
GNN suite predicts its metabolic profile and interactions with liver enzymes to inform the PBPK simulation.
Substrate and inhibition magnitude is also predicted by our GNN suite and applied during simulation (not shown).
Substrate Profile — Enzymes & Transporters
| Compound | CYP1A2 | CYP3A4 | CYP2D6 | CYP2C9 | UGT1A1 | SULT1A1 | P-gp Efflux |
|---|---|---|---|---|---|---|---|
| Resveratrol | — | Yes | — | — | Yes | Yes | — |
Inhibition Profile — Enzymes & Transporters
| Compound | CYP1A2 | CYP3A4 | CYP2D6 | CYP2C9 | UGT1A1 | SULT1A1 | P-gp |
|---|---|---|---|---|---|---|---|
| Resveratrol | Yes | Yes | — | — | — | — | — |