In Silico Evaluation of the Biopharmaceutical and Pharmacokinetic Behavior of Metronidazole from Coated Colonic Release Matrix Tablets †
Abstract
:1. Introduction
2. Materials and Methods
2.1. Design and Validation of the ADAM
2.2. Input Data
2.3. In Vitro Dissolution Profiles
2.4. Statistical Analysis
3. Results
3.1. Validation of the PBBM Model
3.2. Simulations of the PBPK Model
3.3. Statistical Analysis
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Shepard, T.; Scott, G.; Cole, S.; Nordmark, A.; Bouzom, F. Physiologically Based Models in Regulatory Submissions: Output from the ABPI/MHRA Forum on Physiologically Based Modeling and Simulation. CPT Pharmacomet. Syst. Pharmacol. 2015, 4, 221–225. [Google Scholar] [CrossRef] [PubMed]
- Klumpp, L.; Dressman, J. Physiologically Based Pharmacokinetic Model Outputs Depend on Dissolution Data and Their Input: Case Examples Glibenclamide and Dipyridamole. Eur. J. Pharm. Sci. 2020, 151, 105380. [Google Scholar] [CrossRef] [PubMed]
- Masoud, J.; Marciniak, S.; Feng, K.; Barnett, A.; Tucker, G.; Rostami-Hodjegan, A. The Simcyp® Population-Based ADME Simulator. Expert Opin. Drug Metab. Toxicol. 2009, 5, 211–223. [Google Scholar] [CrossRef]
- Kostewicz, E.S.; Aarons, L.; Bergstrand, M.; Bolger, M.B.; Galetin, A.; Hatley, O.; Jamei, M.; Lloyd, R.; Pepin, X.; Rostami-Hodjegan, A.; et al. PBPK Models for the Prediction of in Vivo Performance of Oral Dosage Forms. Eur. J. Pharm. Sci. 2014, 57, 300–321. [Google Scholar] [CrossRef]
- Bak, A.; Ashford, M.; Brayden, D.J. Local Delivery of Macromolecules to Treat Diseases Associated with the Colon. Adv. Drug Deliv. Rev. 2018, 136–137, 2–27. [Google Scholar] [CrossRef]
- Arévalo-Pérez, R.; Maderuelo, C.; Lanao, J.M. Recent Advances in Colon Drug Delivery Systems. J. Control. Release 2020, 327, 703–724. [Google Scholar] [CrossRef]
- Zhou, Y.; Li, L.; Liu, Z.; Wang, Q.; Zhou, Q.; Zhou, W. Development and Evaluation of Zopiclone Compression Coated Tablet for Time-Controlled Pulse Release: Mechanism and in Vivo Study. J. Drug Deliv. Sci. Technol. 2020, 57, 101714. [Google Scholar] [CrossRef]
- Wilcox, M.H. Nitroimidazoles, Metronidazole, Ornidazole and Tinidazole and Fidaxomicin. In Infectious Diseases; Elsevier Ltd.: Amsterdam, The Netherlands, 2017; pp. 1261–1263.e1. [Google Scholar]
- Mattila, J.; Männistö, P.T.; Mäntylä, R.; Nykänen, S.; Lamminsivu, U. Comparative Pharmacokinetics of Metronidazole and Tinidazole as Influenced by Administration Route. Antimicrob. Agents Chemother. 1983, 23, 721–725. [Google Scholar] [CrossRef]
- Pfizer Laboratories Division of Pfizer Inc. FLAGYL® ER (Metronidazole Extended Release Tablets), Sumary of Product Characteristics (SmPC); Document No. LAB-0166-20.0; Revised: July 2024; Pfizer Laboratories Division of Pfizer Inc.: New York, NY, USA, 2024; Available online: https://labeling.pfizer.com/showlabeling.aspx?id=572 (accessed on 8 May 2025).
- Al-Mamun, M.; Rahman, M.R.; Biswas, S.; Kundu, S.; Rayhan, J. Formulation and Bioequivalence Evaluation of Extended Release Solid Drug Delivery System for Metronidazole Using Eudragit NM30D and Methocel Premium K4M as Retardant Material. Am. J. Adv. Drug Deliv. 2014, 2, 039–051. [Google Scholar]
- Rubinstein, R.Y.; Kroese, D.P. Simulation and the Monte Carlo Method, Wiley Series in Probability and Statistics; 3rd ed.; John Wiley and Sons: Hoboken, NJ, USA, 2017. [Google Scholar]
- Mahmood, I.; Tegenge, M.A. A Comparative Study Between Allometric Scaling and Physiologically Based Pharmacokinetic Modeling for the Prediction of Drug Clearance From Neonates to Adolescents. J. Clin. Pharmacol. 2019, 59, 189–197. [Google Scholar] [CrossRef]
- Wu, Y.; Fassihi, R. Stability of Metronidazole, Tetracycline HCl and Famotidine Alone and in Combination. Int. J. Pharm. 2005, 290, 1–13. [Google Scholar] [CrossRef] [PubMed]
- Nasseh, N.; Barikbin, B.; Taghavi, L.; Nasseri, M.A. Adsorption of Metronidazole Antibiotic Using a New Magnetic Nanocomposite from Simulated Wastewater (Isotherm, Kinetic and Thermodynamic Studies). Compos. Part B Eng. 2019, 159, 146–156. [Google Scholar] [CrossRef]
- Sikhondze, S.S.; Makoni, P.A.; Walker, R.B.; Khamanga, S.M.M. Chitosan-Coated SLN: A Potential System for Ocular Delivery of Metronidazole. Pharmaceutics 2023, 15, 1855. [Google Scholar] [CrossRef] [PubMed]
- Lau, A.H.; Lam, N.P.; Piscitelli, S.C.; Wilkes, L.; Danziger, L.H. Clinical Pharmacokinetics of Metronidazole and Other Nitroimidazole Anti-Infectives. Clin. Pharmacokinet. 1992, 23, 328–364. [Google Scholar] [CrossRef]
- Rediguieri, C.F.; Porta, V.; Nunes, D.S.G.; Nunes, T.M.; Junginger, H.E.; Kopp, S.; Midha, K.K.; Shah, V.P.; Stavchansky, S.; Dressman, J.B.; et al. Biowaiver Monographs for Immediate Release Solid Oral Dosage Forms: Metronidazole. J. Pharm. Sci. 2011, 100, 1618–1627. [Google Scholar] [CrossRef]
- Bonyadi, Z.; Noghani, F.A.; Dehghan, A.; van der Hoek, J.P.; Giannakoudakis, D.A.; Ghadiri, S.K.; Anastopoulos, I.; Sarkhosh, M.; Colmenares, J.C.; Shams, M. Biomass-Derived Porous Aminated Graphitic Nanosheets for Removal of the Pharmaceutical Metronidazole: Optimization of Physicochemical Features and Exploration of Process Mechanisms. Colloids Surf. A Physicochem. Eng. Asp. 2021, 611, 125791. [Google Scholar] [CrossRef]
- Fu, L.; Liu, X.F.; Zhou, Q.X.; Zhang, J.X.; Dong, J.Y.; Wang, J.F. Characterization of the Interactions of Human Serum Albumin (HSA), Gatifloxacin, and Metronidazole Using Spectroscopic and Electrochemical Methods. J. Lumin. 2014, 149, 208–214. [Google Scholar] [CrossRef]
- Walczak-Skierska, J.; Szultka-Młyńska, M.; Pauter, K.; Buszewski, B. Study of Chromatographic Behavior of Antibiotic Drugs and Their Metabolites Based on Quantitative Structure-Retention Relationships with the Use of HPLC-DAD. J. Pharm. Biomed. Anal. 2020, 184, 113187. [Google Scholar] [CrossRef]
- Zheng, K.; Li, A.; Wu, W.; Qian, S.; Liu, B.; Pang, Q. Preparation, Characterization, in Vitro and in Vivo Evaluation of Metronidazole–Gallic Acid Cocrystal: A Combined Experimental and Theoretical Investigation. J. Mol. Struct. 2019, 1197, 727–735. [Google Scholar] [CrossRef]
- Vertzoni, M.; Carlsson, A.; Abrahamsson, B.; Goumas, K.; Reppas, C. Degradation Kinetics of Metronidazole and Olsalazine by Bacteria in Ascending Colon and in Feces of Healthy Adults. Int. J. Pharm. 2011, 413, 81–86. [Google Scholar] [CrossRef]
- Lamp, K.C.; Freeman, C.D.; Klutman, N.E.; Lacy, M.K. Pharmacokinetics and Pharmacodynamics of the Nitroimidazole Antimicrobials. Clin. Pharmacokinet. 1999, 36, 353–373. [Google Scholar] [CrossRef] [PubMed]
- Idkaidek, N.M.; Najib, N.M. Enhancement of Oral Absorption of Metronidazole Suspension in Humans. Eur. J. Pharm. Biopharm. 2000, 50, 213–216. [Google Scholar] [CrossRef] [PubMed]
- Arevalo-Perez, R.; Lanao, M.J.; Maderuelo, C. Development of Intestinal Colonic Drug Delivery Systems for Diverticular Disease: A QbD Approach. Eur. J. Pharm. Sci. 2024, 203, 106918. [Google Scholar] [CrossRef] [PubMed]
- Yeh, K.C.; Small, R.D. Pharmacokinetic Evaluation of Stable Piecewise Cubic Polynomials as Numerical Integration Functions. J. Pharmacokinet. Biopharm. 1989, 17, 721–740. [Google Scholar] [CrossRef]
- Rongthong, T.; Pongjanyakul, T. Quaternary Polymethacrylate−magnesium Aluminum Silicate Film Formers: Stability Studies for Tablet Coatings. J. Drug Deliv. Sci. Technol. 2021, 62, 102389. [Google Scholar] [CrossRef]
- Krishnaiah, Y.S.R.; Bhaskar Reddy, P.R.; Satyanarayana, V.; Karthikeyan, R.S. Studies on the Development of Oral Colon Targeted Drug Delivery Systems for Metronidazole in the Treatment of Amoebiasis. Int. J. Pharm. 2002, 236, 43–55. [Google Scholar] [CrossRef]
- Maderuelo, C.; Arevalo-Perez, R.; Lanao, J.M. Modelos in Silico Para Predecir El Comportamiento Biofarmacéutico de Formas Farmacéuticas de Liberación Colónica. In Proceedings of the XVI Congreso SEFIG, Madrid, Spain, 11–13 January 2023. [Google Scholar]
- Arevalo-Perez, R.; Maderuelo, C.; Lanao, J.M. In Silico Evaluation of Drug Release from Metronidazole Coated Matrix Tablets. In Proceedings of the 13th PBP World Meeting, Rotterdam, The Netherlands, 28–31 March 2022. [Google Scholar]
- Biondo, S.; Golda, T.; Kreisler, E.; Espin, E.; Vallribera, F.; Oteiza, F.; Codina-Cazador, A.; Pujadas, M.; Flor, B. Outpatient versus Hospitalization Management for Uncomplicated Diverticulitis: A Prospective, Multicenter Randomized Clinical Trial (DIVER Trial). Ann. Surg. 2014, 259, 38–44. [Google Scholar] [CrossRef]
- Tursi, A. Efficacy, Safety, and Applicability of Outpatient Treatment for Diverticulitis. Drug Healthc. Patient Saf. 2014, 6, 29–36. [Google Scholar] [CrossRef]
IR Formulation * | Flagyl® ER Formulation * | DoE Formulations ** | |
---|---|---|---|
Population Name | Healthy subjects | Healthy subjects | Sim-Healthy subjects |
Population Size | 9 | 24 | 1000 |
Number of Trials | 1 | 1 | 100 |
No. of Subjects per Trial | 9 | 24 | 10 |
Minimum years (age) | 21 | 19 | 18 |
Maximum years (age) | 23 | 46 | 65 |
Proportion of females | 0.125 | 1 | 0.5 |
Study Duration (h) | 24 | 168 | 168 |
Prandial State | Fasted | Fasted | Fasted |
Route | Oral | Oral | Oral |
Dose | 500 mg | 750 mg | 500 mg |
Dosing Regimen | Single Dose | Multiple Dose (7) | Multiple Dose (7) |
Reference | [9] | [10] | - |
Parameter | Value | References/Comment |
---|---|---|
Physico-chemical | ||
Molecular weight (g/mol) | 171.16 | [16] |
fu | 0.8 | [17] |
log Po:w | −0.02 | [18] |
pKa | 2.38 | [19] |
B/P | 0.745 | Predicted |
Main plasma-binding protein | HSA | [20] |
Aqueous solubility (mg/mL) * | 10 | [14,15] |
Absorption | ||
Model | ADAM | |
PSA (Å2) | 83.9 | [21] |
HBD | 1 | [22] |
fa | 0.89 | Predicted |
Ka (h−1) | 0.78 | Predicted |
Degradation rate constant (h−1) | 2.58 | [23] |
Distribution | ||
Model | Minimal PBPK | |
Vss (L/kg) | 0.60 | [24] |
Elimination | ||
CL (L/h) | 3.80 | [24] |
Organ | MRT (h) | CV (%) | |
---|---|---|---|
Stomach | 1.21 | 143.38 | |
Small intestine | 5.43 | 50.53 | |
Colon | Male | 29.14 | 83 |
Female | 41 | 83 |
Reference Formulation | PK Parameters | Mean Value Observed | Mean Value Predicted ADAM | AFE * | Ref. |
---|---|---|---|---|---|
IR 500 mg | Cmax (mg/L) | 9.0 ± 0.5 | 8.7 ± 2.6 | 0.97 | [9] |
Tmax (h) | 1.9 ± 0.2 | 2.6± 0.3 | 1.38 | ||
AUC (mg.h/L) | 122.2 ± 10.3 | 126.2 ± 30.8 | 1.03 | ||
Flagyl ER 750 mg | Cmax (mg/L) | 12.5 ± 4.8 | 11.4 ± 2.7 | 0.91 | [10] |
Tmax (h) | 6.8 ± 2.8 | 5.6 ± 1.6 | 0.82 | ||
AUC (mg.h/L) | 198.0 ± 75.3 | 202.7 ± 56.4 | 1.02 |
BATCH | AUC (mg/L·h) (SD) | Cmax (mg/L) (SD) | Tmax (h) (SD) | |
---|---|---|---|---|
Time-dependent coated tablets | F1 | 58.39 ± 20.24 | 2.91 ± 0.93 | 6.34 ± 2.33 |
F18 | 58.37 ± 19.93 | 2.93 ± 0.92 | 6.37 ± 2.25 | |
F22 | 58.81 ± 19.99 | 2.98 ± 0.93 | 6.30 ± 2.15 | |
F2 | 54.19 ± 19.21 | 2.64 ± 0.88 | 6.59 ± 2.64 | |
F20 | 52.33 ± 18.53 | 2.55 ± 0.85 | 6.71 ± 2.70 | |
F25 | 52.05 ± 18.90 | 2.53 ± 0.87 | 6.84 ± 2.85 | |
F6 | 53.86 ± 18.72 | 2.67 ± 0.87 | 6.56 ± 2.48 | |
F7 | 54.53 ± 18.86 | 2.68 ± 0.87 | 6.52 ± 2.47 | |
F12 | 47.75 ± 17.28 | 2.32 ± 0.79 | 6.75 ± 2.80 | |
F8 | 64.47 ± 22.09 | 3.30 ± 1.03 | 6.14 ± 2.00 | |
F9 | 58.94 ± 20.82 | 2.99 ±0.97 | 6.24 ± 2.10 | |
F15 | 58.18 ± 20.33 | 2.92 ± 0.94 | 6.37 ± 2.25 | |
F14 | 54.33 ± 19.02 | 2.71 ± 0.88 | 6.42 ± 2.34 | |
F21 | 58.64 ± 20.36 | 2.91 ± 0.94 | 6.42 ± 2.33 |
BATCH | AUC (mg/L·h) (SD) | Cmax (mg/L) (SD) | Tmax (h) (SD) | |
---|---|---|---|---|
pH-dependent coated tablets | F3 | 29.17 ± 11.68 | 1.33 ± 0.51 | 7.22 ± 7.90 |
F23 | 33.66 ± 13.26 | 1.54 ± 0.58 | 7.92 ± 9.02 | |
F27 | 39.10 ± 15.28 | 1.77 ± 0.66 | 8.64 ± 8.43 | |
F4 | 52.79 ± 18.96 | 2.51 ± 0.87 | 7.90 ± 3.89 | |
F5 | 56.26 ± 19.90 | 2.70 ± 0.92 | 7.67 ± 3.64 | |
F11 | 55.17 ± 19.38 | 2.65 ± 0.90 | 8.23 ± 4.00 | |
F13 | 63.84 ± 24.26 | 2.97 ± 1.11 | 10.72 ± 5.44 | |
F16 | 69.23 ± 25.14 | 3.48 ± 1.21 | 7.31 ± 2.97 | |
F17 | 67.66 ± 23.46 | 3.22 ± 1.10 | 10.93 ± 5.17 | |
F19 | 27.94 ± 11.49 | 1.29 ± 0.50 | 6.56 ± 8.25 | |
F26 | 47.12 ± 18.84 | 2.14 ± 0.82 | 8.25 ± 8.89 | |
F28 | 54.68 ± 22.00 | 2.47 ± 0.96 | 10.46 ± 9.14 | |
F10 | 52.81 ± 20.37 | 2.41 ± 0.90 | 10.53 ± 6.65 | |
F24 | 53.05 ± 21.00 | 2.41 ± 0.93 | 14.07 ± 8.12 |
Response | Factors (Groups) | H | p Value |
---|---|---|---|
AUC | Coating agent | 1.54 | 0.215 |
%ΔW | 16.77 | <0.001 * | |
HPMC | 0.84 | 0.358 | |
Ratio HPMC/Chi | 1.48 | 0.476 | |
Blending time | 0.67 | 0.714 | |
Cmax | Coating agent | 4.47 | 0.035 * |
%ΔW | 15.92 | <0.001 * | |
HPMC viscosity grade | 1.22 | 0.270 | |
Ratio HPMC/Chi | 0.95 | 0.621 | |
Blending time | 1.04 | 0.593 | |
Tmax | Coating agent | 18.65 | <0.001 * |
%ΔW | 1.42 | 0.493 | |
HPMC viscosity grade | 0.03 | 0.854 | |
Ratio HPMC/Chi | 0.47 | 0.790 | |
Blending time | 0.43 | 0.805 |
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Arévalo-Pérez, R.; Maderuelo, C.; Lanao, J.M. In Silico Evaluation of the Biopharmaceutical and Pharmacokinetic Behavior of Metronidazole from Coated Colonic Release Matrix Tablets. Pharmaceutics 2025, 17, 647. https://doi.org/10.3390/pharmaceutics17050647
Arévalo-Pérez R, Maderuelo C, Lanao JM. In Silico Evaluation of the Biopharmaceutical and Pharmacokinetic Behavior of Metronidazole from Coated Colonic Release Matrix Tablets. Pharmaceutics. 2025; 17(5):647. https://doi.org/10.3390/pharmaceutics17050647
Chicago/Turabian StyleArévalo-Pérez, Roberto, Cristina Maderuelo, and José M. Lanao. 2025. "In Silico Evaluation of the Biopharmaceutical and Pharmacokinetic Behavior of Metronidazole from Coated Colonic Release Matrix Tablets" Pharmaceutics 17, no. 5: 647. https://doi.org/10.3390/pharmaceutics17050647
APA StyleArévalo-Pérez, R., Maderuelo, C., & Lanao, J. M. (2025). In Silico Evaluation of the Biopharmaceutical and Pharmacokinetic Behavior of Metronidazole from Coated Colonic Release Matrix Tablets. Pharmaceutics, 17(5), 647. https://doi.org/10.3390/pharmaceutics17050647