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Abstract

Fentanyl, a highly potent synthetic opioid, is widely recognized for its efficacy in managing breakthrough cancer pain—sudden, intense episodes that occur despite ongoing analgesic therapy. Its strong affinity for ?-opioid receptors and rapid onset make it an ideal candidate for transmucosal drug delivery systems, which offer fast, effective pain relief while avoiding the gastrointestinal tract and first-pass hepatic metabolism. Various fentanyl-based mucosal delivery systems have been developed to meet the urgent need for non-invasive, fast-acting pain control. These include oral transmucosal fentanyl citrate (OTFC) lozenges, effervescent buccal tablets, sublingual tablets, sprays, and mucoadhesive buccal films. Each of these formulations is designed to enhance drug solubility, stability, and absorption across the oral mucosa. Among these, effervescent buccal tablets and sublingual formulations show particularly favorable pharmacokinetic profiles, offering faster peak plasma levels and greater bioavailability compared to conventional opioids like morphine. In vitro and pharmacokinetic studies confirm that mucosal systems provide a more consistent and rapid onset of action. These technologies also enhance patient compliance by enabling discreet administration without the need for water or swallowing. Additionally, advancements in excipient selection, permeation enhancers, and pH modulation techniques have significantly improved formulation effectiveness. This review explores the development, evaluation, and clinical performance of fentanyl mucosal delivery systems, emphasizing formulation strategies, safety, and future technological prospects. As research continues, novel approaches such as nanocarrier systems, mucoadhesive patches, and smart drug-delivery platforms may further optimize the management of breakthrough pain, improving both efficacy and patient quality of life.

Keywords

Fentanyl, Mucosal Drug Delivery, Buccal Tablet, Pain Management, Effervescent Technology, Preformulation Studies

Introduction

Breakthrough pain, a transitory severe pain episode occurring despite well-controlled background chronic pain, is a frequent and debilitating complication in cancer patients. Studies report a prevalence between 52% and 67% in outpatients and up to 89% in palliative care settings. This pain is often induced by movement, coughing, eating, or spontaneously. Its sudden onset, rapid peak, and short duration require potent, fast-acting opioid regimens [1-3]. Traditional oral opioids, such as immediate-release morphine, exhibit delayed onset due to their low lipophilicity and slow permeation across the blood–brain barrier, frequently taking up to 60 minutes to achieve maximal analgesic effect. While oral transmucosal fentanyl citrate (OTFC) significantly improved absorption kinetics over conventional formulations, further technological advancements have led to the development of effervescent buccal tablets to optimize onset and extent of absorption [4-6]. This review focuses on formulation principles, preformulation and in vitro evaluations, pharmacokinetic advantages, and safety considerations of fentanyl mucosal delivery systems, particularly the effervescent buccal tablet (FBT) [7].

2. Pharmacological Profile of Fentanyl

Fentanyl is a synthetic opioid approximately 100 times more potent than morphine. It exhibits:

  • High lipophilicity, facilitating rapid passage across mucosal membranes and the blood–brain barrier.
  • Short onset of action, typically within minutes when administered transmucosally.
  • High bioavailability through the buccal mucosa compared to gastrointestinal administration.
  • Metabolism primarily via CYP3A4 to inactive norfentanyl.
  • Elimination half-life ranging between 3 and 7 hours.

These characteristics render fentanyl an ideal candidate for non-invasive, rapid-onset formulations for breakthrough pain episodes [8-10].

3. Mucosal Delivery Systems for Fentanyl

Mucosal delivery systems have transformed the administration of fentanyl, offering rapid analgesia, ease of use, and bypassing hepatic first-pass metabolism. Several advanced formulations are commercially available or under development to meet the diverse needs of patients experiencing breakthrough cancer pain.

3.1 Oral Transmucosal Fentanyl Citrate (OTFC)

OTFC was the first approved transmucosal fentanyl product. It is formulated as a medicated lozenge mounted on a plastic handle (“lollipop”) designed for controlled sucking. Fentanyl dissolves in saliva and is absorbed across the buccal mucosa. The onset of analgesia typically occurs within 15–30 minutes, and the system allows patients to titrate the dose by adjusting the duration of administration. OTFC is widely used due to its simplicity, familiarity, and established safety profile [11-16].

3.2 Effervescent Buccal Tablets (FBT)

Effervescent buccal tablets are an innovative approach employing pH modulation to improve permeability. The effervescent reaction generates carbon dioxide, transiently reducing local pH and enhancing fentanyl solubility and membrane penetration. FBT achieves faster absorption compared to conventional buccal formulations, reaching peak plasma levels in about 20 minutes. This makes it particularly suitable for acute breakthrough pain episodes requiring rapid relief.

3.3 Sublingual Tablets and Sprays

Sublingual delivery systems have been developed to further shorten time to onset. Sublingual tablets rapidly disintegrate under the tongue, allowing fentanyl to be absorbed through the highly vascular sublingual mucosa. Sublingual sprays atomize the drug directly onto the mucosa, resulting in very rapid absorption, with peak plasma concentrations often achieved within 10–15 minutes. These formulations offer discrete administration and precise dosing.

3.4 Buccal Films

Buccal films are thin polymeric matrices incorporating fentanyl. When applied to the inner cheek, they hydrate and adhere to the mucosa, enabling controlled unidirectional release. Buccal films are especially advantageous for patients with swallowing difficulties or those requiring discreet medication administration [17-20].

3.5 Comparative Overview

Table no. 1: Comparative Features of Mucosal Fentanyl Delivery Systems

Delivery System

Presentation

Onset of Action

Key Advantages

Considerations

Oral Transmucosal Fentanyl Citrate

Lozenge on a handle

15–30 minutes

Familiar dosage form, titratable administration

Requires patient cooperation (sucking)

Effervescent Buccal Tablet

Compressed effervescent tablet

~20 minutes

Enhanced permeability and faster absorption

pH alteration may cause local irritation

Sublingual Tablet/Spray

Rapidly disintegrating tablet or spray

10–15 minutes

Fastest systemic uptake, discrete administration

Precise placement needed

Buccal Film

Thin adhesive polymeric film

~15–30 minutes

Flexible dosing, good adhesion, unidirectional release

May be affected by saliva volume

3.6 Clinical Implications

The choice of fentanyl mucosal delivery system should be individualized based on patient factors, including:

  • Severity and predictability of breakthrough pain episodes
  • Oral tolerability and mucosal health
  • Ease of administration and caregiver involvement
  • Cost and availability

Effervescent buccal tablets and sublingual sprays are often preferred when rapid onset is critical, whereas buccal films and OTFC provide more gradual absorption suited for patients requiring sustained relief.

4. Advantages of Mucosal Fentanyl Delivery

Mucosal delivery offers:

  • Rapid onset of analgesia critical for breakthrough pain.
  • Avoidance of first-pass metabolism, improving bioavailability.
  • Ease of self-administration in outpatient settings.
  • Reduced swallowing issues in patients with dysphagia.
  • Predictable pharmacokinetics facilitating dose titration.

These advantages translate to improved pain control and patient compliance.

5. Formulation and Preformulation Aspects of Effervescent Buccal Tablets

Breakthrough cancer pain demands rapid, predictable, and convenient drug delivery systems. Effervescent buccal tablets (FBTs) for fentanyl delivery integrate mucoadhesion, effervescence, and dynamic pH modulation to optimize drug absorption through the buccal mucosa. These advanced formulations are designed to combine fast disintegration, high permeability, and ease of administration while maintaining stability and patient acceptability.

5.1 Preformulation Considerations

Table no.2: Preformulation Elements in Effervescent Buccal Fentanyl Tablets

Component

Function

Citric acid + Sodium bicarbonate

Effervescence agents; generate CO? and temporarily lower pH to enhance dissolution

Mucoadhesive polymers (HPMC, Carbopol)

Maintain tablet adhesion to the buccal mucosa (14–25 min residence)

Micronized fentanyl

Increases surface area and dissolution rate

Taste-masking agents (sucralose, mannitol)

Improve palatability without interfering with effervescence

Neutralizing excipients

Gradually restore pH to favor unionized fentanyl permeation

These components work synergistically: the effervescent reaction creates a local acidic microenvironment that increases fentanyl solubility, followed by a pH shift back toward neutrality to promote permeation in the unionized form. Mucoadhesive polymers hold the tablet in place long enough to ensure complete dose delivery, while particle size control and taste masking improve patient experience.

5.2 In Vitro Dissolution and Permeation Studies

Effervescent buccal tablets exhibit superior dissolution and permeation behaviour compared to conventional formulations. Core findings from in vitro studies are summarized below:

Table no.3: In Vitro Performance Metrics of Effervescent Buccal Tablets

Parameter

Observation

Drug release time

>95% fentanyl released within 30 minutes

Permeation flux

Significantly higher transmucosal flux than OTFC and non-effervescent tablets

Dynamic pH cycling

Confirmed: transient acidification followed by neutralization

Dwell time variability

Minimal impact on total absorption; robust performance across conditions

These results demonstrate that the dynamic pH modulation strategy reliably enhances both dissolution and mucosal permeability, ensuring that fentanyl is rapidly and efficiently absorbed.

6. In Vitro Performance and Comparative Pharmacokinetics

Pharmacokinetic evaluations confirm the clinical relevance of effervescent buccal tablets. Compared to earlier oral transmucosal systems, FBTs deliver fentanyl faster and at higher systemic concentrations with predictable bioavailability.

6.1 Pharmacokinetic Comparison

Table no.4: Comparative Pharmacokinetic Profile: Effervescent Buccal Tablet vs. OTFC

Parameter

Effervescent Buccal Tablet (FBT)

Oral Transmucosal Fentanyl Citrate (OTFC)

Cmax (ng/mL)

Higher (dose-dependent)

Lower

Tmax (min)

20–30 min

60–90 min

Bioavailability (%)

~65%

~47%

Onset of Action

Faster

Moderate

Dose Proportionality

Linear (100–800 µg)

Variable

The combination of faster Tmax and higher Cmax directly correlates with improved onset of analgesia, an essential feature in treating breakthrough pain episodes.

6.2 Clinical Relevance

The design and performance characteristics of FBTs translate into tangible therapeutic advantages:

Table no.5: Clinical Features Supporting FBT Use in Breakthrough Pain

Feature

Impact on Therapy

Fast onset (Tmax ≤ 30 min)

Matches rapid onset requirements for breakthrough pain

High bioavailability

Greater systemic exposure with lower doses

Dwell time independence

Reduced impact of patient variability on drug delivery

Ease of use and portability

Supports adherence and patient preference

Together, these properties ensure that effervescent buccal tablets provide fast, predictable, and user-friendly fentanyl administration suitable for breakthrough cancer pain management.

7. DISCUSSION

Effervescent buccal tablets exemplify how advanced formulation engineering can translate pharmacologic potential into meaningful clinical benefit. By combining effervescence and dynamic pH modulation, these systems achieve rapid, consistent transmucosal absorption of fentanyl, overcoming many of the limitations associated with conventional oral transmucosal dosage forms. The transient acidification created by citric acid and sodium bicarbonate not only enhances the dissolution rate but also facilitates drug partitioning into the mucosal tissue once the pH returns toward neutrality. This sequential solubilization-permeation mechanism is a key innovation that underpins the improved pharmacokinetic profile observed in comparative studies. Clinically, the faster time to peak concentration (Tmax) and higher systemic exposure enable effervescent buccal tablets to more closely match the temporal pattern of breakthrough cancer pain episodes, which often reach peak intensity within minutes. For patients experiencing frequent, unpredictable pain flares, this rapid onset can improve overall pain control, reduce supplemental opioid use, and enhance quality of life. Despite these advantages, appropriate patient selection, dosing titration, and education remain essential. The high potency of fentanyl increases the risk of unintentional overdose and life-threatening respiratory depression, particularly in opioid-naïve patients or when switching from other fentanyl products. Therefore, prescribers must carefully assess individual opioid tolerance, ensure clear patient instructions on administration, and monitor for adverse effects. In addition, factors such as variability in saliva flow, mucosal health, and tablet dwell time can impact absorption, underscoring the importance of individualized dosing and follow-up. Overall, effervescent buccal tablet formulations represent a promising advancement in the management of breakthrough cancer pain. Their unique combination of formulation science and clinical utility illustrates the value of targeted drug delivery technologies. Continued research into patient-centered design, safety monitoring, and comparative effectiveness will be essential to optimize their role in palliative care and pain management.

8. Future Perspectives

Future innovations may include:

  • 3D-printed buccal devices with programmable pH gradients.
  • Smart mucoadhesive sensors to monitor dissolution and absorption.
  • Combination therapies incorporating non-opioid analgesics.
  • Personalized dosing algorithms leveraging pharmacogenomic data.

9. CONCLUSION

Fentanyl effervescent buccal tablets offer a significant advancement in breakthrough pain management by delivering rapid and predictable analgesia. Preformulation and in vitro studies validate their superiority over conventional formulations, demonstrating enhanced transmucosal flux, faster onset of action, and improved bioavailability. The combination of effervescence and dynamic pH modulation not only accelerates dissolution but also facilitates optimal permeation through the buccal mucosa, overcoming solubility limitations inherent to opioid molecules. Furthermore, the mucoadhesive properties of these tablets ensure prolonged contact with the absorption surface, reducing variability associated with salivary dilution and unintentional swallowing. Clinical studies have shown that effervescent buccal tablets achieve higher peak plasma concentrations with shorter Tmax compared to oral transmucosal lozenges, enabling better alignment between drug pharmacokinetics and the episodic nature of breakthrough pain. Importantly, the convenience and discreet administration of buccal tablets improve patient adherence and satisfaction, supporting their integration into palliative care protocols. However, despite these advantages, certain challenges warrant continued attention. Patient selection and individualized dose titration remain critical to mitigate the risks of overdose, respiratory depression, and misuse associated with potent opioids. Future directions in formulation development may include incorporating taste-masking strategies, optimizing disintegration profiles, and exploring novel excipients to further refine the balance between rapid onset and sustained absorption. As mucosal delivery technologies continue to evolve, further optimization in onset, safety, and patient-centric design will enhance therapeutic outcomes and set new standards for opioid-based pain management. This convergence of pharmaceutical innovation and clinical need underscores the importance of interdisciplinary research in achieving effective, safe, and accessible therapies for patients experiencing breakthrough cancer pain.

ACKNOWLEDGMENTS

The authors gratefully acknowledge the support and insights provided by colleagues and mentors in the field of pharmaceutics and pain management.

REFERENCES

  1. Göbel, A., da Silva, J. B., Cook, M., & Breitkreutz, J. (2021). Development of buccal film formulations and their mucoadhesive performance in biomimetic models. International Journal of Pharmaceutics, 610, 121233. https://doi.org/10.1016/j.ijpharm.2021.121233
  2. da Silva, J. B., Dos Santos, R. S., da Silva, M. B., Braga, G., Cook, M. T., & Bruschi, M. L. (2021). Interaction between mucoadhesive cellulose derivatives and Pluronic F127: Investigation on micelle structure and mucoadhesive performance. Materials Science and Engineering C, 119, 111643. https://doi.org/10.1016/j.msec.2020.111643
  3. He, M., Zhu, L., Yang, N., Li, H., & Yang, Q. (2021). Recent advances of oral film as a platform for drug delivery. International Journal of Pharmaceutics, 604, 120759. https://doi.org/10.1016/j.ijpharm.2021.120759
  4. Alexander, K. S., Riga, A. T., & Haines, P. J. (2009). Thermoanalytical instrumentation and application. In S. Ahuja & S. Scypinski (Eds.), Ewing’s Analytical Instrumentation Handbook (3rd ed., p. 462). Marcel Dekker.
  5. Raju, K. N., Kumar, R. A., Deepika, B., Eswaraiah, M. C., & Rao, A. S. (2012). Formulation and in vitro evaluation of buccal tablets of captopril. International Research Journal of Pharmacy and Applied Sciences, 2(2), 21–43.
  6. Weller, P. J. (2009). Handbook of Pharmaceutical Excipients (6th ed., pp. 622–624). Pharmaceutical Press.
  7. John, A. S., Sathesh, B. P. R., Divakar, G., Jangid, M. K., & Purohit, K. K. (2010). Development and evaluation of buccoadhesive drug delivery system for atorvastatin calcium. Journal of Current Pharmaceutical Research, 1, 31–38.
  8. Darwish, K. M., & Elmeshad, A. N. (2009). Buccal mucoadhesive tablet of flurbiprofen: Characterization and optimization. Drug Discoveries & Therapeutics, 3(4), 181–189.
  9. Nair, S. T., Kamalasanan, K., Moidu, A., Shyamsundar, P., Nair, L. J., & Venkatesan, P. (2021). Ethyl cellulose–coated sustained-release aspirin spherules for treating COVID 19: DOE-led rapid optimization using arbitrary interface; applicable for emergency situations. International Journal of Biological Macromolecules, 182, 1769–1784. https://doi.org/10.1016/j.ijbiomac.2021.05.106
  10. Perioli, L., Ambrogi, V., Rubini, D., Giovagnoli, S., Ricci, M., Blasi, P., et al. (2004). Novel mucoadhesive buccal formulation containing metronidazole for the treatment of periodontal disease. Journal of Controlled Release, 95, 521–533. https://doi.org/10.1016/j.jconrel.2003.12.023
  11. Singh, S., Govind, M., & Bothara, S. B. (2013). A review on in vitro–in vivo mucoadhesive strength assessment. Pharma Tech Medica, 2(1), 211–229.
  12. Singh, I., Kumar, P., Kumar, S., & Rana, V. (2010). Formulation and development of matrix tablets of tramadol using katira gum as a release modifier. Yakugaku Zasshi, 130(9), 1225–1231. https://doi.org/10.1248/yakushi.130.1225
  13. Techie-Menson, R., Rono, C. K., Etale, A., Mehlana, G., Darkwa, J., & Makhubela, B. C. (2021). New bio-based sustainable polymers and polymer composites based on methacrylate derivatives of furfural, solketal, and lactic acid. Materials Today Communications, 28, 102721. https://doi.org/10.1016/j.mtcomm.2021.102721
  14. Obeidat, W. M., Gharaibeh, S. F., Jaradat, A. A., & Abualsuod, O. (2021). Preparation and evaluation of ternary polymeric blends for controlled-release matrices containing a weakly basic model drug. Current Drug Delivery, 18(1), 54–64. https://doi.org/10.2174/1567201817999201207172259
  15. Hussein, A. A. (2018). Preparation and evaluation of darifenacin hydrobromide–loaded nanostructured lipid carriers for oral administration. Iraqi Journal of Pharmaceutical Sciences, 27(1), 60–68.
  16. Patel, V. F., Liu, F., & Brown, M. B. (2011). Advances in oral transmucosal drug delivery. Journal of Controlled Release, 153(2), 106–116. https://doi.org/10.1016/j.jconrel.2011.01.027
  17. Sattar, M., Ahmad, M., Swami, M., & Ali, J. (2014). Buccal mucoadhesive drug delivery: A promising option for orally less bioavailable drugs. Journal of Applied Pharmaceutical Science, 4(2), 45–50.
  18. Barnhart, S. D., & Sloboda, M. S. (2009). Transmucosal delivery of fentanyl for acute pain management. Drugs, 69(1), 47–55. https://doi.org/10.2165/00003495-200969010-00004.

Reference

  1. Göbel, A., da Silva, J. B., Cook, M., & Breitkreutz, J. (2021). Development of buccal film formulations and their mucoadhesive performance in biomimetic models. International Journal of Pharmaceutics, 610, 121233. https://doi.org/10.1016/j.ijpharm.2021.121233
  2. da Silva, J. B., Dos Santos, R. S., da Silva, M. B., Braga, G., Cook, M. T., & Bruschi, M. L. (2021). Interaction between mucoadhesive cellulose derivatives and Pluronic F127: Investigation on micelle structure and mucoadhesive performance. Materials Science and Engineering C, 119, 111643. https://doi.org/10.1016/j.msec.2020.111643
  3. He, M., Zhu, L., Yang, N., Li, H., & Yang, Q. (2021). Recent advances of oral film as a platform for drug delivery. International Journal of Pharmaceutics, 604, 120759. https://doi.org/10.1016/j.ijpharm.2021.120759
  4. Alexander, K. S., Riga, A. T., & Haines, P. J. (2009). Thermoanalytical instrumentation and application. In S. Ahuja & S. Scypinski (Eds.), Ewing’s Analytical Instrumentation Handbook (3rd ed., p. 462). Marcel Dekker.
  5. Raju, K. N., Kumar, R. A., Deepika, B., Eswaraiah, M. C., & Rao, A. S. (2012). Formulation and in vitro evaluation of buccal tablets of captopril. International Research Journal of Pharmacy and Applied Sciences, 2(2), 21–43.
  6. Weller, P. J. (2009). Handbook of Pharmaceutical Excipients (6th ed., pp. 622–624). Pharmaceutical Press.
  7. John, A. S., Sathesh, B. P. R., Divakar, G., Jangid, M. K., & Purohit, K. K. (2010). Development and evaluation of buccoadhesive drug delivery system for atorvastatin calcium. Journal of Current Pharmaceutical Research, 1, 31–38.
  8. Darwish, K. M., & Elmeshad, A. N. (2009). Buccal mucoadhesive tablet of flurbiprofen: Characterization and optimization. Drug Discoveries & Therapeutics, 3(4), 181–189.
  9. Nair, S. T., Kamalasanan, K., Moidu, A., Shyamsundar, P., Nair, L. J., & Venkatesan, P. (2021). Ethyl cellulose–coated sustained-release aspirin spherules for treating COVID 19: DOE-led rapid optimization using arbitrary interface; applicable for emergency situations. International Journal of Biological Macromolecules, 182, 1769–1784. https://doi.org/10.1016/j.ijbiomac.2021.05.106
  10. Perioli, L., Ambrogi, V., Rubini, D., Giovagnoli, S., Ricci, M., Blasi, P., et al. (2004). Novel mucoadhesive buccal formulation containing metronidazole for the treatment of periodontal disease. Journal of Controlled Release, 95, 521–533. https://doi.org/10.1016/j.jconrel.2003.12.023
  11. Singh, S., Govind, M., & Bothara, S. B. (2013). A review on in vitro–in vivo mucoadhesive strength assessment. Pharma Tech Medica, 2(1), 211–229.
  12. Singh, I., Kumar, P., Kumar, S., & Rana, V. (2010). Formulation and development of matrix tablets of tramadol using katira gum as a release modifier. Yakugaku Zasshi, 130(9), 1225–1231. https://doi.org/10.1248/yakushi.130.1225
  13. Techie-Menson, R., Rono, C. K., Etale, A., Mehlana, G., Darkwa, J., & Makhubela, B. C. (2021). New bio-based sustainable polymers and polymer composites based on methacrylate derivatives of furfural, solketal, and lactic acid. Materials Today Communications, 28, 102721. https://doi.org/10.1016/j.mtcomm.2021.102721
  14. Obeidat, W. M., Gharaibeh, S. F., Jaradat, A. A., & Abualsuod, O. (2021). Preparation and evaluation of ternary polymeric blends for controlled-release matrices containing a weakly basic model drug. Current Drug Delivery, 18(1), 54–64. https://doi.org/10.2174/1567201817999201207172259
  15. Hussein, A. A. (2018). Preparation and evaluation of darifenacin hydrobromide–loaded nanostructured lipid carriers for oral administration. Iraqi Journal of Pharmaceutical Sciences, 27(1), 60–68.
  16. Patel, V. F., Liu, F., & Brown, M. B. (2011). Advances in oral transmucosal drug delivery. Journal of Controlled Release, 153(2), 106–116. https://doi.org/10.1016/j.jconrel.2011.01.027
  17. Sattar, M., Ahmad, M., Swami, M., & Ali, J. (2014). Buccal mucoadhesive drug delivery: A promising option for orally less bioavailable drugs. Journal of Applied Pharmaceutical Science, 4(2), 45–50.
  18. Barnhart, S. D., & Sloboda, M. S. (2009). Transmucosal delivery of fentanyl for acute pain management. Drugs, 69(1), 47–55. https://doi.org/10.2165/00003495-200969010-00004.

Photo
Jaiprakash Singh Rajput
Corresponding author

Department of Pharmaceutics, LCIT School of Pharmacy, Bilaspur, Chhattisgarh.

Photo
Dr. Deepesh Lall
Co-author

Department of Pharmaceutics, LCIT School of Pharmacy, Bilaspur, Chhattisgarh.

Photo
Dr. Ritesh Jain
Co-author

Department of Pharmaceutics, LCIT School of Pharmacy, Bilaspur, Chhattisgarh.

Jaiprakash Singh Rajput*, Dr. Deepesh Lall, Dr. Ritesh Jain, Mucosal Delivery of Fentanyl for Pain Management: A Review on Formulation Strategies, Clinical Efficacy, and Safety Considerations, Int. J. of Pharm. Sci., 2025, Vol 3, Issue 7, 2539-2546. https://doi.org/10.5281/zenodo.16082569

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