Formulation, Evaluation and Optimization of Metformin Hydrochloride 500 mg Sustained-Release Tablets Using a Quality-By-Design Approach: A Comprehensive Review

Authors

  • Rahul Dev Gracious College of Pharmacy, Village-Belbhata, Abhanpur, Raipur-493661, Chhattisgarh, India
  • Dharmendra Sahu Gracious College of Pharmacy, Village-Belbhata, Abhanpur, Raipur-493661, Chhattisgarh, India
  • Ruchi Gupta Gracious College of Pharmacy, Village-Belbhata, Abhanpur, Raipur-493661, Chhattisgarh, India
  • Niharika Sahu Columbia College of Pharmacy, Columbia Professional University, Tekari, Near Vidhansabha Road, Raipur-493111, Chhattisgarh, India
  • Rupesh Sahu Columbia Institute of Pharmacy, Columbia Professional University, Tekari, Near Vidhansabha Road, Raipur-493111, Chhattisgarh, India
  • Shiv Kumar Bhardwaj Columbia Institute of Pharmacy, Columbia Professional University, Tekari, Near Vidhansabha Road, Raipur-493111, Chhattisgarh, India https://orcid.org/0009-0005-1454-4791

Abstract

Metformin hydrochloride is a first-line oral antihyperglycemic agent widely used for the management of type 2 diabetes mellitus. Despite its therapeutic effectiveness, its high aqueous solubility, relatively limited membrane permeability, dose-related gastrointestinal effects and restricted intestinal absorption window can complicate the development of prolonged-release oral formulations. Sustained-release (SR) matrix tablets provide a rational strategy for controlling drug release, reducing dosing frequency, improving dosing convenience and maintaining more consistent systemic exposure. This review presents a Quality-by-Design (QbD)-oriented framework for the formulation, evaluation and optimization of 500-mg metformin hydrochloride SR matrix tablets. The framework incorporates the Quality Target Product Profile (QTPP), Critical Quality Attributes (CQAs), Critical Material Attributes (CMAs), Critical Process Parameters (CPPs), risk assessment, Design of Experiments (DoE), formulation optimization and lifecycle control. Particular emphasis is placed on hydrophilic matrix systems containing hydroxypropyl methylcellulose (HPMC), together with the roles of hydrophobic and natural polymers and functional excipients. Key formulation and process variables, including polymer concentration, viscosity grade, drug-to-polymer ratio, compression force, porosity and manufacturing conditions, are considered in relation to matrix hydration, gel formation, diffusion, erosion and drug-release behavior. Evaluation includes pre-formulation, powder properties, tablet quality, assay, content uniformity, compatibility, swelling, dissolution, release kinetics and stability. Emerging tools such as process analytical technology, physiologically based biopharmaceutic modeling, artificial intelligence, machine learning and continuous manufacturing may further enhance predictive development, robustness, scalability, and lifecycle control of metformin SR tablets.

Keywords: Metformin Hydrochloride; Sustained-Release Tablets; Quality By Design; Design Of Experiments; Matrix Tablets.

Keywords:

Metformin Hydrochloride, Sustained-Release Tablets, Quality By Design, Design Of Experiments, Matrix Tablets

DOI

https://doi.org/10.22270/jddt.v16i9.7987

Author Biographies

Rahul Dev , Gracious College of Pharmacy, Village-Belbhata, Abhanpur, Raipur-493661, Chhattisgarh, India

Gracious College of Pharmacy, Village-Belbhata, Abhanpur, Raipur-493661, Chhattisgarh, India

Dharmendra Sahu , Gracious College of Pharmacy, Village-Belbhata, Abhanpur, Raipur-493661, Chhattisgarh, India

Gracious College of Pharmacy, Village-Belbhata, Abhanpur, Raipur-493661, Chhattisgarh, India

Ruchi Gupta , Gracious College of Pharmacy, Village-Belbhata, Abhanpur, Raipur-493661, Chhattisgarh, India

Gracious College of Pharmacy, Village-Belbhata, Abhanpur, Raipur-493661, Chhattisgarh, India

Niharika Sahu , Columbia College of Pharmacy, Columbia Professional University, Tekari, Near Vidhansabha Road, Raipur-493111, Chhattisgarh, India

Columbia College of Pharmacy, Columbia Professional University, Tekari, Near Vidhansabha Road, Raipur-493111, Chhattisgarh, India

Rupesh Sahu , Columbia Institute of Pharmacy, Columbia Professional University, Tekari, Near Vidhansabha Road, Raipur-493111, Chhattisgarh, India

Columbia Institute of Pharmacy, Columbia Professional University, Tekari, Near Vidhansabha Road, Raipur-493111, Chhattisgarh, India

Shiv Kumar Bhardwaj , Columbia Institute of Pharmacy, Columbia Professional University, Tekari, Near Vidhansabha Road, Raipur-493111, Chhattisgarh, India

Columbia Institute of Pharmacy, Columbia Professional University, Tekari, Near Vidhansabha Road, Raipur-493111, Chhattisgarh, India

References

1. Chaudhary S, Kulkarni A. Metformin: Past, Present, and Future. Curr Diab Rep. 2024;24(6):119-130. doi:10.1007/s11892-024-01539-1

2. Liu Y, Liang Y, Yuhong J, et al. Advances in Nanotechnology for Enhancing the Solubility and Bioavailability of Poorly Soluble Drugs. Drug Des Devel Ther. 2024;Volume 18:1469-1495. doi:10.2147/DDDT.S447496

3. Vlad RA, Pintea A, Pintea C, et al. Hydroxypropyl Methylcellulose—A Key Excipient in Pharmaceutical Drug Delivery Systems. Pharmaceutics. 2025;17(6):784. doi:10.3390/pharmaceutics17060784

4. Duarte JG, Duarte MG, Piedade AP, Mascarenhas-Melo F. Rethinking Pharmaceutical Industry with Quality by Design: Application in Research, Development, Manufacturing, and Quality Assurance. AAPS J. 2025;27(4):96. doi:10.1208/s12248-025-01079-w

5. Ragucci E, Uboldi M, Melocchi A, Serratoni M, Zema L. Wet Granulation as a Solidification Strategy for Converting Aqueous Nanosuspensions into Solid Dosage Forms. Pharmaceutics. 2026;18(5):543. doi:10.3390/pharmaceutics18050543

6. Abdulkarim M, Alabdulwahab AB, Issa AA, et al. AI-Assisted Simulation and Design of Sustained Release Metformin Tablets: Experimental Validation and Predictive Accuracy Assessment. J Pharm Innov. 2026;21(6):581. doi:10.1007/s12247-026-10788-4

7. Hosseini Y, Niknejad A, Sabbagh Kashani A, et al. NLRP3 inflammasomes pathway: a key target for Metformin. Inflammopharmacology. 2025;33(4):1729-1760. doi:10.1007/s10787-025-01702-4

8. Zhang X, Xiao F, Zou M, Piao H. Effect of octreotide-deoxycholate hydrophobic ion pairing solid dispersions on intestinal permeability to enhance octreotide absorption via increased lipophilicity and ASBT-mediated transport. Int J Pharm. 2026;696:126817. doi:10.1016/j.ijpharm.2026.126817

9. Rezanejad Gatabi Z, Mirhoseini M, Abasi M, Shokati Sayyad M, Ebrahimnejad P. Sustained-release sodium alginate-based metformin/bentonite nanocomposite hydrogel for enhanced wound healing. J Drug Deliv Sci Technol. 2026;117:108035. doi:10.1016/j.jddst.2026.108035

10. Chinnaiyan SK, Veedu AT, Rathnakaran A, Veedu DK, Rayaroth MP, K V AK. QbD-based optimisation and level A IVIVC of gliclazide sustained-release matrix tablets using Pectin and HPMC. Ann Pharm Fr. 2026;84(3):465-483. doi:10.1016/j.pharma.2025.12.007

11. Alshammari ND, Uttreja P, Elkanayati R, Jaidev Chakka LR, Vemula SK, Repka MA. Development of 3D-printed chitosan/p-coumaric acid scaffolds for wound healing: antibacterial properties and drug release kinetics. European Journal of Pharmaceutics and Biopharmaceutics. 2026;219:114953. doi:10.1016/j.ejpb.2025.114953

12. Arévalo-Pérez R, Maderuelo C, Lanao JM. Development of intestinal colonic drug delivery systems for diverticular disease: A QbD approach. European Journal of Pharmaceutical Sciences. 2024;203:106918. doi:10.1016/j.ejps.2024.106918

13. Suksaeree J, Monton C, Maneewattanapinyo P. Quality by Design Integration of Design of Experiments for Tablet Formulation Optimization and Process Validation. AAPS PharmSciTech. 2026;27(2):94. doi:10.1208/s12249-026-03335-4

14. Sousa AS, Serra J, Estevens C, Costa R, Ribeiro AJ. Unveiling Swelling and Erosion Dynamics: Early Development Screening of Mirabegron Extended Release Tablets. AAPS PharmSciTech. 2024;25(8):277. doi:10.1208/s12249-024-02994-5

15. Ansari MT, Alahmed TAA, Sami F. Quality by Design (QbD) Concept for Formulation of Oral Formulations for Tablets. In: Introduction to Quality by Design (QbD). Springer Nature Singapore; 2024:161-184. doi:10.1007/978-981-99-8034-5_7

16. Dhyagala S, Kumar A, Sirvi PK, Kunjir S, Rohila A, Malayandi R. Reverse Engineering of Branded Mesalamine Prolonged Release Granules for Synthesis of QTPP and FMEA: A Systematic Approach for Oral Complex Generic Product Development. AAPS PharmSciTech. 2026;27(3):108. doi:10.1208/s12249-025-03320-3

17. Garg U, Kaul S, Verma R, Jain N, Pandey M, Nagaich U. Azithromycin-based Albumin Nanoparticles Loaded Oral Fast-dissolving Films as Superheroes in the Fight against Strep Throat. Bionanoscience. 2026;16(1):57. doi:10.1007/s12668-025-02323-5

18. Bautista M, Caille S, Corredor C, et al. Blend Uniformity and Content Uniformity in Oral Solid Dosage Manufacturing: an IQ Consortium Industry Position Paper. AAPS J. 2025;27(2):49. doi:10.1208/s12248-025-01028-7

19. Suksaeree J, Maneewattanapinyo P, Monton C. AI-enabled, QbD-aligned Predictive, and Sustainable Design of Natural Polymer-based Drug Delivery Systems. AAPS PharmSciTech. 2026;27(2):90. doi:10.1208/s12249-026-03326-5

20. Nam J hyun, Kim B hyeon, Shafioul ASM, Jin M, Cho CW. A comprehensive review of oral disintegrating film products, and their quality assessment and development. J Pharm Investig. 2025;55(3):351-373. doi:10.1007/s40005-024-00714-6

21. Mast Y, Maus M, Fromm E, Dosta M. Streamlined model-driven development of fluid bed granulation with minimal experiments. Advanced Powder Technology. 2026;37(6):105278. doi:10.1016/j.apt.2026.105278

22. Badawy SIF, Narang AS, LaMarche KR, et al. Integrated application of quality-by-design principles to drug product and its control strategy development. In: Handbook of Pharmaceutical Wet Granulation. Elsevier; 2026:633-668. doi:10.1016/B978-0-443-29817-2.00017-5

23. Badawy SIF, Narang AS, LaMarche KR, et al. Integrated application of quality-by-design principles to drug product and its control strategy development. In: Handbook of Pharmaceutical Wet Granulation. Elsevier; 2026:633-668. doi:10.1016/B978-0-443-29817-2.00017-5

24. Chatzidopavlaki P, Triantafyllopoulou E, Pippa N, Valsami G, Dallas PP. Recent advances in the technology of effervescent tablets: lessons learned and future perspectives. RSC Pharmaceutics. 2025;2(1):8-18. doi:10.1039/D4PM00229F

25. Pham TPD, Vu ML, Tran CS, Tran LN, Tung NT. Partially neutralized polyacrylate as a mucoadhesive polymer for gastroretentive delivery of a weakly basic drug: mechanistic study and in vivo evaluation. J Drug Deliv Sci Technol. 2026;117:108080. doi:10.1016/j.jddst.2026.108080

26. Mukherjee K, Dutta P, Badwaik HR, Giri TK. Xanthan gum and its composite-based hydrogels. In: Polysaccharide Hydrogels for Drug Delivery and Regenerative Medicine. Elsevier; 2024:89-108. doi:10.1016/B978-0-323-95351-1.00017-X

27. Akram S, Malik NS, Zeeshan M, et al. Design, development, and characterization of stimuli-responsive polymeric carriers for colon-specific drug delivery: A promising approach for capecitabine. J Drug Deliv Sci Technol. 2025;113:107359. doi:10.1016/j.jddst.2025.107359

28. Senarat S, Phaechamud T, Pornsawad P, Chaiya P. Effervescence-modulated drug release from HPMC matrix tablets: Mechanistic insight and numerical estimation of water and ibuprofen diffusivity. J Drug Deliv Sci Technol. 2025;113:107285. doi:10.1016/j.jddst.2025.107285

29. Thrivikraman S, Kamalasanan K, Umar K. P. A, K P, R. Unni A, M. S. S. Bulk and surface engineered drug delivery system of repurposed drug enhances low-dose gemcitabine efficacy in pancreatic cancer. Int J Pharm. 2025;684:126152. doi:10.1016/j.ijpharm.2025.126152

30. Liu D, Hu L, Xu E, et al. CO2-responsive ethyl cellulose–microsphere films for postharvest freshness monitoring of fresh products. Food Control. 2026;184:112025. doi:10.1016/j.foodcont.2026.112025

31. Sandu MKR, Majumdar S, Chatterjee S, Mazumder R. Optimization and characterization of xanthan gum based multiparticulate formulation for colon targeting. Intelligent Pharmacy. 2024;2(3):339-345. doi:10.1016/j.ipha.2024.02.007

32. Gong J, Zhang E, Wang Y. Development and characterization of hydroxypropyl guar gum-modified acrylate grouting material for leakage control under flowing conditions. Case Studies in Construction Materials. 2025;23:e05353. doi:10.1016/j.cscm.2025.e05353

33. Venturini J, Chakraborty A, Baysal MA, Tsimberidou AM. Developments in nanotechnology approaches for the treatment of solid tumors. Exp Hematol Oncol. 2025;14(1):76. doi:10.1186/s40164-025-00656-1

34. Abdullah S, Thiab S, A. Al-Masud A, Marzoog Al-Sharafa M, Ardakani A. Carrageenan Matrix for Sustained Levofloxacin Delivery: Formulation Strategies and Dual Evaluation Approaches. J Pharm Innov. 2025;20(4):142. doi:10.1007/s12247-025-10043-2

35. Na MS, Lee YS, Ha ES, Kim MS, Park H. Comprehensive review in continuous direct compression process. J Pharm Investig. 2025;55(3):415-462. doi:10.1007/s40005-025-00727-9

36. Li J, Vyas Z, Weiler C, Tseng YC, Paul S. Novel powder property-based indices for predicting segregation risk in multicomponent pharmaceutical blends. Int J Pharm. 2025;682:125990. doi:10.1016/j.ijpharm.2025.125990

37. Ranjan OP, Kumbhar AP. Dry and wet granulation. In: Polymers for Oral Drug Delivery Technologies. Elsevier; 2025:463-494. doi:10.1016/B978-0-443-13774-7.00010-4

38. dos Santos ECF, Machado JCB, Ferreira MRA, Soares LAL. Strategies to Overcome Challenges in Formulating Tablets from Dried Plant Extracts: a Comprehensive Review. AAPS PharmSciTech. 2025;27(1):14. doi:10.1208/s12249-025-03255-9

39. Al-hashimi N, Dahmash EZ, Khoder M, Alany R, Elshaer A. Engineering pH-Dependent Orally Disintegrating Tablets for Modified Indomethacin Release: A Polymer-Based Approach. AAPS PharmSciTech. 2025;26(4):93. doi:10.1208/s12249-025-03082-y

40. Yingngam B. Design of Experiments (DoE) in Manufacturing Process Optimization. In: Sustainable Pharmaceutical Product Development and Optimization Processes. Springer Nature Singapore; 2025:107-139. doi:10.1007/978-981-97-9707-3_5

41. Tomuta I, Porfire A, Iurian S, Casian T. Optimization techniques in pharmaceutical formulation and processing. In: Dosage Forms, Formulation Developments and Regulations. Elsevier; 2024:257-284. doi:10.1016/B978-0-323-91817-6.00014-0

42. Narukulla S, Bogadi S, Tallapaneni V, et al. Comparative study between the Full Factorial, Box–Behnken, and Central Composite Designs in the optimization of metronidazole immediate release tablet. Microchemical Journal. 2024;207:111875. doi:10.1016/j.microc.2024.111875

43. Dular Vovko A, Hodžić B, Brec T, Hudovornik G, Vrečer F. Influence of Formulation Factors, Process Parameters, and Selected Quality Attributes on Carvedilol Release from Roller-Compacted Hypromellose-Based Matrix Tablets. Pharmaceutics. 2022;14(4):876. doi:10.3390/pharmaceutics14040876

44. Iro UI, Alaneme GU, Ganasen N, et al. Evaluation of the mechanical characteristics of bagasse ash concrete using response surface methodology. Discover Sustainability. 2025;6(1):309. doi:10.1007/s43621-025-01192-y

45. Du H, Lu H, Tang J, Liu H. Characterization of powder flow properties from micron to nanoscale using FT4 powder rheometer and PT-X powder tester. Particuology. 2023;75:1-10. doi:10.1016/j.partic.2022.05.014

46. Dursun SK, Taşova M, Öcalan ON. Effects of kiwi powder produced by hybrid microwave drying method on drying kinetics, energy parameter, thermal, physicochemical and bioactive properties. International Communications in Heat and Mass Transfer. 2025;169:109664. doi:10.1016/j.icheatmasstransfer.2025.109664

47. Tharanon W, Guo Y, Peerapattana J, Sun CC. A systematic comparison of four pharmacopoeial methods for measuring powder flowability. Int J Pharm. 2024;661:124454. doi:10.1016/j.ijpharm.2024.124454

48. Lin L, Lin X, Shen L, Hong Y, Zhao L. Study on powder physical and compression properties of mannitol: Similarity, variation, and classification. Powder Technol. 2026;474:122256. doi:10.1016/j.powtec.2026.122256

49. Kalman H, Portnikov D. Underwater measurements of flowability by angle of repose, Hausner ratio and Jenike shear cell. Powder Technol. 2023;429:118883. doi:10.1016/j.powtec.2023.118883

50. Faisal M, Bevilacqua M, Bro R, et al. Colorimetric pH indicators based on well-defined amylose and amylopectin matrices enriched with anthocyanins from red cabbage. Int J Biol Macromol. 2023;250:126250. doi:10.1016/j.ijbiomac.2023.126250

51. Ahmed B, Raval V, McGowan M, et al. Particle engineering of a needle-like active pharmaceutical ingredient into size controlled agglomerates: Part I. Process scalability and development. Int J Pharm. 2025;686:126363. doi:10.1016/j.ijpharm.2025.126363

52. Rajput TA, Jadhav P, Bhujbal S, Shaharwale V, Ghuge P. Pharmaceutical quality enhancement: Robotics and automation’s role in advancing Good Manufacturing Practices. Intelligent Hospital. 2026;2(3):100087. doi:10.1016/j.inhs.2026.100087

53. Johannesson J, Wu M, Johansson M, Bergström CAS. Quality attributes for printable emulsion gels and 3D-printed tablets: Towards production of personalized dosage forms. Int J Pharm. 2023;646:123413. doi:10.1016/j.ijpharm.2023.123413

54. Bahman M, Zini J, Lahtinen J, et al. Assessment of a Semi-solid Extrusion Based Compounding System Solution for Personalized Ondansetron Dosage Forms Combined with Raman Spectroscopy Analysis. Pharm Res. 2025;42(9):1631-1645. doi:10.1007/s11095-025-03911-6

55. Mote V, Kokate P, Mohan K. M. G, Patel P, Jain K. Global quality control testing and regulatory standards for tablet dosage forms. In: Advances in Tablet Manufacturing Technologies. Elsevier; 2026:181-195. doi:10.1016/B978-0-443-36751-9.00004-8

56. Chachlioutaki K, Ritzoulis C, Fatouros DG, Karavasili C. Personalized compounded medications for companion animals. Int J Pharm. 2025;683:126107. doi:10.1016/j.ijpharm.2025.126107

57. Gan KZ, Widodo RT, Chik Z, Nordin ML, Bin LK. Enhancement and evaluation of vardenafil hydrochloride trihydrate absorption in orodispersible tablet formulations: Establishment of in vitro, in vivo correlation and bioequivalence study. Chem Biol Interact. 2025;421:111745. doi:10.1016/j.cbi.2025.111745

58. Sudhirkumar MN, Patel RK. AQbD-Optimized Green Stability-indicating RP-HPLC Method for Simultaneous Estimation of Evogliptin Tartrate and Metformin HCl. J Pharm Innov. 2026;21(1):8. doi:10.1007/s12247-025-10146-w

59. Kim MJ, Tang C, Park SY, Liu KH, Lee K, Kim DW. 3D-printed ethylcellulose matrix for gastroretentive delivery: Fabrication and characterization of sustained-release metformin hydrochloride tablets. Int J Biol Macromol. 2026;379:153898. doi:10.1016/j.ijbiomac.2026.153898

60. Rojek B, Gazda M, Plenis A. FTIR, Raman spectroscopy and HT-XRD in compatibility study between naproxen and excipients. Spectrochim Acta A Mol Biomol Spectrosc. 2023;302:123048. doi:10.1016/j.saa.2023.123048

61. Albu P. Thermal analysis in pharmaceutical sciences: a critical narrative review with focus on drug–excipient interactions. J Therm Anal Calorim. 2026;151(18):15071-15102. doi:10.1007/s10973-026-16067-1

62. Uzun İ. Methods of determining the degree of crystallinity of polymers with X-ray diffraction: a review. Journal of Polymer Research. 2023;30(10):394. doi:10.1007/s10965-023-03744-0

63. Ranasinghe RASN, Senanayake SA, Wijesekara WLI, Perera PRD, Pathmalal MM, Marapana RAUJ. Characterization of biodegradable films prepared from gelatin extracted from jellyfish Acromitus flagellates using hot water extraction and microwave-assisted extraction. Food Packag Shelf Life. 2024;44:101315. doi:10.1016/j.fpsl.2024.101315

64. Welegebrial BG, Gezae Z, Gebrekidan SK, et al. In vitro comparative quality evaluation of different brands of metformin hydrochloride tablets available in Mekelle City, Tigray Regional State, Ethiopia. BMC Pharmacol Toxicol. 2026;27(1):66. doi:10.1186/s40360-026-01123-1

65. Mekasha YT, Wondie Mekonen A, Nigussie S, Usure RE, Feleke MG. Modeling and comparison of dissolution profiles for different brands of albendazole boluses. BMC Pharmacol Toxicol. 2024;25(1):48. doi:10.1186/s40360-024-00774-2

66. Zhang P, Zhongnan Bi, Hongyao Yu, Wang R, Guangbao Sun, Shaoming Zhang. Effect of particle surface roughness on the flowability and spreadability of Haynes 230 powder during laser powder bed fusion process. Journal of Materials Research and Technology. 2023;26:4444-4454. doi:10.1016/j.jmrt.2023.08.173

67. Torrens Sotomayor LF, Figueroa CV. Understanding the impact of intrinsic and added moisture on the granulation behavior of starch-based powders. Powder Technol. 2026;480:122632. doi:10.1016/j.powtec.2026.122632

68. Chilbule Y, Karanwad T, Banerjee S. Granulation-driven modulation of improved advanced flow properties with immediate drug release using modified Eudragit EPO granules. J Microencapsul. 2026;43(1):53-73. doi:10.1080/02652048.2026.2669799

69. Wang Z, Wan X, Luo X, et al. Development of a data fusion strategy combining FT-NIR and Vis/NIR-HSI for non-destructive prediction of critical quality attributes in traditional Chinese medicine particles. Vib Spectrosc. 2025;137:103780. doi:10.1016/j.vibspec.2025.103780

70. Budiman A, Lailasari E, Nurani NV, et al. Ternary Solid Dispersions: A Review of the Preparation, Characterization, Mechanism of Drug Release, and Physical Stability. Pharmaceutics. 2023;15(8):2116. doi:10.3390/pharmaceutics15082116

71. Lee J, Goodwin DJ, Dhenge RM, Nassar J, Zeitler JA. Calorimetric investigation on heat release during the disintegration process of pharmaceutical tablets. Int J Pharm. 2024;660:124315. doi:10.1016/j.ijpharm.2024.124315

72. Prasad C, Park SY, Lee JS, et al. Modeling and investigation of swelling kinetics of sodium carboxymethyl cellulose/starch/citric acid superabsorbent polymer. Int J Biol Macromol. 2023;253:127013. doi:10.1016/j.ijbiomac.2023.127013

73. Hussnain SM, Shah SZH, Megat-Yusoff PSM, Hussain MZ. Degradation and mechanical performance of fibre-reinforced polymer composites under marine environments: A review of recent advancements. Polym Degrad Stab. 2023;215:110452. doi:10.1016/j.polymdegradstab.2023.110452

74. Bagde S, Rohera BD. Modification of the swelling behavior of a hydrophilic polymer as an approach to maintaining a constant gel layer thickness. J Drug Deliv Sci Technol. 2024;92:105294. doi:10.1016/j.jddst.2023.105294

75. Dave PN, Macwan PM, Kamaliya B. Drug release and thermal properties of magnetic cobalt ferrite (CoFe2O4) nanocomposite hydrogels based on poly(acrylic acid-g-N-isopropyl acrylamide) grafted onto gum ghatti. Int J Biol Macromol. 2023;224:358-369. doi:10.1016/j.ijbiomac.2022.10.129

76. Mir A, Kumar A, Riaz U. Synthesis and characterization of conducting polymer/alginate composite hydrogels: Effect of conducting polymer loading on the release behaviour of metformin drug. J Mol Liq. 2023;372:121193. doi:10.1016/j.molliq.2022.121193

77. Viswanadha LS, Arcot Y, Lin YT, Akbulut MES. A comparative investigation of release kinetics of paclitaxel from natural protein and macromolecular nanocarriers in nanoscale drug delivery systems. JCIS Open. 2024;15:100120. doi:10.1016/j.jciso.2024.100120

78. Erawati E, Hamid H, Musthofa M, et al. Drug release kinetics of capsule shells from seaweed carrageenan extract (Eucheuma cottonii) and potato starch as a gelling agent. Bull Natl Res Cent. 2023;47(1):69. doi:10.1186/s42269-023-01045-6

79. Talevi A, Ruiz ME. Drug Release. In: ADME Processes in Pharmaceutical Sciences. Springer Nature Switzerland; 2024:13-23. doi:10.1007/978-3-031-50419-8_2

80. Mohsin MEA, Siddiqa AJ, Mousa S, Shrivastava NK. Design, Characterization, and Release Kinetics of a Hybrid Hydrogel Drug Delivery System for Sustained Hormone Therapy. Polymers (Basel). 2025;17(8):999. doi:10.3390/polym17080999

81. Akın Şahbaz D. Gelatin-based hydrogels and ferrogels as smart drug delivery systems: synthesis, characterization and drug release kinetics. Polymer Bulletin. 2024;81(6):5215-5235. doi:10.1007/s00289-023-04963-7

82. Panysheva O. Pharmaceutical development of composition of effervescent tablets with acetylsalicylic acid, paracetamol, and ascorbic acid. Pharmaceutical Science Advances. 2026;4:100123. doi:10.1016/j.pscia.2026.100123

83. dos Santos MS, do Nascimento DD, Medeiros JJS, Lourenço FR, de Oliveira CA, Prado LD. Analytical quality by design and measurement uncertainty in the development of discriminative dissolution method for pediatric fixed-dose combination dispersible tablets of isoniazid and rifampicin. J Pharm Biomed Anal. 2025;265:116994. doi:10.1016/j.jpba.2025.116994

84. Kapadia R, Shevalkar G, Das U, Singhai V, Bari D, Pardeshi C V. Introduction to Quality by Design. In: Introduction to Quality by Design (QbD). Springer Nature Singapore; 2024:1-33. doi:10.1007/978-981-99-8034-5_1

85. Shahiwala A. AI approaches for the development of drug delivery systems. In: A Handbook of Artificial Intelligence in Drug Delivery. Elsevier; 2023:83-96. doi:10.1016/B978-0-323-89925-3.00004-6

86. Patel RA, Kesharwani SS, Ibrahim F. Active learning and Gaussian processes for the development of dissolution models: An AI-based data-efficient approach. Journal of Controlled Release. 2025;379:316-326. doi:10.1016/j.jconrel.2025.01.003

87. Wu D, Li M. Current State and Challenges of Physiologically Based Biopharmaceutics Modeling (PBBM) in Oral Drug Product Development. Pharm Res. 2023;40(2):321-336. doi:10.1007/s11095-022-03373-0

88. Movilla-Meza NA, Patel DS, Méndez R, Romañach RJ. PAT for monitoring the state of control in continuous manufacturing of solid oral dosage forms. Anal Bioanal Chem. 2025;417(25):5597-5609. doi:10.1007/s00216-025-06012-w

89. Li J, Tracy T, O’Connor T, Lee S, Li X. Continuous manufacturing: modernizing pharmaceutical manufacturing with advanced technologies and 3D printing. In: Developing Solid Oral Dosage Forms. Elsevier; 2026:1385-1411. doi:10.1016/B978-0-443-34156-4.00016-9

Published

2026-09-15
Statistics
Abstract Display: 0
PDF Downloads: 0
PDF Downloads: 0

How to Cite

1.
Dev R, Sahu D, Gupta R, Sahu N, Sahu R, Bhardwaj SK. Formulation, Evaluation and Optimization of Metformin Hydrochloride 500 mg Sustained-Release Tablets Using a Quality-By-Design Approach: A Comprehensive Review. J. Drug Delivery Ther. [Internet]. 2026 Sep. 15 [cited 2026 Sep. 15];16(9):237-51. Available from: https://www.jddtonline.info/index.php/jddt/article/view/7987

How to Cite

1.
Dev R, Sahu D, Gupta R, Sahu N, Sahu R, Bhardwaj SK. Formulation, Evaluation and Optimization of Metformin Hydrochloride 500 mg Sustained-Release Tablets Using a Quality-By-Design Approach: A Comprehensive Review. J. Drug Delivery Ther. [Internet]. 2026 Sep. 15 [cited 2026 Sep. 15];16(9):237-51. Available from: https://www.jddtonline.info/index.php/jddt/article/view/7987