Abstract
Quantitative structure-property relationship (QSPR) approach has been widely used in predicting physicochemical properties of compounds. However, its application in the estimation of formulation properties based on the polymer used in it to achieve desired formulation characteristics is an extremely challenging process. In the present research, predictive QSPR models were developed by correlating the physicochemical properties of varying grades of cellulose ethers (hydroxypropyl methylcellulose, HPMC) with those of nateglinide (NTG) containing tablets (in vitro and in vivo properties). Sustained release tablets of NTG were prepared by using different grades and concentrations of HPMC and subsequently characterized for in vitro as well as in vivo parameters. Further, QSPR models for individual formulation property were developed by correlating the polymeric physicochemical properties with the formulation characteristics. Subsequently, a true external validation method was used to validate the predictability of developed models. The dissolution study indicated Korsmeyer-Peppas as the best fit model following non-Fickian as drug transport mechanism extending the drug release up to 12 h. In vivo studies showed limited absorption of the NTG. Developed QSPR models showed promising validated predictability for formulation characteristics. The applicability of present work in formulation development could significantly reduce the time and cost expenditure on design trials without actually formulating a delivery system.
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Abbreviations
- ADME:
-
Absorption, Distribution, Metabolism, and Excretion
- AUC:
-
Area Under the Curve
- BCS:
-
Biopharmaceutical Classification System
- DSC:
-
Differential Scanning Calorimetry
- ERC:
-
Elimination Rate Constant
- FTIR:
-
Fourier Transform Infrared
- GLZ:
-
Gliclazide
- HCl:
-
Hydrochloric Acid
- HPLC:
-
High Performance Liquid Chromatography
- HPMC:
-
Hydroxypropyl Methylcellulose
- ICH:
-
International Conference on Harmonization
- LOD:
-
Limit of Detection
- LOQ:
-
Limit of Quantitation
- MCC:
-
Microcrystalline Cellulose
- MDS:
-
Molecular Design Suite
- MRT:
-
Maximum Retention Time
- NTG:
-
Nateglinide
- QSPR:
-
Quantitative Structure-Property Relationship
- RMSE:
-
Root Mean Square Error
- RPM:
-
Rotations Per Minute
- t1/2 :
-
Half-life
- USP:
-
United States Pharmacopeia
- VD :
-
Volume of Distribution
- vdW:
-
van der Waals
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Acknowledgments
The authors are grateful to Ashland Inc. Ltd., Netherlands for providing gift samples of different grades of HPMC (K4M, K15M, K35M, K100M, and K250 PH); Cipla Ltd. (Kurkumbh, Maharashtra, India) for kind gift sample of Nateglinide, Glenmark Pharmaceuticals (Mumbai, Maharashtra, India) for supplying gift sample of Gliclazide; and Colorcon Asia Ltd. (Goa, India) for providing gift samples of microcrystalline cellulose (Avicel PH102), magnesium stearate, and talc.
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Kasabe, A.J., Kulkarni, A.S. & Gaikwad, V.L. QSPR Modeling of Biopharmaceutical Properties of Hydroxypropyl Methylcellulose (Cellulose Ethers) Tablets Based on Its Degree of Polymerization. AAPS PharmSciTech 20, 308 (2019). https://doi.org/10.1208/s12249-019-1514-9
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DOI: https://doi.org/10.1208/s12249-019-1514-9