| Literature DB >> 35745760 |
Mousa Sha'at1, Adrian Florin Spac2, Iulian Stoleriu3, Alexandra Bujor1, Monica Stamate Cretan1, Mihaela Hartan4, Lacramioara Ochiuz1.
Abstract
The current studies entail quality by design (QbD)-enabled development of a simple, rapid, precise, accurate, and cost-effective high-performance liquid chromatographic method for estimation of metformin hydrochloride (M-HCl). Design of experiments (DoE) was applied for multivariate optimization of the experimental conditions of the HPLC method. Risk assessment was performed to identify the critical method parameters (CMPs) using Ishikawa diagram. The factor screening studies were performed using a two-factor three-levels design. Two independent factors, buffer pH and mobile phase composition, were used to design mathematical models. Central composite design (CCD) was used to study the response surface methodology and to study in depth the effects of these independent factors, thus evaluating the critical analytical attributes (CAAs), namely, retention time, peak area, and symmetry factor as the parameters of method robustness. Desirability function was used to simultaneously optimize the CAAs. The optimized and predicted data from contour diagram consisted of 0.02 M acetate buffer pH = 3/methanol in a ratio of 70/30 (v/v) as the mobile phase with a flow rate 1 mL/min. The separation was made on a Thermoscientific ODS HypersylTM chromatographic column (250 × 4.6 mm, 5 μm) with oven temperature 35 °C and UV detection at 235 nm. The optimized assay conditions were validated according to ICH guidelines. Hence, the results clearly showed that QbD approach could be successfully applied to optimize HPLC method for estimation of M-HCl. The method was applied both for the evaluation of M-HCl content in tablets, and for in vitro dissolution studies of M-HCl from conventional and prolonged-release tablets.Entities:
Keywords: HPLC; central composite design (CCD); critical analytical attributes (CAA); metformin hydrochloride; quality by design (QbD); validation
Year: 2022 PMID: 35745760 PMCID: PMC9229060 DOI: 10.3390/pharmaceutics14061187
Source DB: PubMed Journal: Pharmaceutics ISSN: 1999-4923 Impact factor: 6.525
Figure 1Chemical structure of metformin hydrochloride (M-HCl).
Figure 2The Ishikawa (fishbone) diagram to identify potential variables in HPLC method development.
Design matrix as per central composite design (CCD) for optimization of the HPLC method of metformin hydrochloride (M-HCl).
| Run | Run Order | Coded Factor Level | |
|---|---|---|---|
| Factor A | Factor B | ||
| 1 | 7 | −1 | −1 |
| 2 | 9 | −1 | 0 |
| 3 | 4 | −1 | 1 |
| 4 | 8 | 0 | −1 |
| 5 | 5 | 0 | 0 |
| 6 | 1 | 0 | 0 |
| 7 | 2 | 0 | 0 |
| 8 | 6 | 0 | 1 |
| 9 | 3 | 1 | −1 |
| 10 | 11 | 1 | 0 |
| 11 | 10 | 1 | 1 |
| Level of Factor | |||
| Parameter | Low (−1) | Intermediate (0) | High (+1) |
| A: Buffer pH | 3 | 4 | 5 |
| B: Buffer content (%) | 70 | 80 | 90 |
Design matrix as per the CCD for optimization of parameters for analysis of M-HCl.
| Run | Run Order | Factor | Response-1 | Response-2 | Response-3 | |
|---|---|---|---|---|---|---|
| pH | Buffer % | Retention Time | Peak Area | Symmetry Factor | ||
| 1 | 7 | 3 | 70 | 5.27 | 2352.14 | 0.74 |
| 2 | 9 | 3 | 80 | 5.64 | 2183.85 | 0.58 |
| 3 | 4 | 3 | 90 | 6.32 | 1981.89 | 0.56 |
| 4 | 8 | 4 | 70 | 5.65 | 2079.55 | 0.70 |
| 5 | 5 | 4 | 80 | 6.03 | 1907.56 | 0.55 |
| 6 | 1 | 4 | 80 | 5.99 | 1911.25 | 0.56 |
| 7 | 2 | 4 | 80 | 6.05 | 1915.15 | 0.56 |
| 8 | 6 | 4 | 90 | 6.71 | 1827.62 | 0.53 |
| 9 | 3 | 5 | 70 | 6.04 | 1980.39 | 0.54 |
| 10 | 11 | 5 | 80 | 6.42 | 1813.09 | 0.49 |
| 11 | 10 | 5 | 90 | 7.10 | 1679.52 | 0.45 |
Figure 3Overlayed chromatograms for a mobile phase consisting of a mixture of (a) 0.02 M acetate buffer (pH = 3)/methanol in a ratio of 70/30, 80/20, and 90/10, respectively, v/v; (b) 0.02 M acetate buffer (pH = 3, 4, and 5, respectively)/methanol in a ratio of 70/30, v/v.
Figure 4Three-dimensional (3D) response surface plot for (a) retention time, (b) peak area, and (c) symmetry factor, showing effect of % of buffer and pH in the mobile phase.
Statistical calculation of a second-order polynomial exploring quadratic response surfaces with equation Y = β0 + β1A + β2B + β3AB + β4A2 + β5B2.
| Retention Time | Peak Area | Symmetry Factor | |||||||
|---|---|---|---|---|---|---|---|---|---|
| Coefficient | t-Stat | Coefficient | t-Stat | Coefficient | t-Stat | ||||
| β0 | 10.209 | 15.766 | 1.0004 × 10−6 | 4979.6 | 16.805 | 6.4667 × 10−7 | 3.876 | 3.2031 | 0.015 |
| β1 | 0.38833 | 56.702 | 1.3921 ×10−10 | −736.18 | −5.1359 | 0.0013449 | −0.0667 | −5.2088 | 0.0012409 |
| β2 | −0.19623 | −12.063 | 6.1394 × 10−6 | −15.384 | −12.78 | 4.1615 × 10−6 | −0.0692 | −3.2763 | 0.03695 |
| β4 | --- | --- | --- | 70.254 | 3.9349 | 0.0056404 | --- | --- | --- |
| β5 | 0.0015567 | 15.324 | 1.2146 × 10−6 | --- | --- | --- | 0.00038667 | 3.0368 | 0.041091 |
All coefficients (β0–β5) are statistically significant at 95% confidence level.
Obtained solution for optimized formulation.
| pH | Buffer/Methanol | Retention Time (min) | Peak Area | Symmetry Factor | Desirability |
|---|---|---|---|---|---|
| 3 | 70/30 | 5.27 | 2326.47 | 0.73 | 0.9807 |
Figure 53D surface plot for desirability for optimal formulation.
Final chromatographic conditions.
| Parameters | Values |
|---|---|
| Stationary phase (column) | Thermoscientific ODS HypersylTM chromatographic column; (250 × 4.6 mm, 5 μm) |
| Mobile phase | 0.02 M acetate buffer (pH = 3)/methanol (70/30, |
| Flow rate (mL/min) | 1 |
| Column temperature | 35 °C |
| Injection volume (μL) | 20 |
| Detection wavelength (nm) | 235 |
System precision.
| No. | Peak Area | Statistics |
|---|---|---|
| 1 | 2369.7 | Mean = 2376.7 |
| 2 | 2380.0 | |
| 3 | 2376.1 | |
| 4 | 2369.6 | |
| 5 | 2389.7 | |
| 6 | 2375.3 |
Precision and accuracy of the assay method of M-HCl by HPLC.
| M-HCl | Method Precision | Intermediate Precision | Method Accuracy | |||
|---|---|---|---|---|---|---|
| Peak Area | Statistics | Peak Area | Statistics | Peak Area | Recovery (%) | |
| 700 | 1612.3 | Mean = 1617.00 | 1623.9 | Mean = 1615.30 | 1625.8 | 99.03 |
| 1622.0 | SD = 4.8570 | 1612.2 | SD = 7.5439 | 1610.4 | 98.12 | |
| 1616.7 | RSD = 0.3004% | 1609.8 | RSD = 0.4670% | 1628.1 | 99.17 | |
| 1000 | 2355.4 | Mean = 2357.97 | 2362.8 | Mean = 2366.63 | 2385.1 | 100.61 |
| 2368.8 | SD = 9.8053 | 2381.1 | SD = 12.9817 | 2379.3 | 100.37 | |
| 2349.7 | RSD = 0.4158% | 2356.0 | RSD = 0.5485% | 2334.8 | 98.54 | |
| 1300 | 3113.5 | Mean = 3112.00 | 3106.5 | Mean = 3137.03 | 3122.7 | 100.78 |
| 3104.4 | SD = 6.9721 | 3134.4 | SD = 31.9315 | 3127.6 | 100.93 | |
| 3118.1 | RSD = 0.2240% | 3170.2 | RSD = 1.0179% | 3104.8 | 100.21 | |
| Statistical data | Mean recovery = 99.75 | |||||
Accuracy of the method in the range 40–2000 μg/mL.
| No. | CM | Mean Peak Area | CR | Recovery | RE |
|---|---|---|---|---|---|
| 1 | 40 | 37.50 | 38.68 | 96.70 | 3.30 |
| 2 | 60 | 83.94 | 57.82 | 96.37 | 3.63 |
| 3 | 80 | 135.60 | 79.11 | 98.89 | 1.11 |
| 4 | 100 | 183.50 | 98.85 | 98.85 | 1.15 |
| 5 | 200 | 416.40 | 194.82 | 97.41 | 2.59 |
| 6 | 300 | 673.73 | 300.87 | 100.29 | 0.29 |
| 7 | 400 | 889.07 | 389.61 | 97.4 | 2.60 |
| 8 | 500 | 1157.43 | 500.20 | 100.04 | 0.04 |
| 9 | 600 | 1396.60 | 598.76 | 99.79 | 0.21 |
| 10 | 700 | 1628.10 | 694.17 | 99.17 | 0.83 |
| 11 | 800 | 1879.00 | 797.56 | 99.7 | 0.31 |
| 12 | 900 | 2125.00 | 898.94 | 99.88 | 0.12 |
| 13 | 1000 | 2352.00 | 992.48 | 99.25 | 0.75 |
| 14 | 1100 | 2610.20 | 1098.89 | 99.9 | 0.10 |
| 15 | 1200 | 2885.80 | 1212.46 | 101.04 | 1.04 |
| 16 | 1300 | 3108.97 | 1304.43 | 100.34 | 0.34 |
| 17 | 2000 | 4797.90 | 2000.44 | 100.02 | 0.02 |
| Recovery (minimum = 96.37%, mean = 99.12%, maximum = 101.04%), mean percent error = 1.07% | |||||
CM—real concentration of M-HCl; CR—measured concentration of M-HCl.
Experimental results obtained in the study of the stability over time of M-HCl solutions with concentrations of 1000 and 2000 µg/mL.
| Time | Refrigerator (2–8 °C) | Room Temperature (20–25 °C) | 37 °C | ||||||
|---|---|---|---|---|---|---|---|---|---|
| Peak Area | CC | R (%) | Peak Area | CC | R (%) | Peak Area | CC | R (%) | |
|
| |||||||||
| 0 | 2324.4 | 981.11 | 98.11 | 2324.4 | 981.11 | 98.11 | 2324.4 | 981.11 | 98.11 |
| 24 | 2319.8 | 979.21 | 97.92 | 2317.2 | 978.14 | 97.81 | 2315.8 | 977.57 | 97.76 |
| 48 | 2310.4 | 975.34 | 97.53 | 2299.4 | 970.81 | 97.08 | 2285.4 | 965.04 | 96.50 |
|
| |||||||||
| 0 | 4748.6 | 1980.12 | 99.01 | 4748.6 | 1980.12 | 99.01 | 4748.6 | 1980.12 | 99.01 |
| 24 | 4740.4 | 1976.74 | 98.84 | 4735.3 | 1974.64 | 98.73 | 4730.6 | 1972.70 | 98.64 |
| 48 | 4706.1 | 1962.61 | 98.13 | 4690.8 | 1956.30 | 97.82 | 4671.8 | 1948.47 | 97.42 |
CC—calculated concentration, R (%)—recovery in percent.
Experimental data obtained from the study of the M-HCl content of tablets.
| Pharmaceutical | Pharmaceutical | Country |
| C | |||
|---|---|---|---|---|---|---|---|
| CP–1 | prolonged-release tablet | France | 500 | 0.727 | 0.7281 | 2339.56 | 98.59 |
| CP–2 | tablet | Romania | 850 | 1.0146 | 0.5962 | 2348.43 | 99.20 |
| CP–3 | film-coated tablet | France | 1000 | 1.1238 | 0.5705 | 2352.63 | 97.78 |
| CP–4 | film-coated tablet | Germany | 1000 | 1.1065 | 0.553 | 2332.33 | 98.48 |
| CP–5 | prolonged-release tablet | France | 1000 | 1.4549 | 0.7285 | 2348.18 | 98.95 |
A—declared content (mg), M—average weight of a tablet (g), a—tablet powder (g), P—peak area, C%—percent content in tablet, S = 2.4266: slope of the calibration curve, Int = −56.361: intercept of the calibration curve.
Figure 6Release profile of M-HCl from conventional tablets.
Figure 7Release profile of M-HCl from prolonged-release tablets.