| Literature DB >> 35337117 |
Ratih Ratih1,2, Hermann Wätzig1, Matthias Oliver Stein1, Sami El Deeb1,3.
Abstract
Analytical-method development based on design of experiment has been applied for optimizing the enantioseparation of amlodipine by chiral capillary electrokinetic chromatography using maltodextrin as the chiral selector. The effect of different factors on the enantioresolution quality was screened. Three separation factors, namely maltodextrin concentration, pH of the background electrolyte and applied voltage were selected as independent variables. The number of experiments was reduced while maximizing the information content using design of experiment. Based on a full-quadratic design that included three variables on three levels, the total design space could be reduced to fifteen factor combinations using a D-optimal algorithm. The aim of the experiment was to find the optimal factor combinations with respect to resolution. The maltodextrin concentration (7.5-10% w/v) demonstrated the strongest effect on the resolution followed by pH (2-4) of the background electrolyte and the applied voltage (15-20 kV). An increase in the maltodextrin concentration was found to result in a greater stereoselectivity, represented by the higher resolution values (Rs ≥ 1.5). The separation conditions in the proposed method were feasible to be adjusted within the applied range with an acceptable resolution.Entities:
Keywords: D-optimal design; amlodipine; capillary electrophoresis; chiral capillary electrokinetic chromatography; design of experiment; enantioseparation; maltodextrin; quality by design
Year: 2022 PMID: 35337117 PMCID: PMC8955793 DOI: 10.3390/ph15030319
Source DB: PubMed Journal: Pharmaceuticals (Basel) ISSN: 1424-8247
The effect of factor combinations on the resolution of AML enantiomers.
| Factor | Voltage | MD | pH |
| SD |
| SD |
|---|---|---|---|---|---|---|---|
| kV | % | Min | |||||
| 1 | 20 | 10 | 2.0 | 1.73 | 0.03 | 12.15 | 0.47 |
| 2 | 15 | 8.75 | 2.0 | 1.80 | 0.02 | 16.42 | 0.39 |
| 3 | 15 | 10 | 4.0 | 1.61 | 0.05 | 11.37 | 0.55 |
| 4 | 15 | 10 | 2.0 | 2.10 | 0.06 | 17.83 | 0.64 |
| 5 | 15 | 10 | 3.0 | 1.96 | 0.08 | 16.06 | 0.58 |
| 6 | 17.5 | 10 | 2.0 | 1.93 | 0.02 | 14.73 | 0.32 |
| 7 | 17.5 | 7.5 | 3.0 | 1.40 | 0.03 | 10.46 | 0.37 |
| 8 | 15 | 7.5 | 2.0 | 1.59 | 0.04 | 15.58 | 0.80 |
| 9 | 20 | 7.5 | 2.0 | 1.31 | 0.02 | 10.28 | 0.36 |
| 10 | 20 | 10 | 4.0 | 1.47 | 0.03 | 7.80 | 0.42 |
| 11 | 20 | 8.75 | 3.0 | 1.50 | 0.02 | 10.19 | 0.02 |
| 12 | 17.5 | 8.75 | 4.0 | 1.49 | 0.08 | 8.88 | 0.77 |
| 13 | 20 | 8.75 | 2.0 | 1.46 | 0.01 | 10.27 | 0.17 |
| 14 | 15 | 7.5 | 4.0 | 1.19 | 0.04 | 8.62 | 0.37 |
| 15 | 20 | 7.5 | 4.0 | 1.07 | 0.04 | 6.04 | 0.31 |
Each Rs value is an average from 6 injections; t2: second eluted peak.
Figure 1Representative enantioseparation of AML at the shortest and longest analysis time.
Regression coefficients of the predicted quadratic polynomial for the response variable.
| Term | Resolution | Analysis Time | ||||
|---|---|---|---|---|---|---|
| Coefficient | SE | Sig. | Coefficient | SE | Sig. | |
| Constant | 1.67 | 0.0338 | 3.07·10−11 | 12.2 | 0.256 | 3.88·10−12 |
| Voltage (U) | −0.115 | 0.0137 | 3.10·10−5 | −2.22 | 0.131 | 3.85·10−8 |
| Concentration (MD) | 0.224 | 0.0142 | 2.65·10−7 | 1.18 | 0.135 | 1.08·10−5 |
| pH | −0.156 | 0.0137 | 3.26·10−6 | −2.59 | 0.1303 | 9.57·10−9 |
| pH × U | 0.0499 | 0.0150 | 0.0104 | 0.654 | 0.143 | 0.00132 |
| U2 | −0.0720 | 0.0306 | 0.0464 | --- | --- | --- |
| pH2 | −0.0954 | 0.0306 | 0.0143 | −1.11 | 0.288 | 0.00390 |
| Adj. R2 | 0.974 | 0.984 | ||||
| RMSE | 0.0466 | 0.444 | ||||
Figure 2The adjusted response graph of resolution (A) and Pareto chart of the effects of variables on resolution (B). MD: maltodextrin concentration (% w/v); U: voltage (kV).
Figure 3Interaction graph for resolution at low, middle, and high levels. MD: maltodextrin concentration (% w/v); U: voltage (kV).
Figure 4Contour plot of the predicted Rs at the respective combinations.
Robustness verification of the enantioseparation method.
| Separation | Instrument (Year) | Lt/Leff
| E | U | MD | pH | Experiment * | Predicted | ||
|---|---|---|---|---|---|---|---|---|---|---|
| I | Instrument A (2018) | 45.5/37 | 440 | 20 | 10 | 4 | 1.50 ± 0.03 | 7.802 ± 0.422 | 1.50 ± 0.17 | 8.159 ± 1.464 |
| Instrument B (2022) | 45.5/37 | 440 | 20 | 10 | 4 | 1.61 ± 0.11 | 9.213 ± 0.653 | |||
| Instrument C (2022) | 47/37 | 440 | 20.7 | 10 | 4 | 1.22 ± 0.04 | 9.583 ± 0.329 | |||
| II | Instrument A (2018) | 45.5/37 | 385 | 17.5 | 8.75 | 3 | -- ** | -- ** | 1.67 ± 0.17 | 12.236 ± 1.153 |
| Instrument B (2022) | 45.5/37 | 385 | 17.5 | 8.75 | 3 | 1.69 ± 0.07 | 12.763 ± 0.790 | |||
| Instrument C (2022) | 47/37 | 385 | 18.1 | 8.75 | 3 | 1.39 ± 0.04 | 12.335 ± 0.150 | |||
| III | Instrument A (2018) | 45.5/37 | 330 | 15 | 10 | 2 | 2.10 ± 0.06 | 17.829 ± 0.641 | 2.05 ± 0.14 | 17.783 ± 1.191 |
| Instrument B (2022) | 45.5/37 | 330 | 15 | 10 | 2 | 2.14 ± 0.07 | 20.606 ± 0.092 | |||
| Instrument C (2022) | 47/37 | 330 | 15.5 | 10 | 2 | 1.94 ± 0.03 | 18.113 ± 0.085 | |||
Instrument A: PrinCE CEC-760 system (unit 1); Instrument B: PrinCE CEC-760 system (unit 2); Instrument C: PrinceCE Next 800 series. I: MD 10% w/v (high), pH 4.0 (high), and voltage 20.7 kV (440 V/cm)*c ≈ 20 kV (440 V/cm)*b (high). II: MD 8.75% w/v (mid), pH 3.0 (mid), and voltage 18.1 kV (385 V/cm)*c ≈ 17.5 kV (385 V/cm)*b (mid). III: MD 10% w/v (high), pH 2.0 (low), and voltage 15.5 kV (330 V/cm)*c ≈ 15 kV (330 V/cm)*b (low). * Experiment: each condition 6 injections. ** The mid (center point) experiment condition was not conducted in 2018.
Figure 5Enantioseparation profiles of amlodipine at the experimental condition MD 10% w/v (high), pH 2.0 (low), and voltage 15 kV (330 V/cm) for a 45.5 cm capillary (low). Peak identification shows that the migration order of amlodipine is the (S)-enantiomer followed by the (R)-enantiomer.
Determination of enantiomeric ratio.
| Analyte | Ratio (%) | |
|---|---|---|
|
|
| |
| ( | 91.8 ± 0.9 | 8.2 ± 0.9 * |
| ( | 50.1 ± 0.1 | 49.9 ± 0.1 |
| Standard addition ** | 65.2 ± 0.4 | 34.8 ± 0.4 |
Experiment in triplicate injections. * assign as enantiomeric impurity. ** mixture of (RS)-amlodipine and (S)-amlodipine at a final concentration (2:1).
Method evaluation.
| Parameter |
|
|
|---|---|---|
| Range (µg/mL) | 180–600 | 180–600 |
| Linearity | 0.9970 | 0.9842 |
| LOD * (µg/mL) | 30 | 69 |
| LOQ ** (µg/mL) | 91 | 209 |
| Accuracy (%) | 90–96 | 104–111 |
| Precision *** (% RSD) | 0.9 | 1.8 |
The values correspond to the analyte concentration in a racemate. * 3.3 RMSE/slope; ** 10 RMSE/slope; RMSE: root mean square error. *** Precision of enantiomeric ratio with a standard addition (2:1) (n = 6).
Amlodipine determination in tablet matrices.
| A | B | |
|---|---|---|
| Content (mg/tablet) * | 5.32 ± 0.02 | 10.18 ± 0.13 |
| Recovery (%) ** | 106.4 ± 0.4 | 101.8 ± 1.3 |
The determination correspond to the first eluted peak. Experiment in triplicate injections; A: amlodipine 5 mg/tablet; B: amlodipine 10 mg/tablet. * Tablet weight (mg) ( ± SD, n = 10): 220.1 ± 1.7 (A) and 223.1 ± 1.7 (B). ** Based on amlodipine strength in the label claim (product specification).
Figure 6Enantioseparation profile of amlodipine in tablet matrices at the experimental condition MD 10% w/v (high), pH 2.0 (low), and voltage 15 kV (330 V/cm) for a 45.5 cm capillary (low).
The experimental domains of the D-optimal design.
| Factors | Code | Levels | ||
|---|---|---|---|---|
| −1 (Low) | 0 (Mid) | +1 (High) | ||
| Voltage (kV) | U | 15 | 17.5 | 20 |
| MD conc. (% | MD | 7.5 | 8.75 | 10 |
| pH | pH | 2.0 | 3.0 | 4.0 |