| Literature DB >> 29403969 |
Milagros Montemurro1, María M De Zan1, Juan C Robles1.
Abstract
Methotrexate (MTX) is an antineoplastic drug, and due to its high toxicity, the therapeutic drug monitoring is strictly conducted in the clinical practice. The chemometric optimization and validation of a high performance liquid chromatography (HPLC) method using core-shell particles is presented for the determination of MTX in plasma during therapeutic monitoring. Experimental design and response surface methodology (RSM) were applied for the optimization of the chromatographic system and the analyte extraction step. A Poroshell 120 EC-C18 (3.0 mm×75 mm, 2.7 μm) column was used to obtain a fast and efficient separation in a complete run time of 4 min. The optimum conditions for the chromatographic system resulted in a mobile phase consisting of acetic acid/sodium acetate buffer solution (85.0 mM, pH=4.00) and 11.2% of acetonitrile at a flow rate of 0.4 mL/min. Selectivity, linearity, accuracy and precision were demonstrated in a range of 0.10-6.0 µM of MTX. The application of the optimized method required only 150 µL of patient plasma and a low consumption of solvent to provide rapid results.Entities:
Keywords: Core–shell particles; Drug monitoring; HPLC; Methotrexate
Year: 2015 PMID: 29403969 PMCID: PMC5762447 DOI: 10.1016/j.jpha.2015.12.001
Source DB: PubMed Journal: J Pharm Anal ISSN: 2214-0883
Fig. 1Chemical structures of (A) folic acid and (B) methotrexate.
Central composite design for chromatographic separation optimization.
| Run | Block | Factors | Responses | |||||||
|---|---|---|---|---|---|---|---|---|---|---|
| SA | pH | ACN (%) | Temp. (°C) | |||||||
| 1 | 1 | 62.5 | 5.50 | 16.25 | 35.0 | 0.94 | 1.17 | – | – | 1.01 |
| 2 | 1 | 87.5 | 4.00 | 8.75 | 25.0 | 10.89 | 10.99 | 0.300 | 0.330 | 10.2 |
| 3 | 1 | 87.5 | 4.00 | 16.25 | 35.0 | 2.55 | 2.59 | 0.078 | 0.081 | 1.53 |
| 4 | 1 | 87.5 | 5.50 | 8.75 | 35.0 | 6.76 | 3.03 | 0.390 | 0.350 | 5.40 |
| 5 | 1 | 75.0 | 4.75 | 12.50 | 30.0 | 1.92 | 0.00 | – | – | 1.57 |
| 6 | 1 | 87.5 | 5.50 | 16.25 | 25.0 | 2.01 | 0.00 | – | – | 1.08 |
| 7 | 1 | 62.5 | 5.50 | 8.75 | 25.0 | 4.62 | 1.07 | 0.530 | 0.620 | 4.20 |
| 8 | 1 | 62.5 | 4.00 | 8.75 | 35.0 | 3.04 | 1.39 | 0.840 | 1.68 | 6.17 |
| 9 | 1 | 62.5 | 4.00 | 16.25 | 25.0 | 2.95 | 3.28 | 0.069 | 0.077 | 1.62 |
| 10 | 1 | 75.0 | 4.75 | 12.50 | 30.0 | 5.63 | 5.79 | 0.120 | 0.120 | 3.02 |
| 11 | 2 | 75.0 | 4.75 | 12.50 | 30.0 | 3.09 | 1.68 | 0.230 | 0.250 | 2.34 |
| 12 | 2 | 62.5 | 4.00 | 16.25 | 35.0 | 2.48 | 2.45 | 0.077 | 0.084 | 1.50 |
| 13 | 2 | 75.0 | 4.75 | 12.50 | 30.0 | 3.73 | 2.34 | 0.190 | 0.200 | 2.47 |
| 14 | 2 | 87.5 | 5.50 | 8.75 | 25.0 | 6.76 | 2.35 | 0.420 | 0.470 | 5.41 |
| 15 | 2 | 87.5 | 5.50 | 16.25 | 35.0 | 2.03 | 0.00 | – | – | 1.04 |
| 16 | 2 | 62.5 | 4.00 | 8.75 | 25.0 | 11.61 | 12.33 | 0.260 | 0.350 | 11.5 |
| 17 | 2 | 62.5 | 5.50 | 8.75 | 35.0 | 7.92 | 4.14 | 0.310 | 0.260 | 5.45 |
| 18 | 2 | 62.5 | 5.50 | 16.25 | 25.0 | 2.03 | 0.00 | – | – | 1.04 |
| 19 | 2 | 87.5 | 4.00 | 8.75 | 35.0 | 9.83 | 9.22 | 0.220 | 0.240 | 7.01 |
| 20 | 2 | 87.5 | 4.00 | 16.25 | 25.0 | 2.88 | 3.32 | 0.067 | 0.073 | 1.61 |
| 21 | 3 | 75.0 | 4.75 | 20.00 | 30.0 | 1.76 | 0.00 | – | – | 1.02 |
| 22 | 3 | 100.0 | 4.75 | 12.50 | 30.0 | 3.41 | 1.83 | 0.190 | 0.200 | 2.21 |
| 23 | 3 | 75.0 | 4.75 | 12.50 | 30.0 | 3.39 | 1.73 | 0.190 | 0.220 | 2.19 |
| 24 | 3 | 75.0 | 3.25 | 12.50 | 30.0 | 3.34 | 5.94 | 0.076 | 0.076 | 2.13 |
| 25 | 3 | 75.0 | 6.25 | 12.50 | 30.0 | 5.07 | 8.79 | 0.087 | 0.099 | 3.04 |
| 26 | 3 | 75.0 | 4.75 | 12.50 | 30.0 | 2.43 | 0.66 | 0.210 | 0.300 | 1.72 |
| 27 | 3 | 50.0 | 4.75 | 12.50 | 30.0 | 3.34 | 1.66 | 0.210 | 0.240 | 2.29 |
| 28 | 3 | 75.0 | 4.75 | 12.50 | 20.0 | 4.67 | 2.98 | 0.160 | 0.190 | 2.67 |
| 29 | 3 | 75.0 | 4.75 | 5.00 | 30.0 | 19.1 | – | 0.350 | – | – |
| 30 | 3 | 75.0 | 4.75 | 12.50 | 30.0 | 4.63 | 2.61 | 0.120 | 0.140 | 2.17 |
| 31 | 3 | 75.0 | 4.75 | 12.50 | 40.0 | 6.16 | 4.00 | 0.060 | 0.064 | 1.96 |
Sodium acetate concentration in mM.
Full factorial design for extraction optimization.
| Run | Factors | Responses | |||
|---|---|---|---|---|---|
| DPV | ESV | EST | MTX area | EV | |
| 1 | 200 | 200 | C | 130.5 | 40 |
| 2 | 200 | 400 | C | 127.5 | 40 |
| 3 | 400 | 600 | C | 129.5 | 80 |
| 4 | 200 | 600 | C | 130.7 | 40 |
| 5 | 400 | 400 | C | 128.5 | 70 |
| 6 | 600 | 200 | C | 40.1 | 70 |
| 7 | 400 | 400 | C | 132.0 | 80 |
| 8 | 400 | 200 | C | 55.5 | 100 |
| 9 | 600 | 400 | C | 89.8 | 150 |
| 10 | 400 | 400 | C | 123.0 | 100 |
| 11 | 600 | 600 | C | 128.8 | 150 |
| 12 | 200 | 400 | MC | 125.6 | 30 |
| 13 | 200 | 200 | MC | 131.1 | 40 |
| 14 | 200 | 600 | MC | 133.8 | 30 |
| 15 | 400 | 400 | MC | 128.6 | 100 |
| 16 | 400 | 600 | MC | 131.2 | 100 |
| 17 | 600 | 400 | MC | 135.7 | 150 |
| 18 | 400 | 400 | MC | 131.1 | 90 |
| 19 | 400 | 400 | MC | 131.8 | 60 |
| 20 | 600 | 200 | MC | – | 150 |
| 21 | 600 | 600 | MC | 128.8 | 160 |
| 22 | 400 | 200 | MC | 78.4 | 70 |
Deproteinized plasma volume in µL.
Extraction solvent volume in µL.
Extraction solvent type.
Extract volume in µL.
Chloroform.
Methylene chloride.
Models fitting.
| Central composite design | Full factorial design | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Natural response | Transformation | Transformed response | Model | Significant terms | Response | Chloroform | Methylene chloride | ||
| Model | Significant terms | Model | Significant term | ||||||
| Natural log | Linear | C | Area | Quadratic | A-B-AB-B2 | – | – | ||
| Square root | 2FI | B-C-BD | |||||||
| Inverse square root | Quadratic | B-C-C2 | Extract volume | Linear | A | Linear | A | ||
| – | – | Quadratic | C-D-AD-BC-BD-B2-C2-D2 | ||||||
| – | – | Quadratic | C-D-AD-BC-BD-B2-D2 | ||||||
ANOVA test (α=0.05): A=buffer concentration (mM), B=pH, C=ACN (%), D=temp. (°C).
ANOVA test (α=0.05): A=volume of deproteinized plasma (µL), B=volume of extraction solvent (µL).
2FI indicates model with linear terms and interaction.
Criteria for the optimization of individual factors and responses.
| Optimization | Factors | Response | Goal | Prediction | Experimental results |
|---|---|---|---|---|---|
| CCD | Maximize | 6.43 | 7.40 | ||
| Maximize | 7.19 | 9.40 | |||
| Minimize | 5.51 | 4.70 | |||
| Minimize | 0.058 | 0.142 | |||
| Minimize | 0.054 | 0.148 | |||
| FFD | DPV | Minimize | – | – | |
| ESV | Minimize | – | – | ||
| Chloroform | Area | Maximize | 106.2 | 121.0 | |
| EV | Maximize | 80 | 70 | ||
| Methylene chloride | Area | Maximize | 131.1 | 78.0 | |
| EV | Maximize | 88 | 50 |
CCD: central composite design. FFD: full factorial design.
Deproteinized plasma volume.
Extraction solvent volume.
Extract volume in µL.
Fig. 2Response surface of the global desirability as a function of pH and ACN. The other factors are at their optimum.
Fig. 3Chromatogram of a pooled plasma sample obtained under the optimized conditions.
Fig. 4Response surface for MTX area as a function of plasma volume and extraction solvent volume.
Fig. 5Response surface of the global desirability as a function of solvent volume and plasma volume.
Fig. 6Chromatograms obtained with the optimized conditions for (A) blank plasma and (B) blank plasma spiked with folic acid.
Calibration curve performance.
| Nominal | Predicted | Recovery (%) | Predicted | Recovery (%) |
|---|---|---|---|---|
| 0.102 | 0.109 | 106.9 | 0.086 | 84.3 |
| 0.107 | 104.9 | 0.091 | 89.2 | |
| 0.103 | 101.0 | 0.082 | 80.4e | |
| 0.510 | 0.503 | 98.6 | 0.583 | 114.3 |
| 0.497 | 97.5 | 0.540 | 105.9 | |
| 0.482 | 94.5 | 0.538 | 105.5 | |
| 1.021 | 1.018 | 99.7 | 0.978 | 95.8 |
| 0.962 | 94.2 | 0.957 | 93.7 | |
| 0.932 | 91.3d | 0.996 | 97.6 | |
| 1.531 | 1.522 | 99.4 | 1.528 | 99.8 |
| 1.550 | 101.2 | 1.528 | 99.8 | |
| 1.531 | 100.0 | 1.581 | 103.3 | |
| 2.042 | 2.021 | 99.0 | 2.166 | 106.1 |
| 1.967 | 96.3 | 2.043 | 100.1 | |
| 1.934 | 94.7 | 1.967 | 96.3 | |
| 4.083 | 4.081 | 100.0 | 4.287 | 105.0 |
| 3.847 | 94.2 | 4.086 | 100.1 | |
| 3.736 | 91.5 | 4.239 | 103.8 | |
| 6.125 | 6.077 | 99.2 | 5.495 | 89.7 |
| 5.941 | 97.0 | 6.245 | 101.9 | |
| 6.026 | 98.4 | 6.424 | 104.9 |
MTX concentration in µM.
Calibration 1: slope=49.6; intercept=0.4.
Calibration 2: slope=50.2; intercept=−0.9.
Low level calibration 1: slope=52.9; intercept=−2.3.
Low level calibration 2: slope=48.9; intercept=−0.75.
Accuracy and precision.
| QC | Nominal | Predicted | Recovery (%) | CV (%) | |||
|---|---|---|---|---|---|---|---|
| Within-run | Between-run | Within-run | Between-run | Within-run | Between-run | ||
| QC-LLOQ | 0.100 | 0.109 | 0.073 | 109.0 | 73.0 | 13.4 | 10.3 |
| 0.101 | 0.081 | 101.0 | 81.0 | ||||
| 0.088 | 0.086 | 88.0 | 86.0 | ||||
| 0.099 | 0.090 | 99.0 | 90.0 | ||||
| 0.103 | 0.082 | 103.0 | 82.0 | ||||
| QC-L | 0.299 | 0.310 | 0.258 | 103.7 | 86.3 | 9.6 | 6.9 |
| 0.254 | 0.233 | 84.9 | 77.9 | ||||
| 0.303 | 0.271 | 101.3 | 90.6 | ||||
| 0.267 | 0.246 | 89.3 | 82.3 | ||||
| 0.303 | 0.252 | 101.3 | 84.3 | ||||
| QC-M | 2.990 | 3.203 | 2.727 | 107.1 | 91.2 | 0.94 | 2.6 |
| 3.122 | 2.892 | 104.4 | 96.7 | ||||
| 3.185 | 2.741 | 106.5 | 91.7 | ||||
| 3.170 | 2.787 | 106.0 | 93.2 | ||||
| 3.168 | 2.856 | 109.2 | 95.5 | ||||
| QC-H | 4.486 | 4.736 | 4.608 | 105.6 | 102.7 | 0.72 | 2.2 |
| 4.674 | 4.514 | 104.2 | 100.6 | ||||
| 4.738 | 4.516 | 105.6 | 100.7 | ||||
| 4.700 | 4.721 | 104.8 | 105.2 | ||||
| 4.758 | 4.707 | 106.1 | 104.9 | ||||
MTX concentration in µM.
Fig. 7Metabolism profiles of MTX.