| Literature DB >> 31540027 |
Juraj Piestansky1,2, Dominika Olesova3, Jaroslav Galba4, Katarina Marakova5,6, Vojtech Parrak7, Peter Secnik9, Peter Secnik9, Branislav Kovacech10, Andrej Kovac11, Zuzana Zelinkova12, Peter Mikus13,14.
Abstract
Urine represents a convenient biofluid for metabolomic studies due to its noninvasive collection and richness in metabolites. Here, amino acids are valuable biomarkers for their ability to reflect imbalances of different biochemical pathways. An impact of amino acids on pathology, prognosis and therapy of various diseases, including inflammatory bowel disease (IBD), is therefore the subject of current clinical research. This work is aimed to develop a capillary electrophoresis-tandem mass spectrometry (CE-MS/MS) method for the quantification of the 20 proteinogenic amino acids in human urine samples obtained from patients suffering from IBD and treated with thiopurines. The optimized CE-MS/MS method, with minimum sample preparation (just "dilute and shoot"), exhibited excellent linearity for all the analytes (coefficients of determination were higher than 0.99), with inter-day and intra-day precision yielding relative standard deviations in the range of 0.91-15.12% and with accuracy yielding relative errors in the range of 85.47-112.46%. Total analysis time, an important parameter for the sample throughput demanded in routine practice, was shorter in ca. 17% when compared to established CE-MS methods. Favorable performance of the proposed CE-MS/MS method was also confirmed by the comparison with corresponding ultra-high performance liquid chromatography-mass spectrometry (UHPLC-MS) method. Consistent data for the investigated amino acid metabolome were obtained using both methods. For the first time, the amino acid profiling by CE-MS approach was applied on the clinical IBD samples. Here, significant differences observed in the concentration levels of some amino acids between IBD patients undergoing thiopurine treatment and healthy volunteers could result from the simultaneous action of the disease and the corresponding therapy. These findings indicate that amino acids analysis could be a valuable tool for the study of mechanism of the IBD treatment by thiopurines.Entities:
Keywords: amino acids profiling; capillary zone electrophoresis; clinical analysis; human urine; inflammatory bowel disease; mass spectrometry
Mesh:
Substances:
Year: 2019 PMID: 31540027 PMCID: PMC6767150 DOI: 10.3390/molecules24183345
Source DB: PubMed Journal: Molecules ISSN: 1420-3049 Impact factor: 4.411
Figure 1Effect of the concentration of formic acid in background electrolyte (BGE) on the separation selectivity of 20 proteinogenic amino acids in water solution. Left panels: total ion current (TIC) profiles. Right panels: extracted multiple reaction monitoring (MRM) records of two isomeric amino acids (isoleucine and leucine) obtained under the same conditions as TIC. For details of the capillary electrophoresis-tandem mass spectrometry (CE-MS/MS) method see Section 3.
Figure 2Effect of the concentration of formic acid in BGE on the signal to noise ratio (S/N) of 20 proteinogenic amino acids in water solution. Concentration of all amino acids injected into the electrophoretic analyzer was 100 μM, except from cysteine (50 μM). For the CE-MS/MS method details see Section 3.
Calibration and selected analytical parameters of the CE-MS/MS method for 20 amino acids in model water matrix.
| Analyte | Parent Ion–Product Ion Transition ( | Range (µM) | Calibration Line | Linearity (r2) | LOD (µM) | LLOQ (µM) | tm | N |
|---|---|---|---|---|---|---|---|---|
|
| 76.2→30.1 | 15–500 | y = 3.3694x + 1.5964 | 0.9965 | 11.03 | 18.38 | 10.63 | 111,289 |
|
| 90.2→44.2 | 15–500 | y = 35.668x − 37.131 | 0.9992 | 1.33 | 2.22 | 11.53 | 101,866 |
|
| 106.2→60.2 | 3–500 | y = 33.646x + 142.79 | 0.9987 | 2.44 | 4.06 | 12.90 | 121,801 |
|
| 116.2→70.2 | 3–500 | y = 424.642x + 108.53 | 0.9974 | 0.63 | 1.05 | 14.31 | 260,363 |
|
| 118.2→72.0 | 3–500 | y = 168.106x − 133.02 | 0.9965 | 0.70 | 1.16 | 12.81 | 109,815 |
|
| 120.2→74.2 | 15–500 | y = 34.036x + 1.223 | 0.9958 | 1.71 | 2.85 | 13.57 | 117,865 |
|
| 241.3→74.2 | 6.25–250 | y = 50.700x − 49.235 | 0.9986 | 0.47 | 0.79 | 14.56 | 98,824 |
|
| 132.2→69.2 | 3–500 | y = 30.944x − 34.896 | 0.9992 | 1.33 | 2.22 | 13.00 | 123,659 |
|
| 132.2→86.1 | 3–500 | y = 198.105x − 28.692 | 0.9963 | 1.57 | 2.61 | 13.11 | 106,688 |
|
| 133.1→74.0 | 3–500 | y = 12.194x + 23.981 | 0.9973 | 5.19 | 8.65 | 14.86 | 79,716 |
|
| 134.1→74.1 | 15–500 | y = 27.142x − 36.341 | 0.9930 | 7.14 | 11.91 | 15.19 | 190,107 |
|
| 147.1→84.1 | 15–500 | y = 15.483x + 94.291 | 0.9935 | 7.48 | 12.47 | 13.78 | 81,339 |
|
| 147.1→84.2 | 3–500 | y = 216.476x + 34.134 | 0.9973 | 0.38 | 0.64 | 8.54 | 82,399 |
|
| 148.1→84.2 | 3–500 | y = 101.390x − 34.946 | 0.9983 | 1.91 | 3.19 | 14.07 | 126,768 |
|
| 150.1→104.1 | 3–500 | y = 47.415x + 8.5213 | 0.9975 | 0.50 | 0.84 | 13.82 | 124,994 |
|
| 156.1→110.2 | 15–500 | y = 306.972x + 34.669 | 0.9988 | 0.02 | 0.04 | 9.02 | 91,906 |
|
| 166.2→120.1 | 3–500 | y = 539.879x − 206.72 | 0.9993 | 0.38 | 0.64 | 14.24 | 119,378 |
|
| 175.2→70.2 | 3–500 | y = 236.186x + 78.621 | 0.9969 | 0.34 | 0.57 | 8.82 | 85,396 |
|
| 182.1→165.1 | 3–500 | y = 70.794x + 15.698 | 0.9992 | 1.08 | 1.8 | 14.47 | 113,759 |
|
| 205.1→118.1 | 3–500 | y = 68.235x + 107.91 | 0.9984 | 1.92 | 3.21 | 14.01 | 91,491 |
Calibration and selected analytical parameters of the CE-MS/MS method for 20 amino acids in human urine matrix.
| Analyte | Parent Ion–Product Ion Transition ( | Range (µM) | Calibration Line | Linearity (r2) | LOD (µM) | LLOQ (µM) | tm | N |
|---|---|---|---|---|---|---|---|---|
|
| 76.2→30.1 | 15–500 | y = 2.6075x + 25.297 | 0.9976 | 5.45 | 9.08 | 11.96 | 95,241 |
|
| 90.2→44.2 | 15–500 | y = 30.587x + 429.8 | 0.9997 | 1.62 | 2.71 | 13.24 | 97,838 |
|
| 106.2→60.2 | 3–500 | y = 26.391x + 247.5 | 0.9983 | 2.61 | 4.36 | 15.30 | 117,903 |
|
| 116.2→70.2 | 3–500 | y = 269.53x + 493.84 | 0.9984 | 0.40 | 0.66 | 17.51 | 99,395 |
|
| 118.2→72.0 | 3–500 | y = 126.42x + 165.05 | 0.9994 | 0.51 | 0.85 | 15.18 | 113,496 |
|
| 120.2→74.2 | 15–500 | y = 29.596x + 266.15 | 0.9995 | 1.31 | 2.18 | 16.35 | 92,125 |
|
| 241.3→74.2 | 6.25–250 | y = 43.708x + 25.297 | 0.9993 | 0.31 | 0.52 | 17.96 | 99,185 |
|
| 132.2→69.2 | 3–500 | y = 135.27x + 20.916 | 0.9991 | 0.23 | 0.38 | 15.45 | 156,381 |
|
| 132.2→86.1 | 3–500 | y = 114.7x + 92.705 | 0.9979 | 0.93 | 1.54 | 15.68 | 116,776 |
|
| 133.1 →74.0 | 3–500 | y = 14.272x + 241.43 | 0.9968 | 1.24 | 2.07 | 16.33 | 80,394 |
|
| 134.1→74.1 | 15–500 | y = 23.42x + 291.32 | 0.9995 | 8.73 | 14.56 | 16.69 | 102,863 |
|
| 147.1→84.1 | 15–500 | y = 19.263x + 908.9 | 0.9897 | 1.37 | 2.28 | 16.81 | 93,292 |
|
| 147.1→84.2 | 3–500 | y = 213.13x + 161.59 | 0.9944 | 0.45 | 0.75 | 9.14 | 97,211 |
|
| 148.1→84.2 | 3–500 | y = 109.51x + 210.19 | 0.9984 | 1.45 | 2.42 | 17.16 | 83,677 |
|
| 150.1→104.1 | 3–500 | y = 40.467x + 29.661 | 0.9993 | 0.63 | 1.04 | 16.77 | 106,854 |
|
| 156.1→110.2 | 15–500 | y = 293.33x + 700.5 | 0.9994 | 0.33 | 0.55 | 9.82 | 84,402 |
|
| 166.2→120.1 | 3–500 | y = 376.93x + 342.59 | 0.9991 | 0.32 | 0.53 | 17.45 | 101,095 |
|
| 175.2→70.2 | 3–500 | y = 189.47x + 97.003 | 0.9992 | 0.22 | 0.37 | 9.56 | 86,366 |
|
| 182.1→165.1 | 3–500 | y = 41.35x + 76.958 | 0.9980 | 1.39 | 2.32 | 17.86 | 95,190 |
|
| 205.1→118.1 | 3–500 | y = 81.434x + 425.82 | 0.9993 | 0.84 | 1.40 | 16.96 | 100,132 |
Accuracy, precision and recovery data from quality control (QC) samples.
| Analyte | Intra-Assay (n = 5) | Inter-Assay (n = 15) | Recovery (%) | ||||
|---|---|---|---|---|---|---|---|
| Mean Found Concentration (µM) | RSD (%) | RE (% Nom.) | Mean Found Concentration (µM) | RSD (%) | RE (% Nom.) | ||
|
| |||||||
| QC low | 16.01 | 5.92 | 6.74 | 14.97 | 5.80 | −0.19 | 87.40 |
| QC medium | 147.29 | 5.47 | −1.81 | 140.76 | 6.65 | −6.16 | 92.31 |
| QC high | 380.42 | 6.01 | −4.90 | 386.94 | 1.62 | −3.26 | 101.99 |
|
| |||||||
| QC low | 14.28 | 9.70 | −4.81 | 15.10 | 9.03 | 0.62 | 90.87 |
| QC medium | 147.36 | 3.57 | −1.76 | 145.97 | 3.50 | −2.69 | 90.49 |
| QC high | 407.07 | 2.32 | 1.77 | 411.73 | 3.99 | 2.93 | 94.50 |
|
| |||||||
| QC low | 14.20 | 2.60 | −5.32 | 14.62 | 4.61 | −2.53 | 94.55 |
| QC medium | 153.23 | 1.17 | 2.15 | 149.90 | 4.55 | −0.06 | 98.32 |
| QC high | 403.69 | 2.41 | 0.92 | 404.24 | 6.73 | 1.06 | 95.54 |
|
| |||||||
| QC low | 13.56 | 2.25 | −9.63 | 13.78 | 2.77 | −8.17 | 93.44 |
| QC medium | 151.94 | 3.54 | 1.29 | 151.50 | 6.22 | 1.00 | 92.82 |
| QC high | 399.40 | 4.92 | −0.15 | 402.24 | 5.88 | 0.56 | 94.03 |
|
| |||||||
| QC low | 14.32 | 1.26 | −4.53 | 14.53 | 2.30 | −3.15 | 95.54 |
| QC medium | 153.54 | 2.53 | 2.36 | 144.69 | 8.61 | −3.54 | 95.06 |
| QC high | 406.49 | 3.12 | 1.62 | 391.09 | 5.34 | −2.23 | 95.66 |
|
| |||||||
| QC low | 15.57 | 2.06 | 3.76 | 15.48 | 2.55 | 3.17 | 89.61 |
| QC medium | 151.58 | 2.00 | 1.06 | 149.93 | 8.50 | −0.05 | 96.39 |
| QC high | 405.95 | 2.57 | 1.49 | 394.41 | 3.97 | −1.40 | 96.75 |
|
| |||||||
| QC low | 7.95 | 4.19 | 5.97 | 7.19 | 10.55 | −4.12 | 95.37 |
| QC medium | 79.33 | 2.83 | 5.78 | 77.27 | 5.86 | 3.02 | 101.25 |
| QC high | 206.96 | 0.91 | 3.48 | 204.89 | 0.93 | 2.44 | 99.99 |
|
| |||||||
| QC low | 14.58 | 4.49 | −2.80 | 14.18 | 6.85 | −5.50 | 96.91 |
| QC medium | 148.98 | 3.87 | −0.68 | 144.84 | 3.35 | −3.44 | 92.57 |
| QC high | 402.74 | 4.38 | 0.69 | 392.06 | 5.31 | −1.99 | 93.42 |
|
| |||||||
| QC low | 14.32 | 3.67 | −4.55 | 15.17 | 6.92 | 1.10 | 93.93 |
| QC medium | 153.09 | 3.54 | 2.06 | 140.17 | 11.32 | −6.55 | 94.89 |
| QC high | 428.14 | 2.88 | 7.03 | 409.89 | 6.84 | 2.47 | 97.88 |
|
| |||||||
| QC low | 13.87 | 3.62 | −7.53 | 14.37 | 11.38 | −4.23 | 97.34 |
| QC medium | 149.27 | 9.66 | −0.48 | 142.63 | 15.12 | −4.92 | 95.17 |
| QC high | 384.25 | 9.87 | −3.94 | 368.74 | 11.58 | −7.81 | 95.08 |
|
| |||||||
| QC low | 14.77 | 11.86 | −1.57 | 15.27 | 14.19 | 1.80 | 96.61 |
| QC medium | 135.74 | 9.66 | −9.51 | 143.26 | 12.89 | −4.49 | 92.55 |
| QC high | 388.46 | 4.31 | −2.89 | 394.17 | 8.20 | −1.46 | 97.08 |
|
| |||||||
| QC low | 15.74 | 5.73 | 4.91 | 15.78 | 6.27 | 5.18 | 91.39 |
| QC medium | 168.69 | 0.55 | 12.46 | 146.84 | 8.48 | −2.11 | 98.13 |
| QC high | 403.84 | 4.89 | 0.96 | 385.69 | 4.92 | −3.58 | 101.07 |
|
| |||||||
| QC low | 13.15 | 3.18 | −12.37 | 14.36 | 13.13 | −4.27 | 85.07 |
| QC medium | 148.80 | 0.54 | −0.80 | 140.64 | 6.44 | −6.24 | 92.77 |
| QC high | 415.27 | 0.91 | 3.82 | 391.76 | 7.13 | −2.06 | 93.50 |
|
| |||||||
| QC low | 13.10 | 8.82 | −12.67 | 14.14 | 12.52 | −5.76 | 85.37 |
| QC medium | 136.29 | 4.59 | −9.14 | 132.94 | 4.45 | −11.37 | 94.66 |
| QC high | 396.10 | 5.53 | −0.98 | 383.54 | 10.43 | −4.12 | 97.82 |
|
| |||||||
| QC low | 14.53 | 6.01 | −3.14 | 13.75 | 10.14 | −8.33 | 102.05 |
| QC medium | 163.29 | 3.63 | 8.86 | 148.17 | 8.65 | −1.22 | 100.27 |
| QC high | 407.77 | 3.10 | 1.94 | 381.27 | 8.36 | −4.68 | 98.70 |
|
| |||||||
| QC low | 15.32 | 1.39 | 2.14 | 15.37 | 1.09 | 2.43 | 97.01 |
| QC medium | 145.08 | 2.97 | −3.28 | 143.03 | 2.87 | −4.65 | 97.51 |
| QC high | 395.78 | 4.89 | −1.06 | 386.85 | 2.15 | −3.29 | 96.18 |
|
| |||||||
| QC low | 14.19 | 1.71 | −5.42 | 14.74 | 6.88 | −1.73 | 96.97 |
| QC medium | 149.71 | 3.93 | −0.19 | 141.60 | 5.00 | −5.60 | 94.12 |
| QC high | 402.79 | 2.11 | 0.70 | 395.23 | 2.71 | −1.20 | 96.29 |
|
| |||||||
| QC low | 12.82 | 2.45 | −14.53 | 14.22 | 14.06 | −5.22 | 86.30 |
| QC medium | 141.78 | 2.36 | −5.48 | 139.90 | 2.54 | −6.74 | 93.76 |
| QC high | 399.97 | 3.83 | −0.01 | 392.12 | 4.21 | −1.97 | 96.52 |
|
| |||||||
| QC low | 14.46 | 2.20 | −3.63 | 12.86 | 10.63 | −14.26 | 89.19 |
| QC medium | 160.07 | 1.93 | 6.71 | 148.59 | 10.78 | −0.94 | 97.28 |
| QC high | 421.06 | 3.42 | 5.26 | 403.01 | 6.44 | 0.75 | 97.25 |
|
| |||||||
| QC low | 14.92 | 2.93 | −0.54 | 14.22 | 6.84 | −5.22 | 97.04 |
| QC medium | 154.52 | 3.49 | 3.01 | 146.82 | 7.57 | −2.12 | 100.37 |
| QC high | 381.42 | 3.45 | −4.64 | 394.32 | 5.66 | −1.42 | 98.35 |
RE (% Nom)—Relative error (percentage difference from the nominal value). QC low—15 μM (7.5 μM for Cys), QC medium—150 μM (75 μM for Cys), QC high—400 μM (200 μM for Cys).
Stability testing of 20 amino acids in QC samples.
| Room Temperature Stability (24 h) | Freeze-Thaw Stability (3 cycles) | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| QC Low | QC Medium | QC High | QC Low | QC Medium | QC High | |||||||
| Analyte | Found (μM) | Accuracy (%RE) | Found (μM) | Accuracy (%RE) | Found (μM) | Accuracy (%RE) | Found (μM) | Accuracy (%RE) | Found (μM) | Accuracy (%RE) | Found (μM) | Accuracy (%RE) |
|
| 14.64 | −2.40 | 145.32 | −3.12 | 374.30 | −6.43 | 14.79 | −1.41 | 138.42 | −7.72 | 370.53 | −7.37 |
|
| 14.12 | −5.86 | 154.73 | 3.16 | 386.75 | −3.31 | 14.60 | −2.66 | 145.56 | −2.96 | 357.90 | −10.53 |
|
| 14.92 | −0.55 | 157.30 | 4.87 | 376.52 | −5.87 | 15.59 | 3.90 | 144.91 | −3.40 | 363.74 | −9.07 |
|
| 14.86 | −0.95 | 152.39 | 1.59 | 388.29 | −2.93 | 15.29 | 1.92 | 150.52 | 0.35 | 386.73 | −3.32 |
|
| 15.53 | 3.53 | 149.41 | −0.39 | 394.89 | −1.28 | 15.28 | 1.85 | 145.22 | −3.18 | 390.97 | −2.26 |
|
| 15.02 | 0.08 | 155.39 | 3.59 | 389.64 | −2.59 | 15.19 | 1.28 | 151.65 | 1.10 | 388.38 | −2.90 |
|
| 7.40 | −1.34 | 77.00 | 2.67 | 190.38 | −4.81 | 7.15 | −4.69 | 71.13 | −5.17 | 192.74 | −3.63 |
|
| 14.23 | −5.16 | 155.00 | 3.33 | 382.15 | −4.46 | 14.30 | −4.68 | 149.28 | −0.48 | 374.61 | −6.35 |
|
| 14.10 | −6.03 | 152.15 | 1.43 | 393.09 | −1.73 | 15.10 | 0.64 | 147.27 | −1.82 | 405.10 | 1.27 |
|
| 15.44 | 2.89 | 161.33 | 7.56 | 371.20 | −7.20 | 16.47 | 9.78 | 152.48 | 1.65 | 366.67 | −8.33 |
|
| 13.73 | −8.48 | 148.65 | −0.90 | 385.64 | −3.59 | 14.77 | −1.55 | 160.39 | 6.93 | 390.99 | −2.25 |
|
| 13.64 | −9.07 | 132.85 | −11.44 | 387.83 | −3.04 | 15.62 | 4.15 | 144.06 | −3.96 | 371.99 | −7.00 |
|
| 13.39 | −10.74 | 136.96 | −8.70 | 397.61 | −0.60 | 15.69 | 4.61 | 133.82 | −10.78 | 376.95 | −5.76 |
|
| 13.98 | −6.83 | 142.07 | −5.29 | 361.19 | −9.71 | 14.23 | −5.19 | 142.96 | −4.69 | 388.88 | −2.78 |
|
| 13.87 | −7.54 | 148.54 | −0.97 | 395.56 | −1.11 | 14.02 | −6.55 | 140.39 | −6.41 | 364.36 | −8.91 |
|
| 15.18 | 1.16 | 154.24 | 2.83 | 390.41 | −2.40 | 14.80 | −1.35 | 139.13 | −7.24 | 362.44 | −9.39 |
|
| 14.96 | −0.27 | 154.91 | 3.27 | 386.71 | −3.32 | 15.98 | 6.49 | 142.55 | −4.97 | 361.24 | −9.69 |
|
| 14.63 | −2.50 | 154.02 | 2.68 | 383.41 | −4.15 | 14.81 | −1.32 | 142.20 | −5.20 | 372.78 | −6.81 |
|
| 15.43 | 2.82 | 155.02 | 3.35 | 413.04 | 3.26 | 13.97 | −6.90 | 157.89 | 5.26 | 409.93 | 2.48 |
|
| 14.46 | −3.64 | 149.86 | −0.10 | 393.38 | −1.66 | 13.86 | −7.60 | 138.59 | −7.61 | 377.94 | −5.52 |
Figure 3Extracted analytical profiles of clinical sample. Multiple reaction monitoring (MRM) transitions from the CE-MS/MS analysis of a 10-fold diluted human urine sample obtained from a patient suffering from inflammatory bowel disease undergoing treatment with thiopurines (azathioprine). For the sample preparation and other working conditions, see Section 3.
Figure 4Statistical evaluation of the changes in amino acid concentrations in human urine samples obtained from inflammatory bowel disease (IBD) patients (CD) undergoing thiopurine treatment and from healthy control subjects (CTRL). For the sample preparation and other working conditions, see Section 3. The asterisk (*) indicates a statistical significance on the level p < 0.05.