Submitted:
30 September 2023
Posted:
01 October 2023
You are already at the latest version
Abstract

Keywords:
1. Introduction
2. Results
2.1. Chemistry
2.2. Evaluation of Derivatives in reversing tumor multidrug resistance activity
2.2.1. Cytotoxicity determination
2.2.2. Evaluation of MDR reversal ability
2.3. Effect of compound 37 on P-gp
2.3.1. Effect on the expression level of P-gp
2.3.2. Effect on the efflux function of P-gp
2.3.3. Effect on P-gp ATPase activity
2.3.4. Molecular docking
2.4. Cellular metabolomics
2.4.1. Validation of UPLC-Q/TOF-MS method
2.4.2. Metabolomics profile analysis of compound 37 intervention in A549/Tax cells
2.4.3. Identification of the differential metabolites and metabolic pathways
3. Discussion
4. Materials and Methods
4.1. Chemistry
4.1.1. General
4.1.2. Synthesis of Pyxinol and 24S-Pyxinol derivatives
4.1.2.1. Synthesis of known derivatives
4.1.2.2. Synthesis of new derivatives
4.2. Cell culture
4.3. Cytotoxicity and MDR reversal assay
4.4. Western blot assay
4.5. Intracellular Rh123 accumulation assay
4.6. ATPase activity assay
4.7. Molecular docking
4.8. Cellular metabolomics
4.8.1. Preparation of cell samples
4.8.1.1. Cell culture
4.8.1.2. Cell quenching and metabolites extraction
4.8.2. UPLC-Q/TOF-MS conditions
4.8.3. Validation of UPLC-Q/TOF-MS
4.8.4. Metabolomic data analysis
4.9. Statistical analysis
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
Abbreviations
References
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| Compounds | Cell survival (%) | |||||
|---|---|---|---|---|---|---|
| A549 | A549/Tax | |||||
| 5 μM | 10 μM | 20 μM | 5 μM | 10 μM | 20 μM | |
| Pyxinol | 97.63±4.89 | 89.47±5.54 | 82.17±6.05 | 105.42±5.67 | 97.05±5.73 | 91.22±3.06 |
| 24S-Pyxinol | 92.70±5.27 | 87.05±5.66 | 78.50±8.70 | 98.84±2.33 | 94.62±3.50 | 89.37±3.76 |
| 1 | 99.02±1.83 | 97.40±3.11 | 91.21±3.21 | 96.72±1.99 | 92.83±2.37 | 86.21±3.18 |
| 2 | 95.71±4.21 | 94.64±2.90 | 89.25±2.02 | 93.47±3.14 | 90.02±2.66 | 87.13±2.54 |
| 3 | 98.04±2.29 | 90.84±7.09 | 84.05±3.11 | 96.34±4.17 | 83.36±2.68 | 78.66±3.27 |
| 4 | 98.39±1.06 | 95.20±1.42 | 84.17±7.46 | 93.27±2.75 | 89.41±4.50 | 76.64±4.00 |
| 5 | 98.12±4.50 | 94.59±2.60 | 89.19±2.01 | 94.84±1.67 | 89.44±2.19 | 84.81±4.63 |
| 6 | 103.08±1.79 | 92.58±4.28 | 86.13±3.19 | 95.77±2.27 | 85.00±3.15 | 83.50±2.75 |
| 7 | 97.34±2.34 | 93.98±0.54 | 85.43±3.28 | 94.98±2.10 | 86.94±2.35 | 82.40±1.95 |
| 8 | 98.84±3.53 | 92.13±1.24 | 79.90±0.67 | 98.19±2.84 | 88.77±2.11 | 83.77±3.32 |
| 9 | 96.63±2.21 | 88.36±2.40 | 71.72±2.35 | 93.09±3.08 | 88.78±2.61 | 84.80±3.36 |
| 10 | 99.18±4.02 | 93.55±5.17 | 78.96±6.94 | 90.79±3.07 | 86.10±3.54 | 79.51±3.74 |
| 11 | 98.26±1.14 | 93.46±1.50 | 88.01±1.53 | 90.90±3.22 | 83.62±1.88 | 79.99±2.40 |
| 12 | 95.12±1.49 | 89.81±2.51 | 83.51±0.74 | 91.85±3.07 | 88.56±3.21 | 83.47±2.24 |
| 13 | 95.16±1.04 | 88.69±7.60 | 78.35±4.88 | 92.37±2.84 | 87.71±2.03 | 80.07±1.75 |
| 14 | 93.68±5.64 | 86.85±4.10 | 79.49±3.58 | 96.55±1.90 | 88.68±2.25 | 85.13±2.03 |
| 15 | 97.11±2.16 | 86.90±2.17 | 82.25±1.63 | 92.67±3.20 | 86.51±2.85 | 77.28±2.18 |
| 16 | 94.05±4.09 | 86.13±7.23 | 78.35±4.88 | 98.90±3.00 | 97.10±2.23 | 85.29±1.84 |
| 17 | 96.43±2.37 | 85.23±3.41 | 81.82±1.40 | 91.83±2.66 | 82.58±1.54 | 79.01±2.96 |
| 18 | 97.61±3.47 | 86.61±3.01 | 80.07±2.85 | 89.99±5.51 | 90.86±3.57 | 89.43±2.41 |
| 19 | 100.41±4.20 | 95.45±2.70 | 87.31±6.78 | 102.54±4.60 | 101.40±2.86 | 97.27±3.28 |
| 20 | 99.54±0.88 | 93.31±0.68 | 86.66±3.89 | 93.81±2.52 | 91.52±3.02 | 90.99±3.28 |
| 21 | 97.97±1.63 | 90.03±1.25 | 81.79±1.82 | 94.34±2.32 | 89.55±2.86 | 87.74±2.64 |
| 22 | 97.17±1.97 | 87.95±2.32 | 82.13±1.82 | 96.13±3.07 | 92.92±3.55 | 87.65±2.21 |
| 23 | 98.84±0.58 | 90.34±2.52 | 83.32±3.21 | 96.82±2.90 | 94.06±4.96 | 86.48±3.61 |
| 24 | 96.30±1.28 | 94.41±0.97 | 88.01±1.33 | 95.39±4.82 | 91.60±2.93 | 86.55±2.11 |
| 25 | 95.90±0.62 | 93.18±1.17 | 88.02±0.76 | 98.35±3.45 | 92.36±2.72 | 82.68±3.97 |
| 26 | 95.37±2.27 | 87.87±4.03 | 80.53±1.96 | 98.69±1.56 | 94.58±2.33 | 87.27±3.61 |
| 27 | 92.65±5.37 | 84.46±2.26 | 79.33±2.10 | 95.66±2.91 | 90.85±2.70 | 88.32±3.95 |
| 28 | 96.22±5.22 | 85.74±4.19 | 75.90±2.53 | 98.47±0.81 | 90.54±2.47 | 84.98±2.61 |
| 29 | 96.95±1.92 | 93.22±0.77 | 87.79±3.30 | 98.07±2.23 | 90.56±3.56 | 86.09±3.21 |
| 30 | 97.11±0.82 | 94.28±1.93 | 90.17±0.79 | 91.53±3.27 | 87.41±2.70 | 79.79±2.68 |
| 31 | 96.41±1.81 | 89.01±1.89 | 82.82±1.82 | 97.12±2.81 | 93.42±1.09 | 89.71±3.58 |
| 32 | 96.53±1.82 | 92.49±1.10 | 88.62±2.34 | 97.84±3.54 | 90.05±5.72 | 83.62±5.38 |
| 33 | 98.15±0.59 | 95.65±0.78 | 87.24±0.60 | 99.19±3.35 | 93.88±4.51 | 87.81±8.25 |
| 34 | 96.81±1.87 | 86.87±5.00 | 77.26±3.53 | 96.98±3.60 | 92.45±3.26 | 86.91±4.33 |
| 35 | 98.33±0.97 | 91.76±1.65 | 81.65±3.17 | 97.09±2.80 | 89.30±2.44 | 86.56±2.87 |
| 36 | 94.96±0.42 | 93.13±0.45 | 83.51±2.49 | 96.69±3.18 | 88.96±3.75 | 81.74±3.58 |
| 37 | 102.88±6.35 | 95.97±5.76 | 82.54±3.00 | 97.81±1.99 | 92.90±3.78 | 78.65±3.33 |
| 38 | 98.12±1.20 | 90.51±2.10 | 80.91±0.84 | 96.01±2.84 | 88.56±3.26 | 78.40±3.95 |
| 39 | 106.69±3.24 | 97.15±3.15 | 79.76±2.72 | 98.63±2.79 | 89.67±2.61 | 87.97±2.27 |
| 40 | 96.92±1.37 | 87.97±0.71 | 79.74±0.34 | 94.46±2.84 | 92.67±2.00 | 87.85±4.80 |
| Vrp | 93.84±6.01 | 86.32±6.78 | 68.15±3.76 | 98.14±2.88 | 97.42±4.82 | 91.46±2.89 |
| Compounds | Cell survival (%) | |||||
|---|---|---|---|---|---|---|
| MCF-7 | MCF-7/ADR | |||||
| 5 μM | 10 μM | 20 μM | 5 μM | 10 μM | 20 μM | |
| Pyxinol | 100.62±3.02 | 97.43±2.67 | 94.42±3.19 | 99.18±3.10 | 93.12±1.53 | 88.49±2.76 |
| 24S-Pyxinol | 101.30±4.35 | 94.55±5.79 | 94.80±4.43 | 101.33±2.08 | 97.26±3.03 | 88.70±6.75 |
| 1 | 98.79±1.37 | 93.77±3.60 | 84.73±1.41 | 97.46±1.04 | 93.02±2.86 | 84.63±2.90 |
| 2 | 97.24±2.78 | 86.89±3.80 | 76.34±3.78 | 98.64±2.11 | 90.08±2.92 | 85.34±2.22 |
| 3 | 99.25±4.05 | 92.66±3.20 | 85.82±3.30 | 96.83±1.80 | 93.18±2.30 | 87.58±2.80 |
| 4 | 96.85±3.03 | 89.45±2.95 | 82.92±2.23 | 97.91±1.05 | 95.57±2.81 | 89.56±3.37 |
| 5 | 96.88±2.85 | 88.90±3.00 | 84.47±3.81 | 98.87±1.58 | 93.42±1.88 | 90.93±1.94 |
| 6 | 95.68±3.93 | 87.85±2.88 | 81.53±2.35 | 98.55±1.68 | 91.89±1.72 | 88.02±2.15 |
| 7 | 92.29±3.38 | 88.64±4.82 | 82.38±2.57 | 93.85±3.32 | 88.84±2.31 | 79.88±3.07 |
| 8 | 91.25±3.06 | 87.03±2.88 | 84.59±2.73 | 94.67±4.54 | 94.54±2.93 | 84.61±1.24 |
| 9 | 96.90±3.11 | 95.01±3.14 | 86.13±3.38 | 96.89±3.17 | 90.86±2.24 | 85.58±1.67 |
| 10 | 92.30±2.06 | 87.41±1.83 | 82.23±2.78 | 98.70±0.84 | 95.48±3.51 | 86.42±2.73 |
| 11 | 95.97±2.10 | 90.93±2.07 | 79.89±5.63 | 94.38±1.86 | 88.10±3.02 | 79.99±2.33 |
| 12 | 96.82±1.64 | 92.01±2.60 | 85.34±2.67 | 95.09±2.03 | 90.53±2.99 | 84.11±2.15 |
| 13 | 95.93±2.75 | 93.51±2.22 | 88.63±2.12 | 96.19±3.55 | 88.52±2.43 | 83.73±1.53 |
| 14 | 95.95±3.47 | 88.65±2.49 | 84.16±3.55 | 95.24±4.43 | 86.66±2.77 | 78.36±2.25 |
| 15 | 95.21±2.57 | 87.14±2.49 | 83.07±1.81 | 97.98±3.40 | 90.65±2.41 | 78.76±2.52 |
| 16 | 91.87±3.08 | 87.97±3.82 | 83.74±3.26 | 99.54±2.47 | 95.34±3.50 | 87.66±2.65 |
| 17 | 94.00±4.03 | 90.64±2.41 | 80.64±2.62 | 96.27±3.37 | 85.33±3.62 | 82.93±5.05 |
| 18 | 91.80±3.86 | 87.20±2.91 | 78.21±4.40 | 98.49±2.85 | 88.98±3.06 | 82.77±2.62 |
| 19 | 89.65±5.91 | 89.58±6.23 | 84.02±2.03 | 96.28±6.25 | 91.52±6.30 | 84.41±4.20 |
| 20 | 98.55±0.94 | 94.50±2.08 | 89.17±1.06 | 97.44±2.44 | 89.52±2.82 | 81.54±2.57 |
| 21 | 97.47±3.48 | 86.18±3.70 | 81.21±5.81 | 97.68±3.49 | 91.92±2.12 | 84.56±1.71 |
| 22 | 96.23±2.75 | 87.75±4.73 | 82.39±3.44 | 101.21±2.63 | 96.10±3.46 | 89.93±1.42 |
| 23 | 93.47±2.90 | 85.35±2.16 | 82.33±4.02 | 95.51±3.44 | 88.04±2.96 | 81.95±2.55 |
| 24 | 95.67±1.97 | 89.47±1.32 | 82.23±3.20 | 95.44±2.06 | 88.39±2.63 | 82.87±2.45 |
| 25 | 96.40±2.46 | 87.49±4.95 | 84.60±2.31 | 96.40±1.97 | 91.52±1.96 | 85.27±1.98 |
| 26 | 98.93±1.65 | 92.48±1.41 | 88.56±3.25 | 91.45±2.44 | 85.34±2.49 | 80.55±3.13 |
| 27 | 90.40±4.72 | 82.43±4.59 | 78.08±3.82 | 93.68±4.41 | 87.21±2.30 | 85.11±2.81 |
| 28 | 94.52±5.13 | 91.93±4.83 | 82.71±2.52 | 94.13±4.59 | 87.58±1.01 | 86.38±3.45 |
| 29 | 90.27±4.34 | 85.40±3.58 | 79.87±1.67 | 95.27±3.81 | 88.04±1.60 | 79.57±2.72 |
| 30 | 90.37±3.80 | 85.99±3.88 | 81.79±2.67 | 97.99±1.93 | 89.27±3.75 | 80.21±4.03 |
| 31 | 96.59±2.46 | 91.92±3.00 | 82.49±2.64 | 98.70±1.16 | 94.84±2.89 | 87.76±1.24 |
| 32 | 93.84±5.82 | 88.27±4.22 | 84.16±5.41 | 95.54±2.45 | 87.80±2.39 | 82.86±3.33 |
| 33 | 95.81±2.44 | 89.11±1.76 | 85.86±0.77 | 100.87±3.16 | 90.28±2.85 | 83.38±3.14 |
| 34 | 96.82±2.29 | 94.39±2.27 | 87.39±2.54 | 98.05±1.12 | 92.44±2.75 | 83.24±4.17 |
| 35 | 90.45±9.36 | 85.40±4.88 | 81.12±5.47 | 92.87±3.84 | 88.71±4.08 | 79.15±1.90 |
| 36 | 96.17±2.21 | 86.13±3.13 | 79.43±2.28 | 97.55±2.01 | 87.74±3.93 | 85.54±2.91 |
| 37 | 93.54±2.04 | 92.86±6.15 | 79.21±2.67 | 98.65±1.99 | 94.40±5.10 | 87.30±2.48 |
| 38 | 96.95±2.06 | 88.94±2.80 | 78.65±3.60 | 96.70±2.22 | 91.47±1.81 | 84.56±2.62 |
| 39 | 99.47±4.38 | 97.41±3.10 | 93.90±5.84 | 96.82±3.22 | 97.30±4.29 | 92.09±6.24 |
| 40 | 97.82±1.38 | 93.87±2.33 | 81.10±3.09 | 94.17±2.05 | 85.66±2.37 | 76.43±3.27 |
| Vrp | 99.02±2.65 | 96.24±3.01 | 90.21±3.53 | 98.98±6.77 | 88.81±2.65 | 84.32±3.96 |
| Compounds | Cell survival (%) | |||||
|---|---|---|---|---|---|---|
| HCT-8 | HCT-8/VCR | |||||
| 5 μM | 10 μM | 20 μM | 5 μM | 10 μM | 20 μM | |
| Pyxinol | 96.09±3.96 | 91.74±4.38 | 89.50±2.62 | 98.69±0.47 | 94.04±1.34 | 88.30±2.48 |
| 24S-Pyxinol | 96.09±3.55 | 90.82±2.65 | 89.01±3.18 | 100.72±2.44 | 95.24±1.33 | 87.09±4.36 |
| 1 | 93.48±4.95 | 88.37±6.15 | 82.39±5.90 | 96.96±1.13 | 89.52±3.13 | 84.88±1.85 |
| 2 | 93.25±4.05 | 86.72±6.11 | 79.84±8.48 | 96.43±2.03 | 90.82±0.97 | 86.72±2.25 |
| 3 | 94.43±3.19 | 92.47±0.71 | 86.72±1.54 | 97.13±1.21 | 92.25±3.18 | 88.19±2.15 |
| 4 | 96.66±1.14 | 89.80±1.95 | 89.36±1.74 | 97.88±1.11 | 92.54±1.52 | 88.60±1.57 |
| 5 | 94.50±2.88 | 87.19±3.57 | 83.87±1.84 | 97.35±1.67 | 91.11±1.57 | 87.51±2.59 |
| 6 | 94.38±1.58 | 90.97±2.88 | 86.17±4.26 | 93.09±2.91 | 88.03±1.49 | 79.97±1.06 |
| 7 | 95.59±5.08 | 94.03±2.39 | 87.51±0.87 | 93.82±2.75 | 92.51±2.66 | 89.31±3.20 |
| 8 | 95.79±1.29 | 86.70±2.38 | 76.03±4.69 | 97.00±2.85 | 93.40±1.64 | 89.41±2.47 |
| 9 | 94.55±3.56 | 91.03±3.30 | 87.70±6.26 | 98.41±0.91 | 97.50±1.71 | 87.96±1.54 |
| 10 | 94.37±3.01 | 89.12±2.77 | 84.10±4.46 | 94.90±3.31 | 88.86±3.69 | 80.11±3.47 |
| 11 | 91.85±3.05 | 86.83±2.63 | 76.27±2.46 | 95.46±2.91 | 86.73±1.87 | 84.14±1.80 |
| 12 | 91.15±4.98 | 90.49±3.35 | 82.87±2.48 | 96.03±2.51 | 87.66±2.48 | 84.44±3.02 |
| 13 | 97.19±2.40 | 91.65±6.80 | 87.96±2.93 | 94.17±1.72 | 91.77±2.27 | 87.52±1.79 |
| 14 | 99.77±2.08 | 90.76±4.02 | 80.81±3.07 | 94.69±2.63 | 89.63±5.34 | 86.24±3.17 |
| 15 | 94.10±1.68 | 85.79±2.54 | 82.04±1.87 | 95.06±2.11 | 91.58±1.26 | 88.19±2.40 |
| 16 | 92.92±2.32 | 85.17±2.77 | 81.77±2.97 | 98.78±1.05 | 93.02±1.81 | 87.43±2.97 |
| 17 | 93.13±2.57 | 85.82±1.57 | 77.99±3.83 | 99.71±3.13 | 93.78±2.00 | 89.40±2.58 |
| 18 | 96.54±2.09 | 87.83±3.04 | 83.94±4.39 | 96.83±2.92 | 91.16±3.63 | 81.58±3.99 |
| 19 | 93.14±4.54 | 91.17±2.41 | 86.50±2.25 | 94.32±2.89 | 91.49±3.61 | 86.98±2.12 |
| 20 | 92.99±2.93 | 86.91±2.30 | 82.81±2.16 | 96.81±3.36 | 91.87±2.68 | 88.31±2.75 |
| 21 | 91.01±2.39 | 86.22±3.44 | 83.90±2.04 | 97.96±2.74 | 91.60±2.52 | 90.33±3.73 |
| 22 | 95.15±2.43 | 94.17±1.95 | 86.74±2.86 | 98.55±1.60 | 94.36±2.73 | 87.07±1.98 |
| 23 | 94.10±2.30 | 87.38±2.21 | 79.90±2.13 | 98.45±1.01 | 91.58±2.74 | 87.45±2.28 |
| 24 | 97.23±1.88 | 89.22±1.62 | 76.79±5.23 | 93.39±2.13 | 89.15±3.05 | 82.61±2.60 |
| 25 | 96.23±2.29 | 92.97±1.51 | 86.52±1.95 | 96.43±2.74 | 94.91±1.93 | 92.03±1.06 |
| 26 | 95.57±2.31 | 92.98±2.68 | 87.26±1.44 | 96.01±2.96 | 94.47±6.82 | 86.00±4.44 |
| 27 | 96.54±1.39 | 86.82±1.91 | 84.29±3.00 | 96.58±3.55 | 95.82±4.88 | 88.67±8.42 |
| 28 | 95.82±2.04 | 87.58±2.94 | 80.78±1.61 | 97.15±2.13 | 91.74±3.07 | 87.33±2.27 |
| 29 | 91.46±2.70 | 89.74±3.06 | 82.96±2.04 | 98.60±2.92 | 90.70±1.56 | 87.37±2.72 |
| 30 | 96.26±3.35 | 89.38±3.70 | 79.28±2.76 | 98.19±1.57 | 91.09±2.49 | 82.42±3.06 |
| 31 | 96.34±1.91 | 88.07±2.57 | 76.67±5.49 | 98.47±1.36 | 90.59±1.51 | 85.70±2.39 |
| 32 | 98.00±0.91 | 95.08±2.99 | 85.34±0.78 | 95.35±2.81 | 89.50±2.52 | 85.28±1.86 |
| 33 | 94.68±2.05 | 91.22±1.10 | 82.31±0.98 | 92.16±4.16 | 87.47±2.48 | 79.36±3.40 |
| 34 | 95.40±2.27 | 86.49±5.22 | 80.59±3.57 | 93.59±3.40 | 86.36±1.46 | 79.71±1.75 |
| 35 | 93.27±9.55 | 80.68±4.00 | 75.99±3.40 | 94.00±2.02 | 91.57±1.74 | 86.40±3.45 |
| 36 | 94.36±1.10 | 87.97±3.35 | 80.54±1.78 | 94.20±2.41 | 89.95±3.57 | 83.21±1.55 |
| 37 | 93.17±3.54 | 82.56±6.98 | 74.26±6.62 | 99.19±1.90 | 91.18±3.77 | 86.10±2.41 |
| 38 | 96.82±2.59 | 84.77±2.93 | 79.39±3.20 | 93.42±3.92 | 86.09±1.65 | 80.44±2.18 |
| 39 | 95.28±2.74 | 88.69±2.84 | 80.74±2.29 | 98.86±2.46 | 94.96±1.01 | 88.19±2.13 |
| 40 | 96.19±1.88 | 93.71±0.96 | 84.74±2.50 | 93.76±3.21 | 85.60±2.49 | 80.90±2.60 |
| Vrp | 96.53±1.18 | 91.96±3.22 | 87.22±5.07 | 99.96±1.96 | 96.72±2.62 | 84.65±3.50 |
| Cell lines | Tax | ADR | VCR | |||
|---|---|---|---|---|---|---|
| IC50 (μM) | RI | IC50 (μM) | RI | IC50 (μM) | RI | |
| A549 | 2.64±0.46 | 130.81 | 7.38±0.23 | 33.61 | 3.37±0.53 | 19.27 |
| A549/Tax | 345.33±12.33 | 248.07±8.00 | 64.95±1.14 | |||
| MCF-7 | 8.07±3.12 | 16.71 | 2.91±0.29 | 75.12 | 5.86±0.11 | 5.99 |
| MCF-7/ADR | 134.87±10.93 | 218.60±37.01 | 35.10±2.19 | |||
| HCT-8 | 8.28±0.47 | 4.03 | 4.37±0.11 | 49.92 | 0.24±0.07 | 225.21 |
| HCT-8/VCR | 33.37±1.91 | 218.17±23.86 | 54.05±5.45 | |||
| Compounds | A549/Tax | MCF-7/ADR | HCT-8/VCR | |||
|---|---|---|---|---|---|---|
| IC50 (Tax) | RF | IC50 (ADR) | RF | IC50 (VCR) | RF | |
| Pyxinol | 100.20±6.60 | 3.45 | 106.46±4.07 | 2.05 | 43.23±1.71 | 5.21 |
| 24S-Pyxinol | 111.83±5.13 | 3.09 | 105.89±20.51 | 2.06 | 26.90±0.70 | 8.37 |
| 1 | 33.97±0.32 | 10.17 | 69.70±11.46 | 3.14 | 30.38±2.15 | 7.41 |
| 2 | 46.64±1.79 | 7.40 | 69.84±1.48 | 3.13 | 25.50±1.48 | 8.83 |
| 3 | 31.61±0.94 | 10.92 | 63.41±2.17 | 3.45 | 20.29±1.48 | 11.10 |
| 4 | 53.34±2.90 | 6.47 | 94.47±4.96 | 2.31 | 46.64±1.99 | 4.83 |
| 5 | 37.55±0.38 | 9.20 | 68.81±2.38 | 3.18 | 35.38±9.87 | 6.37 |
| 6 | 69.74±11.19 | 4.95 | 183.50±12.32 | 1.19 | 62.06±10.47 | 3.63 |
| 7 | 67.94±6.71 | 5.08 | 71.58±2.50 | 3.05 | 50.03±4.01 | 4.50 |
| 8 | 54.81±2.73 | 6.30 | 47.14±2.22 | 4.64 | 33.19±5.15 | 6.79 |
| 9 | 75.37±3.01 | 4.58 | 114.93±3.91 | 1.90 | 111.35±27.33 | 2.02 |
| 10 | 75.63±1.52 | 4.57 | 80.74±1.41 | 2.71 | 52.72±3.46 | 4.27 |
| 11 | 44.60±1.71 | 7.74 | 77.87±1.77 | 2.81 | 32.25±1.20 | 6.98 |
| 12 | 49.60±3.61 | 6.96 | 202.60±7.95 | 1.08 | 48.26±2.12 | 4.67 |
| 13 | 38.41±3.12 | 8.99 | 100.53±2.83 | 2.17 | 39.81±2.52 | 5.66 |
| 14 | 51.52±1.50 | 6.70 | 47.38±3.79 | 4.61 | 24.29±2.88 | 9.27 |
| 15 | 59.55±6.15 | 5.80 | 162.50±1.73 | 1.35 | 39.86±4.46 | 5.65 |
| 16 | 32.21±3.54 | 10.72 | 46.35±0.87 | 4.72 | 27.15±0.39 | 8.30 |
| 17 | 31.44±1.89 | 10.98 | 51.78±4.94 | 4.22 | 20.56±0.82 | 10.95 |
| 18 | 32.25±6.13 | 10.71 | 44.74±3.36 | 4.89 | 25.00±0.98 | 9.01 |
| 19 | 62.97±18.64 | 5.48 | 62.49±3.01 | 3.50 | 40.61±3.85 | 5.55 |
| 20 | 52.00±6.80 | 6.64 | 72.11±7.09 | 3.03 | 27.90±1.26 | 8.07 |
| 21 | 41.56±5.94 | 8.31 | 79.71±7.14 | 2.74 | 32.21±3.51 | 7.00 |
| 22 | 118.73±1.59 | 2.91 | 52.36±5.93 | 4.17 | 22.77±1.65 | 9.89 |
| 23 | 66.56±4.50 | 5.19 | 49.60±3.23 | 4.41 | 47.23±4.14 | 4.77 |
| 24 | 92.98±4.75 | 3.71 | 272.23±36.41 | 0.80 | 42.74±1.45 | 5.27 |
| 25 | 69.83±5.41 | 4.95 | 42.13±1.31 | 5.19 | 19.42±1.08 | 11.60 |
| 26 | 76.34±3.70 | 4.52 | 74.74±9.80 | 2.92 | 44.36±4.39 | 5.08 |
| 27 | 107.03±7.71 | 3.23 | 103.20±6.91 | 2.12 | 24.06±0.99 | 9.36 |
| 28 | 94.69±12.11 | 3.65 | 114.57±2.48 | 1.91 | 26.33±2.87 | 8.55 |
| 29 | 73.83±9.12 | 4.68 | 59.72±3.77 | 3.66 | 59.52±13.63 | 3.78 |
| 30 | 125.47±2.80 | 2.75 | 80.79±3.10 | 2.71 | 37.56±1.45 | 6.00 |
| 31 | 78.26±7.40 | 4.41 | 124.27±4.52 | 1.76 | 32.43±1.21 | 6.94 |
| 32 | 120.17±13.70 | 2.87 | 149.47±13.16 | 1.46 | 111.56±18.75 | 2.02 |
| 33 | 86.07±1.47 | 4.01 | 106.11±16.45 | 2.06 | 75.26±8.69 | 2.99 |
| 34 | 64.60±5.68 | 5.35 | 43.98±4.08 | 4.97 | 25.87±0.33 | 8.71 |
| 35 | 87.28±3.44 | 3.96 | 154.90±9.99 | 1.41 | 50.18±0.14 | 4.49 |
| 36 | 60.33±4.29 | 5.72 | 48.09±1.89 | 4.55 | 25.64±2.86 | 8.78 |
| 37 | 22.55±1.79 | 15.31 | 35.33±0.95 | 6.19 | 16.14±0.45 | 13.95 |
| 38 | 54.80±15.83 | 6.30 | 58.95±10.72 | 3.71 | 21.99±1.95 | 10.24 |
| 39 | 71.14±2.15 | 4.85 | 66.51±1.37 | 3.29 | 37.04±2.79 | 6.08 |
| 40 | 87.31±7.19 | 3.96 | 100.64±2.72 | 2.17 | 25.99±4.77 | 8.67 |
| Vrp | 17.98±0.47 | 19.21 | 34.27±1.45 | 6.38 | 26.79±0.67 | 8.41 |
| Experiments | ESI+ mode | ESI- mode | ||
| Peak intensity | Retention time | Peak intensity | Retention time | |
| System stability | 1.35~2.89 | 0.29~2.51 | 1.23~2.86 | 0.22~2.69 |
| Precision | 0.57~2.35 | 0.16~2.47 | 1.16~2.74 | 0.28~2.16 |
| Reproducibility | 1.78~2.52 | 0.17~2.88 | 1.17~2.63 | 0.18~2.58 |
| Sample stabililty | 0.45~2.65 | 0.21~2.54 | 0.71~2.62 | 0.53~2.24 |
| NO. | RT(min) | VIP | Formula | Biomarkers | Measured乐mass(Da) | Mass error (ppm) | Adducts | HMDB ID | Pathway | Change trend | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| M/C | D/M | ||||||||||
| 1# | 12.91 | 1.54 | C26H43NO5 | Chenodeoxycholic acid glycine conjugate | 448.3073 | 2.23 | M-H | 0000637 | PBAB | ↑ | ↓ |
| 2* | 13.15 | 8.44 | C18H39NO3 | Phytosphingosine | 318.3004 | -1.26 | M+H | 0004610 | SM | ↓ | ↑ |
| 3* | 15.49 | 2.67 | C18H39NO2 | Sphinganine | 302.3054 | -1.65 | M+H | 0000269 | SM | ↓ | ↑ |
| 4# | 17.68 | 1.10 | C20H32O3 | 5,6-Epoxy-8,11,14-eicosatrienoic acid | 319.2266 | -2.19 | M-H | 0002190 | AAM | ↑ | ↓ |
| 5# | 18.75 | 15.34 | C26H52NO7P | LysoPC(18:1(9Z)/0:0) | 566.3481 | 4.06 | M-H+FA | 0002815 | GM | ↓ | ↑ |
| 6# | 19.86 | 1.49 | C18H32O3 | 9,10-Epoxyoctadecenoic acid | 295.2272 | -0.34 | M-H | 0004701 | LAM | ↑ | ↓ |
| 7# | 21.14 | 2.06 | C28H56NO7P | PC(18:1(9Z)e/2:0) | 594.3763 | -1.35 | M-H+FA | 0011148 | ELM | ↓ | ↑ |
| 8# | 21.4 | 1.66 | C26H56NO6P | LysoPC(O-18:0/0:0) | 554.3813 | -1.62 | M-H+FA | 0011149 | ELM | ↓ | ↑ |
| 9* | 22.98 | 9.16 | C20H32O2 | Arachidonic acid | 303.2331 | 2.31 | M-H | 0001043 | AAM | ↑ | ↓ |
| 10# | 23.13 | 3.02 | C27H46O4 | 3a,7a,12a-Trihydroxy-5β-cholestan-26-al | 433.3326 | 1.85 | M-H | 0003533 | PBAB | ↑ | ↓ |
| 11* | 23.28 | 4.12 | C18H32O2 | Linoleic acid | 279.2333 | 3.22 | M-H | 0000673 | LAM | ↑ | ↓ |
| 12# | 25.8 | 1.79 | C40H80NO8P | PC(16:0/16:0) | 778.5623 | 3.21 | M-H+FA | 0000564 | LAM,GM | ↓ | ↑ |
| 13# | 26.49 | 1.32 | C27H44O4 | 3β,7a -Dihydroxy-5-cholestenoate | 431.316 | -0.23 | M-H | 0012454 | PBAB | ↓ | ↑ |
| 14# | 26.84 | 1.38 | C43H78NO7P | PE(P-18:0/20:4 (5Z,8Z,11Z,14Z)) | 750.5442 | 0.53 | M-H | 0005779 | GM | ↓ | ↑ |
| HMDB | Model group vs Control group | Compound 37 group vs Model group | ||
|---|---|---|---|---|
| AUC | p | AUC | p | |
| HMDB 0000637 | 1.000 | <0.001 | 1.000 | <0.001 |
| HMDB 0004610 | 1.000 | <0.001 | 0.972 | <0.001 |
| HMDB 0000269 | 1.000 | 0.01 | 0.972 | <0.001 |
| HMDB 0002190 | 1.000 | <0.001 | 1.000 | <0.001 |
| HMDB 0002815 | 1.000 | <0.001 | 1.000 | <0.001 |
| HMDB 0004701 | 1.000 | <0.001 | 1.000 | <0.001 |
| HMDB 0011148 | 1.000 | <0.001 | 1.000 | <0.001 |
| HMDB 0011149 | 1.000 | <0.001 | 1.000 | <0.001 |
| HMDB 0001043 | 1.000 | <0.001 | 1.000 | <0.001 |
| HMDB 0003533 | 1.000 | 0.01 | 1.000 | 0.01 |
| HMDB 0000673 | 0.972 | 0.01 | 0.944 | 0.01 |
| HMDB 0000564 | 1.000 | <0.001 | 1.000 | <0.001 |
| HMDB 0012454 | 1.000 | 0.01 | 1.000 | <0.001 |
| HMDB 0005779 | 1.000 | <0.001 | 1.000 | <0.001 |
| NO. | Pathway Name | Match status | P | -log(P) | Holm p | FDR | Impact |
|---|---|---|---|---|---|---|---|
| 1 | Linoleic acid metabolism | 3/5 | 5.81E-06 | 5.2355 | 0.0005 | 0.0005 | 1.0000 |
| 2 | Glycerophospholipid metabolism | 3/36 | 0.0035 | 2.4540 | 0.2918 | 0.0984 | 0.2163 |
| 3 | Arachidonic acid metabolism | 3/36 | 0.0035 | 2.4540 | 0.2918 | 0.0984 | 0.3337 |
| 4 | Primary bile acid biosynthesis | 3/46 | 0.0071 | 2.1498 | 0.5737 | 0.1487 | 0.0442 |
| 5 | Ether lipid metabolism | 2/20 | 0.0131 | 1.8820 | 1.0000 | 0.2020 | 0.2289 |
| 6 | Sphingolipid metabolism | 2/21 | 0.01443 | 1.8408 | 1.0000 | 0.2020 | 0.1582 |
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