Network Pharmacology-Based Analysis Reveals the Mechanisms of the Tibetan Medicinal Plant Meconopsis quintuplinervia Against COPD and NAFLD: Insights from LC-MS/MS Profiling and Antioxidant/Anti-Inflammatory Activities
Abstract
1. Introduction
2. Materials and Methods
2.1. Preparation of M. quintuplinervia Extract
2.2. Antioxidant Capacity Analysis
2.3. MTT Assay for Cell Viability
2.4. Intracellular ROS Analysis
2.5. Anti-Inflammatory Activity
2.6. Analysis of Total Phenolic and Total Flavonoid Content
2.7. LC-MS/MS Analysis
2.8. Network Pharmacology Analysis
2.9. Statistical Analysis
3. Results
3.1. Antioxidant Capacity of MQ Extract
3.2. ROS Scavenging by MQ Extract
3.3. NO Scavenging by MQ Extract
3.4. Total Phenolic and Total Flavonoid Content of MQ Extract
3.5. LC-MS/MS Analysis of MQ Extract
3.6. Network Pharmacology Analysis of MQ Extract
4. Discussion
4.1. Azaleatin
4.2. Catechin
4.3. Eriodictyol
4.4. Estrone
4.5. Isocorypalmine
4.6. Isorhamnetin
4.7. Kaempferide
4.8. Kaempferol
4.9. Luteolin
4.10. Naringenin
4.11. Nobiletin
4.12. Pentahydroxyflavanone
4.13. Quercetin
4.14. Taxifolin
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| MQ | Meconopsis quintuplinervia |
| COPD | Chronic obstructive pulmonary disease |
| NAFLD | Non-alcoholic fatty liver disease |
| DPPH | 2,2-Diphenyl-1-picrylhydrazyl |
| ABTS | 2,2′-Azino-bis(3-ethylbenzothiazoline-6-sulfonic acid |
| ROS | Reactive oxygen species |
| GO | Gene Ontology |
| KEGG | Kyoto Encyclopedia of Genes and Genomes |
| PPI | Protein–protein interaction |
| NO | Nitric oxide |
| FOS | FBJ murine osteosarcoma viral oncogene homolog |
| TLR4 | Toll-like receptor 4 |
| AKT1 | AKT serine/threonine kinase 1 |
| TNF | Tumor necrosis factor |
| ESR1 | Estrogen receptor 1 |
| HSP90AA1 | Heat-shock protein 90 alpha family class A member 1 |
| PTGS2 | Prostaglandin-endoperoxide synthase 2 |
| MMP9 | Matrix metallopeptidase 9 |
| GSK3B | Glycogen synthase kinase 3 beta |
| CREB1 | cAMP responsive element-binding protein 1 |
| JUN | Jun proto-oncogene, AP-1 transcription factor subunit |
| EGFR | Epidermal growth factor receptor |
| APP | Amyloid precursor protein |
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| No. | Name | mz | RT | Class | Relative Abundance | Relative Percentage |
|---|---|---|---|---|---|---|
| 1 | L-Phenylalanine | 166.0852 | 302.4 | Carboxylic acids and derivatives | 3.37 × 1010 ± 3.24 × 108 | 11.65 |
| 2 | L-Isoleucine | 132.1015 | 191.2 | Carboxylic acids and derivatives | 2.70 × 1010 ± 1.56 × 1010 | 9.35 |
| 3 | L-Glutamic acid | 130.0491 | 156.6 | Carboxylic acids and derivatives | 2.12 × 1010 ± 2.49 × 108 | 7.32 |
| 4 | 4-Hydroxycinnamoylagmatine | 276.1436 | 243.6 | Cinnamic acids and derivatives | 1.66 × 1010 ± 6.66 × 108 | 5.74 |
| 5 | (6Z)-Octadecenoic acid | 281.2477 | 827.6 | — | 1.51 × 1010 ± 1.22 × 1010 | 5.23 |
| 6 | L-Tyrosine | 182.0806 | 185.8 | Carboxylic acids and derivatives | 1.02 × 1010 ± 2.14 × 108 | 3.51 |
| 7 | Hypoxanthine | 137.0453 | 146.9 | Imidazopyrimidines | 8.43 × 109 ± 7.72 × 107 | 2.91 |
| 8 | 5-Aminopentanoic acid | 118.0854 | 104.5 | Carboxylic acids and derivatives | 7.77 × 109 ± 2.34 × 108 | 2.68 |
| 9 | Pyroglutamic acid | 128.0356 | 89.7 | Carboxylic acids and derivatives | 7.44 × 109 ± 6.03 × 108 | 2.57 |
| 10 | 16-Hydroxy hexadecanoic acid | 271.228 | 810.6 | Fatty Acyls | 7.29 × 109 ± 2.18 × 109 | 2.52 |
| 11 | Taxifolin | 303.0504 | 488.6 | — | 6.92 × 109 ± 1.65 × 108 | 2.39 |
| 12 | D-Galactose | 179.0558 | 91.8 | — | 6.67 × 109 ± 5.82 × 108 | 2.30 |
| 13 | Aminoadipic acid | 144.0648 | 274.1 | Carboxylic acids and derivatives | 6.17 × 109 ± 1.11 × 108 | 2.13 |
| 14 | 9-OxoODE | 293.2125 | 818.9 | Fatty Acyls | 6.08 × 109 ± 3.73 × 109 | 2.10 |
| 15 | Threonic acid | 135.029 | 82.4 | Organooxygen compounds | 5.01 × 109 ± 1.13 × 108 | 1.73 |
| 16 | Citric acid | 173.0082 | 76.7 | Carboxylic acids and derivatives | 4.74 × 109 ± 3.25 × 108 | 1.64 |
| 17 | 13S-hydroxyoctadecadienoic acid | 279.2314 | 813.7 | Fatty Acyls | 4.65 × 109 ± 1.82 × 108 | 1.61 |
| 18 | (R)-Salsolinol | 180.1012 | 280.6 | Tetrahydroisoquinolines | 4.21 × 109 ± 1.56 × 109 | 1.46 |
| 19 | 3-Hydroxymethylglutaric acid | 145.0493 | 283.6 | Fatty Acyls | 3.17 × 109 ± 1.71 × 109 | 1.10 |
| 20 | 13-OxoODE | 294.2153 | 810.8 | Fatty Acyls | 2.68 × 109 ± 8.33 × 108 | 0.92 |
| No. | Name | mz | RT | Class | Relative Abundance | Relative Percentage |
|---|---|---|---|---|---|---|
| 1 | Azaleatin | 317.0652 | 441.2 | Benzene and substituted derivatives | 3.07 × 106 ± 9.84 × 105 | 0.001 |
| 2 | Catechin | 289.0714 | 414.1 | Flavonoids | 2.08 × 107 ± 2.79 × 106 | 0.007 |
| 3 | Eriodictyol | 287.0559 | 579.3 | Flavonoids | 1.26 × 109 ± 8.03 × 107 | 0.434 |
| 4 | Estrone | 271.1684 | 776.1 | Steroids and steroid derivatives | 1.00 × 108 ± 4.21 × 106 | 0.035 |
| 5 | Glutaric acid | 131.0342 | 79.2 | Carboxylic acids and derivatives | 3.68 × 106 ± 1.24 × 106 | 0.001 |
| 6 | Isocorypalmine | 341.1372 | 556.5 | — | 5.01 × 107 ± 1.94 × 106 | 0.017 |
| 7 | Isorhamnetin | 315.0504 | 657.6 | Flavonoids | 1.76 × 108 ± 1.14 × 107 | 0.061 |
| 8 | Kaempferide | 300.059 | 647.5 | Flavonoids | 5.98 × 108 ± 4.23 × 107 | 0.207 |
| 9 | Kaempferol | 287.0546 | 647.3 | Flavonoids | 8.01 × 107 ± 2.31 × 106 | 0.028 |
| 10 | Luteolin | 286.0434 | 646.9 | Flavonoids | 6.03 × 107 ± 4.02 × 106 | 0.021 |
| 11 | Naringenin | 271.0608 | 632.3 | Flavonoids | 6.02 × 108 ± 4.76 × 107 | 0.208 |
| 12 | Nobiletin | 403.1381 | 735.8 | Flavonoids | 3.20 × 107 ± 6.04 × 106 | 0.011 |
| 13 | Pentahydroxyflavanone | 303.0507 | 517.6 | Benzene and substituted derivatives | 4.67 × 108 ± 3.96 × 108 | 0.161 |
| 14 | Quercetin | 301.0347 | 615.3 | Flavonoids | 1.13 × 108 ± 3.97 × 107 | 0.039 |
| 15 | Taxifolin | 303.0504 | 488.6 | Flavonoids | 6.92 × 109 ± 1.65 × 108 | 2.392 |
| Protein | Compounds | Binding Energy (kcal/mol) | π-π | π-Cation | H-Bond | Weak H-Bond | Ionic Interaction |
|---|---|---|---|---|---|---|---|
| FOS | Isorhamnetin | −7.3 | 0 | 0 | 8 | 1 | 3 |
| TLR4 | Nobiletin | −8.0 | 2 | 0 | 1 | 2 | 1 |
| AKT1 | Quercetin | −8.2 | 2 | 0 | 9 | 6 | 1 |
| TNF | Kaempferide | −8.4 | 0 | 0 | 6 | 0 | 0 |
| Isorhamnetin | −8.9 | 0 | 1 | 7 | 0 | 0 | |
| Azaleatin | −9.4 | 0 | 1 | 8 | 0 | 0 | |
| ESR1 | Taxifolin | −8.4 | 1 | 0 | 5 | 1 | 1 |
| Eriodictyol | −8.6 | 1 | 0 | 5 | 0 | 1 | |
| Pentahydroxyflavanone | −8.5 | 1 | 0 | 5 | 1 | 1 | |
| Naringenin | −8.4 | 1 | 0 | 4 | 2 | 1 | |
| Kaempferide | −8.3 | 1 | 0 | 6 | 1 | 1 | |
| Isorhamnetin | −8.3 | 0 | 0 | 7 | 1 | 1 | |
| Estrone | −9.6 | 0 | 0 | 2 | 0 | 1 | |
| Quercetin | −9.1 | 2 | 0 | 5 | 2 | 1 | |
| Kaempferol | −8.7 | 2 | 0 | 4 | 2 | 1 | |
| Luteolin | −8.8 | 2 | 0 | 5 | 2 | 1 | |
| Catechin | −8.8 | 1 | 0 | 7 | 0 | 1 | |
| Azaleatin | −7.7 | 2 | 0 | 6 | 5 | 1 | |
| HSP90AA1 | Taxifolin | −9.6 | 1 | 0 | 4 | 3 | 0 |
| Eriodictyol | −9.9 | 2 | 0 | 8 | 2 | 0 | |
| Pentahydroxyflavanone | −9.8 | 2 | 0 | 10 | 4 | 0 | |
| Naringenin | −9.5 | 2 | 0 | 6 | 2 | 0 | |
| Estrone | −10.0 | 2 | 0 | 1 | 0 | 0 | |
| Catechin | −9.4 | 1 | 0 | 4 | 4 | 0 | |
| PTGS2 | Kaempferide | −9.5 | 2 | 0 | 4 | 1 | 0 |
| Isorhamnetin | −9.2 | 1 | 0 | 11 | 3 | 0 | |
| Quercetin | −10.0 | 2 | 0 | 6 | 1 | 0 | |
| Kaempferol | −9.7 | 1 | 0 | 4 | 0 | 0 | |
| Luteolin | −9.7 | 2 | 0 | 5 | 1 | 0 | |
| Nobiletin | −8.1 | 2 | 1 | 2 | 6 | 0 | |
| Azaleatin | −9.7 | 2 | 0 | 7 | 2 | 0 | |
| MMP9 | Kaempferide | −9.5 | 0 | 0 | 5 | 3 | 0 |
| Quercetin | −9.7 | 0 | 0 | 8 | 5 | 0 | |
| Luteolin | −10.1 | 1 | 0 | 8 | 5 | 0 | |
| GSK3B | Kaempferide | −8.0 | 0 | 0 | 7 | 6 | 0 |
| Isorhamnetin | −8.4 | 2 | 0 | 8 | 5 | 1 | |
| Quercetin | −8.3 | 1 | 0 | 6 | 3 | 2 | |
| Kaempferol | −8.3 | 0 | 0 | 11 | 3 | 0 | |
| Luteolin | −8.3 | 0 | 0 | 6 | 3 | 0 | |
| Azaleatin | −8.0 | 0 | 0 | 11 | 3 | 0 | |
| CREB1 | Kaempferide | −7.5 | 0 | 0 | 4 | 0 | 1 |
| Isorhamnetin | −7.5 | 0 | 0 | 3 | 0 | 1 | |
| Quercetin | −7.9 | 0 | 0 | 5 | 0 | 1 | |
| Kaempferol | −7.1 | 0 | 0 | 3 | 0 | 1 | |
| Azaleatin | −7.3 | 0 | 0 | 6 | 0 | 1 | |
| JUN | Isocorypalmine | −8.7 | 0 | 1 | 3 | 2 | 2 |
| EGFR | Quercetin | −10.1 | 0 | 0 | 13 | 5 | 0 |
| APP | Kaempferide | −8.3 | 0 | 0 | 13 | 9 | 0 |
| Isorhamnetin | −8.3 | 0 | 0 | 15 | 9 | 0 | |
| Estrone | −7.8 | 0 | 0 | 9 | 6 | 0 | |
| Quercetin | −8.3 | 0 | 0 | 14 | 7 | 0 | |
| Kaempferol | −8.6 | 0 | 0 | 13 | 8 | 0 | |
| Luteolin | −8.1 | 0 | 0 | 11 | 7 | 0 | |
| Azaleatin | −7.8 | 0 | 0 | 7 | 6 | 0 |
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Chen, F.; Chen, M.; Chen, Y.; Chen, C.; Li, F.; Zhang, S.; Chen, Y.-P. Network Pharmacology-Based Analysis Reveals the Mechanisms of the Tibetan Medicinal Plant Meconopsis quintuplinervia Against COPD and NAFLD: Insights from LC-MS/MS Profiling and Antioxidant/Anti-Inflammatory Activities. Curr. Issues Mol. Biol. 2026, 48, 176. https://doi.org/10.3390/cimb48020176
Chen F, Chen M, Chen Y, Chen C, Li F, Zhang S, Chen Y-P. Network Pharmacology-Based Analysis Reveals the Mechanisms of the Tibetan Medicinal Plant Meconopsis quintuplinervia Against COPD and NAFLD: Insights from LC-MS/MS Profiling and Antioxidant/Anti-Inflammatory Activities. Current Issues in Molecular Biology. 2026; 48(2):176. https://doi.org/10.3390/cimb48020176
Chicago/Turabian StyleChen, Fangfang, Mingjing Chen, Yiyu Chen, Chunyan Chen, Fei Li, Shudi Zhang, and Yu-Pei Chen. 2026. "Network Pharmacology-Based Analysis Reveals the Mechanisms of the Tibetan Medicinal Plant Meconopsis quintuplinervia Against COPD and NAFLD: Insights from LC-MS/MS Profiling and Antioxidant/Anti-Inflammatory Activities" Current Issues in Molecular Biology 48, no. 2: 176. https://doi.org/10.3390/cimb48020176
APA StyleChen, F., Chen, M., Chen, Y., Chen, C., Li, F., Zhang, S., & Chen, Y.-P. (2026). Network Pharmacology-Based Analysis Reveals the Mechanisms of the Tibetan Medicinal Plant Meconopsis quintuplinervia Against COPD and NAFLD: Insights from LC-MS/MS Profiling and Antioxidant/Anti-Inflammatory Activities. Current Issues in Molecular Biology, 48(2), 176. https://doi.org/10.3390/cimb48020176

