Integrated Network Toxicology and Metabolomics Reveal the Reproductive Toxicity Mechanisms of Alkaloid-Enriched Fractions in Tripterygium Glycosides Tablets
Abstract
1. Introduction
2. Results
2.1. Effects of the AEF of TGT on Reproductive Toxicity in Rats
2.2. The Effect of TGT, AEF and NAEF on GC-1
2.3. Network Toxicology Analysis Results
2.3.1. Prediction of Alkaloid Components and Reproductive Toxicity-Related Targets
2.3.2. Protein–Protein Interaction Network Analysis
2.3.3. Gene Ontology and Kyoto Encyclopedia of Genes and Genomes Analyses
2.3.4. Construction of the “Alkaloid Components–Reproductive Toxicity Targets–Pathways” Network
2.4. Untargeted Metabolomics Analysis Results
2.4.1. Principal Component Analysis
2.4.2. Orthogonal Partial Least Squares−Discriminant Analysis
2.4.3. Differential Metabolite Analysis
2.4.4. Metabolic Pathway Analysis
2.5. Integration of Network Toxicology and Metabolomics
3. Discussion
4. Materials and Methods
4.1. Experimental Drugs and Reagents
4.2. Experimental Instruments
4.3. Experimental Cells
4.4. Experimental Animals and Treatment
4.5. T, FSH, and LH Content Detection
4.6. Sperm Concentration Analysis
4.7. Histopathological Analysis of Testicular Tissue
4.8. Cytotoxicity Assay
4.9. Network Toxicology Analysis
4.9.1. Target Prediction of Alkaloid Components
4.9.2. Screening of Reproductive Toxicity-Related and Intersecting Targets
4.9.3. Construction of PPI Network and Identification of Core Targets
4.9.4. GO and KEGG Pathway Enrichment Analyses
4.9.5. Construction of “Alkaloid Components–Reproductive Toxicity Targets–Pathways” Network
4.10. Untargeted Metabolomics Analysis
4.10.1. Plasma Sample Preparation
4.10.2. Analytical Conditions
4.10.3. Data Processing
4.11. Statistical Analysis
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
| T. wilfordii | Tripterygium wilfordii |
| TG | Tripterygium glycosides |
| TGT | Tripterygium glycoside tablets |
| CKD | chronic kidney disease |
| AEF | Alkaloid-enriched fraction |
| NAEF | Non-alkaloid-enriched fraction |
| T | Testosterone |
| FSH | Follicle-stimulating hormone |
| LH | Luteinizing hormone |
| HPT | Hypothalamic–pituitary–testicular |
| PPI | Protein–protein interaction |
| GO | Gene Ontology |
| KEGG | Kyoto Encyclopedia of Genes and Genomes |
| BP | Biological processes |
| CC | Cellular components |
| MF | Molecular functions |
| PCA | Principal component analysis |
| OPLS-DA | Orthogonal partial least squares-discriminant analysis |
| FC | Fold change |
| DG | Diacylglycerol |
| PI | Phosphatidylinositol |
| PS | Phosphatidylserine |
| Ser-Cys-Arg | Serine–cysteine–arginine |
| LysoPI | Lysophosphatidylinositol |
| PE-NMe | Monomethylphosphatidylethanolamine |
| PE | Phosphatidylethanolamine |
| PG | Phosphatidylglycerol |
| ABP | Androgen-binding protein |
| GnRH | Gonadotropin-releasing hormone |
| HPG | Hypothalamic–pituitary–gonadal |
| 17β-HSD | 17β-hydroxysteroid dehydrogenase |
| LysoPC | Lysophosphatidylcholine |
| GPLs | Glycerophospholipids |
| PC | Phosphatidylcholine |
| PLA2 | Phospholipase A2 |
| AA | Arachidonic acid |
| PGs | Prostaglandins |
| COX | Cyclooxygenase |
| LDH | Lactate dehydrogenase |
| LOX | Lipoxygenase |
| PGE2 | Prostaglandin E2 |
| LTB4 | Leukotriene B4 |
| SPF | Specific-pathogen-free |
| CCK-8 | Cell Counting Kit-8 |
| ANOVA | One-way analysis of variance |
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| No. | Components | No. | Components |
|---|---|---|---|
| 1 | Wilforgine | 13 | Wilfornine A |
| 2 | Wilfordine | 14 | Forrestine |
| 3 | Wilforine | 15 | Ebenifoline E-II |
| 4 | Wilfortrine | 16 | Celabenzine |
| 5 | Celafurine | 17 | Wilfordinine E |
| 6 | Alatusinine | 18 | Wilfornine C |
| 7 | Aquifoliunine E-III | 19 | Euonymine |
| 8 | Celabazine | 20 | Euonine |
| 9 | Triptonine B | 21 | Wilfornine B |
| 10 | Celacinnine | 22 | Hyponine E |
| 11 | Wilforzine | 23 | Hyponine D |
| 12 | Triptonine A |
| No. | HMDB ID | Metabolite | Formula | Control vs. AEF | Model vs. AEF |
|---|---|---|---|---|---|
| 1 | HMDB0061822 | Hexaethylene glycol | C12H26O7 | ↑ | ↑ |
| 2 | HMDB0061835 | Heptaethylene glycol | C14H30O8 | ↑ | ↑ |
| 3 | HMDB0007218 | DG(18:1(9Z)/18:1(9Z)/0:0) | C39H72O5 | ↓ | ↓ |
| 4 | - | Octaethylene glycol | C16H34O9 | ↑ | ↑ |
| 5 | HMDB0094708 | Tetraethylene glycol | C8H18O5 | ↑ | ↑ |
| 6 | - | PI(18:0/20:5(5Z,8Z,11Z,14Z,17Z)) | C47H81O13P | ↓ | ↓ |
| 7 | HMDB0006318 | Gamma-linolenyl carnitine | C25H43NO4 | ↑ | ↑ |
| 8 | - | 4-Methylbenzamide oxime | C8H10N2O | ↑ | ↑ |
| 9 | HMDB0012438 | PS(20:4(5Z,8Z,11Z,14Z)/20:4(5Z,8Z,11Z,14Z)) | C46H74NO10P | ↓ | ↓ |
| 10 | HMDB0007946 | 1-pentadecanoyl-2-(11Z,14Z-eicosadienoyl)-glycero-3-phosphocholine | C43H82NO8P | ↓ | ↓ |
| 11 | HMDB0114041 | [3-[2-(dimethylamino)ethoxy-hydroxyphosphoryl]oxy-2-hexadecanoyloxypropyl] (Z)-octadec-9-enoate | C41H80NO8P | ↓ | ↓ |
| 12 | HMDB0062653 | 1-hexadecanoyl-2-(9Z,12Z-octadecadienoyl)-sn-glycero-3-phospho-D-myo-inositol | C43H79O13P | ↓ | ↓ |
| 13 | HMDB0014610 | Enoxacin | C15H17FN4O3 | ↑ | ↑ |
| 14 | HMDB0240774 | L-Palmitoylcarnitine | C23H45NO4 | ↑ | ↑ |
| 15 | - | Dimethyl suberate | C10H18O4 | ↑ | ↑ |
| 16 | HMDB0032004 | Ergostane-3,6-dione | C28H46O2 | ↑ | ↑ |
| 17 | - | Ser-Cys-Arg | C12H24N6O5S1 | ↑ | ↑ |
| 18 | HMDB0006464 | Elaidic carnitine | C25H47NO4 | ↑ | ↑ |
| 19 | - | Hydroxy-beta-cyclocitral | C10H16O2 | ↑ | ↑ |
| 20 | - | Propan-2-yl 7-[3,5-dihydroxy-2-(3-hydroxy-4-phenoxybut-1-en-1-yl)cyclopentyl]hept-5-enoate | C25H36O6 | ↑ | ↑ |
| 21 | HMDB0010393 | LysoPC (20:3/0:0) | C28H52NO7P | ↑ | ↑ |
| 22 | HMDB0000698 | Lithocholic acid glycine conjugate | C26H43NO4 | ↑ | ↑ |
| 23 | - | 3,4,3′,4′-Tetrahydrospirilloxanthin | C42H64O2 | ↓ | ↓ |
| 24 | HMDB0006317 | trans-Hexadec-2-enoyl carnitine | C23H43NO4 | ↑ | ↑ |
| 25 | HMDB0033910 | Acetophenone | C8H8O | ↓ | ↓ |
| 26 | - | (2R)-4-[(1S,4S,6R)-1,4-Dihydroxy-2,2,6-trimethylcyclohexyl]-3-buten-2-ol | C13H24O3 | ↑ | ↑ |
| 27 | HMDB0008039 | PC(18:0/18:2(9Z,12Z)) | C44H84NO8P | ↓ | ↓ |
| 28 | - | Nbd-ceramide | C30H49N5O6 | ↑ | ↑ |
| 29 | HMDB0112534 | PS(20:0/22:4(7Z,10Z,13Z,16Z)) | C48H86NO10P | ↓ | ↓ |
| 30 | HMDB0062769 | Epsilon-caprolactam | C6H11NO | ↓ | ↓ |
| 31 | HMDB0061690 | LysoPI(20:4(5Z,8Z,11Z,14Z)/0:0) | C29H49O12P | ↑ | ↑ |
| 32 | HMDB0243518 | (-)-Norephedrine | C9H13NO | ↑ | ↑ |
| 33 | HMDB0256609 | Piromidic acid | C14H16N4O3 | ↑ | ↑ |
| 34 | - | Plaunotol | C20H34O2 | ↓ | ↓ |
| 35 | - | 2-Methyl-3-(pyrimidin-2-YL)propanoic acid | C8H10N2O2 | ↓ | ↓ |
| 36 | HMDB0062789 | 1,1,3,3-tetramethylurea | C5H12N2O | ↓ | ↓ |
| 37 | HMDB0007970 | PC (16:0/18:0) | C42H84NO8P | ↓ | ↓ |
| 38 | - | (3aR,4S,5R,6aS)-5-Hydroxy-4-(hydroxymethyl)hexahydro-2H-cyclopenta[b]furan-2-one | C8H12O4 | ↑ | ↑ |
| 39 | - | Dioleoylphosphatidylcholine | C44H84NO8P | ↓ | ↓ |
| 40 | HMDB0256256 | Pentaethylene glycol | C10H22O6 | ↑ | ↑ |
| 41 | HMDB0113156 | PE-NMe (18:1(9Z)/22:1(13Z)) | C46H88NO8P | ↓ | ↓ |
| 42 | HMDB0036827 | Sclareol | C20H36O2 | ↑ | ↑ |
| 43 | - | Azelaoyl PAF | C33H66NO9P | ↑ | ↑ |
| 44 | HMDB0008037 | PC(18:0/18:1(11Z)) | C44H86NO8P | ↓ | ↓ |
| 45 | HMDB0113033 | PE-NMe(15:0/22:2(13Z,16Z)) | C43H82NO8P | ↑ | ↑ |
| 46 | HMDB0038959 | 2-Methyl-6-phytylhydroquinone | C27H46O2 | ↓ | ↓ |
| 47 | HMDB0007988 | PC(38:4) | C46H84NO8P | ↓ | ↓ |
| 48 | HMDB0041466 | Melilotoside C | C47H78O16 | ↓ | ↓ |
| 49 | HMDB0001060 | Ubiquinol 8 | C49H76O4 | ↓ | ↓ |
| 50 | - | Nomifensine maleate | C20H22N2O4 | ↑ | ↑ |
| 51 | HMDB0008046 | PC(18:0/20:3(5Z,8Z,11Z)) | C46H86NO8P | ↓ | ↓ |
| 52 | HMDB0011351 | PE(P-16:0/20:3(8Z,11Z,14Z)) | C41H76NO7P | ↓ | ↓ |
| 53 | - | Prostaglandin A1 ethyl ester | C22H36O4 | ↑ | ↑ |
| 54 | HMDB0005779 | 1-(1Z-octadecenyl)-2-(5Z,8Z,11Z,14Z-eicosatetraenoyl)-sn-glycero-3-phosphoethanolamine | C43H78NO7P | ↓ | ↓ |
| 55 | HMDB0243889 | 1-Hexadecene | C16H32 | ↑ | ↑ |
| No. | HMDB ID | Metabolite | Formula | Control vs. AEF | Model vs. AEF |
|---|---|---|---|---|---|
| 1 | HMDB0010644 | PG(18:1(9Z)/22:6(4Z,7Z,10Z,13Z,16Z,19Z)) | C46H77O10P | ↓ | ↓ |
| 2 | HMDB0113037 | PE-NMe(15:0/24:0) | C45H90NO8P | ↑ | ↑ |
| 3 | - | 8-Geranylumbelliferone | C19H22O3 | ↑ | ↑ |
| 4 | - | 13-Tetradecynoic acid | C14H24O2 | ↑ | ↑ |
| 5 | - | LY-411575 | C26H23F2N3O4 | ↑ | ↑ |
| 6 | - | JWH-210 4-Hydroxypentyl (100 microg/mL in Methanol) | C26H27NO2 | ↑ | ↑ |
| 7 | - | Tofacitinib | C16H20N6O | ↑ | ↑ |
| 8 | - | 2′,5′-Dimethoxycinnamic acid | C11H12O4 | ↑ | ↑ |
| 9 | - | (R)-4-((3S,5R,8R,9S,10S,13R,14S,17R)-3-hydroxy-4,4,10,13,14-pentamethyl-7,11-dioxohexadecahydro-1H-cyclopenta[a]phenanthren-17-yl)pentanoic acid | C27H42O5 | ↑ | ↑ |
| 10 | HMDB0008431 | PC(20:4(5Z,8Z,11Z,14Z)/18:0) | C46H84NO8P | ↓ | ↓ |
| 11 | - | Rapanone | C19H30O4 | ↑ | ↑ |
| 12 | - | 6,8a-Seco-6,8a-deoxy-5-oxoavermectin“1b” aglycone | C33H46O7 | ↑ | ↑ |
| 13 | - | Aureothin | C22H23NO6 | ↑ | ↑ |
| 14 | - | cis-EODA | C18H34O3 | ↑ | ↑ |
| 15 | HMDB0039883 | Ascorbyl palmitate | C22H38O7 | ↑ | ↑ |
| 16 | HMDB0041446 | Rosmaricine | C20H27NO4 | ↓ | ↓ |
| 17 | - | Methyl farnesoate | C16H26O2 | ↑ | ↑ |
| 18 | HMDB0002000 | Myristoleic acid | C14H26O2 | ↑ | ↑ |
| 19 | - | N-(Adamantan-1-yl)-1-(5-fluoropentyl)-1H-indole-3-carboxamide | C24H31FN2O | ↑ | ↑ |
| 20 | HMDB0000529 | 5Z-Dodecenoic acid | C12H22O2 | ↑ | ↑ |
| 21 | - | 2-C-methyl-D-erythritol 2,4-cyclodiphosphate | C5H12O9P2 | ↓ | ↓ |
| 22 | - | 5-Hydroxyconiferaldehyde | C10H10O4 | ↓ | ↓ |
| 23 | HMDB0015263 | Proguanil | C11H16ClN5 | ↓ | ↓ |
| 24 | - | (+)-trans-Chrysanthemic acid | C10H16O2 | ↑ | ↑ |
| 25 | - | Hydrocortisone acetate | C23H32O6 | ↓ | ↓ |
| 26 | HMDB0004708 | Pinellic acid | C18H34O5 | ↓ | ↓ |
| 27 | HMDB0031031 | 2-Dodecylbenzenesulfonic acid | C18H30O3S | ↓ | ↓ |
| 28 | HMDB0035243 | 1-Phenyl-1,2-propanedione | C9H8O2 | ↓ | ↓ |
| 29 | HMDB0035596 | Armexifolin | C15H18O4 | ↑ | ↑ |
| 30 | HMDB0013505 | 1-Stearoyl-2-vaccenoyl-sn-glycero-3-phospho-(1′-sn-glycerol-3′-phosphate) | C42H82O13P2 | ↓ | ↓ |
| 31 | HMDB0002500 | Bromide | Br− | ↓ | ↓ |
| 32 | HMDB0035828 | Lactupicrin | C23H22O7 | ↓ | ↓ |
| 33 | HMDB0000840 | Salicyluric acid | C9H9NO4 | ↓ | ↓ |
| 34 | - | 3-(5,8-Dimethoxy-1,4-dioxonaphthalen-2-yl)sulfanylpropanoic acid | C15H14O6S | ↑ | ↑ |
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Han, C.; Yuan, H.; Chen, S.; Huang, Z.; Gong, H.; Lv, L.; Zhou, X.; Ma, J.; He, X. Integrated Network Toxicology and Metabolomics Reveal the Reproductive Toxicity Mechanisms of Alkaloid-Enriched Fractions in Tripterygium Glycosides Tablets. Toxins 2026, 18, 175. https://doi.org/10.3390/toxins18040175
Han C, Yuan H, Chen S, Huang Z, Gong H, Lv L, Zhou X, Ma J, He X. Integrated Network Toxicology and Metabolomics Reveal the Reproductive Toxicity Mechanisms of Alkaloid-Enriched Fractions in Tripterygium Glycosides Tablets. Toxins. 2026; 18(4):175. https://doi.org/10.3390/toxins18040175
Chicago/Turabian StyleHan, Caiyao, Hong Yuan, Sixian Chen, Zhuohua Huang, He Gong, Lin Lv, Xinpeng Zhou, Jiang Ma, and Xin He. 2026. "Integrated Network Toxicology and Metabolomics Reveal the Reproductive Toxicity Mechanisms of Alkaloid-Enriched Fractions in Tripterygium Glycosides Tablets" Toxins 18, no. 4: 175. https://doi.org/10.3390/toxins18040175
APA StyleHan, C., Yuan, H., Chen, S., Huang, Z., Gong, H., Lv, L., Zhou, X., Ma, J., & He, X. (2026). Integrated Network Toxicology and Metabolomics Reveal the Reproductive Toxicity Mechanisms of Alkaloid-Enriched Fractions in Tripterygium Glycosides Tablets. Toxins, 18(4), 175. https://doi.org/10.3390/toxins18040175

