Research Studies
Study Tracker
Identifying Key Genes of Proanthocyanidin Intervention in Fluoride-Induced Liver Injury: Integrated Molecular Docking and Experimental Validation.Abstract
1. Introduction
2. Materials and Methods
2.1. Animal Rearing and Treatment
2.2. Main Reagents and Instruments
2.3. Determination of Serum ALT and AST
2.4. Western Blot
2.5. Statistical Analysis
2.6. Prediction of Potential Targets of PC
2.7. Prediction of Potential Targets for Fluoride-Induced Liver Injury
Disease targets for liver injury were obtained from the human gene database GenesCards (https://www.genecards.org/, accessed on 1 July 2025), the database DrugBank (https://go.drugbank.com/, accessed on 1 July 2025), the OMIM database (https://omim.org/, accessed on 1 July 2025), and the drug target database TTD (https://db.idrblab.net/ttd/, accessed on 1 July 2025). The keyword was restricted to “fluoride-induced liver injury”, and genes were selected with the species specified as “human”, a probability threshold > 0, and p < 0.05. The gene data from these databases were merged, and duplicate entries were removed to form the disease-target gene set for fluoride-induced liver injury. [15].
2.8. Construction of PPI Network and Screening of Key Targets
The VennDiagram package in R (version 4.2.1) was used to draw a Venn diagram of the intersection between the targets of proanthocyanidins and the targets of diseases, thereby obtaining the potential targets of proanthocyanidins in alleviating fluoride-induced liver injury. The STRING database (https://www.string-db.org/) for analyzing protein–protein interactions was utilized, with the species limited to human and a confidence score threshold of ?0.4 set to construct the PPI network diagram of proanthocyanidin targets in fluoride-induced liver injury. The interaction results were imported into Cytoscape software (version 3.9.1), and key targets were screened based on different algorithms. The top 20 were identified as key targets [16].
2.9. GO and KEGG Enrichment Analysis
2.10. Construction of the miRNA Regulatory Network for Key Targets
2.11. Molecular Docking
3. Results
3.1. Prediction of Potential Targets for PC and Fluoride-Induced Liver Injury
3.2. Common Targets of Proanthocyanidins and Fluoride-Induced Liver Injury

3.3. Construction of PPI Network and Screening of Key Targets


3.4. GO and KEGG Pathway Enrichment Analysis

3.5. Construction of Genes-miRNA Network for Key Targets

3.6. The Results of Molecular Docking


3.7. Histological Evidence of GSPE Alleviating Liver Injury in Rats Caused by Fluoride Poisoning


3.8. The Effects of NaF and GSPE on the Expression of ALT and AST in the Liver


3.9. The Effects of NaF and GSPE on the Expression of the mTOR/P70s6k Signaling Pathway in the Liver

3.10. The Effects of NaF and GSPE on the Expression of Autophagy-Related Proteins in the Liver

3.11. The Effects of NaF and GSPE on the Expression of Apoptosis-Related Proteins in the Liver

Fluoride is a naturally occurring inorganic anion [23]. Appropriate intake of fluoride can prevent dental caries and promote bone health [24]. However, excessive intake may induce skeletal damage such as dental fluorosis and skeletal fluorosis, and it can accumulate in various non-skeletal tissues, leading to toxic effects such as oxidative stress and cell death [25]. As the core organ for metabolism and detoxification, the liver is particularly vulnerable to fluoride toxicity [26]. The underlying mechanisms involve the accumulation of reactive oxygen species (ROS), depletion of antioxidant enzymes, and activation of processes such as apoptosis and autophagy [27].
This study systematically analyzed the potential mechanisms of proanthocyanidins in antagonizing fluoride-induced liver injury through network pharmacology approaches, identifying 10 key targets including TP53, IL1B, CASP3, IL6, and PARP1. As a crucial tumor suppressor, TP53 regulates the cell cycle, apoptosis, and metabolic reprogramming in cellular stress responses [28]. Enrichment analysis in this study indicates that it significantly participates in the apoptotic process, echoing the previously reported TP53–mTOR regulatory axis in hepatocellular carcinoma [29]. Activation of the mTOR signaling pathway suggests that TP53 may influence the balance between autophagy and apoptosis through the regulation of mTOR in fluoride-induced liver injury. Similarly, as a pro-inflammatory cytokine, IL1B can induce the expression of iNOS and the production of nitric oxide, leading to mitochondrial dysfunction, which is consistent with the mechanism of inflammation-related liver injury and further strengthens the role of the inflammatory response in fluoride-induced hepatotoxicity [30]. CASP3 encodes a cysteine-aspartic protease that plays a central role in the execution phase of apoptosis [31]. Research has revealed that the potential molecular mechanism of Confusoside in treating liver injury involves apoptosis inhibition [32], suggesting that GSPE may antagonize fluoride-induced liver injury through similar pathways.
In addition, through gene–miRNA network analysis, we found that hsa-miR-34a-5p is co-regulated by TP53, IL1B, and CASP3. Previous studies have shown that it can participate in the regulation of liver injury via the ROS/JNK/p38 pathway [33,34], suggesting that proanthocyanidins may alleviate fluorosis by influencing the expression level of this miRNA. Our molecular docking results demonstrate that proanthocyanidins exhibit favorable binding with mTOR and PARP1 (binding energies of ?9.8 kcal/mol and ?10.9 kcal/mol, respectively), indicating their potential to mitigate fluoride-induced liver injury through these targets.
The mammalian target of rapamycin (mTOR) serves as a crucial central regulator governing cellular energy metabolism, growth, and development [35]. It is highly sensitive to energy fluctuations. When cells are in an energy-depleted environment or experience insufficient ATP supply, they enter a starvation state [36]. In this situation, mTOR activity is inhibited, and it transmits an emergency signal to initiate autophagy. Inside the cell, the ULK1 complex begins to be recruited to form an isolation membrane. By encapsulating misfolded proteins or aged and damaged organelles within the cell, lysosomes digest them, and the hydrolyzed products are released into the cytoplasm to maintain cellular physiological functions [37]. Once the intracellular energy metabolism reaches equilibrium, mTOR activity returns to normal levels and continues to monitor changes in intracellular metabolic status. And p70s6k is one of the extensively studied substrates of mTORC1 [38], which is primarily involved in various biological processes, including mitochondrial biogenesis and mRNA transcription regulation. A study has shown that ethanol induces damage to SH-SY5Y cells by inhibiting the activity of the mTOR/p70s6k pathway. However, pretreatment with caffeine exacerbates cell damage [39], suggesting that caffeine also exerts a negative regulatory effect on the mTOR/p70s6k pathway. Our research has found that after sodium fluoride exposure in rat livers, the expression levels of p-mTOR and p-p70s6k proteins are significantly increased. After intervention with GSPE, the expression levels of these two proteins are significantly lower compared to the NaF group, indicating that GSPE has an inhibitory effect on the mTOR/p70s6k pathway.
Similarly, PARP1 is one of the key substrates of Caspase–3 [40]. Under conditions of DNA damage and energy depletion, PARP1 promotes apoptosis [41]. Fluoride can activate PARP1 by inducing mitochondrial dysfunction and oxidative stress, thereby triggering apoptosis in hepatocytes [42]. A study has found that the expression levels of both cleaved-caspase3 protein and mRNA in rat liver cells increase after long-term exposure to a fluorine environment [43]. This is consistent with the findings of our study, where sodium fluoride was found to elevate the expression of PARP1 in rat livers, indicating that sodium fluoride is hepatotoxic. After intervention with GSPE, the expression of PARP1 decreased significantly, providing strong evidence for the hepatoprotective effect of GSPE.
This study integrated key targets and pathways from the perspective of network pharmacology and connected with previous findings in other toxicity models, providing a new perspective for understanding the liver-protecting mechanism of proanthocyanidins. In the future, more experiments are needed to further verify the specific action mechanisms of these predicted targets and pathways in the alleviation of fluorosis by proanthocyanidins.
5. Conclusions
In conclusion, this study is the first to explore the protective effects of GSPE against sodium fluoride-induced liver injury. By integrating network pharmacology predictions with in vivo experiments, we found that the potential molecular mechanisms underlying GSPE’s alleviation of fluoride-induced liver injury are likely related to the mTOR signaling pathway and cellular apoptosis. Specifically, Western blot analysis confirmed our prediction: GSPE mitigates sodium fluoride-induced liver injury by regulating the mTOR/p70s6k signaling pathway, autophagy, and apoptosis levels. These findings suggest that GSPE demonstrates significant potential for preventing and treating sodium fluoride-induced liver injury. Thus, it merits further in-depth investigation as a potential functional compound. This study contributes to our understanding of how natural plant extracts can be used in the prevention and treatment of endemic diseases, thereby advancing public health.
Supplementary Materials
| NaF | Sodium fluoride |
| PC | Proanthocyanidin |
| GSPE | Grape seed proanthocyanidin extract |
| AST | Aspartate aminotransferase |
| ALT | Alanine aminotransferase |
| GO | Gene ontology |
| KEGG | Kyoto encyclopedia of genes and genome |
- Vasisth, D.; Mehra, P.; Yadav, L.; Kumari, V.; Bhatia, U.; Garg, R. Fluoride and its Implications on Oral Health: A Review. J. Pharm. Bioallied Sci. 2024, 16 (Suppl. S1), S49–S52. [Google Scholar] [CrossRef]
- Whelton, H.; Spencer, A.; Do, L.; Rugg-Gunn, A. Fluoride Revolution and Dental Caries: Evolution of Policies for Global Use. J. Dent. Res. 2019, 98, 837–846. [Google Scholar] [CrossRef] [PubMed]
- O’mullane, D.M.; Baez, R.J.; Jones, S.; Lennon, M.A.; Petersen, P.E.; Rugg-Gunn, A.J.; Whelton, H.; Whitford, G.M. Fluoride and Oral Health. Community Dent. Health 2016, 33, 69–99. [Google Scholar] [PubMed]
- Larsen, L.S.; Nyvad, B.; Baelum, V. Salivary fluoride levels after daily brushing with 5000 ppm fluoride toothpaste: A randomised, controlled clinical trial. Eur. J. Oral Sci. 2023, 131, e12934. [Google Scholar] [CrossRef] [PubMed]
- Adelakun, S.A.; Akintunde, O.W.; Ogunlade, B. Fluoride-induced testicular degeneration and sperm quality deteriorations: Salutary role of Cyperus esculentus tubers (tiger nut) extract in animal model. Rev. Int. Androl. 2021, 19, 201–212. [Google Scholar] [CrossRef]
- Yu, Y.-M.; Zhou, B.-H.; Yang, Y.-L.; Guo, C.-X.; Zhao, J.; Wang, H.-W. Estrogen Deficiency Aggravates Fluoride-Induced Liver Damage and Lipid Metabolism Disorder in Rats. Biol. Trace Elem. Res. 2022, 200, 2767–2776. [Google Scholar] [CrossRef]
- Wang, Y.; Xiao, X.; Zhan, X. Antagonistic effects of different selenium sources on growth inhibition, oxidative damage, and apoptosis induced by fluorine in broilers. Poult. Sci. 2018, 97, 3207–3217. [Google Scholar] [CrossRef]
- Tian, X.; Zhang, H.; Zhao, Y.; Mehmood, K.; Wu, X.; Chang, Z.; Luo, M.; Liu, X.; Ijaz, M.; Javed, M.T.; et al. Transcriptome analysis reveals the molecular mechanism of hepatic metabolism disorder caused by chromium poisoning in chickens. Environ. Sci. Pollut. Res. Int. 2018, 25, 15411–15421. [Google Scholar] [CrossRef]
- Fujioka, Y.; Noda, N.N. Biomolecular condensates in autophagy regulation. Curr. Opin. Cell Biol. 2021, 69, 23–29. [Google Scholar] [CrossRef]
- Xin, Y.; Jiang, F.; Yang, C.; Yan, Q.; Guo, W.; Huang, Q.; Zhang, L.; Jiang, G. Role of autophagy in regulating the radios ensitivity of tumor cells. J. Cancer Res. Clin. Oncol. 2017, 143, 2147–2157. [Google Scholar] [CrossRef]
- Ma, J.; Gao, S.-S.; Yang, H.-J.; Wang, M.; Cheng, B.-F.; Feng, Z.-W.; Wang, L. Neuroprotective Effects of Proanthocyanidins, Natural Flavonoids Derived From Plants, on Rotenone-Induced Oxidative Stress and Apoptotic Cell Death in Human Neuroblastoma SH-SY5Y Cells. Front. Neurosci. 2018, 12, 369. [Google Scholar] [CrossRef]
- Niu, Q.; Mu, L.; Li, S.; Xu, S.; Ma, R.; Guo, S. Proanthocyanidin Protects Human Embryo Hepatocytes from Fluoride-Induced Oxidative Stress by Regulating Iron Metabolism. Biol. Trace Elem. Res. 2016, 169, 174–179. [Google Scholar] [CrossRef]
- Rodríguez-Pérez, C.; García-Villanova, B.; Guerra-Hernández, E.; Verardo, V. Grape Seeds Proanthocyanidins: An Overview of In Vivo Bioactivity in Animal Models. Nutrients 2019, 11, 2435. [Google Scholar] [CrossRef] [PubMed]
- Li, Y.; Zhou, T.; Liu, Z.; Zhu, X.; Wu, Q.; Meng, C.; Deng, Q. Air pollution and prostate cancer: Unraveling the connection through network toxicology and machine learning. Ecotoxicol. Environ. Saf. 2025, 292, 117966. [Google Scholar] [CrossRef] [PubMed]
- Zhang, Y.; Yang, Y.; Sun, Y.; Wei, Z.; Wang, D.; Chen, S.; Yang, F.; Wang, J.; Kang, X. Assessing the toxicological impact of PET-MPs exposure on IVDD: Insights from network toxicology and molecular docking. J. Environ. Manag. 2025, 373, 123830. [Google Scholar] [CrossRef] [PubMed]
- Cao, F.; Guo, C.; Guo, J. Deciphering CSU pathogenesis: Network toxicologyand molecular dynamics of DOTP exposure. Ecotoxicol. Environ. Saf. 2025, 291, 117864. [Google Scholar] [CrossRef]
- Huang, S. Efficient analysis of toxicity and mechanisms of environmental pollutants with network toxicology and molecular docking strategy: Acetyl tributyl citrate as an example. Sci. Total Environ. 2023, 905, 167904. [Google Scholar] [CrossRef]
- Lv, Y.; Zhang, T.; Cai, J.; Huang, C.; Zhan, S.; Liu, J. Bioinformatics and systems biology approach to identify the pathogenetic link of Long COVID and Myalgic Encephalomyelitis/Chronic Fatigue Syndrome. Front. Immunol. 2022, 13, 952987. [Google Scholar] [CrossRef]
- Gao, K.; Hua, K.; Wang, S.; Chen, X.; Zhu, T. Exploring the reproductive exposure risks of phthalates and organophosphates in atmospheric particulate matter based on quantitative structure-activity relationships and network toxicology models. J. Hazard. Mater. 2025, 488, 137395. [Google Scholar] [CrossRef]
- Feng, J.; Qiu, S.; Zhou, S.; Tan, Y.; Bai, Y.; Cao, H.; Guo, J.; Su, Z. mTOR: A Potential New Target in Nonalcoholic Fatty Liver Disease. Int. J. Mol. Sci. 2022, 23, 9196. [Google Scholar] [CrossRef]
- Kim, Y.C.; Guan, K.L. mTOR: A pharmacologic target for autophagy regulation. J. Clin. Investig. 2015, 125, 25–32. [Google Scholar] [CrossRef]
- Chao, X.; Wang, H.; Jaeschke, H.; Ding, W. Role and mechanisms of autophagy in acetaminophen-induced liver injury. Liver Int. 2018, 38, 1363–1374. [Google Scholar] [CrossRef]
- Opydo-Szymaczek, J.; Pawlaczyk-Kamie?ska, T.; Borysewicz-Lewicka, M. Fluoride Intake and Salivary Fluoride Retention after Using High-Fluoride Toothpaste Followed by Post-Brushing Water Rinsing and Conventional (1400–1450 ppm) Fluoride Toothpastes Used without Rinsing. Int. J. Environ. Res. Public Health 2022, 19, 13235. [Google Scholar] [CrossRef]
- Srivastava, S.; Flora, S.J.S. Fluoride in Drinking Water and Skeletal Fluorosis: A Review of the Global Impact. Curr. Environ. Health Rep. 2020, 7, 140–146. [Google Scholar] [CrossRef] [PubMed]
- Ren, C.; Li, H.-H.; Zhang, C.-Y.; Song, X.-C. Effects of chronic fluorosis on the brain. Ecotoxicol. Environ. Saf. 2022, 244, 114021. [Google Scholar] [CrossRef]
- Nabavi, S.F.; Moghaddam, A.H.; Setzer, W.N.; Mirzaei, M. Effect of silymarin on sodium fluoride-induced toxicity and oxidative stress in rat cardiac tissues. An. Acad. Bras. Ciências 2012, 84, 1121–1126. [Google Scholar] [CrossRef]
- Yang, S.; Song, D.; Wang, R.; Liu, M.; Tan, T.; Wang, Y.; Xie, Q.; Wang, L. Sodium fluoride-induced autophagy of ameloblast-like cells via the p-ULk1/ATG13/LC3B pathway in vitro. Oral Dis. 2024, 30, 4518–4527. [Google Scholar] [CrossRef]
- Voskarides, K.; Giannopoulou, N. The Role of TP53 in Adaptation and Evolution. Cells 2023, 12, 512. [Google Scholar] [CrossRef] [PubMed]
- Yu, J.; Ling, S.; Hong, J.; Zhang, L.; Zhou, W.; Yin, L.; Xu, S.; Que, Q.; Wu, Y.; Zhan, Q.; et al. TP53/mTORC1-mediated bidirectional regulation of PD-L1 modulates immune evasion in hepatocellular carcinoma. J. Immunother. Cancer 2023, 11, e007479. [Google Scholar] [CrossRef] [PubMed]
- Lu, J.; Wang, X.; Tang, W. IL-1?-induced increase in NO production and decrease in mitochondrial membrane potential in rat hepatocytes. J. Southeast Univ. (Med. Sci. Ed.) 2009, 28, 253–256. [Google Scholar]
- Bli?niewska-Kowalska, K.; Ga?ecki, P.; Szemraj, J.; Su, K.-P.; Chang, J.P.-C.; Ga?ecka, M. CASP3 gene expression and the role of caspase 3 in the pathogenesis of depressive disorders. BMC Psychiatry 2023, 23, 656. [Google Scholar] [CrossRef] [PubMed]
- Zhao, J.-H.; Li, J.; Zhang, X.-Y.; Shi, S.; Wang, L.; Yuan, M.-L.; Liu, Y.-P.; Wang, Y.-D. Confusoside from Anneslea fragrans Alleviates Acetaminophen-Induced Liver Injury in HepG2 via PI3K-CASP3 Signaling Pathway. Molecules 2023, 28, 1932. [Google Scholar] [CrossRef]
- Zheng, X.; Wang, G.; Yuan, J.; Li, N.; Yan, B.; Yan, J.; Sheng, Y. hsa-miR-34a-5p Ameliorates Hepatic Ischemia/Reperfusion Injury Via Targeting HNF4?. Turk. J. Gastroenterol. 2022, 33, 596–605. [Google Scholar] [CrossRef]
- Li, D.; Qian, J.; Li, J.; Wang, J.; Liu, W.; Li, Q.; Wu, D. Dexmedetomidine attenuates acute stress-induced liver injury in rats by regulating the miR-34a-5p/ROS/JNK/p38 signaling pathway. J. Toxicol. Sci. 2022, 47, 169–181. [Google Scholar] [CrossRef]
- Chen, Y.; Zhou, X. Research progress of mTOR inhibitors. Eur. J. Med. Chem. 2020, 208, 112820. [Google Scholar] [CrossRef]
- Zhang, J.; Zhu, Y.; Shi, Y.; Han, Y.; Liang, C.; Feng, Z.; Zheng, H.; Eng, M.; Wang, J. Fluoride-Induced Autophagy via the Regulation of Phosphorylation of Mammalian Targets of Rapamycin in Mice Leydig Cells. J. Agric. Food Chem. 2017, 65, 8966–8976. [Google Scholar] [CrossRef] [PubMed]
- Russell, R.C.; Tian, Y.; Yuan, H.; Park, H.W.; Chang, Y.-Y.; Kim, J.; Kim, H.; Neufeld, T.P.; Dillin, A.; Guan, K.-L. ULK1 induces autophagy by phosphorylating Beclin-1 and activating VPS34 lipid kinase. Nat. Cell Biol. 2013, 15, 741–750. [Google Scholar] [CrossRef] [PubMed]
- Di, R.; Yang, Z.; Xu, P.; Xu, Y. Silencing PDK1 limits hypoxia-induced pulmonary arterial hypertension in mice via the Akt/p70S6K signaling pathway. Exp. Ther. Med. 2019, 18, 699–704. [Google Scholar] [CrossRef]
- Sangaunchom, P.; Dharmasaroja, P. Caffeine Potentiates Ethanol-Induced Neurotoxicity Through mTOR/p70S6K/4E-BP1 Inhibition in SH-SY5Y Cells. Int. J. Toxicol. 2020, 39, 131–140. [Google Scholar] [CrossRef]
- Alemasova, E.E.; Lavrik, O.I. Poly(ADP-ribosyl)ation by PARP1: Reaction mechanism and regulatory proteins. Nucleic Acids Res. 2019, 47, 3811–3827. [Google Scholar] [CrossRef]
- Xi, H.; Wang, S.; Wang, B.; Hong, X.; Liu, X.; Li, M.; Shen, R.; Dong, Q. The role of interaction between autophagy and apoptosis in tumorigenesis (Review). Oncol. Rep. 2022, 48, 208. [Google Scholar] [CrossRef] [PubMed]
- Li, Y.; Liu, Y.; Yi, J.; Li, Y.; Yang, B.; Shang, P.; Mehmood, K.; Bilal, R.M.; Zhang, H.; Chang, Y.-F.; et al. The potential risks of chronic fluoride exposure on nephrotoxic via altering glucolipid metabolism and activating autophagy and apoptosis in ducks. Toxicology 2021, 461, 152906. [Google Scholar] [CrossRef] [PubMed]
- Angwa, L.M.; Nyadanu, S.D.; Kanyugo, A.M.; Adampah, T.; Pereira, G. Fluoride-induced apoptosis in non-skeletal tissues of experimental animals: A systematic review and meta-analysis. Heliyon 2023, 9, e18646. [Google Scholar] [CrossRef] [PubMed]
FULL-TEXT STUDY ONLINE AT https://www.mdpi.com/2073-4425/16/9/1037
