Skip to main content
Log in

Analysis of the Molecular Mechanism of Xueshuantong in the Treatment of Wet Age-Related Macular Degeneration (AMD) Using GEO Datasets, Network Pharmacology, and Molecular Docking

  • Original Article
  • Published:
Biochemical Genetics Aims and scope Submit manuscript

Abstract

At present, the main treatment method for wet AMD is single anti-VEGF therapy, which can require multiple injections, is costly and may have poor efficacy. Studies and clinical experiments have shown that the oral Chinese medicine Xueshuantong combined with anti-VEGF therapy is more effective, and this study aims to explore the molecular mechanism. The TCMSP database was used to identify the main Xueshuantong components. The PubChem database and SWISS Target Prediction data were used to find the SMILES molecular formulas of compounds and corresponding target genes and disease-related genes were searched using the GEO, DisGeNET, and GeneCards databases. Venny was used to identify the intersecting wet AMD-related genes and Xueshuantong targets and Cytoscape software was used to construct direct links between the drug components and disease targets. Then, PPI networks were constructed using the STRING website. R software was used for GO and KEGG enrichment analyses. Cytoscape software was used for topological analyses, and AutoDock Vina v.1.1.2 software was used for molecular docking. 64 compounds corresponding to four drugs were found by the TCMSP database, 1001 total drug targets were found by the PubChem database, 607 wet AMD target genes were found by the GEO, DisGeNET, and GeneCards databases, and 87 Xueshuantong target genes for wet AMD were obtained. Then, by constructing the drug component and disease target network and PPI network, we found that the components closely interacted with VEGF, TNF, caspase 3, CXCL8, and AKT1, which suggested that the therapeutic effects might be related to the inhibition of neovascularization, inflammation, and AKT pathway. Then, GO enrichment analysis showed that the biological processes response to hypoxia, positive regulation of angiogenesis, and inflammatory response were enriched. KEGG enrichment results showed that the HIF-1 and pi3k-akt pathways may mediate the inhibition of wet AMD by Xueshuantong. Topological analysis results identified 10 key proteins, including VEGF, TNF, AKT1, and TLR4. The results of molecular docking also confirmed their strong binding to their respective compounds. In this study, it was confirmed that Xueshuantong could inhibit wet AMD by targeting VEGF, TNF, TLR4, and AKT1, multichannel HIF-1, and the PI3K-AKT pathway, which further proved the therapeutic effects of Xueshuantong combined with single anti-VEGF therapy on wet AMD and provided new insights into the study of novel molecular drug targets for the treatment of wet AMD.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8

Similar content being viewed by others

Data Availability

All data generated or analyzed during this study are included in this published article and the raw data (raw data.zip) and further database information (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=gse29801).

References

  • Agron E, Mares J, Clemons TE, Swaroop A, Chew EY, Keenan TDL (2021) Areds, Groups AR: dietary nutrient intake and progression to late age-related macular degeneration in the age-related eye disease studies 1 and 2. Ophthalmology 128(3):425–442

    Article  PubMed  Google Scholar 

  • Al-Khersan H, Hussain RM, Ciulla TA, Dugel PU (2019) Innovative therapies for neovascular age-related macular degeneration. Expert Opin Pharmacother 20(15):1879–1891

    Article  CAS  PubMed  Google Scholar 

  • Augustin AJ, Puls S, Offermann I (2007) Triple therapy for choroidal neovascularization due to age-related macular degeneration: verteporfin PDT, bevacizumab, and dexamethasone. Retina 27(2):133–140

    Article  PubMed  Google Scholar 

  • Bradley J, Ju M, Robinson GS (2007) Combination therapy for the treatment of ocular neovascularization. Angiogenesis 10(2):141–148

    Article  CAS  PubMed  Google Scholar 

  • Campochiaro PA (2013) Ocular neovascularization. J Mol Med (berl) 91(3):311–321

    Article  CAS  PubMed  Google Scholar 

  • Chew EY, Clemons TE, Agron E, Sperduto RD, Sangiovanni JP, Kurinij N, Davis MD (2013) Age-related eye disease study research g long-term effects of vitamins C and E, beta-carotene, and zinc on age-related macular degeneration: AREDS report no. 35. Ophthalmology 120(8):1604-1611 e4

    Article  PubMed  Google Scholar 

  • Dharamdasani Detaram H, Mitchell P, Russell J, Burlutsky G, Liew G, Gopinath B (2020) Dietary zinc intake is associated with macular fluid in neovascular age-related macular degeneration. Clin Exp Ophthalmol 48(1):61–68

    Article  PubMed  Google Scholar 

  • Gragoudas ES, Adamis AP, Cunningham ET Jr, Feinsod M, Guyer DR (2004) Group VISiONCT: Pegaptanib for neovascular age-related macular degeneration. N Engl J Med 351(27):2805–2816

    Article  CAS  PubMed  Google Scholar 

  • Graupera M, Guillermet-Guibert J, Foukas LC, Phng LK, Cain RJ, Salpekar A, Pearce W, Meek S, Millan J, Cutillas PR et al (2008) Angiogenesis selectively requires the p110alpha isoform of PI3K to control endothelial cell migration. Nature 453(7195):662–666

    Article  ADS  CAS  PubMed  Google Scholar 

  • Guven M, Batar B, Mutlu T, Bostanci M, Mete M, Aras C, Unal M (2016) Toll-like receptors 2 and 4 polymorphisms in age-related macular degeneration. Curr Eye Res 41(6):856–861

    Article  CAS  PubMed  Google Scholar 

  • Huang Y, Guo B, Shi B, Gao Q, Zhou Q (2018) Chinese herbal medicine Xueshuantong enhances cerebral blood flow and improves neural functions in Alzheimer’s disease mice. J Alzheimers Dis 63(3):1089–1107

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Ishikawa M, Jin D, Sawada Y, Abe S, Yoshitomi T (2015) Future therapies of wet age-related macular degeneration. J Ophthalmol 2015:138070

    Article  PubMed  PubMed Central  Google Scholar 

  • Joussen AM, Poulaki V, Qin W, Kirchhof B, Mitsiades N, Wiegand SJ, Rudge J, Yancopoulos GD, Adamis AP (2002) Retinal vascular endothelial growth factor induces intercellular adhesion molecule-1 and endothelial nitric oxide synthase expression and initiates early diabetic retinal leukocyte adhesion in vivo. Am J Pathol 160(2):501–509

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Khan AH, Pierce CO, De Salvo G, Griffiths H, Nelson M, Cree AJ, Menon G, Lotery AJ (2022) The effect of systemic levels of TNF-alpha and complement pathway activity on outcomes of VEGF inhibition in neovascular AMD. Eye (lond) 36(11):2192–2199

    Article  CAS  PubMed  Google Scholar 

  • Li C, Xu T, Zhou P, Zhang J, Guan G, Zhang H, Ling X, Li W, Meng F, Liu G et al (2018) Post-marketing safety surveillance and re-evaluation of Xueshuantong injection. BMC Complement Altern Med 18(1):277

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Lipinski CA, Lombardo F, Dominy BW, Feeney PJ (2001) Experimental and computational approaches to estimate solubility and permeability in drug discovery and development settings. Adv Drug Deliv Rev 46(1–3):3–26

    Article  CAS  PubMed  Google Scholar 

  • Lyu J, Xie Y, Sun M, Zhang L (2020) Efficacy and safety of Xueshuantong injection on acute cerebral infarction: clinical evidence and GRADE assessment. Front Pharmacol 11:822

    Article  PubMed  PubMed Central  Google Scholar 

  • Pan HT, Wang JJ, Huang JL, Shuai YL, Li J, Hu ZZ, Ding YZ, Liu QH (2020) Ranibizumab plus fufang xueshuantong capsule versus ranibizumab alone for exudative age-related macular degeneration. J Int Med Res 48(9):300060520931618

    Article  CAS  PubMed  Google Scholar 

  • Reichert JM (2015) Antibodies to watch in 2015. Mabs 7(1):1–8

    Article  CAS  PubMed  Google Scholar 

  • Ritchie ME, Phipson B, Wu D, Hu Y, Law CW, Shi W, Smyth GK (2015) limma powers differential expression analyses for RNA-sequencing and microarray studies. Nucleic Acids Res 43(7):e47

    Article  PubMed  PubMed Central  Google Scholar 

  • Sabio G, Davis RJ (2014) TNF and MAP kinase signalling pathways. Semin Immunol 26(3):237–245

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Sarli A, Skalidakis I, Velissari A, Koutsandrea C, Stefaniotou M, Petersen MB, Kroupis C, Kitsos G, Moschos MM (2017) Investigation of associations of ARMS2, CD14, and TLR4 gene polymorphisms with wet age-related macular degeneration in a greek population. Clin Ophthalmol 11:1347–1358

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Sasore T, Reynolds AL, Kennedy BN (2014) Targeting the PI3K/Akt/mTOR pathway in ocular neovascularization. Adv Exp Med Biol 801:805–811

    Article  PubMed  Google Scholar 

  • Sun HH, Chai XL, Li HL, Tian JY, Jiang KX, Song XZ, Wang XR, Fang YS, Ji Q, Liu H et al (2021) Fufang Xueshuantong alleviates diabetic retinopathy by activating the PPAR signalling pathway and complement and coagulation cascades. J Ethnopharmacol 265:113324

    Article  CAS  PubMed  Google Scholar 

  • Tsujinaka H, Itaya-Hironaka A, Yamauchi A, Sakuramoto-Tsuchida S, Shobatake R, Makino M, Masuda N, Hirai H, Takasawa S, Ogata N (2017) Statins decrease vascular epithelial growth factor expression via down-regulation of receptor for advanced glycation end-products. Heliyon 3(9):e00401

    Article  PubMed  PubMed Central  Google Scholar 

  • Wang GL, Semenza GL (1993) General involvement of hypoxia-inducible factor 1 in transcriptional response to hypoxia. Proc Natl Acad Sci U S A 90(9):4304–4308

    Article  ADS  CAS  PubMed  PubMed Central  Google Scholar 

  • Whitmore HAB, Amarnani D, O’Hare M, Delgado-Tirado S, Gonzalez-Buendia L, An M, Pedron J, Bushweller JH, Arboleda-Velasquez JF, Kim LA (2021) TNF-alpha signaling regulates RUNX1 function in endothelial cells. FASEB J 35(2):e21155

    Article  CAS  PubMed  Google Scholar 

  • Wolf AT, Harris A, Oddone F, Siesky B, Verticchio Vercellin A, Ciulla TA (2022) Disease progression pathways of wet AMD: opportunities for new target discovery. Expert Opin Ther Targets 26(1):5–12

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Xu J, Tu Y, Wang Y, Xu X, Sun X, Xie L, Zhao Q, Guo Y, Gu Y, Du J et al (2020) Prodrug of epigallocatechin-3-gallate alleviates choroidal neovascularization via down-regulating HIF-1alpha/VEGF/VEGFR2 pathway and M1 type macrophage/microglia polarization. Biomed Pharmacother 121:109606

    Article  CAS  PubMed  Google Scholar 

  • Yu WZ, Zou H, Li XX, Yan Z, Dong JQ (2008) Effects of the phosphatidylinositol 3-kinase inhibitor in a mouse model of retinal neovascularization. Ophthalmic Res 40(1):19–25

    Article  CAS  PubMed  Google Scholar 

  • Yu G, Wang LG, Han Y, He QY (2012) clusterProfiler: an R package for comparing biological themes among gene clusters. OMICS 16(5):284–287

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Zampatti S, Ricci F, Cusumano A, Marsella LT, Novelli G, Giardina E (2014) Review of nutrient actions on age-related macular degeneration. Nutr Res 34(2):95–105

    Article  CAS  PubMed  Google Scholar 

  • Zhang Q, Cunha APD, Li S, Hao Q, Kainz V, Huang Q, Wu HY (2019) IL-27 regulates HIF-1alpha-mediated VEGFA response in macrophages of diabetic retinopathy patients and healthy individuals. Cytokine 113:238–247

    Article  CAS  PubMed  Google Scholar 

Download references

Acknowledgements

The study was supported by the Tianjin Key Laboratory of Ophthalmology.

Funding

This work was supported by the National Natural Science Foundation of China (82371033), the Tianjin Natural Science Foundation (21JCZDJC01250), the Tianjin Key Medical Discipline (Specialty) Construction Project (TJYXZDXK-016A), and the Xianyang Science and Technology Plan Project (2021ZDYF-SF-0056).

Author information

Authors and Affiliations

Authors

Contributions

LW contributed to Conceptualization, Methodology, Software, and Writing and Original draft preparation; CW contributed to Data curation and Writing and Original draft preparation; YD contributed to Funding Acquisition and Supervision; LL contributed to Resources and Software; XH and XY contributed to Conceptualization, Funding Acquisition, Resources, Supervision, and Writing, Reviewing, and Editing of the manuscript.

Corresponding authors

Correspondence to Xia Hua or Xiaoyong Yuan.

Ethics declarations

Competing interests

The authors declare no competing interests.

Conflict of interest

None.

Ethical Approval

All studies were analyzed by previous articles and bioinformatics software, excluding the original overview of clinical trials, so there is no need for moral approval.

Consent to Publication

Not applicable.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

Below is the link to the electronic supplementary material.

Supplementary file1 (DOCX 27 kb)

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Wang, L., Wang, C., Li, L. et al. Analysis of the Molecular Mechanism of Xueshuantong in the Treatment of Wet Age-Related Macular Degeneration (AMD) Using GEO Datasets, Network Pharmacology, and Molecular Docking. Biochem Genet (2024). https://doi.org/10.1007/s10528-023-10654-9

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s10528-023-10654-9

Keywords

Navigation