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The network pharmacology prediction and experiment validation of Astragalus membranaceus for alleviating silicosis fibrosis via decreasing MMP9 and EGFR expression
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  • Published: 06 March 2026

The network pharmacology prediction and experiment validation of Astragalus membranaceus for alleviating silicosis fibrosis via decreasing MMP9 and EGFR expression

  • Anning Yang1,2,3 na1,
  • Xiaoyu Luo1 na1,
  • Yi Guo1,3,
  • Huning Zhang1,
  • Wenyue Zhang1,2,
  • Sirong Chang1,3,
  • Shengpeng Wen1,
  • Wenyan Yang1 &
  • …
  • Yue Sun1,2,3 

Scientific Reports , Article number:  (2026) Cite this article

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We are providing an unedited version of this manuscript to give early access to its findings. Before final publication, the manuscript will undergo further editing. Please note there may be errors present which affect the content, and all legal disclaimers apply.

Subjects

  • Biological techniques
  • Biotechnology
  • Computational biology and bioinformatics
  • Diseases
  • Drug discovery
  • Environmental sciences
  • Environmental social sciences
  • Health occupations
  • Pathogenesis

Abstract

To investigate the molecular mechanism of Astragalus membranaceus (AM) in alleviating silicosis fibrosis using bioinformatics and in vitro experiments. Active ingredients of AM and their corresponding targets were retrieved from the TCMSP and SwissTargetPrediction databases. These ingredients were screened based on oral bioavailability (OB ≥ 30%), drug-likeness (DL ≥ 0.18), and Lipinski’s Rule of Five, which serves as a standard for identifying drug-like molecules with favorable pharmacokinetic properties in network pharmacology. Silicosis-related targets were collected from DisGENET, GeneCards, and the Comparative Toxicogenomics Database (CTD). Common targets were identified for protein-protein interaction (PPI) network analysis, Gene Ontology (GO), and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analyses. Core ingredients and targets were selected through topological analysis in Cytoscape and subsequently validated using molecular docking (AutoDock), immunofluorescence and RT-qPCR assays. Eight main active ingredients of AM were identified, along with 236 AM targets and 7,706 silicosis targets, resulting in 113 shared targets. Further screening revealed three key ingredients: Quercetin, isorhamnetin, and kaempferol, as well as seven core targets: AKT1, CASP3, PTGS2, MMP9, ESR1, JUN and EGFR. The primary pathways involved included PI3K-AKT, IL-17, and MAPK. Molecular docking analyses indicated that MMP9 and EGFR exhibited higher binding energies with Quercetin. In vitro immunofluorescence results demonstrated that Quercetin downregulated the expression of MMP9, EGFR, and α-SMA in silicotic fibroblasts. Additionally, qRT-PCR assays confirmed that the Quercetin alleviated SiO2-induced fibrotic process by suppressing PI3K-AKT pathway in the anti-fibrotic process. Quercetin, the key active ingredient of AM, exerts its anti-silicosis effect by inhibiting the expression of EGFR, MMP9 and the PI3K/Akt pathway.

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Data availability

The datasets used and/or analysed during the current study are available from the corresponding author on reasonable request.

Abbreviations

ECM:

Extracellular matrix

TCM:

Traditional Chinese medicine

AM:

Astragalus membranaceus

NP:

Network pharmacology

GO:

Gene ontology

KEGG:

Kyoto encyclopedia of genes and genomes

PPI:

Protein‒protein interaction

BP:

Biological process

CC:

Cytological component

MF:

Molecular function

AKT1:

RAC-alpha serine/threonine-protein kinase

CASP3:

Caspase-3

EGFR:

Epidermal growth factor receptor

MMP9:

Matrix metalloproteinase 9

ESR1:

Estrogen receptor

JUN:

Jun proto-oncogene, AP-1 transcription factor subunit

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Acknowledgements

We express our gratitude to all the authors for their assistance and support.

Funding

This work was supported by the National Natural Science Foundation of China (82271626, 82160088, 82560099), Ningxia Hui Autonomous Region Youth Top Talent Training Project. Chinese Academy of Sciences “Western Young Scholars” project. China Postdoctoral Science Foundation (2023MD734192), Ningxia Natural Science Foundation (2025AAC050075, 2022AAC03128, 2022AAC05025), Ningxia Key Research and Development Projects (2020BFH02003, 2021BEG02030), Open competition mechanism to select the best candidates for key research projects of Ningxia Medical University (XJKF230106).

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Author notes
  1. Anning Yang and Xiaoyu Luo have contributed equally to this work.

Authors and Affiliations

  1. General Hospital of Ningxia Medical University, School of Public Health Research, Ningxia Medical University, Yinchuan, 750004, Ningxia, China

    Anning Yang, Xiaoyu Luo, Yi Guo, Huning Zhang, Wenyue Zhang, Sirong Chang, Shengpeng Wen, Wenyan Yang & Yue Sun

  2. NHC Key Laboratory of Metabolic Cardiovascular Disease Research, Ningxia Medical University, Yinchuan, 750004, Ningxia, China

    Anning Yang, Wenyue Zhang & Yue Sun

  3. Ningxia Key Laboratory of Environmental Factors and Chronic Disease Control, Ningxia Medical University, Yinchuan, 750004, Ningxia, China

    Anning Yang, Yi Guo, Sirong Chang & Yue Sun

Authors
  1. Anning Yang
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  2. Xiaoyu Luo
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Contributions

Y(Y.A.N.) and L.were responsible for most of the data collection and conducted most of the experiments. G and C have made contributions to some data collection and data integration. W and Z(Z.H.N.)made contributions to some experimental work. Y and Z(Z.W.Y.) participated in the drafting of the manuscript. All authors have reviewed the subsequent versions of the manuscript and have read and approved the final version submitted.

Corresponding author

Correspondence to Yue Sun.

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The authors declare no competing interests.

Ethics approval and consent to participate

This project was approved by the Medical Ethics Committee of Ningxia Medical University. All experiments and strategies follow ethical principles.

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Yang, A., Luo, X., Guo, Y. et al. The network pharmacology prediction and experiment validation of Astragalus membranaceus for alleviating silicosis fibrosis via decreasing MMP9 and EGFR expression. Sci Rep (2026). https://doi.org/10.1038/s41598-026-42544-6

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  • Received: 20 December 2024

  • Accepted: 26 February 2026

  • Published: 06 March 2026

  • DOI: https://doi.org/10.1038/s41598-026-42544-6

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Keywords

  • Astragalus membranaceus
  • Silicosis
  • Quercetin
  • Network pharmacology
  • Molecular docking
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