Related Experiment Video
Updated: Jan 24, 2026

Network Pharmacology Prediction and Experimental Validation of Trichosanthes-Fritillaria thunbergii Action Mechanism Against Lung Adenocarcinoma
Published on: March 3, 2023
Hyperoside ameliorates lupus nephritis by suppressing AKT1-mediated PANoptosis in podocytes: integrating network
Lili Cheng1, Zhongfu Tang1, Ming Li1,2
1Department of Rheumatology and Immunology, The First Affiliated Hospital of Anhui University of Chinese Medicine, Hefei, Anhui, China.
Insights
Hyperoside (Hyp) effectively treats lupus nephritis (LN) by inhibiting AKT1-mediated podocyte PANoptosis, offering a novel therapeutic strategy for this severe kidney complication.
Area of Science:
- Nephrology and Immunology
- Molecular Biology
- Pharmacology
Background:
- Lupus nephritis (LN) is a severe complication of systemic lupus erythematosus (SLE) with complex pathogenesis and limited treatment options.
- Hyperoside (Hyp), a natural flavonol glycoside, shows potential for LN treatment, but its mechanisms, especially regarding PANoptosis, are unclear.
Purpose of the Study:
- To investigate the role of PANoptosis in LN pathogenesis.
- To elucidate the therapeutic mechanism of Hyperoside (Hyp) in LN, focusing on AKT1-mediated podocyte PANoptosis.
Main Methods:
- Network pharmacology and molecular docking identified AKT1 as a key target of Hyp in LN.
- In vivo and in vitro experiments assessed renal pathology, cell death, and molecular markers.
- PI3K/AKT pathway modulation was analyzed to understand Hyp's mechanism.
Main Results:
- Hyperoside (Hyp) demonstrated stable binding to AKT1, a shared target in LN.
- Hyp treatment alleviated renal injury and inhibited podocyte PANoptosis in MRL/lpr mice.
- Hyp suppressed PANoptosis by modulating the PI3K/AKT axis, with AKT1 playing a crucial role.
Conclusions:
- AKT1-mediated podocyte PANoptosis is a key mechanism in lupus nephritis (LN).
- Hyperoside (Hyp) is a promising therapeutic agent targeting the AKT1/PANoptosis pathway for LN treatment.
- These findings offer a novel, clinically translatable strategy for managing LN.
Background:
Lupus nephritis (LN), one of the most common and severe complications of systemic lupus erythematosus (SLE), remains challenging to treat due to its complex pathogenesis. Hyperoside (Hyp), a naturally occurring flavonol glycoside and a key active component in numerous Chinese medicines and herbs, has demonstrated renoprotective effects via multiple signaling pathways, showing promise for LN treatment. However, its underlying mechanisms of renal protection in LN, particularly its regulatory potential on PANoptosis, remain unexplored.
Objective:
This study investigated the role of PANoptosis in LN pathogenesis, focusing on protein kinase B (AKT1) -mediated podocyte PANoptosis, to elucidate the therapeutic mechanism of Hyp.
Methods:
Potential Hyp targets were predicted using the SwissTargetPrediction database, while LN-related targets were retrieved from the GeneCards database. Overlapping targets were identified as potential key targets, and a Protein-Protein Interaction (PPI) network was constructed to screen core targets. GO and KEGG analyses of these overlapping targets were performed via the DAVID database to predict the mechanisms of Hyp against LN. Molecular docking between Hyp and the core target was conducted using AutoDock (Version 1.5.7) and visualized with PyMOL. Finally, in vivo and in vitro experiments, including H&E staining, TUNEL staining, immunofluorescence, flow cytometry, Western blotting, immunohistochemistry, and PCR, were performed to assess renal pathology, cell death, and the mRNA/protein expression levels of key targets and PANoptosis markers.
Results:
Network pharmacology and molecular docking analyses indicated that AKT1 is a core target shared by Hyp and LN, with Hyp exhibiting stable binding to AKT1. Experimental validation demonstrated that Hyp treatment inhibited podocyte PANoptosis and alleviated renal injury in MRL/lpr mice. Mechanistically, Hyp suppressed PANoptosis by modulating the PI3K/AKT axis. AKT1 overexpression attenuated the therapeutic effects of Hyp, confirming its pivotal role in LN pathogenesis.
Conclusion:
This study reveals that AKT1-mediated podocyte PANoptosis is a key mechanism in LN and establishes Hyp as a promising therapeutic agent targeting this pathway. These findings provide a novel and clinically translatable strategy for LN treatment.
Related Concept Videos
Reliability and Validity
Protein Networks
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
Protein Networks
Network Covalent Solids
To break or to melt a covalent network solid, covalent bonds must be broken. Because covalent bonds are relatively strong, covalent network solids are typically...
Data Validation
Nursing assessment guides are generally based on holistic models rather than medical...
Data Validation
Key parameters for method validation include:

