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Resveratrol Modulates Lung Cancer-Associated Hub Genes Identified by Integrated Bioinformatics, Single-Cell Analysis,
Jinghua Yang1, Hanxiu Wei2, Jie Li1
1Department of Pulmonary Diseases, Luzhou Hospital of Traditional Chinese Medicine, Luzhou, 646000, Sichuan Province, China.
Abstract:
Lung cancer remains a major cause of cancer-related mortality, and reliable molecular targets with therapeutic relevance are still needed. This study aimed to identify key genes associated with lung cancer progression and explore the potential regulatory effect of resveratrol. The GSE43458 dataset, including 80 lung cancer samples and 30 control samples, was used for differential expression analysis and weighted gene co-expression network analysis (WGCNA). Intersecting genes were subjected to protein-protein interaction network construction, Cytoscape-based hub gene screening, functional enrichment analysis, and immune infiltration analysis. Single-cell RNA sequencing data from GSE131907 were further analyzed to characterize cellular heterogeneity and hub gene distribution. Resveratrol was predicted as a candidate compound, followed by molecular docking with hub proteins. Finally, CCK-8, Western blotting, and qRT-PCR assays were performed in BEAS-2B and A549 cells. A total of 1,655 differentially expressed genes were identified, and WGCNA identified the 252-gene turquoise module as the module most strongly associated with the lung cancer phenotype (r = - 0.86, P = 6.0 × 10⁻³⁵). Intersection analysis yielded 250 candidate genes, representing 15.1% of all differentially expressed genes. Five hub genes, CASP3, DDX54, TP53BP1, CDKN2A, and ABT1, were identified and showed significantly increased expression in lung cancer tissues (P < 0.05). Functional enrichment analysis linked the candidate genes to apoptosis, cell-cycle regulation, DNA damage repair, immune responses, and cancer-related pathways, while immune infiltration and single-cell analyses revealed marked remodeling of immune and stromal components. Molecular docking predicted potential interactions between resveratrol and the five hub proteins, with the most favorable docking scores observed for TP53BP1 (- 7.0 kcal/mol) and DDX54 (- 6.9 kcal/mol). In vitro validation further showed that resveratrol treatment significantly reduced the mRNA and protein expression of the identified hub genes in A549 cells (P < 0.05). This study identified five lung cancer-associated hub genes and provided preliminary evidence that resveratrol may modulate their expression. These findings provide a multi-level molecular framework for further investigation of resveratrol-responsive networks in lung cancer.
Insights
This study identified five key genes (CASP3, DDX54, TP53BP1, CDKN2A, ABT1) linked to lung cancer progression. Resveratrol demonstrated potential in modulating these hub genes, offering new therapeutic avenues for lung cancer.
Area of Science:
- Oncology
- Molecular Biology
- Bioinformatics
Background:
- Lung cancer is a leading cause of cancer mortality.
- Identifying novel molecular targets is crucial for effective lung cancer therapy.
- Understanding gene regulatory networks in lung cancer is essential.
Purpose of the Study:
- To identify key genes associated with lung cancer progression.
- To explore the potential of resveratrol in regulating these genes.
- To establish a molecular framework for resveratrol-based lung cancer treatments.
Main Methods:
- Differential gene expression analysis and Weighted Gene Co-expression Network Analysis (WGCNA) on lung cancer datasets (GSE43458).
- Protein-protein interaction network construction, hub gene identification using Cytoscape, and functional enrichment analysis.
- Single-cell RNA sequencing (GSE131907), molecular docking, and in vitro validation (CCK-8, Western blotting, qRT-PCR) with resveratrol.
Main Results:
- Identified 1,655 differentially expressed genes and a significant turquoise module (252 genes) associated with lung cancer.
- Discovered five hub genes (CASP3, DDX54, TP53BP1, CDKN2A, ABT1) with increased expression in lung cancer tissues.
- Resveratrol showed potential interactions with hub proteins (TP53BP1, DDX54) and reduced their expression in vitro.
Conclusions:
- Five novel lung cancer-associated hub genes were identified, involved in apoptosis, cell cycle, DNA repair, and immune response.
- Resveratrol may exert therapeutic effects by modulating the expression of these identified hub genes.
- The study provides a multi-level molecular framework for investigating resveratrol-responsive networks in lung cancer.
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