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Updated: Oct 28, 2026

Functional Characterization and Visualization of Esophageal Fibroblasts Using Organoid Co-Cultures
Published on: January 6, 2023
Integrated bulk and single-cell transcriptomics with virtual knockout analysis identifies FOS as an
Shilong Li1,2, Huiqiang Duan1,2, Xin Liu1,2
1Department of General Surgery, Tianjin Medical University General Hospital, 154 Anshan Road, Heping District, Tianjin, 300052, China.
Abstract:
Chronic atrophic gastritis (CAG) is a precancerous lesion characterized by epithelial injury, glandular atrophy, and impaired gastric function. Molecular targets linking epithelial alterations with potential traditional Chinese medicine-derived compounds remain unclear. GEO bulk transcriptomic datasets were analyzed to identify differentially expressed genes (DEGs), which were intersected with CAG-related genes for enrichment analysis. Protein-protein interaction (PPI) network analysis and reverse network pharmacology were used to identify key targets and construct a drug-component-target network. Single-cell RNA sequencing, virtual knockout, molecular docking, CCK-8 assay, and RT-qPCR in 1‑Methyl‑3‑nitro‑1‑nitrosoguanidine (MNNG)-treated GES-1 cells were then integrated to prioritize and evaluate FOS. A total of 502 DEGs and 54 intersected CAG-related genes were identified, with enrichment in wound healing, epithelial junction organization, tight junctions, cAMP signaling, gastric cancer, and digestive or secretory pathways. Five key genes-APOA1, CFTR, FOS, HMOX1, and VIM-were identified, all with AUCs above 0.80. Among 21,679 single cells, FOS was the only key gene predominantly enriched in gastric epithelial cells. Virtual knockout predicted associations between FOS-network perturbation and five genes involved in hormone processing and gastric secretory pathways. Docking generated candidate fisetin-FOS and kaempferol-FOS poses for preliminary compound prioritization. MNNG reduced GES-1 cell viability and significantly increased FOS mRNA expression. Integrated computational analyses highlighted FOS as an epithelial-associated candidate gene in CAG and suggested exploratory associations with gastric secretory pathways. These findings support further functional and compound-intervention studies of the FOS/AP-1 axis.