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Gene & Protein in Disease                                               Drugs and immune infiltration in IPF













































            Figure 5. Construction of the miRNA–TF–mRNA regulatory network related to hub genes. Red nodes (circles) represent predicted mRNA, blue nodes
            (triangles) represent miRNA, and green nodes (squares) represent TFs
            Abbreviations: mRNA: Messenger RNA; miRNA: MicroRNA; TFs: Transcription factors.

            were identified: collagenase clostridium histolyticum   were downloaded from PDB. Molecular docking was
            (targeting COL15A1 and COL6A3), ocriplasmin (targeting   performed using CB-Dock2, and the best ligand–receptor
            COL15A1 and COL6A3), cyclosporine (targeting VCAN),   binding modes were selected based on “Vina score”
            bevacizumab (targeting THBS2), and talabostat (targeting   and “cavity size.” The results showed that cyclosporine
            FAP). In addition, CTD screening revealed more drugs   was  bound  tightly  to  the  COL15A1  protein  receptor
            or  compounds,  with  each  of  them  targeting ≥5  hub   (Figure  8A) with a Vina score of −7.2 Furthermore,
            genes. Finally, drugs or compounds that could reduce the   cyclosporine also exhibited high binding affinity toward
            expression levels of hub genes were identified: aristolochic   the COL6A3 protein receptor (Figure 8B). Respectively,
            acid I, (+)-JQ1 compound, triclosan, sodium arsenite,   dexamethasone  (Figure  8C)  and  (+)-JQ1  compound
            doxorubicin, dexamethasone, valproic acid, tobacco smoke   (Figure  8D) also displayed notable binding affinities.
            pollution, and cyclosporine (Figure 7 and Supplementary   The detailed results are presented in  Table  2. Further
            File: Table S9).                                   visualization  was  performed  for  binding  results  with  a
                                                               Vina score of <−7.0.
            3.8. Molecular docking
            The 3D structures of aristolochic acid I, (+)-JQ1   4. Discussion
            compound, triclosan, doxorubicin, dexamethasone,   IPF is a chronic progressive interstitial lung disease
            valproic acid, and cyclosporine were obtained from the   characterized by fibrosis, primarily affecting middle-aged
            PubChem Compound Database (2D structures were      and older individuals. Its etiology and pathogenesis remain
            converted to 3D structures using Chem3D if needed). The   unclear. Owing to small sample sizes in previous studies,
            3D structures of COL15A1 (PDB ID: 3N3F; resolution:   limited research has been conducted on gene expression
            2.005 Å) and COL6A3 (PDB ID: 6SNK; resolution: 2.2 Å)   in IPF. This study integrated three IPF datasets to examine


            Volume 3 Issue 4 (2024)                         8                               doi: 10.36922/gpd.4101
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