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Gene & Protein in Disease                                               Drugs and immune infiltration in IPF




            Table 1. Basic data from the three microarray databases derived from the GEO database
            Dataset ID  Platform                                                         Normal   IPF   Region
                                                                                          sample  sample
            GSE2052  GPL1739  Amersham Biosciences CodeLink Uniset Human I Bioarray        11      13   USA
            GSE110147  GPL6244  [HuGene-1_0-st] Affymetrix Human Gene 1.0 ST Array [transcript (gene) version]  11  22  Canada
            GSE53845  GPL6480  Agilent-014850 Whole Human Genome Microarray 4×44K G4112F (Probe Name version)  8  40  USA
            Abbreviations: IPF: Idiopathic pulmonary fibrosis; GEO: Gene expression omnibus.

             A                                                   B






























            Figure 1. Heatmap and volcano plot based on the results of integrated analysis and differential gene screening of three datasets. (A) The heatmap displays
            tissue samples in columns and DEGs in rows, with red indicating upregulation and blue denoting downregulation. (B) In the volcano plot, red dots
            represent upregulated DEGs, whereas blue dots indicate downregulated DEGs.
            Abbreviations: IPF: Idiopathic pulmonary fibrosis; DEGs: Differentially expressed genes.

            with IPF (r = 0.84, p = 1e−28) (Figure 2B), making it the   structure organization, ossification, external encapsulating
            pivotal module linked to IPF phenotype.            structure organization, and heterophilic cell–cell adhesion
              The MM versus gene significance (GS) correlation   through plasma membrane cell adhesion molecules. In the
            plots were generated to illustrate the relationship between   CC category (n = 11), the CGs were notably enriched in
            MM and GS in IPF-related modules. A  strong positive   collagen trimer, collagen-containing ECM, endoplasmic
            correlation was observed between MM and GS in the   reticulum lumen, basement membrane, and sarcolemma.
            yellow module (r = 0.93,  p = 1.7e−74) (Figure  2C). By   In the MF category (n = 9), the CGs were significantly
            integrating and selecting DEGs and genes from the   enriched in ECM structural constituent, ECM structural
            MEyellow module, a final set of 40 CGs was obtained   constituent conferring tensile strength, glycosaminoglycan
            (Figure 2D; Supplementary File: Table S3).         binding, integrin binding, and heparin binding. In addition,
                                                               KEGG pathway enrichment analysis of CGs revealed nine
            3.3. Functional enrichment analyses of CGs         enriched terms. The main enriched pathways included
            We performed GO and KEGG pathway analyses of 40    protein digestion and absorption, malaria, cell adhesion
            CGs. GO analysis of CGs revealed that 73 terms were   molecules,  advanced  glycation  end  product–receptor  for
            enriched (Supplementary File: Table S4). Most of the   advanced glycation end product signaling pathway in
            CGs were enriched in the BP category (n = 53), including   diabetic complications, and complement and coagulation
            extracellular matrix (ECM) organization, extracellular   cascades (Figure 3, Supplementary File: Table S5).


            Volume 3 Issue 4 (2024)                         5                               doi: 10.36922/gpd.4101
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