Type 2 diabetes (T2DM) co-existing with pulmonary tuberculosis (PTB) is associated with increased rates of treatment failure and mortality. Therefore, greater understanding of the occurrence and prevalence of this comorbidity and research to address the prevention and treatment of PTB in patients with T2DM (PTBâ+âT2DM) have become paramount. Weighted gene co-expression network analysis (WGCNA) and Gene Ontology and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analyses were employed to identify key gene modules and functions related to PTBâ+âT2DM. Immune cell infiltration and drug sensitivity were compared between PTBâ+âT2DM patients and healthy controls (HCs), with a bioinformatic approach. Several key genes were chosen for in vitro expression assays using quantitative real-time PCR (qRT-PCR), western blotting (WB), and enzyme-linked immunosorbent assay (ELISA). Compared to HCs and T2DM-only patients, PTBâ+â2DM patients showed upregulated expression of complement component C1q. WGCNA identified five crucial genes associated with PTBâ+âT2DM: C1QA, CD248, LINC00278, MMP8, and MMP9. Multiscale embedded gene co-expression network analysis further identified FN1. The main KEGG pathways in PTBâ+âT2DM patients were related to extracellular matrix-receptor interaction, the interleukin-17 signaling pathway, the AGE-RAGE signaling pathway in diabetic complications, the PI3K-Akt signaling pathway, and neutrophil extracellular trap formation. Receiver operating characteristic (ROC) analysis indicated that CD248, MMP8, MMP9, LINC00278, and C1QA have potential as diagnostic markers for PTBâ+âT2DM. The expression levels of C1QA, LINC00278, MMP8, and MMP9 were significantly higher, and that of CD248 was significantly lower, in PTBâ+âT2DM patients than in HCs. A network comprising highly correlated hub genes and microRNAs revealed the following interactions: C1QA with hsa-miR-363-5p, hsa-miR-671-5p, and hsa-miR-25-5p; CD248 with COL1 A2, COL1 A1, and COL4 A1; MMP8 with hsa-miR-539-5p, MMP9, and CEACAM8; and MMP9 with FN1, MMP8, hsa-miR-29b-3p, hsa-miR-942-3p, hsa-miR-302-5p, and hsa-miR-133a-5p. Seven drugs (ERK_440_1713, JAK_8517_1739, Palbociclib_1054, PLX.4720_1036, Savolitinib_1936, Selumetinib_1736, and VX.11e_2096) exhibited significant sensitivity in patients with high-expression or low-expression of C1QA. ELISA, qRT-PCR, and WB analyses confirmed the upregulated expression of C1QA, MMP8, and MMP9 in the peripheral blood of PTBâ+âT2DM patients. This study elucidated the intricate molecular connections between PTB and T2DM and identified potential shared targets. Five genes (C1QA, MMP8, MMP9, CD248, and LINC00278) have potential as diagnostic markers for PTBâ+âT2DM, and three genes (C1QA, MMP8, and MMP9) were upregulated in the peripheral blood of PTBâ+âT2DM patients. Our findings may serve as a valuable reference for future research and clinical applications.
A bioinformatics-driven approach to identify biomarkers and elucidate the pathogenesis of type 2 diabetes concurrent with pulmonary tuberculosis.
采用生物信息学方法识别生物标志物,阐明2型糖尿病合并肺结核的发病机制
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作者:Liu Yan, Pu Yonglan, Wang Jie, Li Zhiyong, Liu Songliang, Tang Shenjie
| 期刊: | Scientific Reports | 影响因子: | 3.900 |
| 时间: | 2025 | 起止号: | 2025 May 15; 15(1):16931 |
| doi: | 10.1038/s41598-025-00928-0 | 研究方向: | 代谢 |
| 疾病类型: | 糖尿病 | ||
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