Yang Mengsi, Luo Jianmin, Zheng Yunna, Chen Qunqing
Department of Thoracic Surgery, Zhujiang Hospital of Southern Medical University, Guangzhou 510282, Guangdong Province, China.
Department of Thoracic Surgery, Affiliated Hospital, Zhanjiang Medical University, Zhanjiang 524001, Guangdong Province, China.
Int J Endocrinol. 2025 Feb 26;2025:7734237. doi: 10.1155/ije/7734237. eCollection 2025.
This research focused on exploring the shared pathophysiological bases of lung adenocarcinoma (LUAD) and Type 2 diabetes mellitus (T2DM). The investigation into the molecular similarities between LUAD and T2DM involved querying the Gene Expression Omnibus for pertinent data. Upon pinpointing genes exhibiting differential expression, pathway enrichment analyses were executed to discern the molecular pathways shared by both conditions. In addition, GeneMANIA was employed to establish a protein interaction network, pinpointing STK26 as a critical gene. In addition, the influence of STK26 on the immune environment of the tumor was examined using tools such as the Microenvironment Cell Populations-counter to assess levels of stromal and immune cells in cancer tissues from expression profiles. Furthermore, a lung cancer cell model enriched in glucose was developed to facilitate the knockdown of STK26 using small interfering RNA. The influence of STK26 on A549 cell functionality was assessed using CCK-8, wound healing (scratch), and colony formation (cloning) assays. This will help ensure accuracy and relevance in the revised version. TGF-, HIF-1, AGE-RAGE, extracellular matrix (ECM) components and function regulation, and cell adhesion were activated in LUAD and T2DM. WGCNA identified two main modules in LUAD, three main modules in T2DM, and 44 shared genes. ClueGO and GeneMANIA analyses focused on pathways regulating cell growth and mitosis. Our analysis revealed STK26 as a central gene that exhibits elevated expression levels in tissues affected by LUAD. Elevated expression of STK26 correlates with a diminished prognosis for LUAD patients. In patients with LUAD characterized by elevated STK26 levels, gene set enrichment analysis identified a notable upregulation in numerous metabolic pathways. These include glycolysis-gluconeogenesis, oxidative phosphorylation, and the conversion pathways between pentose and glucuronic acid, as well as the pentose phosphate pathway. Gene set variation analysis suggested that a high STK26 expression was related to glycolysis, hypoxia, MYC, oxidative phosphorylation, cell cycle, and citric acid cycle pathways. In the group exhibiting elevated levels of STK26, a marked upregulation of glycolytic pathway genes, including HK2, RPIA, IDH3G, and SORD, was noted. This upregulation indicates a correlation between STK26 expression and these pivotal glycolytic genes. MCP-counter analysis suggested that the group with a high STK26 expression level had reduced immune infiltration. Laboratory studies have demonstrated that LUAD cells thrive in a high-glucose setting, where STK26 expression notably surpasses that observed under standard conditions. In addition, suppressing STK26 using siRNA significantly curtails both the growth and movement of LUAD cells. The research established a shared pathogenic basis between LUAD and T2DM. TGF-, HIF-1, AGE-RAGE, ECM components and function regulation, cell adhesion, and additional signaling pathways are intricately linked with the pathophysiological mechanisms underlying both LUAD and T2DM. Thus, STK26 may affect the development of LUAD and T2DM by regulating glucose metabolism. Suppressing STK26 in a glucose-rich setting curtailed both the expansion and mobility of LUAD cells.
本研究聚焦于探索肺腺癌(LUAD)和2型糖尿病(T2DM)共同的病理生理基础。对LUAD和T2DM之间分子相似性的调查涉及在基因表达综合数据库中查询相关数据。在确定表现出差异表达的基因后,进行通路富集分析以识别这两种病症共有的分子通路。此外,利用基因共表达网络分析工具(GeneMANIA)建立蛋白质相互作用网络,确定丝氨酸/苏氨酸蛋白激酶26(STK26)为关键基因。此外,使用微环境细胞群体计数器等工具,从表达谱评估癌症组织中基质细胞和免疫细胞水平,以研究STK26对肿瘤免疫环境的影响。此外,构建了富含葡萄糖的肺癌细胞模型,以便使用小干扰RNA敲低STK26。使用细胞计数试剂盒-8(CCK-8)、伤口愈合(划痕)和集落形成(克隆)试验评估STK26对A549细胞功能的影响。这将有助于确保修订版的准确性和相关性。转化生长因子-β(TGF-β)、缺氧诱导因子-1(HIF-1)、晚期糖基化终末产物受体(AGE-RAGE)、细胞外基质(ECM)成分和功能调节以及细胞黏附在LUAD和T2DM中被激活。加权基因共表达网络分析(WGCNA)在LUAD中鉴定出两个主要模块,在T2DM中鉴定出三个主要模块以及44个共享基因。ClueGO和GeneMANIA分析聚焦于调节细胞生长和有丝分裂的通路。我们的分析表明,STK26是一个核心基因,在受LUAD影响的组织中表达水平升高。STK26表达升高与LUAD患者预后不良相关。在STK26水平升高的LUAD患者中,基因集富集分析确定许多代谢通路显著上调。这些通路包括糖酵解-糖异生、氧化磷酸化以及戊糖与葡萄糖醛酸之间的转化途径以及磷酸戊糖途径。基因集变异分析表明,高STK26表达与糖酵解、缺氧、MYC、氧化磷酸化、细胞周期和柠檬酸循环途径相关。在STK26水平升高的组中,观察到糖酵解途径基因显著上调,包括己糖激酶2(HK2)、核糖磷酸异构酶A(RPIA)、异柠檬酸脱氢酶3γ(IDH3G)和硫氧还蛋白还原酶(SORD)。这种上调表明STK26表达与这些关键糖酵解基因之间存在相关性。单细胞转录组免疫细胞计数(MCP-counter)分析表明,STK26高表达组的免疫浸润减少。实验室研究表明,LUAD细胞在高糖环境中生长旺盛,其中STK26表达明显超过在标准条件下观察到的水平。此外,使用小干扰RNA抑制STK26可显著抑制LUAD细胞的生长和迁移。该研究建立了LUAD和T2DM之间共同的致病基础。TGF-β、HIF-1、AGE-RAGE、ECM成分和功能调节、细胞黏附以及其他信号通路与LUAD和T2DM潜在的病理生理机制密切相关。因此,STK26可能通过调节葡萄糖代谢影响LUAD和T2DM的发展。在富含葡萄糖的环境中抑制STK26可抑制LUAD细胞的增殖和迁移。