Department of Thoracic Surgery, Renmin Hospital of Wuhan University, No.238 Jiefang Road, Wuchang District, Wuhan 430060, China.
Department of Pulmonary and Critical Care Medicine, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, 1111 XianXia Road, Shanghai 200336, China.
Comput Biol Med. 2024 Mar;171:108183. doi: 10.1016/j.compbiomed.2024.108183. Epub 2024 Feb 22.
As one of the common subtypes of non-small lung cancer, lung squamous cell carcinoma (LUSC) patients with advanced stage have few choices of treatment strategies. Therefore, it is urgent to discover genes that are associated with the survival and efficacy of immunotherapies.
Differential gene expression analyses were conducted using TCGA LUSC bulk-sequencing and single-cell RNA-sequencing data. Prognostic genes were identified from the TCGA LUSC cohort. Protein expression validation and survival analyses were performed. Experiments were conducted to explore the underlying mechanisms. In addition, the correlation between gene expression and pathological response to adjuvant immunochemotherapy was also investigated.
After a series of bioinformatic analyses, solute carrier family 2 member 1(SLC2A1), encoding glucose transporter-1 (GLUT1), was found to be differentially expressed between tumor and normal tissues. GLUT1 was subsequently identified as an independent prognostic factor for LUSC. GSEA analysis revealed the glycolysis metabolism pathway of KEGG enriched in SLC2A1 tumor tissues. LASSO analyses revealed that tumor tissues with high expression of SLC2A1 were associated with high levels of protein lactylation. We found that SLC2A1 was preferentially expressed by SPP1 macrophages in the tumor microenvironment, and the expression of SLC2A1 was associated with the abundance of SPP1 macrophages. Immunofluorescence demonstrated GLUT1 and HIF1α colocalization in tumor-infiltrating macrophages. In vitro experiments showed HIF-1α-induced macrophage polarization under hypoxia, and GLUT1 inhibition blocked this polarization. In addition, SLC2A1 was negatively associated with the common immune checkpoint molecules, such as programmed cell death 1(PD-1), T cell immunoreceptor with Ig and ITIM domains (TIGIT), cytotoxic T-lymphocyte associated protein 4 (CTLA4) and lymphocyte activating 3 (LAG3), while showed a positive association with CD44. Finally, we observed that there was a significant correlation between pre-adjuvant-treatment GLUT1 expression and the pathological response.
SLC2A1 expression was differentially upregulated in tumor tissues, and elevated GLUT1 expression was associated with worse survival and poor pathological response to adjuvant immunochemotherapy. Upregulation of GLUT1 promoted macrophage polarization into the M2 phenotype. The findings will contribute to guiding the treatment selection for LUSC patients and providing personalized immunotherapy strategies.
作为非小细胞肺癌的常见亚型之一,晚期肺鳞状细胞癌(LUSC)患者的治疗策略选择有限。因此,迫切需要发现与免疫治疗的生存和疗效相关的基因。
使用 TCGA LUSC 批量测序和单细胞 RNA 测序数据进行差异基因表达分析。从 TCGA LUSC 队列中确定预后基因。进行蛋白质表达验证和生存分析。进行实验探索潜在机制。此外,还研究了基因表达与辅助免疫化疗病理反应之间的相关性。
经过一系列的生物信息学分析,发现溶质载体家族 2 成员 1(SLC2A1)在肿瘤组织和正常组织之间表达差异。GLUT1 随后被确定为 LUSC 的独立预后因素。GSEA 分析显示,KEGG 中的糖酵解代谢途径在 SLC2A1 肿瘤组织中富集。LASSO 分析显示,高表达 SLC2A1 的肿瘤组织与高水平的蛋白乳酰化相关。我们发现 SLC2A1 在肿瘤微环境中的 SPP1 巨噬细胞中优先表达,并且 SLC2A1 的表达与 SPP1 巨噬细胞的丰度相关。免疫荧光显示 GLUT1 和 HIF1α 在肿瘤浸润巨噬细胞中存在共定位。体外实验表明,缺氧诱导的 HIF-1α 诱导巨噬细胞极化,而 GLUT1 抑制阻断了这种极化。此外,SLC2A1 与常见的免疫检查点分子如程序性细胞死亡 1(PD-1)、T 细胞免疫受体具有 Ig 和 ITIM 结构域(TIGIT)、细胞毒性 T 淋巴细胞相关蛋白 4(CTLA4)和淋巴细胞激活 3(LAG3)呈负相关,而与 CD44 呈正相关。最后,我们观察到,在辅助治疗前 GLUT1 表达与病理反应之间存在显著相关性。
SLC2A1 在肿瘤组织中表达差异上调,上调的 GLUT1 表达与生存不良和辅助免疫化疗病理反应不良相关。GLUT1 的上调促进了巨噬细胞向 M2 表型的极化。这些发现将有助于指导 LUSC 患者的治疗选择,并提供个性化的免疫治疗策略。