Department of Thoracic and Cardiovascular Surgery, Seoul National University Hospital, Seoul, Republic of Korea.
Department of Nuclear Medicine, Seoul National University Hospital, Seoul, Republic of Korea.
Theranostics. 2020 Jul 25;10(21):9579-9590. doi: 10.7150/thno.48954. eCollection 2020.
The metabolic properties of tumor microenvironment (TME) are dynamically dysregulated to achieve immune escape and promote cancer cell survival. However, properties of glucose metabolism in cancer and immune cells are poorly understood and their clinical application to development of a biomarker reflecting immune functionality is still lacking. We analyzed RNA-seq and fluorodeoxyglucose (FDG) positron emission tomography profiles of 63 lung squamous cell carcinoma (LUSC) specimens to correlate FDG uptake, expression of glucose transporters (GLUT) by RNA-seq and immune cell enrichment score (ImmuneScore). Single cell RNA-seq analysis in five lung cancer specimens was performed. We tested the GLUT3/GLUT1 ratio, the GLUT-ratio, as a surrogate representing immune metabolic functionality by investigating the association with immunotherapy response in two melanoma cohorts. ImmuneScore showed a negative correlation with GLUT1 ( = -0.70, < 0.01) and a positive correlation with GLUT3 ( = 0.39, < 0.01) in LUSC. Single-cell RNA-seq showed GLUT1 and GLUT3 were mostly expressed in cancer and immune cells, respectively. In immune-poor LUSC, FDG uptake was positively correlated with GLUT1 ( = 0.27, = 0.04) and negatively correlated with ImmuneScore ( = -0.28, = 0.04). In immune-rich LUSC, FDG uptake was positively correlated with both GLUT3 ( = 0.78, = 0.01) and ImmuneScore ( = 0.58, = 0.10). The GLUT-ratio was higher in anti-PD1 responders than nonresponders ( = 0.08 for baseline; = 0.02 for on-treatment) and associated with a progression-free survival in melanoma patients who treated with anti-CTLA4 ( = 0.04). Competitive uptake of glucose by cancer and immune cells in TME could be mediated by differential GLUT expression in these cells.
肿瘤微环境(TME)的代谢特性被动态失调,以实现免疫逃避并促进癌细胞存活。然而,癌细胞和免疫细胞的葡萄糖代谢特性了解甚少,其临床应用于开发反映免疫功能的生物标志物仍然缺乏。我们分析了 63 例肺鳞癌(LUSC)标本的 RNA-seq 和氟脱氧葡萄糖(FDG)正电子发射断层扫描(PET)图谱,以将 FDG 摄取、RNA-seq 葡萄糖转运蛋白(GLUT)的表达与免疫细胞富集评分(ImmuneScore)相关联。对五例肺癌标本进行了单细胞 RNA-seq 分析。我们通过研究两个黑色素瘤队列中免疫治疗反应的相关性,测试了 GLUT3/GLUT1 比值、GLUT 比值作为代表免疫代谢功能的替代指标。在 LUSC 中,ImmuneScore 与 GLUT1 呈负相关( = -0.70, < 0.01),与 GLUT3 呈正相关( = 0.39, < 0.01)。单细胞 RNA-seq 显示 GLUT1 和 GLUT3 主要在癌细胞和免疫细胞中表达。在免疫细胞贫乏的 LUSC 中,FDG 摄取与 GLUT1 呈正相关( = 0.27, = 0.04),与 ImmuneScore 呈负相关( = -0.28, = 0.04)。在免疫细胞丰富的 LUSC 中,FDG 摄取与 GLUT3( = 0.78, = 0.01)和 ImmuneScore( = 0.58, = 0.10)均呈正相关。抗 PD1 反应者的 GLUT-比值高于无反应者(基线时为 0.08;治疗时为 0.02),并与接受抗 CTLA4 治疗的黑色素瘤患者的无进展生存期相关( = 0.04)。TME 中癌细胞和免疫细胞对葡萄糖的竞争摄取可能是由这些细胞中 GLUT 表达的差异介导的。