Huang Mengjia, Liu Lin, Zhu Junkai, Jin Tong, Chen Yi, Xu Li, Cheng Wenxuan, Ruan Xinjia, Su Liwen, Meng Jialin, Lu Xiaofan, Yan Fangrong
State Key Laboratory of Natural Medicines, Research Center of Biostatistics and Computational Pharmacy, China Pharmaceutical University, Nanjing, China.
Department of Urology, The First Affiliated Hospital of Anhui Medical University, Hefei, China.
Front Cell Dev Biol. 2021 Aug 31;9:723817. doi: 10.3389/fcell.2021.723817. eCollection 2021.
Tumors are closely related to the tumor microenvironment (TME). The complex interaction between tumor cells and the TME plays an indisputable role in tumor development. Tumor cells can affect the TME, promote tumor angiogenesis and induce immune tolerance by releasing cell signaling molecules. Immune cell infiltration (ICI) in the TME can affect the prognosis of patients with bladder cancer. However, the pattern of ICI of the TME in bladder cancer has not yet been elucidated. Herein, we identified three distinct ICI subtypes based on the TME immune infiltration pattern of 584 bladder cancer patients using the ESTIMATE and CIBERSORT algorithms. Then, we identified three gene clusters based on the differentially expressed genes (DEGs) between the three ICI subtypes. In addition, the ICI score was determined using single sample gene set enrichment analysis (ssGSEA). The results suggested that patients in the high ICI score subgroup had a favorable prognosis and higher expression of checkpoint-related and immune activity-related genes. The high ICI score subgroup was also linked to increased tumor mutation burden (TMB) and neoantigen burden. A cohort treated with anti-PD-L1 immunotherapy confirmed the therapeutic advantage and clinical benefit of patients with higher ICI scores. In the end, our study also shows that the ICI score represents an effective prognostic predictor for evaluating the response to immunotherapy. In conclusion, our study deepened the understanding of the TME, and it provides new ideas for improving patients' response to immunotherapy and promoting individualized tumor immunotherapy in the future.
肿瘤与肿瘤微环境(TME)密切相关。肿瘤细胞与TME之间的复杂相互作用在肿瘤发展中起着无可争议的作用。肿瘤细胞可通过释放细胞信号分子影响TME、促进肿瘤血管生成并诱导免疫耐受。TME中的免疫细胞浸润(ICI)可影响膀胱癌患者的预后。然而,膀胱癌中TME的ICI模式尚未阐明。在此,我们使用ESTIMATE和CIBERSORT算法,基于584例膀胱癌患者的TME免疫浸润模式,鉴定出三种不同的ICI亚型。然后,我们基于三种ICI亚型之间的差异表达基因(DEG)鉴定出三个基因簇。此外,使用单样本基因集富集分析(ssGSEA)确定ICI评分。结果表明,高ICI评分亚组的患者预后良好,检查点相关基因和免疫活性相关基因的表达较高。高ICI评分亚组还与肿瘤突变负担(TMB)和新抗原负担增加有关。一项接受抗PD-L1免疫治疗的队列研究证实了高ICI评分患者的治疗优势和临床获益。最后,我们的研究还表明,ICI评分是评估免疫治疗反应的有效预后预测指标。总之,我们的研究加深了对TME的理解,并为未来改善患者对免疫治疗的反应及促进个体化肿瘤免疫治疗提供了新思路。