Department of Urinary Surgery, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China.
Institute for Stem Cell and Neural Regeneration, School of Pharmacy, Nanjing Medical University, Nanjing, China.
J Cell Physiol. 2020 Apr;235(4):3849-3863. doi: 10.1002/jcp.29279. Epub 2019 Oct 9.
To explore the prognosis of tumor mutation burden (TMB) and underlying relationships with tumor-infiltrating immune cells in bladder cancer (BLCA). Transcriptome profiles and somatic mutation data from The Cancer Genome Atlas database by the GDC tool. A total of 437 samples were included, consisted of 412 BLCA patients and matched 25 normal samples. Specific mutation information was summarized and illustrated in waterfall plot. Higher TMB levels revealed improved overall survival (OS) and lower tumor recurrence. We found 68 differentially expressed genes in two TMB groups and identified eight independent hub TMB-related signature. Pathway analysis suggested that differential TMB-related signature correlated with multiple cancer-related crosstalk, including cell cycle, DNA replication, cellular senescence, and p53 signaling pathway. Besides, the tumor mutation burden related signature (TMBRS) model based on eight signature possessed well predictive value with area under curve (AUC) = 0.753, and patients with higher TMBRS scores showed worse OS outcomes (p < .001). Moreover, we exhibited the inferred immune cell fractions in box plot and differential abundance of immune cells were shown in the heatmap. The Wilcoxon rank-sum test suggested that CD8+ T cell (p = .001) and memory activated CD4+ T cell (p = .004) showed higher infiltrating levels in high-TMB group, while the density of resting mast cells showed lower infiltrating level in high-TMB group (p = .016). Finally, it is significant to note that CD8+ T cell and memory activated CD4+ T cell subsets not only revealed higher infiltrating abundance in high-TMB group but correlated with prolonged OS and lower risk of tumor recurrence, respectively.
探讨肿瘤突变负担(TMB)在膀胱癌(BLCA)中的预后及其与肿瘤浸润免疫细胞的潜在关系。使用 GDC 工具从癌症基因组图谱(TCGA)数据库中获取转录组谱和体细胞突变数据。共纳入 437 例样本,包括 412 例 BLCA 患者和 25 例匹配的正常样本。总结和图示特定的突变信息。较高的 TMB 水平提示总体生存率(OS)提高,肿瘤复发率降低。我们在两个 TMB 组中发现了 68 个差异表达基因,并鉴定了 8 个独立的 TMB 相关核心签名基因。通路分析表明,差异 TMB 相关签名与多种癌症相关的串扰相关,包括细胞周期、DNA 复制、细胞衰老和 p53 信号通路。此外,基于 8 个特征的肿瘤突变负担相关特征(TMBRS)模型具有较好的预测价值,曲线下面积(AUC)= 0.753,TMBRS 评分较高的患者 OS 结果较差(p <.001)。此外,我们在箱线图中展示了推断的免疫细胞分数,在热图中展示了免疫细胞的差异丰度。Wilcoxon 秩和检验表明,高 TMB 组中 CD8+T 细胞(p= 0.001)和记忆激活的 CD4+T 细胞(p= 0.004)浸润水平较高,而高 TMB 组中静止肥大细胞的密度较低(p= 0.016)。最后,值得注意的是,CD8+T 细胞和记忆激活的 CD4+T 细胞亚群不仅在高 TMB 组中显示出更高的浸润丰度,而且与延长 OS 和降低肿瘤复发风险分别相关。