研究概要
本研究描述了 ccRCC 中 TLS 的 12 趋化因子基因特征,并建立了反映不同 TME 免疫状态且与 ccRCC 预后相对应的 TLS 聚类。我们证实了 ccRCC 中 TILs 聚集和 TLS 的密集存在,并证明了 ccRCC 中 CXCL13 表达的致癌作用,这有助于开发免疫疗法并为 ccRCC 的长期管理提供新的见解。
研究思路结论见上方概要
背景
肿瘤微环境(TME)和三级淋巴结构(TLS)影响癌症的发生和发展。免疫背景如何与透明细胞肾细胞癌(ccRCC)的表型相互作用仍不清楚。
方法
我们使用机器学习算法和TLS的12趋化因子基因特征,在ccRCC中识别并评估了TLS簇。进行了功能富集、DNA变异、免疫细胞分布、与独立临床病理特征的关联以及CXCL13在ccRCC中的预测价值分析。
结果
我们发现,与其它类型的肾细胞癌相比,ccRCC 患者中 TLS 的 12 趋化因子基因特征显著富集。我们确定了 CCL4、CCL5、CCL8、CCL19 和 CXCL13 表达在 ccRCC 中的预后价值。与扩增和野生型基因特征相比,TLS 基因特征的 DNA 缺失显著预测 ccRCC 的不良结局。我们建立了 TLS 聚类(C1-4),并观察到各聚类在生存、干细胞样特征、免疫细胞分布、对免疫治疗和 VEGF 靶向治疗的反应方面存在明显差异。我们发现在一个真实世界验证队列中,CXCL13 表达升高显著预测 232 例 ccRCC 患者的侵袭性进展和不良预后。
展开英文摘要原文
BACKGROUND
The tumor microenvironment (TME) and tertiary lymphoid structures (TLS) affect the occurrence and development of cancers. How the immune contexture interacts with the phenotype of clear cell renal cell carcinoma (ccRCC) remains unclear.
METHODS
We identified and evaluated TLS clusters in ccRCC using machine learning algorithms and the 12-chemokine gene signature for TLS. Analyses for functional enrichment, DNA variation, immune cell distribution, association with independent clinicopathological features and predictive value of CXCL13 in ccRCC were performed.
RESULTS
We found a prominently enrichment of the 12-chemokine gene signature for TLS in patients with ccRCC compared with other types of renal cell carcinoma. We identified a prognostic value of CCL4, CCL5, CCL8, CCL19 and CXCL13 expression in ccRCC. DNA deletion of the TLS gene signature significantly predicted poor outcome in ccRCC compared with amplification and wild-type gene signature. We established TLS clusters (C1-4) and observed distinct differences in survival, stem cell-like characteristics, immune cell distribution, response to immunotherapies and VEGF-targeted therapies among the clusters. We found that elevated CXCL13 expression significantly predicted aggressive progression and poor prognosis in 232 patients with ccRCC in a real-world validation cohort.
CONCLUSION
This study described a 12-chemokine gene signature for TLS in ccRCC and established TLS clusters that reflected different TME immune status and corresponded to prognosis of ccRCC. We confirmed the dense presence of TILs aggregation and TLS in ccRCC and demonstrated an oncogenic role of CXCL13 expression of ccRCC, which help develop immunotherapies and provide novel insights on the long-term management of ccRCC.
论文信息
- 作者
- Xu W、Ma C、Liu W、Anwaier A、Tian X、Shi G、Qu Y、Wei S
- 第一作者单位
- Department of Urology, Fudan University Shanghai Cancer Center, Shanghai Medical college, Fudan University, Dong'an Road 270, Shanghai, 200032, People's Republic of China.China
- 通讯作者单位
- Department of Urology, Fudan University Shanghai Cancer Center, Shanghai Medical college, Fudan University, Dong'an Road 270, Shanghai, 200032, People's Republic of China. dwyelie@163.com.China
- 期刊
- Cancer immunology, immunotherapy : CII2022 Aug