Xu Hao, Yin Lu, Xu Qianhui, Xiang Jingjing, Xu Rujun
Department of Hepatobiliary and Pancreatic Surgery, The Second Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, Zhejiang, China.
Department of Pathology, Affiliated Hangzhou First People's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
Cancer Cell Int. 2022 May 23;22(1):199. doi: 10.1186/s12935-022-02614-x.
Several studies have revealed that N6-methyladenosine (m6A) regulation is involved in various biological processes and cancer progression. Nevertheless, the potential effects of m6A modifications in the tumor immune microenvironment (TIME) and on immune regulation in pancreatic adenocarcinoma (PAAD) remains unclear.
A consensus clustering algorithm was used to identify different m6A modification patterns and construct an m6A-associated gene signature based on 23 m6A regulators in PAAD. The CIBERSORT and ssGSEA algorithms were used to estimate the components of the immune cells in each sample. The PCA algorithm was used to develop the m6Ascore system for the evaluation of m6A modification patterns in each sample.
Two m6A modification patterns with different biological properties and prognoses were identified in 176 PAAD patient samples. The features of TIME between the two patterns were similar, with two definite immune phenotypes: immune-inflamed and immune-excluded. Based on the m6A phenotype-associated signature genes, we constructed an m6Ascore system to investigate the m6A modification pattern of each sample, profile the dissection of physiological processes, immune infiltration, clinical prognosis, immunotherapy, and genetic variation. Patients with low m6Ascore scores had better clinical outcomes, enhanced immune infiltration, and lower expression of immunotherapeutic drug targets, such as CD274 and PDCD1LG2. Further research indicated that the m6Ascore and tumor mutation burden were significantly correlated, and patients with low m6Ascore had higher mutation rates in SMAD4 and TTN. Moreover, TNFRSF21 was significantly upregulated in PAAD tumor tissues and cell lines. Lower expression of TNFRSF21 had a prominent advantage in survival and was correlated with a low level of immune infiltration. PAAD samples with different TNFRSF21 expression levels showed significantly distinct sensitivities to chemotherapeutic agents.
This study revealed that m6A modification patterns could play an important role in the diversity and complexity of TIME, and the m6Ascore system could serve as an independent and powerful prognostic biomarker and is latently related to PAAD immunotherapies. Quantitative determination of m6A modification patterns in individual patients will be instrumental in mapping the TIME landscape and further optimizing precision immunotherapy.
多项研究表明,N6-甲基腺苷(m6A)调控参与多种生物学过程和癌症进展。然而,m6A修饰在胰腺腺癌(PAAD)肿瘤免疫微环境(TIME)及免疫调节中的潜在作用仍不清楚。
采用一致性聚类算法识别不同的m6A修饰模式,并基于PAAD中的23个m6A调控因子构建m6A相关基因特征。使用CIBERSORT和ssGSEA算法估计每个样本中免疫细胞的组成。采用主成分分析(PCA)算法开发m6A评分系统,以评估每个样本中的m6A修饰模式。
在176例PAAD患者样本中鉴定出两种具有不同生物学特性和预后的m6A修饰模式。两种模式之间的TIME特征相似,有两种明确的免疫表型:免疫炎症型和免疫排除型。基于m6A表型相关的特征基因,我们构建了一个m6A评分系统,以研究每个样本的m6A修饰模式,剖析生理过程、免疫浸润、临床预后、免疫治疗和基因变异。m6A评分低的患者临床结局更好,免疫浸润增强,免疫治疗药物靶点(如CD274和PDCD1LG2)的表达较低。进一步研究表明,m6A评分与肿瘤突变负荷显著相关,m6A评分低的患者在SMAD4和TTN中的突变率较高。此外,TNFRSF21在PAAD肿瘤组织和细胞系中显著上调。TNFRSF21低表达在生存方面具有显著优势,且与低水平免疫浸润相关。不同TNFRSF21表达水平的PAAD样本对化疗药物表现出明显不同的敏感性。
本研究表明,m6A修饰模式可能在TIME的多样性和复杂性中发挥重要作用,m6A评分系统可作为一个独立且强大的预后生物标志物,并且与PAAD免疫治疗潜在相关。对个体患者m6A修饰模式的定量测定将有助于描绘TIME景观,并进一步优化精准免疫治疗。