PO.IM02.05 · 免疫学
KRAS突变型结直肠癌肿瘤微环境的免疫逃逸特征
Immune evasive characteristics of the KRAS mutant colorectal cancer tumor microenvironment
作者与单位 Authors & Affiliations
摘要 Abstract
中文摘要
背景:近期临床试验表明,与KRAS野生型(WT)微卫星稳定(MSS)结直肠癌相比,KRAS突变型结直肠癌(CRC)对联合免疫治疗方案更具耐药性,这可能与免疫抑制性肿瘤微环境(TME)有关。在此,我们研究MSS KRAS突变型CRC的TME,以刻画调控KRAS突变型CRC相关免疫逃逸性TME的免疫相关信号通路及因子。
方法:对结直肠腺癌数据集(TCGA,PanCancer Atlas)进行基因集富集分析(GSEA),以鉴定携带或不携带KRAS突变的MSS CRC患者之间的差异基因表达模式。第二项GSEA分析探究了来自NCI患者来源模型库(PDMR)数据库的RNA表达数据,样本为KRAS突变型和WT CRC配对的患者类器官及全肿瘤样本。
结果:在TCGA数据集中共鉴定出496例MSS CRC受试者。将KRAS突变型CRC(195例)与由缺乏KRAS、NRAS或BRAF突变的患者组成的WT队列(255例)进行比较。KRAS富集的基因集(FDR q值<0.25)包括标志性有丝分裂纺锤体、p53通路、糖酵解、氧化磷酸化、活性氧通路及晚期雌激素应答。WT队列富集免疫相关基因集,包括标志性同种异体移植排斥、炎症应答及IL6 JAK STAT3信号。KRAS富集基因集中显著表达的基因(q值<0.05)涉及TGF-beta信号(TGFB1(Log2FC:0.85)、EPHA2(0.4)、KLK11(1.47)、INHBE(0.51))、M2巨噬细胞募集(KLK10(1.24)、CA12(0.75)、KLK8(0.79))以及免疫排斥(CD44(0.35)、LAMC2(0.43)、KLK8(0.79)、NT53/CD73(0.66))。WT队列中上调的基因与免疫细胞激活和T细胞调控(GZMB(0.83)、MERTK(0.66)、PROCR(0.59)、CD40(0.48))、M1巨噬细胞(AK4(0.65))及免疫浸润(SPAG4(0.49))相关。分析了来自PDMR数据库的RNA表达数据,样本为携带APC和TP53突变、伴或不伴KRAS突变的患者(每队列三例)。GSEA显示免疫相关基因集在WT肿瘤中显著富集,包括干扰素gamma/alpha应答、经NFKB的TNFA信号、补体、同种异体移植排斥及炎症应答。当通过将类器官数据中存在的基因表达与原始肿瘤样本分离以孤立免疫TME信号时,观察到相似的结果。
结论:KRAS突变型CRC以免疫抑制性TME为特征。对驱动这一表型的通路和基因进行进一步分析,将有助于鉴定可操作的治疗靶点,从而改善这些患者的免疫治疗应答。
查看英文原文 English abstract
Background: Recent clinical trials have indicated that KRAS mutant colorectal cancer (CRCs) are more resistant to combination immunotherapy approaches compared to KRAS wild-type (WT) microsatellite stable (MSS) CRCs, potentially related to an immune suppressive tumor microenvironment (TME). Here, we investigate the TME of MSS KRAS mutant CRCs to characterize the immune-related signaling pathways and factors that modulate the immune evasive TME associated with KRAS mutant CRCs.
Methods: A gene-set enrichment analysis (GSEA) on the Colorectal Adenocarcinoma (TCGA, PanCancer Atlas) dataset was performed to identify differential gene expression patterns between patients with MSS CRCs with or without a KRAS mutation. A second GSEA analysis explored RNA expression data from the NCI Patient-Derived Models Repository (PDMR) database of matched patient organoid and whole tumor samples from KRAS mutant and WT CRCs.
Results: A total of 496 MSS CRC subjects were identified in the TCGA dataset. KRAS mutant CRCs (195) were compared to a WT cohort consisting of patients lacking a KRAS, NRAS, or BRAF mutation (255). KRAS enriched gene sets (FDR q-value<0.25) included hallmark mitotic spindle, p53 pathway, glycolysis, oxidative phosphorylation, reactive oxygen species pathway, and estrogen response late. The WT cohort had enrichment of immune-related gene sets, including hallmark allograft rejection, inflammatory response, and IL6 JAK STAT3 signaling. Significantly expressed genes (q-value<0.05) in the KRAS enriched gene sets were involved in TGF-beta signaling (TGFB1 (Log2FC: 0.85), EPHA2 (0.4), KLK11 (1.47), INHBE (0.51)), M2-macrophage recruitment (KLK10 (1.24), CA12 (0.75), KLK8 (0.79), and immune exclusion (CD44(0.35), LAMC2 (0.43), KLK8 (0.79), NT53/CD73 (0.66)). Genes upregulated in the WT cohort were associated with immune cell activation and T-cell regulation (GZMB (0.83), MERTK (0.66), PROCR (0.59), CD40 (0.48)), M1-macrophages (AK4 (0.65)), and immune infiltration (SPAG4 (0.49)). RNA expression data from the PDMR database was analyzed from patients with APC and TP53 mutations with or without a KRAS mutation (three patients/cohort). GSEA revealed that immune-related gene sets were significantly enriched in WT tumors including interferon gamma/alpha response, TNFA signaling via NFKB, complement, allograft rejection, and inflammatory response. When immune TME signaling was isolated by separating gene expression present in the organoid data from the original tumor samples, similar results were observed.
Conclusion: KRAS mutant CRCs are characterized by an immune suppressive TME. Further analysis of the pathways and genes driving this phenotype will help identify actionable therapeutic targets to improve immunotherapy responses for these patients.
利益披露 Disclosure
E. A. Boeree, None..
K. A. Johnson, None..
C. A. Pasch, None.
D. A. Deming,
Merck Other, Research Funding.
Genentech Other, Research Funding.
Bristol Myers Squibb Other, Research Funding
Consulting/Advisory Boards.
Pfizer Other, Research Funding
Consulting/Advisory Boards.
Promega Other, Research Funding.
Arcus Other, Research Funding.
Ipsen Other, Research Funding.
Eli Lilly Other, Research Funding
Consulting/Advisory Boards.
Transthera Other, Research Funding.
ImmutoScientific Other, Research Funding.
Foundation Medicine Other, Consulting/Advisory Boards.
Illumina Other, Consulting/Advisory Boards.
Regeneron Other, Consulting/Advisory Boards.
Aadi Biosciences Other, Consulting/Advisory Boards.
Taiho Other, Consulting/Advisory Boards.
Inocras Other, Consulting/Advisory Boards.
DoMoreDx Other, Consulting/Advisory Boards.
Fortvita Other, Consulting/Advisory Boards.
Exelixis Other, Consulting/Advisory Boards.
Takeda Other, Consulting/Advisory Boards.