黑色素瘤中功能失调CD8+ TILs的P852转录组学分析发现胆汁酸和MTOR途径是新的潜在免疫治疗靶点

C. Cameron, B. Richardson, J. Golden, Lukas Pfannensttiel, M. Cartwright, Yousef Moustafa, Samjhana Thapaliya, G. Roversi, Y. Phoon, M. Cameron, B. Gastman
{"title":"黑色素瘤中功能失调CD8+ TILs的P852转录组学分析发现胆汁酸和MTOR途径是新的潜在免疫治疗靶点","authors":"C. Cameron, B. Richardson, J. Golden, Lukas Pfannensttiel, M. Cartwright, Yousef Moustafa, Samjhana Thapaliya, G. Roversi, Y. Phoon, M. Cameron, B. Gastman","doi":"10.1136/LBA2019.6","DOIUrl":null,"url":null,"abstract":"Background Coexpression of the immune checkpoint receptors PD-1 and TIM-3 is associated with dysfunction of tumor infiltrating lymphocytes in melanoma (MEL) and squamous cell carcinoma (SCC). To identify the mechanisms underlying this dysfunctional phenotype and to identify targets to rescue immune function, we performed transcriptional profiling of PD-1+TIM-3+CD8+ TILs sorted directly from MEL and SCC tumors in conjunction with immunologic phenotyping. We identified a number of novel dysregulated pathways and associated gene signatures in the PD-1+TIM-3+ subset that have not previously been reported in TILs, including bile acid metabolism, and demonstrated that these pathways are highly correlated not only to immune checkpoint receptor expression but also to MTOR pathway activation. Methods Surgically excised melanoma tumors were dissociated and mononuclear cells were isolated by Ficoll gradient separation and cryopreserved. For sorting based on immune checkpoint receptor expression, a cocktail of monoclonal antibodies to the following targets, including viability dye was used: CD3, CD4, CD8, CD45RA, CD27, CCR7 PE, CD14, CD19, Live/Dead, BTLA, TIM-3, PD-1, CTLA-4, TIGIT and LAG-3. RNA was purified from 10,000 sorted cells using RNeasy Mini Kits (Qiagen), followed by RNASeq library generation using TruSeq Stranded Total RNA HT Kits (Illumina). Gene set variation analysis (GSVA) was used for pathway analysis, as well as linear regression modelling using limma (Bioconductor). Results Transcriptomic analysis of CD8+ TILs revealed 4,228 genes (P<0.05, t-test) as differentially expressed in TILs vs. functional peripheral CD8 T cells. Using a nonlinear dimensionality-reduction technique, we found that there were several unique clusters of cell surface marker expression that were present at significantly different frequencies in the TILs. We used pathway enrichment analysis and linear regression modeling to identify gene signatures that correlate with the progressive and coordinate expression of PD-1, TIM-3, and additional checkpoint receptors thereby driving progressive dysfunction on in TILs. The peroxisome and bile acid metabolism pathways were significantly enriched in the TIL transcriptome. Moreover, higher frequencies of events in dysfunctional clusters were strongly correlated with positive enrichment of the bile acid metabolism pathway and enhanced MTOR signaling. Conclusions Transcriptomic analysis of PD-1+TIM-3+ CD8+ TILs identified novel candidate mechanisms of immune dysfunction in CD8+ TILs from patients with metastatic melanoma who fail immunotherapy. Our study identifies the bile acid and MTOR metabolic pathways as a potential novel therapeutic targets for complementary therapy to restore immune function in melanoma and SCC patients. Ethics Approval This study was performed under an IRB approved protocol.","PeriodicalId":16067,"journal":{"name":"Journal of Immunotherapy for Cancer","volume":"348 18","pages":"A4 - A5"},"PeriodicalIF":0.0000,"publicationDate":"2020-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"P852 Transcriptomic analysis of dysfunctional CD8+ TILs in melanoma identifies bile acid and MTOR pathways as novel potential immunotherapy targets\",\"authors\":\"C. Cameron, B. Richardson, J. Golden, Lukas Pfannensttiel, M. Cartwright, Yousef Moustafa, Samjhana Thapaliya, G. Roversi, Y. Phoon, M. Cameron, B. Gastman\",\"doi\":\"10.1136/LBA2019.6\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Background Coexpression of the immune checkpoint receptors PD-1 and TIM-3 is associated with dysfunction of tumor infiltrating lymphocytes in melanoma (MEL) and squamous cell carcinoma (SCC). To identify the mechanisms underlying this dysfunctional phenotype and to identify targets to rescue immune function, we performed transcriptional profiling of PD-1+TIM-3+CD8+ TILs sorted directly from MEL and SCC tumors in conjunction with immunologic phenotyping. We identified a number of novel dysregulated pathways and associated gene signatures in the PD-1+TIM-3+ subset that have not previously been reported in TILs, including bile acid metabolism, and demonstrated that these pathways are highly correlated not only to immune checkpoint receptor expression but also to MTOR pathway activation. Methods Surgically excised melanoma tumors were dissociated and mononuclear cells were isolated by Ficoll gradient separation and cryopreserved. For sorting based on immune checkpoint receptor expression, a cocktail of monoclonal antibodies to the following targets, including viability dye was used: CD3, CD4, CD8, CD45RA, CD27, CCR7 PE, CD14, CD19, Live/Dead, BTLA, TIM-3, PD-1, CTLA-4, TIGIT and LAG-3. RNA was purified from 10,000 sorted cells using RNeasy Mini Kits (Qiagen), followed by RNASeq library generation using TruSeq Stranded Total RNA HT Kits (Illumina). Gene set variation analysis (GSVA) was used for pathway analysis, as well as linear regression modelling using limma (Bioconductor). Results Transcriptomic analysis of CD8+ TILs revealed 4,228 genes (P<0.05, t-test) as differentially expressed in TILs vs. functional peripheral CD8 T cells. Using a nonlinear dimensionality-reduction technique, we found that there were several unique clusters of cell surface marker expression that were present at significantly different frequencies in the TILs. We used pathway enrichment analysis and linear regression modeling to identify gene signatures that correlate with the progressive and coordinate expression of PD-1, TIM-3, and additional checkpoint receptors thereby driving progressive dysfunction on in TILs. The peroxisome and bile acid metabolism pathways were significantly enriched in the TIL transcriptome. Moreover, higher frequencies of events in dysfunctional clusters were strongly correlated with positive enrichment of the bile acid metabolism pathway and enhanced MTOR signaling. Conclusions Transcriptomic analysis of PD-1+TIM-3+ CD8+ TILs identified novel candidate mechanisms of immune dysfunction in CD8+ TILs from patients with metastatic melanoma who fail immunotherapy. Our study identifies the bile acid and MTOR metabolic pathways as a potential novel therapeutic targets for complementary therapy to restore immune function in melanoma and SCC patients. Ethics Approval This study was performed under an IRB approved protocol.\",\"PeriodicalId\":16067,\"journal\":{\"name\":\"Journal of Immunotherapy for Cancer\",\"volume\":\"348 18\",\"pages\":\"A4 - A5\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-04-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Immunotherapy for Cancer\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1136/LBA2019.6\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Immunotherapy for Cancer","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1136/LBA2019.6","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

免疫检查点受体PD-1和TIM-3的共表达与黑色素瘤(MEL)和鳞状细胞癌(SCC)中肿瘤浸润淋巴细胞功能障碍有关。为了确定这种功能失调表型的机制并确定拯救免疫功能的靶点,我们对直接从MEL和SCC肿瘤中分选的PD-1+TIM-3+CD8+ TILs进行了转录分析,并结合免疫表型。我们在PD-1+TIM-3+亚群中发现了一些新的失调通路和相关基因特征,这些通路在TILs中以前没有报道过,包括胆汁酸代谢,并证明这些通路不仅与免疫检查点受体表达高度相关,而且与MTOR通路激活高度相关。方法将手术切除的黑色素瘤游离,采用Ficoll梯度分离法分离单个核细胞并冷冻保存。根据免疫检查点受体的表达进行分选,使用以下靶点的单克隆抗体鸡尾酒,包括活力染料:CD3、CD4、CD8、CD45RA、CD27、CCR7 PE、CD14、CD19、Live/Dead、BTLA、TIM-3、PD-1、CTLA-4、TIGIT和LAG-3。使用RNeasy Mini kit (Qiagen)从10,000个分选细胞中纯化RNA,然后使用TruSeq strand Total RNA HT kit (Illumina)生成RNASeq文库。基因集变异分析(GSVA)用于途径分析,并使用limma (Bioconductor)进行线性回归建模。结果CD8+ TILs的转录组学分析显示,有4228个基因在TILs与功能性外周CD8 T细胞中表达差异(P<0.05, T检验)。使用非线性降维技术,我们发现在TILs中有几个独特的细胞表面标记表达簇,它们以显着不同的频率存在。我们使用途径富集分析和线性回归模型来识别与PD-1、TIM-3和其他检查点受体的进行性和协调表达相关的基因特征,从而驱动TILs的进行性功能障碍。过氧化物酶体和胆汁酸代谢途径在TIL转录组中显著富集。此外,在功能失调的群集中,较高的事件频率与胆汁酸代谢途径的正富集和MTOR信号的增强密切相关。结论PD-1+TIM-3+ CD8+ TILs的转录组学分析发现了免疫治疗失败的转移性黑色素瘤患者CD8+ TILs免疫功能障碍的新候选机制。我们的研究确定了胆汁酸和MTOR代谢途径作为补充治疗的潜在新治疗靶点,以恢复黑色素瘤和鳞状细胞癌患者的免疫功能。伦理批准本研究按照IRB批准的方案进行。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
P852 Transcriptomic analysis of dysfunctional CD8+ TILs in melanoma identifies bile acid and MTOR pathways as novel potential immunotherapy targets
Background Coexpression of the immune checkpoint receptors PD-1 and TIM-3 is associated with dysfunction of tumor infiltrating lymphocytes in melanoma (MEL) and squamous cell carcinoma (SCC). To identify the mechanisms underlying this dysfunctional phenotype and to identify targets to rescue immune function, we performed transcriptional profiling of PD-1+TIM-3+CD8+ TILs sorted directly from MEL and SCC tumors in conjunction with immunologic phenotyping. We identified a number of novel dysregulated pathways and associated gene signatures in the PD-1+TIM-3+ subset that have not previously been reported in TILs, including bile acid metabolism, and demonstrated that these pathways are highly correlated not only to immune checkpoint receptor expression but also to MTOR pathway activation. Methods Surgically excised melanoma tumors were dissociated and mononuclear cells were isolated by Ficoll gradient separation and cryopreserved. For sorting based on immune checkpoint receptor expression, a cocktail of monoclonal antibodies to the following targets, including viability dye was used: CD3, CD4, CD8, CD45RA, CD27, CCR7 PE, CD14, CD19, Live/Dead, BTLA, TIM-3, PD-1, CTLA-4, TIGIT and LAG-3. RNA was purified from 10,000 sorted cells using RNeasy Mini Kits (Qiagen), followed by RNASeq library generation using TruSeq Stranded Total RNA HT Kits (Illumina). Gene set variation analysis (GSVA) was used for pathway analysis, as well as linear regression modelling using limma (Bioconductor). Results Transcriptomic analysis of CD8+ TILs revealed 4,228 genes (P<0.05, t-test) as differentially expressed in TILs vs. functional peripheral CD8 T cells. Using a nonlinear dimensionality-reduction technique, we found that there were several unique clusters of cell surface marker expression that were present at significantly different frequencies in the TILs. We used pathway enrichment analysis and linear regression modeling to identify gene signatures that correlate with the progressive and coordinate expression of PD-1, TIM-3, and additional checkpoint receptors thereby driving progressive dysfunction on in TILs. The peroxisome and bile acid metabolism pathways were significantly enriched in the TIL transcriptome. Moreover, higher frequencies of events in dysfunctional clusters were strongly correlated with positive enrichment of the bile acid metabolism pathway and enhanced MTOR signaling. Conclusions Transcriptomic analysis of PD-1+TIM-3+ CD8+ TILs identified novel candidate mechanisms of immune dysfunction in CD8+ TILs from patients with metastatic melanoma who fail immunotherapy. Our study identifies the bile acid and MTOR metabolic pathways as a potential novel therapeutic targets for complementary therapy to restore immune function in melanoma and SCC patients. Ethics Approval This study was performed under an IRB approved protocol.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信