CD8 + T-Cell-Related Genes: Deciphering Their Role in the Pancreatic Adenocarcinoma TME and Their Effect on Prognosis.

IF 2.5 4区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY Digestive Diseases and Sciences Pub Date : 2024-11-27 DOI:10.1007/s10620-024-08715-z
Yuming Zhang, Helei Hou, Xuchen Zhang, Hongwei Lan, Xingfa Huo, Xueqin Duan, Yufeng Li, Xiaochun Zhang, Na Zhou
{"title":"CD8 + T-Cell-Related Genes: Deciphering Their Role in the Pancreatic Adenocarcinoma TME and Their Effect on Prognosis.","authors":"Yuming Zhang, Helei Hou, Xuchen Zhang, Hongwei Lan, Xingfa Huo, Xueqin Duan, Yufeng Li, Xiaochun Zhang, Na Zhou","doi":"10.1007/s10620-024-08715-z","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Because of the unique tumor microenvironment (TME), immunotherapy and targeted therapies have shown limited efficacy in treating pancreatic adenocarcinoma (PAAD). CD8 + T cells play crucial roles in regulating the TME in PAAD; therefore, exploring the function of CD8 + T-cell-related genes (CD8RGs) in PAAD has high potential clinical value and could provide a comprehensive understanding of the microenvironment of PAAD.</p><p><strong>Methods: </strong>We employed the weighted gene coexpression network analysis and CIBERSORT algorithms to assess PAAD transcriptome data from The Cancer Genome Atlas (TCGA) dataset and identify modules strongly associated with CD8 + T cell infiltration. Using least absolute shrinkage and selection operator regression analysis and Kaplan-Meier curves, we developed a prognostic risk score model for patients with PAAD. We validated this model using single-cell and transcriptome datasets obtained from the Gene Expression Omnibus (GEO). We also examined the correlations between the risk score and factors such as the TME, clinical characteristics, and tumor mutation burden (TMB). Gene Ontology and Kyoto Encyclopedia of Genes and Genomes enrichment analysis were performed on differentially expressed genes between the high- and low-risk groups. In addition, the Tumor Immune Dysfunction and Exclusion website and \"pRRophetic\" R package were used to predict response to immunotherapy and chemotherapy in the high- and low-risk groups, respectively. Finally, we analyzed the expressions of hub genes at the cellular level with quantitative real-time PCR.</p><p><strong>Results: </strong>A risk model based on five CD8RGs was established and validated using TCGA and GEO datasets. The low-risk group exhibited significantly longer overall and progression-free survival. A positive correlation between the TMB and the risk score was observed. The TME analysis revealed a significant correlation between the risk score and immune function, as well as immune checkpoints. The expression of hub genes was significantly correlated with the infiltration level of CD8 + T cells. The high-risk group responded better to immunotherapy, paclitaxel, cisplatin, mitomycin C, afatinib (BIBW2992), and gefitinib. In contrast, the low-risk group showed higher sensitivity to sunitinib, MK.2206, palbociclib (PD.0332991), and axitinib. Compared with that in normal pancreatic epithelial cells, the expression levels of BCL11A, PHOSPHO1, and GNG7 were significantly decreased, while those of KLK11 and VCAM1 were significantly increased in pancreatic tumor cells.</p><p><strong>Conclusions: </strong>CD8RGs play an important role in regulating the TME of PAAD. Five hub genes-BCL11A, KLK11, GNG7, PHOSPHO1, and VCAM1-are closely associated with the prognosis of PAAD patients, providing new references for the exploration of biomarkers. Furthermore, our findings offer novel insights for clinical decision-making.</p>","PeriodicalId":11378,"journal":{"name":"Digestive Diseases and Sciences","volume":" ","pages":""},"PeriodicalIF":2.5000,"publicationDate":"2024-11-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Digestive Diseases and Sciences","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1007/s10620-024-08715-z","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"GASTROENTEROLOGY & HEPATOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Background: Because of the unique tumor microenvironment (TME), immunotherapy and targeted therapies have shown limited efficacy in treating pancreatic adenocarcinoma (PAAD). CD8 + T cells play crucial roles in regulating the TME in PAAD; therefore, exploring the function of CD8 + T-cell-related genes (CD8RGs) in PAAD has high potential clinical value and could provide a comprehensive understanding of the microenvironment of PAAD.

Methods: We employed the weighted gene coexpression network analysis and CIBERSORT algorithms to assess PAAD transcriptome data from The Cancer Genome Atlas (TCGA) dataset and identify modules strongly associated with CD8 + T cell infiltration. Using least absolute shrinkage and selection operator regression analysis and Kaplan-Meier curves, we developed a prognostic risk score model for patients with PAAD. We validated this model using single-cell and transcriptome datasets obtained from the Gene Expression Omnibus (GEO). We also examined the correlations between the risk score and factors such as the TME, clinical characteristics, and tumor mutation burden (TMB). Gene Ontology and Kyoto Encyclopedia of Genes and Genomes enrichment analysis were performed on differentially expressed genes between the high- and low-risk groups. In addition, the Tumor Immune Dysfunction and Exclusion website and "pRRophetic" R package were used to predict response to immunotherapy and chemotherapy in the high- and low-risk groups, respectively. Finally, we analyzed the expressions of hub genes at the cellular level with quantitative real-time PCR.

Results: A risk model based on five CD8RGs was established and validated using TCGA and GEO datasets. The low-risk group exhibited significantly longer overall and progression-free survival. A positive correlation between the TMB and the risk score was observed. The TME analysis revealed a significant correlation between the risk score and immune function, as well as immune checkpoints. The expression of hub genes was significantly correlated with the infiltration level of CD8 + T cells. The high-risk group responded better to immunotherapy, paclitaxel, cisplatin, mitomycin C, afatinib (BIBW2992), and gefitinib. In contrast, the low-risk group showed higher sensitivity to sunitinib, MK.2206, palbociclib (PD.0332991), and axitinib. Compared with that in normal pancreatic epithelial cells, the expression levels of BCL11A, PHOSPHO1, and GNG7 were significantly decreased, while those of KLK11 and VCAM1 were significantly increased in pancreatic tumor cells.

Conclusions: CD8RGs play an important role in regulating the TME of PAAD. Five hub genes-BCL11A, KLK11, GNG7, PHOSPHO1, and VCAM1-are closely associated with the prognosis of PAAD patients, providing new references for the exploration of biomarkers. Furthermore, our findings offer novel insights for clinical decision-making.

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
CD8 + T 细胞相关基因:解密它们在胰腺癌 TME 中的作用及其对预后的影响
背景:由于独特的肿瘤微环境(TME),免疫疗法和靶向疗法在治疗胰腺腺癌(PAAD)方面的疗效有限。CD8 + T细胞在调控PAAD的TME中发挥着关键作用;因此,探索CD8 + T细胞相关基因(CD8RGs)在PAAD中的功能具有很高的潜在临床价值,并能提供对PAAD微环境的全面了解:我们采用加权基因共表达网络分析和CIBERSORT算法评估了癌症基因组图谱(TCGA)数据集中的PAAD转录组数据,并确定了与CD8 + T细胞浸润密切相关的模块。利用最小绝对缩减和选择算子回归分析以及 Kaplan-Meier 曲线,我们建立了 PAAD 患者的预后风险评分模型。我们利用从基因表达总库(GEO)获得的单细胞和转录组数据集验证了这一模型。我们还研究了风险评分与TME、临床特征和肿瘤突变负荷(TMB)等因素之间的相关性。我们对高风险组和低风险组之间的差异表达基因进行了基因本体和京都基因组百科全书富集分析。此外,我们还利用肿瘤免疫功能障碍与排斥网站和 "pRRophetic "R软件包分别预测了高风险组和低风险组对免疫疗法和化疗的反应。最后,我们用实时定量 PCR 分析了细胞水平的枢纽基因表达:结果:我们建立了一个基于五个CD8RGs的风险模型,并利用TCGA和GEO数据集进行了验证。低风险组的总生存期和无进展生存期明显更长。TMB与风险评分之间呈正相关。TME分析显示,风险评分与免疫功能以及免疫检查点之间存在显著相关性。枢纽基因的表达与 CD8 + T 细胞的浸润水平明显相关。高风险组对免疫疗法、紫杉醇、顺铂、丝裂霉素 C、阿法替尼(BIBW2992)和吉非替尼的反应更好。相比之下,低风险组对舒尼替尼、MK.2206、帕博西利布(PD.0332991)和阿昔替尼的敏感性更高。与正常胰腺上皮细胞相比,胰腺肿瘤细胞中BCL11A、PHOSPHO1和GNG7的表达水平显著降低,而KLK11和VCAM1的表达水平显著升高:结论:CD8RGs在调控PAAD的TME中发挥着重要作用。五个枢纽基因--BCL11A、KLK11、GNG7、PHOSPHO1 和 VCAM1--与 PAAD 患者的预后密切相关,为探索生物标志物提供了新的参考。此外,我们的研究结果还为临床决策提供了新的见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
Digestive Diseases and Sciences
Digestive Diseases and Sciences 医学-胃肠肝病学
CiteScore
6.40
自引率
3.20%
发文量
420
审稿时长
1 months
期刊介绍: Digestive Diseases and Sciences publishes high-quality, peer-reviewed, original papers addressing aspects of basic/translational and clinical research in gastroenterology, hepatology, and related fields. This well-illustrated journal features comprehensive coverage of basic pathophysiology, new technological advances, and clinical breakthroughs; insights from prominent academicians and practitioners concerning new scientific developments and practical medical issues; and discussions focusing on the latest changes in local and worldwide social, economic, and governmental policies that affect the delivery of care within the disciplines of gastroenterology and hepatology.
期刊最新文献
A Meta-Analysis of Cumulative Incidence of Hepatocellular Carcinoma After the Fontan Operation. Validation of a Hand-Held Point-of-Care Device to Measure Breath Hydrogen and Its Utility in Detecting Response to Antibiotic Treatment. Predictors of Unplanned Health Care Utilization Among Children with Inflammatory Bowel Disease in a Rural Region of the Southeastern US. IBD Knowledge Differs Among HCPs: Education Matters. Transition to Subcutaneous Infliximab vs Vedolizumab in Inflammatory Bowel Disease: A Prospective Multicenter Study.
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1