Identification and Validation of T-Cell Exhaustion Signature for Predicting Prognosis and Immune Response in Pancreatic Cancer by Integrated Analysis of Single-Cell and Bulk RNA Sequencing Data

被引:2
作者
Zhu, Yaowu [1 ]
Tan, Li [2 ]
Luo, Danju [3 ]
Wang, Xiong [1 ]
机构
[1] Huazhong Univ Sci & Technol, Tongji Hosp, Tongji Med Coll, Dept Lab Med, Wuhan 430030, Peoples R China
[2] Huazhong Univ Sci & Technol, Tongji Hosp, Tongji Med Coll, Dept Infect Control, Wuhan 430030, Peoples R China
[3] Huazhong Univ Sci & Technol, Union Hosp, Tongji Med Coll, Dept Pathol, Wuhan 430030, Peoples R China
关键词
pancreatic cancer; T-cell exhaustion; immunotherapy; risk model; SPOCK2; BREAST-CANCER; EPIDEMIOLOGY; DYSFUNCTION;
D O I
10.3390/diagnostics14060667
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Purpose: Pancreatic cancer (PACA) is one of the most fatal malignancies worldwide. Immunotherapy is largely ineffective in patients with PACA. T-cell exhaustion contributes to immunotherapy resistance. We investigated the prognostic potential of T-cell exhaustion-related genes (TEXGs). Methods: A single-cell RNA (scRNA) sequencing dataset from Tumor Immune Single-Cell Hub (TISCH) and bulk sequencing datasets from the Cancer Genome Atlas (TCGA) and Genotype-Tissue Expression (GTEx) were used to screen differentially expressed TEXGs. Kaplan-Meier survival, LASSO regression, and univariate/multivariate Cox regression analyses were performed to construct a TEXG risk model. This model was used to predict the prognosis, tumor immune microenvironment, and immunotherapy response. The PACA cohorts from the ICGC and GSE71729 datasets were used to validate the risk model. Pan-cancer expression of SPOCK2 was determined using the TISCH database. Results: A six-gene (SPOCK2, MT1X, LIPH, RARRES3, EMP1, and MEG3) risk model was constructed. Patients with low risk had prolonged survival times in both the training (TCGA-PAAD, n = 178) and validation (ICGC-PACA-CA, ICGC-PAAD-US, and GSE71729, n = 412) datasets. Multivariate Cox regression analysis demonstrated that the risk score was an independent prognostic variable for PACA. High-risk patients correlated with their immunosuppressive status. Immunohistochemical staining confirmed the changes in TEXGs in clinical samples. Moreover, pan-cancer scRNA sequencing datasets from TISCH analysis indicated that SPOCK2 may be a novel marker of exhausted CD8+ T-cells. Conclusion: We established and validated a T-cell exhaustion-related prognostic signature for patients with PACA. Moreover, our study suggests that SPOCK2 is a novel marker of exhausted CD8+ T cells.
引用
收藏
页数:19
相关论文
共 52 条
[1]   LAG-3 as the third checkpoint inhibitor [J].
Aggarwal, Vaishali ;
Workman, Creg J. ;
Vignali, Dario A. A. .
NATURE IMMUNOLOGY, 2023, 24 (9) :1415-1422
[2]   T Cell Exhaustion [J].
Baessler, Andrew ;
Vignali, Dario A. A. .
ANNUAL REVIEW OF IMMUNOLOGY, 2024, 42 :179-206
[3]   Tumor microenvironment complexity and therapeutic implications at a glance [J].
Baghba, Roghayyeh ;
Roshangar, Leila ;
Jahanban-Esfahlan, Rana ;
Seidi, Khaled ;
Ebrahimi-Kalan, Abbas ;
Jaymand, Mehdi ;
Kolahian, Saeed ;
Javaheri, Tahereh ;
Zare, Peyman .
CELL COMMUNICATION AND SIGNALING, 2020, 18 (01)
[4]   Single-cell sequencing technology in tumor research [J].
Bai, Xue ;
Li, Yuxuan ;
Zeng, Xuemei ;
Zhao, Qiang ;
Zhang, Zhiwei .
CLINICA CHIMICA ACTA, 2021, 518 :101-109
[5]   Challenges and Opportunities for Pancreatic Cancer Immunotherapy [J].
Bear, Adham S. ;
Vonderheide, Robert H. ;
O'Hara, Mark H. .
CANCER CELL, 2020, 38 (06) :788-802
[6]   Estimating and comparing time-dependent areas under receiver operating characteristic curves for censored event times with competing risks [J].
Blanche, Paul ;
Dartigues, Jean-Francois ;
Jacqmin-Gadda, Helene .
STATISTICS IN MEDICINE, 2013, 32 (30) :5381-5397
[7]   Comparison of immune infiltrates in melanoma and pancreatic cancer highlights VISTA as a potential target in pancreatic cancer [J].
Blando, Jorge ;
Sharma, Anu ;
Higa, Maria Gisela ;
Zhao, Hao ;
Vence, Luis ;
Yadav, Shalini S. ;
Kim, Jiseong ;
Sepulveda, Alejandro M. ;
Sharp, Michael ;
Maitra, Anirban ;
Wargo, Jennifer ;
Tetzlaff, Michael ;
Broaddus, Russell ;
Katz, Matthew H. G. ;
Varadhachary, Gauri R. ;
Overman, Michael ;
Wang, Huamin ;
Yee, Cassian ;
Bernatchez, Chantale ;
Iacobuzio-Donahue, Christine ;
Basu, Sreyashi ;
Allison, James P. ;
Sharma, Padmanee .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2019, 116 (05) :1692-1697
[8]   Reversing T-cell Exhaustion in Cancer: Lessons Learned from PD-1/PD-L1 Immune Checkpoint Blockade [J].
Budimir, Natalija ;
Thomas, Graham D. ;
Dolina, Joseph S. ;
Salek-Ardakani, Shahram .
CANCER IMMUNOLOGY RESEARCH, 2022, 10 (02) :146-153
[9]   Challenges of combination therapy with immune checkpoint inhibitors for hepatocellular carcinoma [J].
Cheng, Ann-Lii ;
Hsu, Chiun ;
Chan, Stephen L. ;
Choo, Su-Pin ;
Kudo, Masatoshi .
JOURNAL OF HEPATOLOGY, 2020, 72 (02) :307-319
[10]   T-cell exhaustion signatures characterize the immune landscape and predict HCC prognosis via integrating single-cell RNA-seq and bulk RNA-sequencing [J].
Chi, Hao ;
Zhao, Songyun ;
Yang, Jinyan ;
Gao, Xinrui ;
Peng, Gaoge ;
Zhang, Jinhao ;
Xie, Xixi ;
Song, Guobin ;
Xu, Ke ;
Xia, Zhijia ;
Chen, Shi ;
Zhao, Jinqiu .
FRONTIERS IN IMMUNOLOGY, 2023, 14