9-Gene Signature Correlated With CD8+ T Cell Infiltration Activated by IFN-γ: A Biomarker of Immune Checkpoint Therapy Response in Melanoma

被引:32
作者
Yan, Kexin [1 ]
Lu, Yuxiu [2 ]
Yan, Zhangyong [3 ]
Wang, Yutao [4 ]
机构
[1] China Med Univ, Hosp 1, Dept Dermatol, Shenyang, Peoples R China
[2] Fujian Med Univ, Fuzhou 1 Hosp, Dept Pharm, Fuzhou, Peoples R China
[3] Fujian Med Univ, Fuzhou 1 Hosp, Dept Stomatol, Fuzhou, Peoples R China
[4] China Med Univ, Hosp 1, Dept Urol, Shenyang, Peoples R China
关键词
CD8(+) T cells; weighted gene co-expression network analysis (WGCNA); melanoma; immune microenvironment; immunotherapy; EXPRESSION; GENES; IMMUNOTHERAPY; BLOCKADE;
D O I
10.3389/fimmu.2021.622563
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Purpose To identify CD8(+) T cell-related factors and the co-expression network in melanoma and illustrate the interactions among CD8(+) T cell-related genes in the melanoma tumor microenvironment. Method We obtained melanoma and paracancerous tissue mRNA matrices from TCGA-SKCM and GSE65904. The CIBERSORT algorithm was used to assess CD8(+) T cell proportions, and the "estimate" package was used to assess melanoma tumor microenvironment purity. Weighted gene co-expression network analysis was used to identify the most related co-expression modules in TCGA-SKCM and GSE65904. Subsequently, a co-expression network was built based on the joint results in the two cohorts. Subsequently, we identified the core genes of the two most relevant modules of CD8(+)T lymphocytes according to the module correlation, and constructed the signature using ssGSEA. Later, we compared the signature with the existing classical pathways and gene sets, and confirmed the important prognostic significance of the signature in this paper. Results Nine co-expressed genes were identified as CD8(+) T cell-related genes enriched in the cellular response to interferon-gamma process and antigen processing and presentation of peptide antigen. In the low expression level group, inflammation and immune responses were weaker. Single-cell sequencing and immunohistochemistry indicated that these nine genes were highly expressed in CD8(+) T cells group. Conclusion We identified nine-gene signature, and the signature is considered as the biomarker for T lymphocyte response and clinical response to immune checkpoint inhibitors for melanoma
引用
收藏
页数:15
相关论文
共 46 条
[1]   LAG3 (CD223) as a cancer immunotherapy target [J].
Andrews, Lawrence P. ;
Marciscano, Ariel E. ;
Drake, Charles G. ;
Vignali, Dario A. A. .
IMMUNOLOGICAL REVIEWS, 2017, 276 (01) :80-96
[2]   Gene Ontology: tool for the unification of biology [J].
Ashburner, M ;
Ball, CA ;
Blake, JA ;
Botstein, D ;
Butler, H ;
Cherry, JM ;
Davis, AP ;
Dolinski, K ;
Dwight, SS ;
Eppig, JT ;
Harris, MA ;
Hill, DP ;
Issel-Tarver, L ;
Kasarskis, A ;
Lewis, S ;
Matese, JC ;
Richardson, JE ;
Ringwald, M ;
Rubin, GM ;
Sherlock, G .
NATURE GENETICS, 2000, 25 (01) :25-29
[3]   Tertiary lymphoid structures improve immunotherapy and survival in melanoma [J].
Cabrita, Rita ;
Lauss, Martin ;
Sanna, Adriana ;
Donia, Marco ;
Larsen, Mathilde Skaarup ;
Mitra, Shamik ;
Johansson, Iva ;
Phung, Bengt ;
Harbst, Katja ;
Vallon-Christersson, Johan ;
van Schoiack, Alison ;
Loevgren, Kristina ;
Warren, Sarah ;
Jirstroem, Karin ;
Olsson, Hakan ;
Pietras, Kristian ;
Ingvar, Christian ;
Isaksson, Karolin ;
Schadendorf, Dirk ;
Schmidt, Henrik ;
Bastholt, Lars ;
Carneiro, Ana ;
Wargo, Jennifer A. ;
Svane, Inge Marie ;
Jonsson, Goran .
NATURE, 2020, 577 (7791) :561-+
[4]  
Chen BB, 2018, METHODS MOL BIOL, V1711, P243, DOI 10.1007/978-1-4939-7493-1_12
[5]   Autocrine IFN-γ Promotes Naive CD8 T Cell Differentiation and Synergizes with IFN-α To Stimulate Strong Function [J].
Curtsinger, Julie M. ;
Agarwal, Pujya ;
Lins, Debra C. ;
Mescher, Matthew F. .
JOURNAL OF IMMUNOLOGY, 2012, 189 (02) :659-668
[6]   Cooperation between Constitutive and Inducible Chemokines Enables T Cell Engraftment and Immune Attack in Solid Tumors [J].
Dangaj, Denarda ;
Bruand, Marine ;
Grimm, Alizee J. ;
Ronet, Catherine ;
Barras, David ;
Duttagupta, Priyanka A. ;
Lanitis, Evripidis ;
Duraiswamy, Jaikumar ;
Tanyi, Janos L. ;
Benencia, Fabian ;
Conejo-Garcia, Jose ;
Ramay, Hena R. ;
Montone, Kathleen T. ;
Powell, Daniel J., Jr. ;
Gimotty, Phyllis A. ;
Facciabene, Andrea ;
Jackson, Donald G. ;
Weber, Jeffrey S. ;
Rodig, Scott J. ;
Hodi, Stephen F. ;
Kandalaft, Lana E. ;
Irving, Melita ;
Zhang, Lin ;
Foukas, Periklis ;
Rusakiewicz, Sylvie ;
Delorenzi, Mauro ;
Coukos, George .
CANCER CELL, 2019, 35 (06) :885-+
[7]   Current state of melanoma diagnosis and treatment [J].
Davis, Lauren E. ;
Shalin, Sara C. ;
Tackett, Alan J. .
CANCER BIOLOGY & THERAPY, 2019, 20 (11) :1366-1379
[8]  
Eggermont Alexander M M, 2018, Am Soc Clin Oncol Educ Book, V38, P197, DOI 10.1200/EDBK_201131
[9]   Peripheral CD8+ T cell characteristics associated with durable responses to immune checkpoint blockade in patients with metastatic melanoma [J].
Fairfax, Benjamin P. ;
Taylor, Chelsea A. ;
Watson, Robert A. ;
Nassiri, Isar ;
Danielli, Sara ;
Fang, Hai ;
Mahe, Elise A. ;
Cooper, Rosalin ;
Woodcock, Victoria ;
Traill, Zoe ;
Al-Mossawi, M. Hussein ;
Knight, Julian C. ;
Klenerman, Paul ;
Payne, Miranda ;
Middleton, Mark R. .
NATURE MEDICINE, 2020, 26 (02) :193-+
[10]   Molecular, clinicopathological, and immune correlates of LAG3 promoter DNA methylation in melanoma [J].
Froehlich, Anne ;
Sirokay, Judith ;
Fietz, Simon ;
Vogt, Timo J. ;
Dietrich, Joern ;
Zarbl, Romina ;
Florin, Mike ;
Kuster, Pia ;
Saavedra, Gonzalo ;
Valladolid, Susana Ramirez ;
Hoffmann, Friederike ;
Flatz, Lukas ;
Ring, Sandra S. ;
Golletz, Carsten ;
Pietsch, Torsten ;
Strieth, Sebastian ;
Brossart, Peter ;
Gielen, Gerrit H. ;
Kristiansen, Glen ;
Bootz, Friedrich ;
Landsberg, Jennifer ;
Dietrich, Dimo .
EBIOMEDICINE, 2020, 59