The cancer-associated fibroblast-related signature predicts prognosis and indicates immune microenvironment infiltration in gastric cancer

被引:39
作者
Mak, Tsz Kin [1 ]
Li, Xing [1 ]
Huang, Huaping [1 ]
Wu, Kaiming [1 ]
Huang, Zhijian [1 ,2 ]
He, Yulong [1 ,2 ]
Zhang, Changhua [1 ,2 ]
机构
[1] Sun Yat Sen Univ, Affiliated Hosp 7, Digest Dis Ctr, Shenzhen, Peoples R China
[2] Sun Yat Sen Univ, Affiliated Hosp 7, Guangdong Prov Key Lab Digest Canc Res, Shenzhen, Peoples R China
来源
FRONTIERS IN IMMUNOLOGY | 2022年 / 13卷
基金
中国国家自然科学基金;
关键词
CAFS-score; CAFs gene; Gastric cancer; immune therapy; immune microenvironment infiltration; PROGRESSION;
D O I
10.3389/fimmu.2022.951214
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
BackgroundGastric cancer (GC) is one of the most common cancers, with a wide range of symptoms and outcomes. Cancer-associated fibroblasts (CAFs) are newly identified in the tumor microenvironment (TME) and associated with GC progression, prognosis, and treatment response. A novel CAF-associated prognostic model is urgently needed to improve treatment strategies. MethodsThe detailed data of GC samples were downloaded from The Cancer Genome Atlas (TCGA), GSE62254, GSE26253, and GSE84437 datasets, then obtained 18 unique CAF-related genes from the research papers. Eight hundred eight individuals with GC were classified as TCGA or GSE84437 using consensus clustering by the selected CAF-related genes. The difference between the two subtypes revealed in this study was utilized to create the "CAF-related signature score" (CAFS-score) prognostic model and validated with the Gene Expression Omnibus (GEO) database. ResultsWe identified two CAF subtypes characterized by high and low CAFS-score in this study. GC patients in the low CAFS-score group had a better OS than those in the high CAFS-score group, and the cancer-related malignant pathways were more active in the high CAFS-score group, compared to the low CAFS-score group. We found that there was more early TNM stage in the low CAFS-score subgroup, while there was more advanced TNM stage in the high CAFS-score subgroup. The expression of TMB was significantly higher in the low CAFS-score subgroup than in the high CAFS-score subgroup. A low CAFS-score was linked to increased microsatellite instability-high (MSI-H), mutation load, and immunological activation. Furthermore, the CAFS-score was linked to the cancer stem cell (CSC) index as well as chemotherapeutic treatment sensitivity. The patients in the high CAFS-score subgroup had significantly higher proportions of monocytes, M2 macrophages, and resting mast cells, while plasma cells and follicular helper T cells were more abundant in the low-risk subgroup. The CAFS-score was also highly correlated with the sensitivity of chemotherapeutic drugs. The low CAFS-score group was more likely to have an immune response and respond to immunotherapy. We developed a nomogram to improve the CAFS-clinical score's usefulness. ConclusionThe CAFS-score may have a significant role in the TME, clinicopathological characteristics, prognosis, CSC, MSI, and drug sensitivity, according to our investigation of CAFs in GC. We also analyzed the value of the CAFS-score in immune response and immunotherapy. This work provides a foundation for improving prognosis and responding to immunotherapy in patients with GC.
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页数:18
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共 58 条
  • [1] Gastric Cancer, Version 3.2016
    Ajani, Jaffer A.
    D'Amico, Thomas A.
    Almhanna, Khaldoun
    Bentrem, David J.
    Chao, Joseph
    Das, Prajnan
    Denlinger, Crystal S.
    Fanta, Paul
    Farjah, Farhood
    Fuchs, Charles S.
    Gerdes, Hans
    Gibson, Michael
    Glasgow, Robert E.
    Hayman, James A.
    Hochwald, Steven
    Hofstetter, Wayne L.
    Ilson, David H.
    Jaroszewski, Dawn
    Johung, Kimberly L.
    Keswani, Rajesh N.
    Kleinberg, Lawrence R.
    Korn, W. Michael
    Leong, Stephen
    Linn, Catherine
    Lockhart, A. Craig
    Ly, Quan P.
    Mulcahy, Mary F.
    Orringer, Mark B.
    Perry, Kyle A.
    Poultsides, George A.
    Scott, Walter J.
    Strong, Vivian E.
    Washington, Mary Kay
    Weksler, Benny
    Willett, Christopher G.
    Wright, Cameron D.
    Zelman, Debra
    McMillian, Nicole
    Sundar, Hema
    [J]. JOURNAL OF THE NATIONAL COMPREHENSIVE CANCER NETWORK, 2016, 14 (10): : 1286 - 1312
  • [2] Nearest Consensus Clustering Classification to Identify Subclasses and Predict Disease
    Alyousef A.A.
    Nihtyanova S.
    Denton C.
    Bosoni P.
    Bellazzi R.
    Tucker A.
    [J]. Journal of Healthcare Informatics Research, 2018, 2 (4) : 402 - 422
  • [3] Amin MB., 2017, AJCC CANC STAGING MA, P1024, DOI DOI 10.1007/978-3-319-40618-3
  • [4] IFN-γ-related mRNA profile predicts clinical response to PD-1 blockade
    Ayers, Mark
    Lunceford, Jared
    Nebozhyn, Michael
    Murphy, Erin
    Loboda, Andrey
    Kaufman, David R.
    Albright, Andrew
    Cheng, Jonathan D.
    Kang, S. Peter
    Shankaran, Veena
    Piha-Paul, Sarina A.
    Yearley, Jennifer
    Seiwert, Tanguy Y.
    Ribas, Antoni
    McClanahan, Terrill K.
    [J]. JOURNAL OF CLINICAL INVESTIGATION, 2017, 127 (08) : 2930 - 2940
  • [5] DIVERSITY AND BIOLOGY OF CANCER-ASSOCIATED FIBROBLASTS
    Biffi, Giulia
    Tuveson, David A.
    [J]. PHYSIOLOGICAL REVIEWS, 2021, 101 (01) : 147 - 176
  • [6] Phase I Trial of Hyperthermic Intraperitoneal Chemoperfusion (HIPEC) with Cisplatin, Mitomycin, and Paclitaxel in Patients with Gastric Adenocarcinoma and Associated Carcinomatosis or Positive Cytology
    Blum Murphy, Mariela
    Ikoma, Naruhiko
    Wang, Xuemei
    Estrella, Jeannelyn
    Roy-Chowdhuri, Sinchita
    Das, Prajnan
    Minsky, Bruce D.
    Song, Shumei
    Mansfield, Paul
    Ajani, Jaffer
    Badgwell, Brian
    [J]. ANNALS OF SURGICAL ONCOLOGY, 2020, 27 (08) : 2806 - 2811
  • [7] The ever-increasing importance of cancer as a leading cause of premature death worldwide
    Bray, Freddie
    Laversanne, Mathieu
    Weiderpass, Elisabete
    Soerjomataram, Isabelle
    [J]. CANCER, 2021, 127 (16) : 3029 - 3030
  • [8] Pan-cancer Immunogenomic Analyses Reveal Genotype-Immunophenotype Relationships and Predictors of Response to Checkpoint Blockade
    Charoentong, Pornpimol
    Finotello, Francesca
    Angelova, Mihaela
    Mayer, Clemens
    Efremova, Mirjana
    Rieder, Dietmar
    Hackl, Hubert
    Trajanoski, Zlatko
    [J]. CELL REPORTS, 2017, 18 (01): : 248 - 262
  • [9] Turning foes to friends: targeting cancer-associated fibroblasts
    Chen, Xueman
    Song, Erwei
    [J]. NATURE REVIEWS DRUG DISCOVERY, 2019, 18 (02) : 99 - 115
  • [10] Avelumab (anti-PD-L1) as first-line switch-maintenance or second-line therapy in patients with advanced gastric or gastroesophageal junction cancer: phase 1b results from the JAVELIN Solid Tumor trial
    Chung, Hyun Cheol
    Arkenau, Hendrik-Tobias
    Lee, Jeeyun
    Rha, Sun Young
    Oh, Do-Youn
    Wyrwicz, Lucjan
    Kang, Yoon-Koo
    Lee, Keun-Wook
    Infante, Jeffrey R.
    Lee, Sung Sook
    Kemeny, Margaret
    Keilholz, Ulrich
    Melichar, Bohuslav
    Mita, Alain
    Plummer, Ruth
    Smith, Denis
    Gelb, Arnold B.
    Xiong, Huiling
    Hong, Janet
    Chand, Vikram
    Safran, Howard
    [J]. JOURNAL FOR IMMUNOTHERAPY OF CANCER, 2019, 7