A model based on tumor-infiltrating immune cells for predicting the relapse rates of patients with testicular germ cell tumors

被引:6
|
作者
Wang, Yichun [1 ]
Ji, Chengjian [1 ]
Liu, Jinhui [2 ]
Wang, Yamin [1 ]
Song, Ninghong [1 ,3 ]
Cao, Pu [4 ]
机构
[1] Nanjing Med Univ, Dept Urol, Affiliated Hosp 1, Nanjing, Jiangsu, Peoples R China
[2] Nanjing Med Univ, Dept Gynecol, Affiliated Hosp 1, Nanjing, Jiangsu, Peoples R China
[3] Nanjing Med Univ, Affiliated Kezhou Peoples Hosp, Kezhou, Xinjiang, Peoples R China
[4] Nanjing Univ Chinese Med, Dept Urol, Hosp Nanjing 2, Nanjing, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
Testicular germ cell tumor; Prognosis; CIBERSORT; STAGE-I SEMINOMA; PROGNOSTIC-FACTORS; SURVEILLANCE; MICROENVIRONMENT; RISK; EXPRESSION; CARCINOMA;
D O I
10.1016/j.intimp.2020.106710
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Objective: The activities of tumor-infiltrating immune cells (TIICs) play an important role in the outcomes of many types of cancers. Here, we sought to describe the landscape of TIICs in testicular germ cell tumors (TGCT) and to develop a prognostic model based on this information. Methods: The Cell-type Identification by Estimating Relative Subsets of RNA Transcripts (CIBERSORT) algorithm was used to determine the proportions of 22 types of TIICs in a TGCT dataset (n = 74). Univariate and multivariate Cox regression analysis were used to develop an immune risk score (IRS) based on the association between TIICs and disease-free survival (DFS). The predictive accuracy of the IRS was evaluated using receiver operating characteristic curves, and the predictive accuracy of a prognostic nomogram was assessed using C-index and calibration curves. The biological functions of IRS-associated genes were evaluated by gene set enrichment analysis. Results: The relative abundances of three TIICs (plasma cells, M2 macrophages, and resting mast cells) were significantly associated with DFS in TGCT patients. In receiver operating characteristic curve analysis, the resulting IRS had areas under the curve of 0.70, 0.793, and 0.827, for predicting 1-, 2-, and 3-year DFS, respectively. Kaplan-Meier analysis confirmed that DFS was shorter for patients with high IRS compared with low IRS. IRS was an independent predictor of disease recurrence (hazard ratio 1.306, 95% confidence interval 1.022-1.668; P = 0.033). The C-index for the nomogram was 0.733. Genes involved in cancer-associated and immunity-associated pathways were enriched in TGCT samples from patients in the high-and low-risk groups, respectively, and expression of four immune checkpoint regulators was significantly lower in the high IRS group compared with the low IRS group. Conclusions: A TIIC-based IRS may have utility as a complementary tool to predict relapse in patients with TGCT.
引用
收藏
页数:10
相关论文
共 50 条
  • [41] Tumor-infiltrating dendritic cell subsets of progressive or regressive tumors induce suppressive or protective immune responses
    Liu, YQ
    Bi, XG
    Xu, SL
    Xiang, J
    CANCER RESEARCH, 2005, 65 (11) : 4955 - 4962
  • [42] Tumor-infiltrating immune cells as potential biomarkers predicting response to treatment and survival in patients with metastatic melanoma receiving ipilimumab therapy
    Balatoni, Timea
    Mohos, Anita
    Papp, Eszter
    Sebestyen, Timea
    Liszkay, Gabriella
    Olah, Judit
    Varga, Anita
    Lengyel, Zsuzsanna
    Emri, Gabriella
    Gaudi, Istvan
    Ladanyi, Andrea
    CANCER IMMUNOLOGY IMMUNOTHERAPY, 2018, 67 (01) : 141 - 151
  • [43] IGLL5 is correlated with tumor-infiltrating immune cells in clear cell renal cell carcinoma
    Xia, Zhi-Nan
    Wang, Xing-Yuan
    Cai, Li-Cheng
    Jian, Wen-Gang
    Zhang, Cheng
    FEBS OPEN BIO, 2021, 11 (03): : 898 - 910
  • [44] Single-cell analysis of tumors: Creating new value for molecular biomarker discovery of cancer stem cells and tumor-infiltrating immune cells
    Radpour, Ramin
    Forouharkhou, Farzad
    WORLD JOURNAL OF STEM CELLS, 2018, 10 (11): : 160 - 171
  • [45] Testicular Germ Cell Tumors: A Paradigm for the Successful Treatment of Solid Tumor Stem Cells
    Giuliano, Caryl J.
    Freemantle, Sarah J.
    Spinella, Michael J.
    CURRENT CANCER THERAPY REVIEWS, 2006, 2 (03) : 255 - 270
  • [46] Comprehensive assessment of the association between tumor-infiltrating immune cells and the prognosis of renal cell carcinoma
    Wei, Guo-Hao
    Wei, Xi-Yi
    Fan, Ling-Yao
    Zhou, Wen-Zheng
    Sun, Ming
    Zhu, Chuan-Dong
    WORLD JOURNAL OF CLINICAL ONCOLOGY, 2024, 15 (10):
  • [47] Prediction of relapse in stage I testicular germ cell tumor patients on surveillance: investigation of biomarkers
    João Lobo
    Ad J. M. Gillis
    Annette van den Berg
    Leendert H. J. Looijenga
    BMC Cancer, 20
  • [48] Profiling of Tumor-Infiltrating Immune Cells and Their Impact on Survival in Glioblastoma Patients Undergoing Immunotherapy with Dendritic Cells
    Peres, Nataly
    Lepski, Guilherme A.
    Fogolin, Carla S.
    Evangelista, Gabriela C. M.
    Flatow, Elizabeth A.
    de Oliveira, Jaqueline V.
    Pinho, Mariana P.
    Bergami-Santos, Patricia C.
    Barbuto, Jose A. M.
    INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2024, 25 (10)
  • [49] Prediction of relapse in stage I testicular germ cell tumor patients on surveillance: investigation of biomarkers
    Lobo, Joao
    Gillis, Ad J. M.
    van den Berg, Annette
    Looijenga, Leendert H. J.
    BMC CANCER, 2020, 20 (01)
  • [50] Systemic immune-inflammation index is prognostic in testicular germ cell tumors with PD-L1 expressing tumor infiltrating lymphocytes.
    Chovanec, Michal
    Cierna, Zuzana
    Miskovska, Vera
    Machalekova, Katarina
    Kalayska, Katarina
    Rejlekova, Katarina
    Svetlovska, Daniela
    Macak, Dusan
    Spanik, Stanislav
    Kajo, Karol
    Babal, Pavel
    Mardiak, Jozef
    Mego, Michal
    JOURNAL OF CLINICAL ONCOLOGY, 2017, 35