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.
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页数:10
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共 28 条
[1]   Phase II trial of pembrolizumab in patients with platinum refractory germ-cell tumors: a Hoosier Cancer Research Network Study GU14-206 [J].
Adra, N. ;
Einhorn, L. H. ;
Althouse, S. K. ;
Ammakkanavar, N. R. ;
Musapatika, D. ;
Albany, C. ;
Vaughn, D. ;
Hanna, N. H. .
ANNALS OF ONCOLOGY, 2018, 29 (01) :209-214
[2]   Guidelines on Testicular Cancer: 2015 Update [J].
Albers, Peter ;
Albrecht, Walter ;
Algaba, Ferran ;
Bokemeyer, Carsten ;
Cohn-Cedermark, Gabriella ;
Fizazi, Karim ;
Horwich, Alan ;
Laguna, Maria Pilar ;
Nicolai, Nicola ;
Oldenburg, Jan .
EUROPEAN UROLOGY, 2015, 68 (06) :1054-1068
[3]   Risk-adapted management for patients with clinical stage I seminoma:: The second Spanish germ cell cancer cooperative group study [J].
Aparicio, J ;
Germà, JR ;
del Muro, XG ;
Maroto, P ;
Arranz, JA ;
Sáenz, A ;
Barnadas, A ;
Dorca, J ;
Gumà, J ;
Olmos, D ;
Bastús, R ;
Carles, J ;
Almenar, D ;
Sánchez, M ;
Paz-Ares, L ;
Satrústegui, JJ ;
Mellado, B ;
Balil, A ;
López-Brea, M ;
Sánchez, A .
JOURNAL OF CLINICAL ONCOLOGY, 2005, 23 (34) :8717-8723
[4]   Testicular Tumour Size and Rete Testis Invasion as Prognostic Factors for the Risk of Relapse of Clinical Stage I Seminoma Testis Patients Under Surveillance: a Systematic Review by the Testicular Cancer Guidelines Panel [J].
Boormans, Joost L. ;
Mayor de Castro, Javier ;
Marconi, Lorenzo ;
Yuan, Yuhong ;
Pes, M. Pilar Laguna ;
Bokemeyer, Carsten ;
Nicolai, Nicola ;
Algaba, Ferran ;
Oldenburg, Jan ;
Albers, Peter .
EUROPEAN UROLOGY, 2018, 73 (03) :394-405
[5]   Significance of tumor-infiltrating immunocytes for predicting prognosis of hepatitis B virus-related hepatocellular carcinoma [J].
Chen, Qi-Feng ;
Li, Wang ;
Wu, Pei-Hong ;
Shen, Lu-Jun ;
Huang, Zi-Lin .
WORLD JOURNAL OF GASTROENTEROLOGY, 2019, 25 (35) :5266-5282
[6]   Testicular cancer [J].
Cheng, Liang ;
Albers, Peter ;
Berney, Daniel M. ;
Feldman, Darren R. ;
Daugaard, Gedske ;
Gilligan, Timothy ;
Looijenga, Leendert H. J. .
NATURE REVIEWS DISEASE PRIMERS, 2018, 4
[7]   Surgery After Relapse in Stage I Nonseminomatous Testicular Cancer [J].
Daugaard, Gedske ;
Gundgaard, Maria Gry ;
Mortensen, Mette Sakso ;
Agerbaek, Mads ;
Holm, Niels Vilstrup ;
Rorth, Mikael Rahbek ;
von der Maase, Hans ;
Christensen, Ib Jarle ;
Lauritsen, Jakob .
JOURNAL OF CLINICAL ONCOLOGY, 2015, 33 (20) :2322-U150
[8]   Surveillance for Stage I Nonseminoma Testicular Cancer: Outcomes and Long-Term Follow-Up in a Population-Based Cohort [J].
Daugaard, Gedske ;
Gundgaard, Maria Gry ;
Mortensen, Mette Sakso ;
Agerbaek, Mads ;
Holm, Niels Vilstrup ;
Rorth, Mikael ;
von der Maase, Hans ;
Christensen, Ib Jarle ;
Lauritsen, Jakob .
JOURNAL OF CLINICAL ONCOLOGY, 2014, 32 (34) :3817-3823
[9]   Impact of the tumor microenvironment on prognosis in follicular lymphoma is dependent on specific treatment protocols [J].
de Jong, Daphne ;
Koster, Ad ;
Hagenbeek, Anton ;
Raemaekers, John ;
Veldhuizen, Dennis ;
Heisterkamp, Sabien ;
de Boer, Jan Paul ;
van Glabbeke, Martine .
HAEMATOLOGICA-THE HEMATOLOGY JOURNAL, 2009, 94 (01) :70-77
[10]   Crosstalk between Regulatory T Cells and Tumor-Associated Dendritic Cells Negates Anti-tumor Immunity in Pancreatic Cancer [J].
Jang, Jung-Eun ;
Hajdu, Cristina H. ;
Liot, Caroline ;
Miller, George ;
Dustin, Michael L. ;
Bar-Sagi, Dafna .
CELL REPORTS, 2017, 20 (03) :558-571