A Prognostic Model for Predicting Tumor Mutation Burden and Tumor-Infiltrating Immune Cells in Bladder Urothelial Carcinoma

被引:6
作者
Wang, Chengbang [1 ,2 ,3 ,4 ,5 ]
Chen, Shaohua [1 ,2 ,3 ,4 ,5 ]
Li, Songheng [1 ]
Mi, Hua [1 ]
机构
[1] Guangxi Med Univ, Affiliated Hosp 1, Dept Urol, Nanning, Peoples R China
[2] Guangxi Med Univ, Affiliated Hosp 1, Inst Urol & Nephrol, Nanning, Peoples R China
[3] Guangxi Collaborat Innovat Ctr Genom & Personaliz, Nanning, Peoples R China
[4] Guangxi Key Lab Genom & Personalized Med, Nanning, Peoples R China
[5] Guangxi Key Lab Coll & Univ, Nanning, Peoples R China
基金
中国国家自然科学基金;
关键词
tumor mutational burden; bladder urothelial carcinoma; tumor-infiltrating immune cells; immunotherapy; prognosis; CISPLATIN-INELIGIBLE PATIENTS; SINGLE-ARM; OPEN-LABEL; MULTICENTER; CANCER; PEMBROLIZUMAB; ATEZOLIZUMAB;
D O I
10.3389/fgene.2022.708003
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Tremendous progress has been made in development of immunotherapeutic approaches for treatment of bladder urothelial carcinoma (BLCA). However, efficacy and safety of these approaches remain unsatisfactory, necessitating further investigations for identification of indicators for predicting prognosis and efficacy. In this study, we downloaded transcriptomic and clinical data of BLCA patients from The Cancer Genome Atlas (TCGA) database, and identified differentially expressed genes (DEGs) between tumor and normal tissues. We incorporated these DEGs in an intersection analysis with immune-related genes (IRGs) obtained from the Immunology Database and Analysis Portal (ImmPort) database, and identified immune-related DEGs. These genes were subjected to Cox and least absolute shrinkage and selection operator (LASSO) regression analyses, then a prognostic model containing AHNAK, OAS1, NGF, PPY and SCG2 genes was constructed, for prediction of prognosis of BLCA and efficacy of immunotherapy. Finally, we explored the relationship between the prognostic model and tumor mutational burden (TMB), abundance of tumor-infiltrating immune cells (TICs) and immunotherapeutic targets, and found that patients with higher risk score (RS) had poorer prognosis and significantly lower levels of TMB. Patients in the low-RS group exhibited higher numbers of lymphoid cells, whereas those in the high-RS group exhibited higher proportions of myeloid cells. However, patients with high-RS tended to respond better to immunotherapy relative to those in the low-RS group. The constructed prognostic model provides a new tool for predicting prognosis of BLCA patients and efficacy of immunotherapy, offering a feasible option for management of the disease.
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页数:12
相关论文
共 40 条
[1]   First-line pembrolizumab in cisplatin-ineligible patients with locally advanced and unresectable or metastatic urothelial cancer (KEYNOTE-052): a multicentre, single-arm, phase 2 study [J].
Balar, Arjun V. ;
Castellano, Daniel ;
O'Donnell, Peter H. ;
Grivas, Petros ;
Vuky, Jacqueline ;
Powles, Thomas ;
Plimack, Elizabeth R. ;
Hahn, Noah M. ;
de Wit, Ronald ;
Pang, Lei ;
Savage, Mary J. ;
Perini, Rodolfo F. ;
Keefe, Stephen M. ;
Bajorin, Dean ;
Bellmunt, Joaquim .
LANCET ONCOLOGY, 2017, 18 (11) :1483-1492
[2]   Atezolizumab as first-line treatment in cisplatin-ineligible patients with locally advanced and metastatic urothelial carcinoma: a single-arm, multicentre, phase 2 trial [J].
Balar, Arjun V. ;
Galsky, Matthew D. ;
Rosenberg, Jonathan E. ;
Powles, Thomas ;
Petrylak, Daniel P. ;
Bellmunt, Joaquim ;
Loriot, Yohann ;
Necchi, Andrea ;
Hoffman-Censits, Jean ;
Perez-Gracia, Jose Luis ;
Dawson, Nancy A. ;
van der Heijden, Michiel S. ;
Dreicer, Robert ;
Srinivas, Sandy ;
Retz, Margitta M. ;
Joseph, Richard W. ;
Drakaki, Alexandra ;
Vaishampayan, Ulka N. ;
Sridhar, Srikala S. ;
Quinn, David I. ;
Duran, Ignacio ;
Shaffer, David R. ;
Eigl, Bernhard J. ;
Grivas, Petros D. ;
Yu, Evan Y. ;
Li, Shi ;
Kadel, Edward E., III ;
Boyd, Zachary ;
Bourgon, Richard ;
Hegde, Priti S. ;
Mariathasan, Sanjeev ;
Thastrom, AnnChristine ;
Abidoye, Oyewale O. ;
Fine, Gregg D. ;
Bajorin, Dean F. .
LANCET, 2017, 389 (10064) :67-76
[3]   Prevalence and mutational determinants of high tumor mutation burden in breast cancer [J].
Barroso-Sousa, R. ;
Jain, E. ;
Cohen, O. ;
Kim, D. ;
Buendia-Buendia, J. ;
Winer, E. ;
Lin, N. ;
Tolaney, S. M. ;
Wagle, N. .
ANNALS OF ONCOLOGY, 2020, 31 (03) :387-394
[4]   Pembrolizumab as Second-Line Therapy for Advanced Urothelial Carcinoma [J].
Bellmunt, J. ;
de Wit, R. ;
Vaughn, D. J. ;
Fradet, Y. ;
Lee, J. -L. ;
Fong, L. ;
Vogelzang, N. J. ;
Climent, M. A. ;
Petrylak, D. P. ;
Choueiri, T. K. ;
Necchi, A. ;
Gerritsen, W. ;
Gurney, H. ;
Quinn, D. I. ;
Culine, S. ;
Sternberg, C. N. ;
Mai, Y. ;
Poehlein, C. H. ;
Perini, R. F. ;
Bajorin, D. F. .
NEW ENGLAND JOURNAL OF MEDICINE, 2017, 376 (11) :1015-1026
[5]   Development of tumor mutation burden as an immunotherapy biomarker: utility for the oncology clinic [J].
Chan, T. A. ;
Yarchoan, M. ;
Jaffee, E. ;
Swanton, C. ;
Quezada, S. A. ;
Stenzinger, A. ;
Peters, S. .
ANNALS OF ONCOLOGY, 2019, 30 (01) :44-56
[6]  
Chen BB, 2018, METHODS MOL BIOL, V1711, P243, DOI 10.1007/978-1-4939-7493-1_12
[7]   Prediction of Survival Outcome in Lower-Grade Glioma Using a Prognostic Signature with 33 Immune-Related Gene Pairs [J].
Chen, Shaohua ;
Sun, Yongchu ;
Zhu, Xiaodong ;
Mo, Zengnan .
INTERNATIONAL JOURNAL OF GENERAL MEDICINE, 2021, 14 :8149-8160
[8]   KCNN4 is a potential prognostic marker and critical factor affecting the immune status of the tumor microenvironment in kidney renal clear cell carcinoma [J].
Chen, Shaohua ;
Wang, Chengbang ;
Su, Xiaotao ;
Dai, Xiaodi ;
Li, Songheng ;
Mo, Zengnan .
TRANSLATIONAL ANDROLOGY AND UROLOGY, 2021, 10 (06) :2454-2470
[9]   Urothelial Carcinoma of the Bladder and the Rise of Immunotherapy [J].
Chism, David D. .
JOURNAL OF THE NATIONAL COMPREHENSIVE CANCER NETWORK, 2017, 15 (10) :1277-1284
[10]   Mechanisms of immune evasion in bladder cancer [J].
Crispen, Paul L. ;
Kusmartsev, Sergei .
CANCER IMMUNOLOGY IMMUNOTHERAPY, 2020, 69 (01) :3-14