Characterization of immune landscape in papillary thyroid cancer reveals distinct tumor immunogenicity and implications for immunotherapy

被引:40
作者
Sun, Jing [1 ,2 ]
Shi, Run [3 ]
Zhang, Xiaowen [1 ]
Fang, Da [1 ]
Rauch, Josefine [2 ]
Lu, Shun [4 ]
Wang, Xuanbin [5 ]
Kasmann, Lukas [2 ]
Ma, Jing [2 ]
Belka, Claus [2 ,6 ]
Su, Chuan [7 ]
Li, Minglun [2 ]
机构
[1] Nanjing Univ, Med Sch, Drum Tower Hosp, Dept Endocrinol, Nanjing 210008, Peoples R China
[2] Ludwig Maximilians Univ Munchen, Dept Radiat Oncol, Univ Hosp, Marchioninistr 15, D-81377 Munich, Germany
[3] Nanjing Med Univ, Sch Clin Med 1, Nanjing, Peoples R China
[4] Univ Elect Sci & Technol China, Sichuan Canc Hosp, Sch Med, Dept Radiotherapy, Chengdu, Peoples R China
[5] Hubei Univ Med, Renmin Hosp, Oncol Ctr, Lab Chinese Herbal Pharmacol,Hubei Key Lab Wudang, Shiyan, Peoples R China
[6] German Canc Consortium DKTK, Munich, Germany
[7] Nanjing Med Univ, Ctr Global Hlth, Dept Pathogen Biol & Immunol, Jiangsu Prov Key Lab Pathogen Biol, Nanjing, Peoples R China
关键词
Papillary thyroid cancer; immune clusters; immunotherapy; prognosis; EXPRESSION; CARCINOMA; IMMUNOSURVEILLANCE; MICROENVIRONMENT; DIFFERENTIATION; SIGNATURES; SURVIVAL; ANTIBODY; THERAPY; FUTURE;
D O I
10.1080/2162402X.2021.1964189
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Although the vast majority of patients with papillary thyroid cancer (PTC) have a favorable prognosis when conventional treatments are implemented, local recurrence and distant metastasis of advanced PTCs still hamper the survival and clinical management in certain patients. As immune checkpoint blockade (ICB) therapy achieves a great success in some advanced cancers, we aimed to investigate the immune landscape in PTC and its potential implications for prognosis and immunotherapy. In this study, different algorithms were conducted to estimate immune infiltration in PTC samples. A series of bioinformatic and machine learning approaches were performed to identify PTC-specific immune-related genes (IRGs) and distinct immune clusters. Differences in intrinsic tumor immunogenicity and potential immunotherapy response were observed between distinct immune clusters. A prognostic immune-related signature (IRS) was established to predict progression-free survival (PFS). IRS exhibited more powerful prognostic capacity and accurate survival prediction compared to conventional clinicopathological features. Furthermore, an integrated survival decision tree and a scoring nomogram were constructed to improve prognostic stratification and predictive accuracy for individual patients. In addition, altered pathways, mutational patterns, and potential applicable drugs were analyzed in different immune-related risk groups. Our study gained some insight into the immune landscape of PTC, and provided some useful clues for introducing immune-based molecular classification into risk stratification and guiding ICB decision-making.
引用
收藏
页数:14
相关论文
共 50 条
[1]   Integrated Genomic Characterization of Papillary Thyroid Carcinoma [J].
Agrawal, Nishant ;
Akbani, Rehan ;
Aksoy, B. Arman ;
Ally, Adrian ;
Arachchi, Harindra ;
Asa, Sylvia L. ;
Auman, J. Todd ;
Balasundaram, Miruna ;
Balu, Saianand ;
Baylin, Stephen B. ;
Behera, Madhusmita ;
Bernard, Brady ;
Beroukhim, Rameen ;
Bishop, Justin A. ;
Black, Aaron D. ;
Bodenheimer, Tom ;
Boice, Lori ;
Bootwalla, Moiz S. ;
Bowen, Jay ;
Bowlby, Reanne ;
Bristow, Christopher A. ;
Brookens, Robin ;
Brooks, Denise ;
Bryant, Robert ;
Buda, Elizabeth ;
Butterfield, Yaron S. N. ;
Carling, Tobias ;
Carlsen, Rebecca ;
Carter, Scott L. ;
Carty, Sally E. ;
Chan, Timothy A. ;
Chen, Amy Y. ;
Cherniack, Andrew D. ;
Cheung, Dorothy ;
Chin, Lynda ;
Cho, Juok ;
Chu, Andy ;
Chuah, Eric ;
Cibulskis, Kristian ;
Ciriello, Giovanni ;
Clarke, Amanda ;
Clayman, Gary L. ;
Cope, Leslie ;
Copland, John A. ;
Covington, Kyle ;
Danilova, Ludmila ;
Davidsen, Tanja ;
Demchok, John A. ;
DiCara, Daniel ;
Dhalla, Noreen .
CELL, 2014, 159 (03) :676-690
[2]   Down-regulation of the human major histocompatibility complex class I chain-related gene A (MICA) and its receptor is mediated by microRNA-146b-5p and is a potential mechanism of immunoediting in papillary thyroid carcinoma [J].
Al-Abdallah, Abeer ;
Jahanbani, Iman ;
Mehdawi, Heba ;
Ali, Rola H. ;
Al-Brahim, Nabeel ;
Mojiminiyi, Olusegun ;
Junaid, Thamradeen A. .
EXPERIMENTAL AND MOLECULAR PATHOLOGY, 2020, 113
[3]   xCell: digitally portraying the tissue cellular heterogeneity landscape [J].
Aran, Dvir ;
Hu, Zicheng ;
Butte, Atul J. .
GENOME BIOLOGY, 2017, 18
[4]   ImmPort: disseminating data to the public for the future of immunology [J].
Bhattacharya, Sanchita ;
Andorf, Sandra ;
Gomes, Linda ;
Dunn, Patrick ;
Schaefer, Henry ;
Pontius, Joan ;
Berger, Patty ;
Desborough, Vince ;
Smith, Tom ;
Campbell, John ;
Thomson, Elizabeth ;
Monteiro, Ruth ;
Guimaraes, Patricia ;
Walters, Bryan ;
Wiser, Jeff ;
Butte, Atul J. .
IMMUNOLOGIC RESEARCH, 2014, 58 (2-3) :234-239
[5]   Thyroid cancer [J].
Cabanillas, Maria E. ;
McFadden, David G. ;
Durante, Cosimo .
LANCET, 2016, 388 (10061) :2783-2795
[6]   Analysis of 100,000 human cancer genomes reveals the landscape of tumor mutational burden [J].
Chalmers, Zachary R. ;
Connelly, Caitlin F. ;
Fabrizio, David ;
Gay, Laurie ;
Ali, Siraj M. ;
Ennis, Riley ;
Schrock, Alexa ;
Campbell, Brittany ;
Shlien, Adam ;
Chmielecki, Juliann ;
Huang, Franklin ;
He, Yuting ;
Sun, James ;
Tabori, Uri ;
Kennedy, Mark ;
Lieber, Daniel S. ;
Roels, Steven ;
White, Jared ;
Otto, Geoffrey A. ;
Ross, Jeffrey S. ;
Garraway, Levi ;
Miller, Vincent A. ;
Stephens, Phillip J. ;
Frampton, Garrett M. .
GENOME MEDICINE, 2017, 9
[7]  
Chen BB, 2018, METHODS MOL BIOL, V1711, P243, DOI 10.1007/978-1-4939-7493-1_12
[8]   Cabozantinib versus Everolimus in Advanced Renal-Cell Carcinoma [J].
Choueiri, T. K. ;
Escudier, B. ;
Powles, T. ;
Mainwaring, P. N. ;
Rini, B. I. ;
Donskov, F. ;
Hammers, H. ;
Hutson, T. E. ;
Lee, J-L ;
Peltola, K. ;
Roth, B. J. ;
Bjarnason, G. A. ;
Geczi, L. ;
Keam, B. ;
Maroto, P. ;
Heng, D. Y. C. ;
Schmidinger, M. ;
Kantoff, P. W. ;
Borgman-Hagey, A. ;
Hessel, C. ;
Scheffold, C. ;
Schwab, G. M. ;
Tannir, N. M. ;
Motzer, R. J. .
NEW ENGLAND JOURNAL OF MEDICINE, 2015, 373 (19) :1814-1823
[9]   The immunobiology of cancer immunosurveillance and immunoediting [J].
Dunn, GP ;
Old, LJ ;
Schreiber, RD .
IMMUNITY, 2004, 21 (02) :137-148
[10]   Cancer immunoediting: from immunosurveillance to tumor escape [J].
Dunn, GP ;
Bruce, AT ;
Ikeda, H ;
Old, LJ ;
Schreiber, RD .
NATURE IMMUNOLOGY, 2002, 3 (11) :991-998