Circadian rhythm-related genes index: A predictor for HNSCC prognosis, immunotherapy efficacy, and chemosensitivity

被引:60
作者
Chi, Hao [1 ]
Yang, Jinyan [2 ]
Peng, Gaoge [1 ]
Zhang, Jinhao [2 ]
Song, Guobin [2 ]
Xie, Xixi [2 ]
Xia, Zhijia [3 ]
Liu, Jinhui [4 ]
Tian, Gang [5 ]
机构
[1] Southwest Med Univ, Clin Med Coll, Luzhou, Peoples R China
[2] Southwest Med Univ, Sch Stomatol, Luzhou, Peoples R China
[3] Ludwig Maximilians Univ Munchen, Dept Gen Visceral & Transplant Surg, Munich, Germany
[4] Nanjing Med Univ, Affiliated Hosp 1, Dept Gynecol, Nanjing, Peoples R China
[5] Southwest Med Univ, Affiliated Hosp, Dept Lab Med, Luzhou, Peoples R China
关键词
HNSCC; circadian rhythm; biomarkers; tumor microenvironment; immunotherapy; prognostic signature; INFILTRATING IMMUNE CELLS; NECK-CANCER; EXCISION-REPAIR; T-CELL; HEAD; CLOCK; EXPRESSION; CRYPTOCHROME; INHIBITION; ADENOSINE;
D O I
10.3389/fimmu.2023.1091218
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
BackgroundHead and neck squamous cell carcinoma (HNSCC) is the most common head and neck cancer and is highly aggressive and heterogeneous, leading to variable prognosis and immunotherapy outcomes. Circadian rhythm alterations in tumourigenesis are of equal importance to genetic factors and several biologic clock genes are considered to be prognostic biomarkers for various cancers. The aim of this study was to establish reliable markers based on biologic clock genes, thus providing a new perspective for assessing immunotherapy response and prognosis in patients with HNSCC. MethodsWe used 502 HNSCC samples and 44 normal samples from the TCGA-HNSCC dataset as the training set. 97 samples from GSE41613 were used as an external validation set. Prognostic characteristics of circadian rhythm-related genes (CRRGs) were established by Lasso, random forest and stepwise multifactorial Cox. Multivariate analysis revealed that CRRGs characteristics were independent predictors of HNSCC, with patients in the high-risk group having a worse prognosis than those in the low-risk group. The relevance of CRRGs to the immune microenvironment and immunotherapy was assessed by an integrated algorithm. Results6-CRRGs were considered to be strongly associated with HNSCC prognosis and a good predictor of HNSCC. The riskscore established by the 6-CRRG was found to be an independent prognostic factor for HNSCC in multifactorial analysis, with patients in the low-risk group having a higher overall survival (OS) than the high-risk group. Nomogram prediction maps constructed from clinical characteristics and riskscore had good prognostic power. Patients in the low-risk group had higher levels of immune infiltration and immune checkpoint expression and were more likely to benefit from immunotherapy. Conclusion6-CRRGs play a key predictive role for the prognosis of HNSCC patients and can guide physicians in selecting potential responders to prioritise immunotherapy, which could facilitate further research in precision immuno-oncology.
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页数:17
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共 86 条
[51]   GSCALite: a web server for gene set cancer analysis [J].
Liu, Chun-Jie ;
Hu, Fei-Fei ;
Xia, Meng-Xuan ;
Han, Leng ;
Zhang, Qiong ;
Guo, An-Yuan .
BIOINFORMATICS, 2018, 34 (21) :3771-3772
[52]   Pathological features and their prognostic impacts on oral cavity cancer patients among different subsites - A singe institute's experience in Taiwan [J].
Liu, Shih-An ;
Wang, Chen-Chi ;
Jiang, Rong-San ;
Lee, Fang-Yi ;
Lin, Wen-Jiun ;
Lin, Jin-Ching .
SCIENTIFIC REPORTS, 2017, 7
[53]   CD26 expression and adenosine deaminase activity in regulatory T cells (Treg) and CD4+ T effector cells in patients with head and neck squamous cell carcinoma [J].
Mandapathil, Magis ;
Szczepanski, Miroslaw J. ;
Harasymczuk, Malgorzata ;
Ren, Jin ;
Cheng, Dongmei ;
Jackson, Edwin K. ;
Gorelik, Elieser ;
Johnson, Jonas T. ;
Lang, Stephan ;
Whiteside, Theresa L. .
ONCOIMMUNOLOGY, 2012, 1 (05) :659-669
[54]   TGFβ attenuates tumour response to PD-L1 blockade by contributing to exclusion of T cells [J].
Mariathasan, Sanjeev ;
Turley, Shannon J. ;
Nickles, Dorothee ;
Castiglioni, Alessandra ;
Yuen, Kobe ;
Wang, Yulei ;
Kadel, Edward E., III ;
Koeppen, Hartmut ;
Astarita, Jillian L. ;
Cubas, Rafael ;
Jhunjhunwala, Suchit ;
Banchereau, Romain ;
Yang, Yagai ;
Guan, Yinghui ;
Chalouni, Cecile ;
Ziai, James ;
Senbabaoglu, Yasin ;
Santoro, Stephen ;
Sheinson, Daniel ;
Hung, Jeffrey ;
Giltnane, Jennifer M. ;
Pierce, Andrew A. ;
Mesh, Kathryn ;
Lianoglou, Steve ;
Riegler, Johannes ;
Carano, Richard A. D. ;
Eriksson, Pontus ;
Hoglund, Mattias ;
Somarriba, Loan ;
Halligan, Daniel L. ;
van der Heijden, Michiel S. ;
Loriot, Yohann ;
Rosenberg, Jonathan E. ;
Fong, Lawrence ;
Mellman, Ira ;
Chen, Daniel S. ;
Green, Marjorie ;
Derleth, Christina ;
Fine, Gregg D. ;
Hegde, Priti S. ;
Bourgon, Richard ;
Powles, Thomas .
NATURE, 2018, 554 (7693) :544-+
[55]   Maftools: efficient and comprehensive analysis of somatic variants in cancer [J].
Mayakonda, Anand ;
Lin, De-Chen ;
Assenov, Yassen ;
Plass, Christoph ;
Koeffler, H. Phillip .
GENOME RESEARCH, 2018, 28 (11) :1747-1756
[56]   Recurrent somatic mutation of FAT1 in multiple human cancers leads to aberrant Wnt activation [J].
Morris, Luc G. T. ;
Kaufman, Andrew M. ;
Gong, Yongxing ;
Ramaswami, Deepa ;
Walsh, Logan A. ;
Turcan, Sevin ;
Eng, Stephanie ;
Kannan, Kasthuri ;
Zou, Yilong ;
Peng, Luke ;
Banuchi, Victoria E. ;
Paty, Phillip ;
Zeng, Zhaoshi ;
Vakiani, Efsevia ;
Solit, David ;
Singh, Bhuvanesh ;
Ganly, Ian ;
Liau, Linda ;
Cloughesy, Timothy C. ;
Mischel, Paul S. ;
Mellinghoff, Ingo K. ;
Chan, Timothy A. .
NATURE GENETICS, 2013, 45 (03) :253-261
[57]   Circadian clock protein cryptochrome regulates the expression of proinflammatory cytokines [J].
Narasimamurthy, Rajesh ;
Hatori, Megumi ;
Nayak, Surendra K. ;
Liu, Fei ;
Panda, Satchidananda ;
Verma, Inder M. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2012, 109 (31) :12662-12667
[58]   A Metabolic immune Checkpoint: Adenosine in Tumor Microenvironment [J].
Ohta, Akio .
FRONTIERS IN IMMUNOLOGY, 2016, 7
[59]   Identification and validation of neurotrophic factor-related genes signature in HNSCC to predict survival and immune landscapes [J].
Peng, Gaoge ;
Chi, Hao ;
Gao, Xinrui ;
Zhang, Jinhao ;
Song, Guobin ;
Xie, Xixi ;
Su, Ke ;
Song, Binyu ;
Yang, Jinyan ;
Gu, Tao ;
Li, Yunyue ;
Xu, Ke ;
Li, Han ;
Liu, Yunfei ;
Tian, Gang .
FRONTIERS IN GENETICS, 2022, 13
[60]   Deconvoluting tumor-infiltrating immune cells from RNA-seq data using quanTIseq [J].
Plattner, Christina ;
Finotello, Francesca ;
Rieder, Dietmar .
TUMOR IMMUNOLOGY AND IMMUNOTHERAPY - INTEGRATED METHODS, PT B, 2020, 636 :261-285