Genomic Landscape of RTK/RAS Pathway and Tumor Immune Infiltration as Prognostic Indicator of Lung Adenocarcinoma

被引:4
作者
Yin, Xiang-Qian [1 ]
Yin, Xue-Hui [1 ]
Yu, Ya-Qin [1 ]
Xu, Lang [2 ]
Zhang, Mao [1 ]
机构
[1] Peoples Hosp Huangpi, Dept Oncol, Wuhan, Peoples R China
[2] Wuhan Univ Sci & Technol, Brain Sci & Adv Technol Inst, Wuhan, Peoples R China
关键词
genomics; RTK; RAS pathway; immune infiltration; prognosis; nomogram; lung adenocarcinoma; CANCER;
D O I
10.3389/fonc.2022.924239
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
The RTK/RAS pathway is an oncogenic signaling pathway for which many targeted drugs have been developed; however, survival remains poor. A combination of targeted therapy and immunotherapy has emerged as an option for improving cancer treatment responses. In this study, on the basis of the expression, survival, single nucleotide variation (SNV), copy number variation (CNV), and methylation data of lung adenocarcinoma (LUAD) from The Cancer Genome Atlas database, we comprehensively analyzed the genomic changes in the RTK/RAS pathway and their associations with tumor-infiltrating lymphocytes (TIL) and prognosis in LUAD to provide the genomics landscape of RTK/RAS with TIL and prognosis. We found that two rarely mutated genes, mitogen-activated protein kinase kinase 1 and insulin-like growth factor 1 receptor, were significantly associated with the worse survival of patients with LUAD. Patients with LUAD and co-mutation of KRAS proto-oncogene (KRAS) and neurofibromin 1 genes had worse survival, and the underlying mechanism could be insufficient for protein synthesis and intracellular signal deactivation. Methylation of the Rac family small GTPase 1 (RAC1) was associated with better survival. The SNVs of the top mutated genes, including epidermal growth factor receptor (12.7%), neurotrophic receptor tyrosine kinase 3 (7.8%), erb-b2 receptor tyrosine kinase 4 (8.5%), and KRAS (29.6%), were associated with T cell exhaustion in LUAD. To construct nomograms, we further screened the genes whose genomic changes were closely associated with survival and immune infiltration. The nomograms performed well in predicting disease-specific survival (DSS) with a concordance index of 0.7 (0.589, 0.811) and overall survival with a concordance index of 0.689 (0.603, 0.775) in test set; they also showed good correspondence between actual and ideal nomogram predictions. Tumor stage, RAC1 methylation, and type 1 regulatory T cells greatly contributed to DSS and OS nomograms. In summary, we provided a comprehensive genomic profile of the RTK/RAS pathway in LUAD and its association with immune cell infiltration and prognosis of LUAD. This profile would serve as a basis for developing better therapeutic strategies, improving patient prognosis, and understanding the mechanisms of immune disturbance from the perspective of oncogenic pathways of LUAD.
引用
收藏
页数:14
相关论文
共 23 条
[1]   High-throughput Phenotyping of Lung Cancer Somatic Mutations [J].
Berger, Alice H. ;
Brooks, Angela N. ;
Wu, Xiaoyun ;
Shrestha, Yashaswi ;
Chouinard, Candace ;
Piccioni, Federica ;
Bagul, Mukta ;
Kamburov, Atanas ;
Imielinski, Marcin ;
Hogstrom, Larson ;
Zhu, Cong ;
Yang, Xiaoping ;
Pantel, Sasha ;
Sakai, Ryo ;
Watson, Jacqueline ;
Kaplan, Nathan ;
Campbell, Joshua D. ;
Singh, Shantanu ;
Root, David E. ;
Narayan, Rajiv ;
Natoli, Ted ;
Lahr, David L. ;
Tirosh, Itay ;
Tamayo, Pablo ;
Getz, Gad ;
Wong, Bang ;
Doench, John ;
Subramanian, Aravind ;
Golub, Todd R. ;
Meyerson, Matthew ;
Boehm, Jesse S. .
CANCER CELL, 2016, 30 (02) :214-228
[2]   The clinical KRAS(G12C) inhibitor AMG 510 drives anti-tumour immunity [J].
Canon, Jude ;
Rex, Karen ;
Saiki, Anne Y. ;
Mohr, Christopher ;
Cooke, Keegan ;
Bagal, Dhanashri ;
Gaida, Kevin ;
Holt, Tyler ;
Knutson, Charles G. ;
Koppada, Neelima ;
Lanman, Brian A. ;
Werner, Jonathan ;
Rapaport, Aaron S. ;
San Miguel, Tisha ;
Ortiz, Roberto ;
Osgood, Tao ;
Sun, Ji-Rong ;
Zhu, Xiaochun ;
McCarter, John D. ;
Volak, Laurie P. ;
Houk, Brett E. ;
Fakih, Marwan G. ;
O'Neil, Bert H. ;
Price, Timothy J. ;
Falchook, Gerald S. ;
Desai, Jayesh ;
Kuo, James ;
Govindan, Ramaswamy ;
Hong, David S. ;
Ouyang, Wenjun ;
Henary, Haby ;
Arvedson, Tara ;
Cee, Victor J. ;
Lipford, J. Russell .
NATURE, 2019, 575 (7781) :217-+
[3]   Tumour-infiltrating lymphocytes and prognosis in different subtypes of breast cancer: a pooled analysis of 3771 patients treated with neoadjuvant therapy [J].
Denkert, Carsten ;
von Minckwitz, Gunter ;
Darb-Esfahani, Silvia ;
Lederer, Bianca ;
Heppner, Barbara I. ;
Weber, Karsten E. ;
Budczies, Jan ;
Huober, Jens ;
Klauschen, Frederick ;
Furlanetto, Jenny ;
Schmitt, Wolfgang D. ;
Blohmer, Jens-Uwe ;
Karn, Thomas ;
Pfitzner, Berit M. ;
Kuemmel, Sherko ;
Engels, Knut ;
Schneeweiss, Andreas ;
Hartmann, Arndt ;
Noske, Aurelia ;
Fasching, Peter A. ;
Jackisch, Christian ;
van Mackelenbergh, Marion ;
Sinn, Peter ;
Schem, Christian ;
Hanusch, Claus ;
Untch, Michael ;
Loibl, Sibylle .
LANCET ONCOLOGY, 2018, 19 (01) :40-50
[4]   Prognostic value of lncRNAs in lung carcinoma: a meta-analysis [J].
Fan, Fan ;
Zhu, Zhengqiu ;
Gao, Chao ;
Liu, Yun ;
Wang, Baoqing ;
Wang, Ziquan ;
Feng, Jifeng .
ONCOTARGET, 2017, 8 (47) :83292-83305
[5]   Approaches to treat immune hot, altered and cold tumours with combination immunotherapies [J].
Galon, Jerome ;
Bruni, Daniela .
NATURE REVIEWS DRUG DISCOVERY, 2019, 18 (03) :197-218
[6]   Genomic Landscape of Non-Small Cell Lung Cancer in Smokers and Never-Smokers [J].
Govindan, Ramaswamy ;
Ding, Li ;
Griffith, Malachi ;
Subramanian, Janakiraman ;
Dees, Nathan D. ;
Kanchi, Krishna L. ;
Maher, Christopher A. ;
Fulton, Robert ;
Fulton, Lucinda ;
Wallis, John ;
Chen, Ken ;
Walker, Jason ;
McDonald, Sandra ;
Bose, Ron ;
Ornitz, David ;
Xiong, Donghai ;
You, Ming ;
Dooling, David J. ;
Watson, Mark ;
Mardis, Elaine R. ;
Wilson, Richard K. .
CELL, 2012, 150 (06) :1121-1134
[7]   Alterations in the RTK/Ras/PI3K/AKT pathway serve as potential biomarkers for immunotherapy outcome of diffuse gliomas [J].
Han, Song ;
Wang, Peng-Fei ;
Cai, Hong-Qing ;
Wan, Jing-Hai ;
Li, Shou-Wei ;
Lin, Ze-Huan ;
Yu, Chun-Jiang ;
Yan, Chang-Xiang .
AGING-US, 2021, 13 (11) :15444-15458
[8]   Expression profile of immune checkpoint genes and their roles in predicting immunotherapy response [J].
Hu, Fei-Fei ;
Liu, Chun-Jie ;
Liu, Lan-Lan ;
Zhang, Qiong ;
Guo, An-Yuan .
BRIEFINGS IN BIOINFORMATICS, 2021, 22 (03)
[9]   The Combination of MEK Inhibitor With Immunomodulatory Antibodies Targeting Programmed Death 1 and Programmed Death Ligand 1 Results in Prolonged Survival in Kras/p53-Driven Lung Cancer [J].
Lee, Jong Woo ;
Zhang, Yu ;
Eoh, Kyung Jin ;
Sharma, Roshan ;
Sanmamed, Miguel F. ;
Wu, Jenny ;
Choi, Justin ;
Park, Hee Sun ;
Iwasaki, Akiko ;
Kaftan, Edward ;
Chen, Lieping ;
Papadimitrakopoulou, Vali ;
Herbst, Roy S. ;
Koo, Ja Seok .
JOURNAL OF THORACIC ONCOLOGY, 2019, 14 (06) :1046-1060
[10]   TIMER2.0 for analysis of tumor-infiltrating immune cells [J].
Li, Taiwen ;
Fu, Jingxin ;
Zeng, Zexian ;
Cohen, David ;
Li, Jing ;
Chen, Qianming ;
Li, Bo ;
Liu, X. Shirley .
NUCLEIC ACIDS RESEARCH, 2020, 48 (W1) :W509-W514