Integrated Analysis of Necroptosis-Related Genes for Prognosis, Immune Microenvironment Infiltration, and Drug Sensitivity in Colon Cancer

被引:13
作者
He, Rong [1 ]
Zhang, Meiling [2 ]
He, Lian [1 ]
Huang, Jiabin [1 ]
Man, Changfeng [1 ]
Wang, Xiaoyan [2 ]
Lang, Yakun [1 ]
Fan, Yu [1 ]
机构
[1] Jiangsu Univ, Canc Inst, Affiliated Peoples Hosp J, Zhenjiang, Peoples R China
[2] Nanjing Med Univ, Dept Gastroenterol, Affiliated Suqian Peoples Hosp 1, Suqian, Peoples R China
关键词
colon cancer; necroptosis; immunotherapy; tumor immune microenvironment; signature; METASTATIC COLORECTAL-CANCER; POOR-PROGNOSIS; TUMOR PURITY; EXPRESSION; CELLS; SUPPRESSION; PROGRESSION; ACTIVATION; BIOMARKER; SHIKONIN;
D O I
10.3389/fmed.2022.845271
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
BackgroundNecroptosis, is intimately linked to tumor development and prognosis and has been considered as a target for anticancer therapy. However, the role of necroptosis-related genes (NRGs) in colon cancer is unclear. MethodsIn the present study, we screened 76 NRGs from previous studies and described the landscape of transcriptomic and genetic variation of NRGs in colon cancer (CC) patient samples. Molecular subtypes of necroptosis in colon cancer were identified by clustering analysis, and these molecular subtypes were linked to patient prognosis and TME cell infiltration characteristics. Then, the NRS-score for predicting overall survival (OS) was built based on the TCGA database and validated in the GSE39582 cohort for its predictive power in CC patients. Besides, the ESTIMATE and CIBERSORT algorithms were applied to explore the relationship between NRS-score and tumor immune microenvironment. ResultsWe identified two molecular subtypes associated with necroptosis in CC, which have diverse prognosis and immune microenvironment characteristics. Based on the differentially expressed genes between the two molecular subtypes, we further developed a necroptosis risk score signature, referred to as NRS-score. High NRS-score was associated with poor prognosis in CC through immunosuppressive microenvironment and immune escape mechanisms. The nomogram based on NRS-score showed excellent ability to predict prognosis. In addition, NRS-score presented a positive correlation with tumor mutational burden (TMB) and immune checkpoint blockade (ICB) expression and was closely correlated with multiple anticancer agent susceptibility. ConclusionThis work revealed a close relationship between necroptosis and the prognosis and immune microenvironment of colon cancer. The NRS-score based on the 8-gene signature may be used to predict the sensitivity of immunotherapy and chemotherapy in colon cancer patients, and provides a foundation for future studies targeting necroptosis and its immune microenvironment.
引用
收藏
页数:19
相关论文
共 74 条
[1]   Kirsten ras mutations in patients with colorectal cancer:: the 'RASCAL II' study [J].
Andreyev, HJN ;
Norman, AR ;
Cunningham, D ;
Oates, J ;
Dix, BR ;
Iacopetta, BJ ;
Young, J ;
Walsh, T ;
Ward, R ;
Hawkins, N ;
Beranek, M ;
Jandik, P ;
Benamouzig, R ;
Jullian, E ;
Laurent-Puig, P ;
Olschwang, S ;
Muller, O ;
Hoffmann, I ;
Rabes, HM ;
Zietz, C ;
Troungos, C ;
Valavanis, C ;
Yuen, ST ;
Ho, JWC ;
Croke, CT ;
O'Donoghue, DP ;
Giaretti, W ;
Rapallo, A ;
Russo, A ;
Bazan, V ;
Tanaka, M ;
Omura, K ;
Azuma, T ;
Ohkusa, T ;
Fujimori, T ;
Ono, Y ;
Pauly, M ;
Faber, C ;
Glaesener, R ;
de Goeij, AFPM ;
Arends, JW ;
Andersen, SN ;
Lövig, T ;
Breivik, J ;
Gaudernack, G ;
Clausen, OPF ;
De Angelis, P ;
Meling, GI ;
Rognum, TO ;
Smith, R .
BRITISH JOURNAL OF CANCER, 2001, 85 (05) :692-696
[2]   Deregulating the CYP2C19/Epoxy-Eicosatrienoic Acid-Associated FABP4/FABP5 Signaling Network as a Therapeutic Approach for Metastatic Triple-Negative Breast Cancer [J].
Apaya, Maria Karmella ;
Hsiao, Pei-Wen ;
Yang, Yu-Chih ;
Shyur, Lie-Fen .
CANCERS, 2020, 12 (01)
[3]   Molecular-Subtype-Specific Biomarkers Improve Prediction of Prognosis in Colorectal Cancer [J].
Bramsen, Jesper Bertram ;
Rasmussen, Mads Heilskov ;
Ongen, Halit ;
Mattesen, Trine Block ;
Orntoft, Mai-Britt Worm ;
Arnadottir, Sigrid Salling ;
Sandoval, Juan ;
Laguna, Teresa ;
Vang, Soren ;
Oster, Bodil ;
Lamy, Philippe ;
Madsen, Mogens Rorbaek ;
Laurberg, Soren ;
Esteller, Manel ;
Dermitzakis, Emmanouil Theophilos ;
Orntoft, Torben Falck ;
Andersen, Claus Lindbjerg .
CELL REPORTS, 2017, 19 (06) :1268-1280
[4]   Exploring and modelling colon cancer inter-tumour heterogeneity: opportunities and challenges [J].
Buikhuisen, Joyce Y. ;
Torang, Arezo ;
Medema, Jan Paul .
ONCOGENESIS, 2020, 9 (07)
[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]   Pan-cancer Immunogenomic Analyses Reveal Genotype-Immunophenotype Relationships and Predictors of Response to Checkpoint Blockade [J].
Charoentong, Pornpimol ;
Finotello, Francesca ;
Angelova, Mihaela ;
Mayer, Clemens ;
Efremova, Mirjana ;
Rieder, Dietmar ;
Hackl, Hubert ;
Trajanoski, Zlatko .
CELL REPORTS, 2017, 18 (01) :248-262
[7]  
Chen CY, 2017, AM J TRANSL RES, V9, P5507
[8]   Elements of cancer immunity and the cancer-immune set point [J].
Chen, Daniel S. ;
Mellman, Ira .
NATURE, 2017, 541 (7637) :321-330
[9]   Serine protease inhibitor Kazal type 1 (SPINK1) as a prognostic marker in stage IV colon cancer patients receiving cetuximab based targeted therapy [J].
Chen, Yi-Ting ;
Tsao, Shu-Chuan ;
Tsai, Hung-Pei ;
Wang, Jaw-Yuan ;
Chai, Chee-Yin .
JOURNAL OF CLINICAL PATHOLOGY, 2016, 69 (11) :974-978
[10]   Molecular Targets for the Treatment of Metastatic Colorectal Cancer [J].
Cohen, Romain ;
Pudlarz, Thomas ;
Delattre, Jean-Francois ;
Colle, Raphael ;
Andre, Thierry .
CANCERS, 2020, 12 (09) :1-18