Development and validation of a gene signature for pancreatic cancer: based on inflammatory response-related genes

被引:5
作者
Li, Manjiang [1 ]
Ding, Wei [1 ]
Wang, Yuxu [1 ]
Ma, Yongbiao [1 ]
Du, Futian [1 ]
机构
[1] Weifang Peoples Hosp, Dept Hepatobiliary & Pancreat Surg, 151 Guangwen St, Weifang 261041, Shandong, Peoples R China
关键词
Pancreatic cancer; Inflammatory response-related genes; Tumor microenvironment; Immune checkpoint inhibitors; Drug resistance genes; Prognostic model; ARYL-HYDROCARBON RECEPTOR; IMMUNOTHERAPY; TUMORIGENESIS; EXPRESSION;
D O I
10.1007/s11356-022-23252-w
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Pancreatic cancer (PC) is one of the most common malignant tumors in the world with a poor prognosis. There were limited studies investigating the genetic signatures associated with inflammatory responses, tumor microenvironment (TME), and tumor drug sensitivity prediction. In the Cancer Genome Atlas (TCGA) dataset, we constructed an inflammatory response-related genes prognostic signature for PC, and predictive ability of the model was assessed via the International Cancer Genome Consortium (ICGC) database. Then, we explored the differences of TME, immune checkpoint genes and drug resistance genes, and the cancer cell sensitivity to chemotherapy drugs between different risk score group. Based on the TCGA and ICGC databases, we constructed and validated a prognostic model, which consisted of 5 genes (including AHR, F3, GNA15, IL18, and INHBA). Moreover, the prognostic model was independent prognostic factors affecting overall survival (OS). The low-risk score group had better OS, and lower stromal score, compared with patients in the high-risk score group. The difference of antigen-presenting cells, T cell regulation, and drug resistance genes between different risk score groups was found. In addition, the immune checkpoint genes were positively correlation to risk score. The expression levels of AHR, GNA15, IL18, and INHBA were related to the sensitivity of anti-tumor chemotherapy drugs. Gene set enrichment analysis (GSEA) showed significant pathway such as calcium signaling pathway and p53 signaling pathway. We successfully constructed a 5-inflammatory response-related gene signature to predict survival, TME, and cancer cell sensitivity to chemotherapy drugs in PC patients. Furthermore, substantiation was warranted to verify the role of these genes in tumorigenesis.
引用
收藏
页码:17166 / 17178
页数:13
相关论文
共 54 条
  • [1] Pancreatic cancer: yesterday, today and tomorrow
    Ansari, Daniel
    Tingstedt, Bobby
    Andersson, Bodil
    Holmquist, Fredrik
    Sturesson, Christian
    Williamsson, Caroline
    Sasor, Agata
    Borg, David
    Bauden, Monika
    Andersson, Roland
    [J]. FUTURE ONCOLOGY, 2016, 12 (16) : 1929 - 1946
  • [2] Metabolism addiction in pancreatic cancer
    Blum, R.
    Kloog, Y.
    [J]. CELL DEATH & DISEASE, 2014, 5 : e1065 - e1065
  • [3] multiGSEA: a GSEA-based pathway enrichment analysis for multi-omics data
    Canzler, Sebastian
    Hackermuller, Jorg
    [J]. BMC BIOINFORMATICS, 2020, 21 (01)
  • [4] Pan-cancer Immunogenomic Analyses Reveal Genotype-Immunophenotype Relationships and Predictors of Response to Checkpoint Blockade
    Charoentong, Pornpimol
    Finotello, Francesca
    Angelova, Mihaela
    Mayer, Clemens
    Efremova, Mirjana
    Rieder, Dietmar
    Hackl, Hubert
    Trajanoski, Zlatko
    [J]. CELL REPORTS, 2017, 18 (01): : 248 - 262
  • [5] INHBA gene silencing inhibits gastric cancer cell migration and invasion by impeding activation of the TGF-β signaling pathway
    Chen, Zong-Lin
    Qin, Lu
    Peng, Xu-Bin
    Hu, Yu
    Liu, Bo
    [J]. JOURNAL OF CELLULAR PHYSIOLOGY, 2019, 234 (10) : 18065 - 18074
  • [6] Targeting the IDO1/TDO2-KYN-AhR Pathway for Cancer Immunotherapy - Challenges and Opportunities
    Cheong, Jae Eun
    Sun, Lijun
    [J]. TRENDS IN PHARMACOLOGICAL SCIENCES, 2018, 39 (03) : 307 - 325
  • [7] Gene Set Enrichment Analysis (GSEA) of Toxoplasma gondii expression datasets links cell cycle progression and the bradyzoite developmental program
    Croken, Matthew McKnight
    Qiu, Weigang
    White, Michael W.
    Kim, Kami
    [J]. BMC GENOMICS, 2014, 15
  • [8] Epithelial-mesenchymal transition and inflammation at the site of the primary tumor
    Dominguez, Charli
    David, Justin M.
    Palena, Claudia
    [J]. SEMINARS IN CANCER BIOLOGY, 2017, 47 : 177 - 184
  • [9] Prognostic Value of the C-Reactive Protein/Lymphocyte Ratio in Pancreatic Cancer
    Fan, Zhiyao
    Luo, Guopei
    Gong, Yitao
    Xu, He
    Qian, Yunzhen
    Deng, Shengming
    Huang, Qiuyi
    Yang, Chao
    Cheng, He
    Jin, Kaizhou
    Liu, Chen
    Yu, Xianjun
    [J]. ANNALS OF SURGICAL ONCOLOGY, 2020, 27 (10) : 4017 - 4025
  • [10] More deaths from pancreatic cancer than breast cancer in the EU by 2017
    Ferlay, J.
    Partensky, C.
    Bray, F.
    [J]. ACTA ONCOLOGICA, 2016, 55 (9-10) : 1158 - 1160