Comprehensive characterization of extracellular matrix-related genes in PAAD identified a novel prognostic panel related to clinical outcomes and immune microenvironment: A silico analysis with in vivo and vitro validation

被引:37
作者
Chen, Xu [1 ,2 ]
Yuan, Qihang [1 ]
Liu, Jifeng [1 ]
Xia, Shilin [1 ,2 ,3 ]
Shi, Xueying [2 ,3 ]
Su, Yuxin [4 ]
Wang, Zhizhou [1 ,2 ]
Li, Shuang [1 ,2 ,3 ]
Shang, Dong [1 ,2 ,3 ]
机构
[1] Dalian Med Univ, Dept Gen Surg, Affiliated Hosp 1, Dalian, Peoples R China
[2] Dalian Med Univ, Lab Integrat Med, Affiliated Hosp 1, Dalian, Peoples R China
[3] Dalian Med Univ, Inst Coll Integrat Med, Dalian, Peoples R China
[4] Northern Theater Command Gen Hosp, Cardiovasc Res Inst, Dept Med Imaging, Shenyang, Peoples R China
基金
中国国家自然科学基金;
关键词
pancreatic adenocarcinoma; ECM receptor interaction; molecular classification; prognosis signature; chemotherapy sensitivity; TUMOR MICROENVIRONMENT; ROLES;
D O I
10.3389/fimmu.2022.985911
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
The extracellular matrix (ECM) is a vital component of the tumor microenvironment, which interplays with stromal and tumor cells to stimulate the capacity of cancer cells to proliferate, migrate, invade, and undergo angiogenesis. Nevertheless, the crucial functions of ECM-related genes (ECMGs) in pancreatic adenocarcinoma (PAAD) have not been systematically evaluated. Hence, a comprehensive evaluation of the ECMGs is required in pan-cancer, especially in PAAD. First, a pan-cancer overview of ECMGs was explored through the integration of expression profiles, prognostic values, mutation information, methylation levels, and pathway-regulation relationships. Seven ECMGs (i.e. LAMB3, LAMA3, ITGB6, ITGB4, ITGA2, LAMC2, and COL11A1) were identified to be hub genes of PAAD, which were obviously up-regulated in PAAD and considerably linked to tumor stage as well as prognosis. Subsequently, patients with PAAD were divided into 3 clusters premised on ECMG expression and ECM scores. Cluster 2 was the subtype with the best prognosis accompanied by the lowest ECM scores, further verifying ECM's significant contribution to the pathophysiological processes of PAAD. Significant differences were observed for oncogene and tumor suppressor gene expression, immune microenvironment, and chemotherapy sensitivity across three ECM subtypes. After applying a variety of bioinformatics methods, a novel and robust ECM-associated mRNA-lncRNA-based prognostic panel (ECM-APP) was developed and validated for accurately predicting clinical outcomes of patients with PAAD. Patients with PAAD were randomly categorized into the train, internal validation, and external validation cohorts; meanwhile, each patient was allocated into high-risk (unfavorable prognosis) and low-risk (favorable prognosis) populations premised on the expression traits of ECM-related mRNAs and lncRNAs. The discrepancy in the tumor mutation burden and immune microenvironment might be responsible for the difference in prognoses across the high-risk and low-risk populations. Overall, our findings identified and validated seven ECMGs remarkably linked to the onset and progression of PAAD. ECM-based molecular classification and prognostic panel aid in the prognostic assessment and personalized intervention of patients with PAAD.
引用
收藏
页数:23
相关论文
共 44 条
[1]   Immune Cell Modulation of the Extracellular Matrix Contributes to the Pathogenesis of Pancreatic Cancer [J].
Ahmad, Ramiz S. ;
Eubank, Timothy D. ;
Lukomski, Slawomir ;
Boone, Brian A. .
BIOMOLECULES, 2021, 11 (06)
[2]   Unleashing Type-2 Dendritic Cells to Drive Protective Antitumor CD4+ T Cell Immunity [J].
Binnewies, Mikhail ;
Mujal, Adriana M. ;
Pollack, Joshua L. ;
Combes, Alexis J. ;
Hardison, Emily A. ;
Barry, Kevin C. ;
Tsui, Jessica ;
Ruhland, Megan K. ;
Kersten, Kelly ;
Abushawish, Marwan A. ;
Spasic, Marko ;
Giurintano, Jonathan P. ;
Chan, Vincent ;
Daud, Adil, I ;
Ha, Patrick ;
Ye, Chun J. ;
Roberts, Edward W. ;
Krummel, Matthew F. .
CELL, 2019, 177 (03) :556-+
[3]   Remodelling the extracellular matrix in development and disease [J].
Bonnans, Caroline ;
Chou, Jonathan ;
Werb, Zena .
NATURE REVIEWS MOLECULAR CELL BIOLOGY, 2014, 15 (12) :786-801
[4]  
Bray F, 2018, CA-CANCER J CLIN, V68, P394, DOI [10.3322/caac.21492, 10.3322/caac.21609]
[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]   Angiogenesis Pathway in Kidney Renal Clear Cell Carcinoma and Its Prognostic Value for Cancer Risk Prediction [J].
Che, Xiangyu ;
Su, Wenyan ;
Li, Xiaowei ;
Liu, Nana ;
Wang, Qifei ;
Wu, Guangzhen .
FRONTIERS IN MEDICINE, 2021, 8
[7]   Systematic Pan-Cancer Analysis Identifies TREM2 as an Immunological and Prognostic Biomarker [J].
Cheng, Xin ;
Wang, Xiaowei ;
Nie, Kechao ;
Cheng, Lin ;
Zhang, Zheyu ;
Hu, Yang ;
Peng, Weijun .
FRONTIERS IN IMMUNOLOGY, 2021, 12
[8]   Three-Dimensional Collagen I Promotes Gemcitabine Resistance In Vitro in Pancreatic Cancer Cells through HMGA2-Dependent Histone Acetyltransferase Expression [J].
Dangi-Garimella, Surabhi ;
Sahai, Vaibhav ;
Ebine, Kazumi ;
Kumar, Krishan ;
Munshi, Hidayatullah G. .
PLOS ONE, 2013, 8 (05)
[9]   Paradoxical roles of the immune system during cancer development [J].
de Visser, KE ;
Eichten, A ;
Coussens, LM .
NATURE REVIEWS CANCER, 2006, 6 (01) :24-37
[10]   RETRACTED: Lysyl oxidase is essential for hypoxia-induced metastasis (Retracted article. See vol. 579, pg. 456, 2020) [J].
Erler, JT ;
Bennewith, KL ;
Nicolau, M ;
Dornhöfer, N ;
Kong, C ;
Le, QT ;
Chi, JTA ;
Jeffrey, SS ;
Giaccia, AJ .
NATURE, 2006, 440 (7088) :1222-1226