Identification of an extracellular vesicle-related gene signature in the prediction of pancreatic cancer clinical prognosis

被引:13
作者
Xu, Dafeng [1 ]
Wang, Yu [2 ]
Zhou, Kailun [1 ]
Wu, Jincai [1 ]
Zhang, Zhensheng [1 ]
Zhang, Jiachao
Yu, Zhiwei [1 ]
Liu, Luzheng [1 ]
Liu, Xiangmei [1 ]
Li, Bidan [1 ]
Zheng, Jinfang [1 ]
机构
[1] Hainan Med Univ, Hainan Gen Hosp, Dept Hepatobiliary & Pancreat Surg, Hainan Affiliated Hosp, Haikou 570311, Hainan, Peoples R China
[2] Hainan Med Univ, Hainan Gen Hosp, Geriatr Ctr, Hainan Affiliated Hosp, Haikou 570311, Hainan, Peoples R China
关键词
CANNABINOID RECEPTOR 2; NEUROPEPTIDE-Y; EXPRESSION; EXOSOMES; METASTASIS; CARCINOMA; CELLS; RNA; FRACTALKINE; NEUROMEDIN;
D O I
10.1042/BSR20201087
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Although extracellular vesicles (EVs) in body fluid have been considered to be ideal biomarkers for cancer diagnosis and prognosis, it is still difficult to distinguish EVs derived from tumor tissue and normal tissue. Therefore, the prognostic value of tumor-specific EVs was evaluated through related molecules in pancreatic tumor tissue. NA sequencing data of pancreatic adenocarcinoma (PAAD) were acquired from The Cancer Genome Atlas (TCGA) and International Cancer Genome Consortium (ICGC). EV-related genes in pancreatic cancer were obtained from exoRBase. Protein-protein interaction (PPI) network analysis was used to identifymodules related to clinical stage. CIBERSORT was used to assess the abundance of immune and non-immune cells in the tumor microenvironment. A total of 12 PPI modules were identified, and the 3-PPI-MOD was identified based on the randomForest package. The genes of this model are involved in DNA damage and repair and cell membrane-related pathways. The independent external verification cohorts showed that the 3-PPI-MOD can significantly classify patient prognosis. Moreover, compared with the model constructed by pure gene expression, the 3-PPI-MOD showed better prognostic value. The expression of genes in the 3-PPI-MOD had a significant positive correlation with immune cells. Genes related to the hypoxia pathway were significantly enriched in the high-risk tumors predicted by the 3-PPI-MOD. External databases were used to verify the gene expression in the 3-PPI-MOD. The 3-PPI-MOD had satisfactory predictive performance and could be used as a prognostic predictive biomarker for pancreatic cancer.
引用
收藏
页数:17
相关论文
共 89 条
[1]   Novel Aspects of Extracellular Vesicles as Mediators of Cancer-Associated Thrombosis [J].
Almeida, Vitor H. ;
Rondon, Araci M. R. ;
Gomes, Taina ;
Monteiro, Robson Q. .
CELLS, 2019, 8 (07)
[2]  
Badea L, 2008, HEPATO-GASTROENTEROL, V55, P2016
[3]   Understanding the tumor immune microenvironment (TIME) for effective therapy [J].
Binnewies, Mikhail ;
Roberts, Edward W. ;
Kersten, Kelly ;
Chan, Vincent ;
Fearon, Douglas F. ;
Merad, Miriam ;
Coussens, Lisa M. ;
Gabrilovich, Dmitry I. ;
Ostrand-Rosenberg, Suzanne ;
Hedrick, Catherine C. ;
Vonderheide, Robert H. ;
Pittet, Mikael J. ;
Jain, Rakesh K. ;
Zou, Weiping ;
Howcroft, T. Kevin ;
Woodhouse, Elisa C. ;
Weinberg, Robert A. ;
Krummel, Matthew F. .
NATURE MEDICINE, 2018, 24 (05) :541-550
[4]   Exosomes in bodily fluids are a highly stable resource of disease biomarkers [J].
Boukouris, Stephanie ;
Mathivanan, Suresh .
PROTEOMICS CLINICAL APPLICATIONS, 2015, 9 (3-4) :358-367
[5]   Tumor-associated factors are enriched in lymphatic exudate compared to plasma in metastatic melanoma patients [J].
Broggi, Maria A. S. ;
Maillat, Lea ;
Clement, Cristina C. ;
Bordry, Natacha ;
Corthesy, Patricia ;
Auger, Aymeric ;
Matter, Maurice ;
Hamelin, Romain ;
Potin, Lambert ;
Demurtas, Davide ;
Romano, Emanuela ;
Harari, Alexandre ;
Speiser, Daniel E. ;
Santambrogio, Laura ;
Swartz, Melody A. .
JOURNAL OF EXPERIMENTAL MEDICINE, 2019, 216 (05) :1091-1107
[6]   Large meta-analysis of multiple cancers reveals a common, compact and highly prognostic hypoxia metagene [J].
Buffa, F. M. ;
Harris, A. L. ;
West, C. M. ;
Miller, C. J. .
BRITISH JOURNAL OF CANCER, 2010, 102 (02) :428-435
[7]   CXC family of chemokines as prognostic or predictive biomarkers and possible drug targets in colorectal cancer [J].
Cabrero-de las Heras, Sara ;
Martinez-Balibrea, Eva .
WORLD JOURNAL OF GASTROENTEROLOGY, 2018, 24 (42) :4738-4749
[8]   An EV-Associated Gene Signature Correlates with Hypoxic Microenvironment and Predicts Recurrence in Lung Adenocarcinoma [J].
Cao, Bangrong ;
Dai, Wei ;
Ma, Shiqi ;
Wang, Qifeng ;
Lan, Mei ;
Luo, Huaichao ;
Chen, Tingqing ;
Yang, Xiaojun ;
Zhu, Guiquan ;
Li, Qiang ;
Lang, Jinyi .
MOLECULAR THERAPY-NUCLEIC ACIDS, 2019, 17 :879-890
[9]   Network-based classification of breast cancer metastasis [J].
Chuang, Han-Yu ;
Lee, Eunjung ;
Liu, Yu-Tsueng ;
Lee, Doheon ;
Ideker, Trey .
MOLECULAR SYSTEMS BIOLOGY, 2007, 3 (1)
[10]   Activation of GPR18 by cannabinoid compounds: a tale of biased agonism [J].
Console-Bram, Linda ;
Brailoiu, Eugen ;
Brailoiu, Gabriela Cristina ;
Sharir, Haleli ;
Abood, Mary E. .
BRITISH JOURNAL OF PHARMACOLOGY, 2014, 171 (16) :3908-3917