Identification of prognostic genes in the pancreatic adenocarcinoma immune microenvironment by integrated bioinformatics analysis

被引:17
作者
Wang, Haolan [1 ]
Lu, Liqing [1 ]
Liang, Xujun [1 ]
Chen, Yongheng [1 ,2 ]
机构
[1] Cent South Univ, Xiangya Hosp, Lab Struct Biol Dept Oncol, NHC Key Lab Canc Prote,Natl Clin Res Ctr Geriatr, Changsha 410008, Hunan, Peoples R China
[2] Cent South Univ, Xiangya Hosp, Natl Clin Res Ctr Geriatr Disorders, Changsha 410008, Hunan, Peoples R China
基金
中国国家自然科学基金;
关键词
Bioinformatics analysis; Pancreatic adenocarcinoma; Prognosis; Immune microenvironment; MATRIX-METALLOPROTEINASE; COLLAGEN-VI; CANCER; EXPRESSION; RESISTANCE; CONTRIBUTES; METASTASIS; PLAU;
D O I
10.1007/s00262-021-03110-3
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Purpose Pancreatic adenocarcinoma (PAAD) is one of the most common causes of death among solid tumors, and its pathogenesis remains to be clarified. This study aims to elucidate the value of immune/stromal-related genes in the prognosis of PAAD through comprehensive bioinformatics analysis based on the immune microenvironment and validated in Chinese pancreatic cancer patients. Methods Gene expression profiles of pancreatic cancer patients were obtained from TCGA database. Differentially expressed genes (DEGs) were identified based on the ESTIMATE algorithm. Gene co-expression networks were constructed using WGCNA. In the key module, survival analysis was used to reveal the prognostic value. Subsequently, we performed functional enrichment analysis to construct a protein-protein interaction (PPI) network. The relationship between tumor immune infiltration and hub genes was analyzed by TIMER and CIBERSORT. Finally, it was validated in the GEO database and in tissues of Chinese pancreatic cancer patients. Results In the TCGA pancreatic cancer cohort, a low immune/stromal score was associated with a good prognosis. After bioinformatic analysis, 57 genes were identified to be significantly associated with pancreatic cancer prognosis. Among them, up-regulation of four genes (COL6A3, PLAU, MMP11 and MMP14) indicated poor prognosis and was associated with multiple immune cell infiltration. IHC results showed that PLAU protein levels from Chinese pancreatic cancer tissues were significantly higher than those from adjacent non-tumor tissues and were also associated with tumor TNM stage and lymph node metastasis. Conclusion In conclusion, this study demonstrates that PLAU may serve as a new diagnostic and therapeutic target, which is highly expressed in Chinese pancreatic cancer tissues and associated with lymph node metastasis.
引用
收藏
页码:1757 / 1769
页数:13
相关论文
共 57 条
[1]   FOXM1 functions collaboratively with PLAU to promote gastric cancer progression [J].
Ai, Chao ;
Zhang, Jixin ;
Lian, Shenyi ;
Ma, Jie ;
Gyorffy, Balazs ;
Qian, Zhenyuan ;
Han, Yong ;
Feng, Qin .
JOURNAL OF CANCER, 2020, 11 (04) :788-794
[2]   Tumor-specific expression and alternative splicing of the COL6A3 gene in pancreatic cancer [J].
Arafat, Hwyda ;
Lazar, Melissa ;
Salem, Khalifa ;
Chipitsyna, Galina ;
Gong, Qiaoke ;
Pan, Te-Cheng ;
Zhang, Rui-Zhu ;
Yeo, Charles J. ;
Chu, Mon-Li .
SURGERY, 2011, 150 (02) :306-315
[3]   The prognostic relevance of urokinase-type plasminogen activator (uPA) in the blood of patients with metastatic breast cancer [J].
Banys-Paluchowski, Malgorzata ;
Witzel, Isabell ;
Aktas, Bahriye ;
Fasching, Peter A. ;
Hartkopf, Andreas ;
Janni, Wolfgang ;
Kasimir-Bauer, Sabine ;
Pantel, Klaus ;
Schoen, Gerhard ;
Rack, Brigitte ;
Riethdorf, Sabine ;
Solomayer, Erich-Franz ;
Fehm, Tanja ;
Mueller, Volkmar .
SCIENTIFIC REPORTS, 2019, 9 (1)
[4]   Specialized dendritic cells induce tumor-promoting IL-10+IL-17+ FoxP3neg regulatory CD4+ T cells in pancreatic carcinoma [J].
Barilla, Rocky M. ;
Diskin, Brian ;
Caso, Raul Caso ;
Lee, Ki Buom ;
Mohan, Navyatha ;
Buttar, Chandan ;
Adam, Salma ;
Sekendiz, Zennur ;
Wang, Junjie ;
Salas, Ruben D. ;
Cassini, Marcelo F. ;
Karlen, Jason ;
Sundberg, Belen ;
Akbar, Hashem ;
Levchenko, Dmitry ;
Gakhal, Inderdeep ;
Gutierrez, Johana ;
Wang, Wei ;
Hundeyin, Mautin ;
Torres-Hernandez, Alejandro ;
Leinwand, Joshua ;
Kurz, Emma ;
Rossi, Juan A. Kochen ;
Mishra, Ankita ;
Liria, Miguel ;
Sanchez, Gustavo ;
Panta, Jyoti ;
Loke, P'ng ;
Aykut, Berk ;
Miller, George .
NATURE COMMUNICATIONS, 2019, 10 (1)
[5]   Safety and Activity of Anti-PD-L1 Antibody in Patients with Advanced Cancer [J].
Brahmer, Julie R. ;
Tykodi, Scott S. ;
Chow, Laura Q. M. ;
Hwu, Wen-Jen ;
Topalian, Suzanne L. ;
Hwu, Patrick ;
Drake, Charles G. ;
Camacho, Luis H. ;
Kauh, John ;
Odunsi, Kunle ;
Pitot, Henry C. ;
Hamid, Omid ;
Bhatia, Shailender ;
Martins, Renato ;
Eaton, Keith ;
Chen, Shuming ;
Salay, Theresa M. ;
Alaparthy, Suresh ;
Grosso, Joseph F. ;
Korman, Alan J. ;
Parker, Susan M. ;
Agrawal, Shruti ;
Goldberg, Stacie M. ;
Pardoll, Drew M. ;
Gupta, Ashok ;
Wigginton, Jon M. .
NEW ENGLAND JOURNAL OF MEDICINE, 2012, 366 (26) :2455-2465
[6]   Beyond just a tight fortress: contribution of stroma to epithelial-mesenchymal transition in pancreatic cancer [J].
Bulle, Ashenafi ;
Lim, Kian-Huat .
SIGNAL TRANSDUCTION AND TARGETED THERAPY, 2020, 5 (01)
[7]   Targeting the Microenvironment to Overcome Gemcitabine Resistance in Pancreatic Cancer [J].
Carpenter, Eileen S. ;
Steele, Nina G. ;
di Magliano, Marina Pasca .
CANCER RESEARCH, 2020, 80 (15) :3070-3071
[8]   KrasG12D mutation contributes to regulatory T cell conversion through activation of the MEK/ERK pathway in pancreatic cancer [J].
Chen, He ;
Fan, Kun ;
Luo, Guopei ;
Fan, Zhiyao ;
Yang, Chao ;
Huang, Qiuyi ;
Jin, Kaizhou ;
Xu, Jin ;
Yu, Xianjun ;
Liu, Chen .
CANCER LETTERS, 2019, 446 :103-111
[9]  
Cui DJ, 2021, INT J CLIN EXP PATHO, V14, P1
[10]   FAT1 acts as an upstream regulator of oncogenic and inflammatory pathways, via PDCD4, in glioma cells [J].
Dikshit, B. ;
Irshad, K. ;
Madan, E. ;
Aggarwal, N. ;
Sarkar, C. ;
Chandra, P. S. ;
Gupta, D. K. ;
Chattopadhyay, P. ;
Sinha, S. ;
Chosdol, K. .
ONCOGENE, 2013, 32 (33) :3798-3808