Characterization of Modification Patterns, Biological Function, Clinical Implication, and Immune Microenvironment Association of m6A Regulators in Pancreatic Cancer

被引:8
作者
Fang, Kun [1 ]
Qu, Hairong [2 ]
Wang, Jiapei [3 ]
Tang, Desheng [4 ]
Yan, Changsheng [5 ]
Ma, Jiamin [5 ]
Gao, Lei [5 ]
机构
[1] Yinchuan Maternal & Child Hlth Hosp, Dept Surg, Yinchuan, Ningxia, Peoples R China
[2] Yinchuan Maternal & Child Hlth Hosp, Dept Gynaecol, Yinchuan, Ningxia, Peoples R China
[3] Yinchuan Maternal & Child Hlth Hosp, Dept Pathol, Yinchuan, Ningxia, Peoples R China
[4] Harbin Med Univ, Dept Gastroenterol, Cent Lab, Affiliated Hosp 1, Harbin, Peoples R China
[5] Harbin Med Univ, Dept Pancreat & Biliary Surg, Cent Lab, Affiliated Hosp 1, Harbin, Peoples R China
关键词
pancreatic cancer; N6-methyladenosine regulators; prognosis; immune microenvironment; immunotherapy; ADENOCARCINOMA;
D O I
10.3389/fgene.2021.702072
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Objective: N-6-methyladenosine (m(6)A) modification may modulate various biological processes. Nonetheless, clinical implications of m(6)A modification in pancreatic cancer are undefined. Herein, this study comprehensively characterized the m(6)A modification patterns in pancreatic cancer based on m(6)A regulators. Methods: Genetic mutation and expression pattern of 21 m(6)A regulators and their correlations were assessed in pancreatic cancer from TCGA dataset. m(6)A modification patterns were clustered using unsupervised clustering analysis in TCGA and ICGC datasets. Differences in survival, biological functions and immune cell infiltrations were assessed between modification patterns. A m(6)A scoring system was developed by principal component analysis. Genetic mutations and TIDE scores were compared between high and low m(6)A score groups. Results: ZC3H13 (11%), RBM15B (9%), YTHDF1 (8%), and YTHDC1 (6%) frequently occurred mutations among m(6)A regulators. Also, most of regulators were distinctly dysregulated in pancreatic cancer. There were tight crosslinks between regulators. Two m(6)A modification patterns were constructed, with distinct prognoses, immune cell infiltration and biological functions. Furthermore, we quantified m(6)A score in each sample. High m(6)A scores indicated undesirable clinical outcomes. There were more frequent mutations in high m(6)A score samples. Lower TIDE score was found in high m(6)A score group, with AUC = 0.61, indicating that m(6)A scores might be used for predicting the response to immunotherapy. Conclusion: Collectively, these data demonstrated that m(6)A modification participates pancreatic cancer progress and ornaments immune microenvironment, providing an insight into pancreatic cancer pathogenesis and facilitating precision medicine development.
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页数:14
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共 37 条
[1]   Genomic analyses identify molecular subtypes of pancreatic cancer [J].
Bailey, Peter ;
Chang, David K. ;
Nones, Katia ;
Johns, Amber L. ;
Patch, Ann-Marie ;
Gingras, Marie-Claude ;
Miller, David K. ;
Christ, Angelika N. ;
Bruxner, Tim J. C. ;
Quinn, Michael C. ;
Nourse, Craig ;
Murtaugh, L. Charles ;
Harliwong, Ivon ;
Idrisoglu, Senel ;
Manning, Suzanne ;
Nourbakhsh, Ehsan ;
Wani, Shivangi ;
Fink, Lynn ;
Holmes, Oliver ;
Chin, Vencssa ;
Anderson, Matthew J. ;
Kazakoff, Stephen ;
Leonard, Conrad ;
Newell, Felicity ;
Waddell, Nick ;
Wood, Scott ;
Xu, Qinying ;
Wilson, Peter J. ;
Cloonan, Nicole ;
Kassahn, Karin S. ;
Taylor, Darrin ;
Quek, Kelly ;
Robertson, Alan ;
Pantano, Lorena ;
Mincarelli, Laura ;
Sanchez, Luis N. ;
Evers, Lisa ;
Wu, Jianmin ;
Pinese, Mark ;
Cowley, Mark J. ;
Jones, Marc D. ;
Colvin, Emily K. ;
Nagrial, Adnan M. ;
Humphrey, Emily S. ;
Chantrill, Lorraine A. ;
Mawson, Amanda ;
Humphris, Jeremy ;
Chou, Angela ;
Pajic, Marina ;
Scarlett, Christopher J. .
NATURE, 2016, 531 (7592) :47-+
[2]   YTH domain family 2 orchestrates epithelial-mesenchymal transition/proliferation dichotomy in pancreatic cancer cells [J].
Chen, Jixiang ;
Sun, Yaocheng ;
Xu, Xiao ;
Wang, Dawei ;
He, Junbo ;
Zhou, Hailang ;
Lu, Ying ;
Zeng, Jian ;
Du, Fengyi ;
Gong, Aihua ;
Xu, Min .
CELL CYCLE, 2017, 16 (23) :2259-2271
[3]   TCGAbiolinks: an R/Bioconductor package for integrative analysis of TCGA data [J].
Colaprico, Antonio ;
Silva, Tiago C. ;
Olsen, Catharina ;
Garofano, Luciano ;
Cava, Claudia ;
Garolini, Davide ;
Sabedot, Thais S. ;
Malta, Tathiane M. ;
Pagnotta, Stefano M. ;
Castiglioni, Isabella ;
Ceccarelli, Michele ;
Bontempi, Gianluca ;
Noushmehr, Houtan .
NUCLEIC ACIDS RESEARCH, 2016, 44 (08) :e71
[4]   Molecular subtypes of pancreatic cancer [J].
Collisson, Eric A. ;
Bailey, Peter ;
Chang, David K. ;
Biankin, Andrew, V .
NATURE REVIEWS GASTROENTEROLOGY & HEPATOLOGY, 2019, 16 (04) :207-220
[5]   Identification of m6A-related genes and m6A RNA methylation regulators in pancreatic cancer and their association with survival [J].
Geng, Yan ;
Guan, Renguo ;
Hong, Weifeng ;
Huang, Bowen ;
Liu, Peizhen ;
Guo, Xiaohua ;
Hu, Shixiong ;
Yu, Min ;
Hou, Baohua .
ANNALS OF TRANSLATIONAL MEDICINE, 2020, 8 (06)
[6]   RNA demethylase ALKBH5 prevents pancreatic cancer progression by posttranscriptional activation of PER1 in an m6A-YTHDF2-dependent manner [J].
Guo, Xingya ;
Li, Kai ;
Jiang, Weiliang ;
Hu, Yangyang ;
Xiao, Wenqin ;
Huang, Yinshi ;
Feng, Yun ;
Pan, Qin ;
Wan, Rong .
MOLECULAR CANCER, 2020, 19 (01)
[7]   GSVA: gene set variation analysis for microarray and RNA-Seq data [J].
Haenzelmann, Sonja ;
Castelo, Robert ;
Guinney, Justin .
BMC BIOINFORMATICS, 2013, 14
[8]   Anti-tumour immunity controlled through mRNA m6A methylation and YTHDF1 in dendritic cells [J].
Han, Dali ;
Liu, Jun ;
Chen, Chuanyuan ;
Dong, Lihui ;
Liu, Yi ;
Chang, Renbao ;
Huang, Xiaona ;
Liu, Yuanyuan ;
Wang, Jianying ;
Dougherty, Urszula ;
Bissonnette, Marc B. ;
Shen, Bin ;
Weichselbaum, Ralph R. ;
Xu, Meng Michelle ;
He, Chuan .
NATURE, 2019, 566 (7743) :270-+
[9]   Functions of N6-methyladenosine and its role in cancer [J].
He, Liuer ;
Li, Huiyu ;
Wu, Anqi ;
Peng, Yulong ;
Shu, Guang ;
Yin, Gang .
MOLECULAR CANCER, 2019, 18 (01)
[10]   Dendritic Cell Paucity Leads to Dysfunctional Immune Surveillance in Pancreatic Cancer [J].
Hegde, Samarth ;
Krisnawan, Varintra E. ;
Herzog, Brett H. ;
Zuo, Chong ;
Breden, Marcus A. ;
Knolhoff, Brett L. ;
Hogg, Graham D. ;
Tang, Jack P. ;
Baer, John M. ;
Mpoy, Cedric ;
Lee, Kyung Bae ;
Alexander, Katherine A. ;
Rogers, Buck E. ;
Murphy, Kenneth M. ;
Hawkins, William G. ;
Fields, Ryan C. ;
DeSelm, Carl J. ;
Schwarz, Julie K. ;
DeNardo, David G. .
CANCER CELL, 2020, 37 (03) :289-+