Prognostic utility of TME-associated genes in pancreatic cancer

被引:2
作者
Nie, Yuanhua [1 ]
Xu, Longwen [1 ]
Bai, Zilong [1 ]
Liu, Yaoyao [2 ]
Wang, Shilong [1 ]
Zeng, Qingnuo [1 ]
Gao, Xuan [3 ,4 ]
Xia, Xuefeng [2 ]
Chang, Dongmin [1 ]
机构
[1] Xi An Jiao Tong Univ, Affiliated Hosp 1, Dept Hepatobiliary Surg, Xian, Shaanxi, Peoples R China
[2] CASICloud Co Ltd, Beijing, Peoples R China
[3] Chinese Acad Sci, State Key Lab Microbial Resources, Inst Microbiol, Beijing, Peoples R China
[4] GenePlus Shenzhen Clin Lab, Shenzhen, Peoples R China
关键词
pancreatic cancer; tumor microenvironment; prognostic risk model; immunotherapy; therapeutic target; TUMOR-INFILTRATING LYMPHOCYTES; TENASCIN-C; T-CELLS; SUPPRESSOR-CELLS; MATRIX METALLOPROTEINASES; CROSS-TALK; MACROPHAGES; SURVIVAL; CARD9; MICROENVIRONMENT;
D O I
10.3389/fgene.2023.1218774
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Background: Pancreatic cancer (PC) is a deadly disease. The tumor microenvironment (TME) participates in PC oncogenesis. This study focuses on the assessment of the prognostic and treatment utility of TME-associated genes in PC.Methods: After obtaining the differentially expressed TME-related genes, univariate and multivariate Cox analyses and least absolute shrinkage and selection operator (LASSO) were performed to identify genes related to prognosis, and a risk model was established to evaluate risk scores, based on The Cancer Genome Atlas (TCGA) data set, and it was validated by external data sets from the Gene Expression Omnibus (GEO) and Clinical Proteomic Tumor Analysis Consortium (CPTAC). Multiomics analyses were adopted to explore the potential mechanisms, discover novel treatment targets, and assess the sensitivities of immunotherapy and chemotherapy.Results: Five TME-associated genes, namely, FERMT1, CARD9, IL20RB, MET, and MMP3, were identified and a risk score formula constructed. Next, their mRNA expressions were verified in cancer and normal pancreatic cells. Multiple algorithms confirmed that the risk model displayed a reliable ability of prognosis prediction and was an independent prognostic factor, indicating that high-risk patients had poor outcomes. Immunocyte infiltration, gene set enrichment analysis (GSEA), and single-cell analysis all showed a strong relationship between immune mechanism and low-risk samples. The risk score could predict the sensitivity of immunotherapy and some chemotherapy regimens, which included oxaliplatin and irinotecan. Various latent treatment targets (LAG3, TIGIT, and ARID1A) were addressed by mutation landscape based on the risk model.Conclusion: The risk model based on TME-related genes can reflect the prognosis of PC patients and functions as a novel set of biomarkers for PC therapy.
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页数:21
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共 105 条
[21]   Cross-Species Single-Cell Analysis of Pancreatic Ductal Adenocarcinoma Reveals Antigen-Presenting Cancer-Associated Fibroblasts [J].
Elyada, Ela ;
Bolisetty, Mohan ;
Laise, Pasquale ;
Flynn, William F. ;
Courtois, Elise T. ;
Burkhart, Richard A. ;
Teinor, Jonathan A. ;
Belleau, Pascal ;
Biffi, Giulia ;
Lucito, Matthew S. ;
Sivajothi, Santhosh ;
Armstrong, Todd D. ;
Engle, Dannielle D. ;
Yu, Kenneth H. ;
Hao, Yuan ;
Wolfgang, Christopher L. ;
Park, Youngkyu ;
Preall, Jonathan ;
Jaffee, Elizabeth M. ;
Califano, Andrea ;
Robson, Paul ;
Tuveson, David A. .
CANCER DISCOVERY, 2019, 9 (08) :1102-1123
[22]   Activated Pancreatic Stellate Cells Sequester CD8+ T Cells to Reduce Their Infiltration of the Juxtatumoral Compartment of Pancreatic Ductal Adenocarcinoma [J].
Ene-Obong, Abasi ;
Clear, Andrew J. ;
Watt, Jennifer ;
Wang, Jun ;
Fatah, Rewas ;
Riches, John C. ;
Marshall, John F. ;
Chin-Aleong, Joanne ;
Chelala, Claude ;
Gribben, John G. ;
Ramsay, Alan G. ;
Kocher, Hemant M. .
GASTROENTEROLOGY, 2013, 145 (05) :1121-1132
[23]   The role of the tumor microenvironment in the progression of pancreatic cancer [J].
Farrow, Buckminster ;
Albo, Daniel ;
Berger, David H. .
JOURNAL OF SURGICAL RESEARCH, 2008, 149 (02) :319-328
[24]   The Pancreas Cancer Microenvironment [J].
Feig, Christine ;
Gopinathan, Aarthi ;
Neesse, Albrecht ;
Chan, Derek S. ;
Cook, Natalie ;
Tuveson, David A. .
CLINICAL CANCER RESEARCH, 2012, 18 (16) :4266-4276
[25]   The CD155/TIGIT axis promotes and maintains immune evasion in neoantigen-expressing pancreatic cancer [J].
Freed-Pastor, William ;
Lambert, Laurens ;
Ely, Zackery ;
Pattada, Nimisha ;
Bhutkar, Arjun ;
Eng, George ;
Mercer, Kim ;
Garcia, Ana ;
Lin, Lin ;
Rideout, William, III ;
Hwang, William ;
Schenkel, Jason ;
Jaeger, Alex ;
Bronson, Roderick ;
Westcott, Peter ;
Hether, Tyler ;
Divakar, Prajan ;
Reeves, Jason ;
Deshpande, Vikram ;
Delorey, Toni ;
Phillips, Devan ;
Yilmaz, Omer ;
Regev, Aviv ;
Jacks, Tyler .
CANCER CELL, 2021, 39 (10) :1342-+
[26]   Regularization Paths for Generalized Linear Models via Coordinate Descent [J].
Friedman, Jerome ;
Hastie, Trevor ;
Tibshirani, Rob .
JOURNAL OF STATISTICAL SOFTWARE, 2010, 33 (01) :1-22
[27]   CD8+ tumor-infiltrating lymphocytes together with CD4+ tumor-infiltrating lymphocytes and dendritic cells improve the prognosis of patients with pancreatic adenocarcinoma [J].
Fukunaga, A ;
Miyamoto, M ;
Cho, Y ;
Murakami, S ;
Kawarada, Y ;
Oshikiri, T ;
Kato, K ;
Kurokawa, T ;
Suzuoki, M ;
Nakakubo, Y ;
Hiraoka, K ;
Itoh, T ;
Morikawa, T ;
Okushiba, S ;
Kondo, S ;
Katoh, H .
PANCREAS, 2004, 28 (01) :E26-E31
[28]   ARID1A, a Factor That Promotes Formation of SWI/SNF-Mediated Chromatin Remodeling, Is a Tumor Suppressor in Gynecologic Cancers [J].
Guan, Bin ;
Wang, Tian-Li ;
Shih, Ie-Ming .
CANCER RESEARCH, 2011, 71 (21) :6718-6727
[29]   Bruton Tyrosine Kinase-Dependent Immune Cell Cross-talk Drives Pancreas Cancer [J].
Gunderson, Andrew J. ;
Kaneda, Megan M. ;
Tsujikawa, Takahiro ;
Nguyen, Abraham V. ;
Affara, Nesrine I. ;
Ruffell, Brian ;
Gorjestani, Sara ;
Liudahl, Shannon M. ;
Truitt, Morgan ;
Olson, Peter ;
Kim, Grace ;
Hanahan, Douglas ;
Tempero, Margaret A. ;
Sheppard, Brett ;
Irving, Bryan ;
Chang, Betty Y. ;
Varner, Judith A. ;
Coussens, Lisa M. .
CANCER DISCOVERY, 2016, 6 (03) :270-285
[30]   Genomic Heterogeneity of Pancreatic Ductal Adenocarcinoma and Its Clinical Impact [J].
Gutierrez, Maria Laura ;
Munoz-Bellvis, Luis ;
Orfao, Alberto .
CANCERS, 2021, 13 (17)