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Yang H, Messina-Pacheco J, Corredor ALG, Gregorieff A, Liu JL, Nehme A, Najafabadi HS, Riazalhosseini Y, Gao B, Gao ZH. An integrated model of acinar to ductal metaplasia-related N7-methyladenosine regulators predicts prognosis and immunotherapy in pancreatic carcinoma based on digital spatial profiling. Front Immunol 2022; 13:961457. [PMID: 35979350 PMCID: PMC9377277 DOI: 10.3389/fimmu.2022.961457] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2022] [Accepted: 06/24/2022] [Indexed: 12/14/2022] Open
Abstract
Acinar-to-ductal metaplasia (ADM) is a recently recognized, yet less well-studied, precursor lesion of pancreatic ductal adenocarcinoma (PDAC) developed in the setting of chronic pancreatitis. Through digital spatial mRNA profiling, we compared ADM and adjacent PDAC tissues from patient samples to unveil the bridging genes during the malignant transformation of pancreatitis. By comparing the bridging genes with the 7-methylguanosine (m7G)-seq dataset, we screened 19 m7G methylation genes for a subsequent large sample analysis. We constructed the “m7G score” model based on the RNA-seq data for pancreatic cancer in The Cancer Genome Atlas (TCGA) database and The Gene Expression Omnibus (GEO) database. Tumors with a high m7G score were characterized by increased immune cell infiltration, increased genomic instability, higher response rate to combined immune checkpoint inhibitors (ICIs), and overall poor survival. These findings indicate that the m7G score is associated with tumor invasiveness, immune cell infiltration, ICI treatment response, and overall patients’ survival. We also identified FN1 and ITGB1 as core genes in the m7Gscore model, which affect immune cell infiltration and genomic instability not only in pancreatic cancer but also in pan-cancer. FN1 and ITGB1 can inhibit immune T cell activition by upregulation of macrophages and neutrophils, thereby leading to immune escape of pancreatic cancer cells and reducing the response rate of ICI treatment.
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Affiliation(s)
- Hao Yang
- Department of General Surgery, The Second Affiliated Hospital of Harbin Medical University, Harbin, China
| | - Julia Messina-Pacheco
- Department of Pathology, McGill University and the Research Institute of McGill University Health Centre, Montreal, QC, Canada
| | - Andrea Liliam Gomez Corredor
- Department of Pathology, McGill University and the Research Institute of McGill University Health Centre, Montreal, QC, Canada
| | - Alex Gregorieff
- Department of Pathology, McGill University and the Research Institute of McGill University Health Centre, Montreal, QC, Canada
| | - Jun-li Liu
- MeDic Program, The Research Institute of McGill University Health Centre, & Division of Endocrinology and Metabolism, Department of Medicine, McGill University, Montreal, QC, Canada
| | - Ali Nehme
- Department of Human Genetics, McGill University, Montreal, QC, Canada
- McGill University Genome Centre, Montreal, QC, Canada
| | - Hamed S. Najafabadi
- Department of Human Genetics, McGill University, Montreal, QC, Canada
- McGill University Genome Centre, Montreal, QC, Canada
| | - Yasser Riazalhosseini
- Department of Human Genetics, McGill University, Montreal, QC, Canada
- McGill University Genome Centre, Montreal, QC, Canada
| | - Bo Gao
- Department of General Surgery, Peking University People’s Hospital, Beijing, China
- *Correspondence: Zu-hua Gao, ; Bo Gao,
| | - Zu-hua Gao
- Department of Pathology and Laboratory Medicine, British Columbia (BC) Cancer Research Center, University of British Columbia, Vancouver, BC, Canada
- *Correspondence: Zu-hua Gao, ; Bo Gao,
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