ArticleMolecular cancer2021
Identification of tumor antigens and immune subtypes of pancreatic adenocarcinoma for mRNA vaccine development.
Article in Molecular cancer, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 112 papers, 2 of them syntheses that pooled it.
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Who cites it
112 citing papers in PubMed, 2 syntheses or guidelines pooled it, 159 citations in OpenAlex.
- Evaluation of translational potential of mRNA vaccine candidate antigens for pancreatic cancer: a systematic review based on clinical evidence and stratified prioritization strategies.Frontiers in immunology · 2026Pooled it
- Sex-related disparities in outcomes of cholangiocarcinoma patients in treatment trials.Frontiers in oncology · 2022Pooled it
- Mitophagy-Oxidative Stress Molecular Subtypes Define an Immunosuppressive Ecosystem and Vulnerabilities in Glioblastoma.Journal of cellular and molecular medicine · 2026Article
- Identification of Cell Subpopulation-Specific Driver Genes Reveals Ideal Candidates for Renal Cell Carcinoma Immunotherapy.International journal of molecular sciences · 2026Article
- Bioinformatics analysis of TRPV1 expression and its role in hepatocellular carcinoma prognosis.Discover oncology · 2026Article
- AI-driven computational methods and benchmarking for T-cell antigen identification.Briefings in bioinformatics · 2026Review
- Identification and Experimental Validation of Tumor Antigens and Hypoxia Subtypes of Osteosarcoma for Potential mRNA Vaccine Development.Current medicinal chemistry · 2026Article
- Comprehensive profiling of alternative splicing and immune landscapes in rectal cancer: implications for mRNA vaccine design and immune subtype stratification.Frontiers in oncology · 2026Article
- Developing of potential mRNA vaccines based on tumor antigens and immune subtypes of esophageal cancer.Translational cancer research · 2025Article
- Immune infiltration and stromal heterogeneity in pancreatic cancer: A prognostic model guiding immunotherapy response.Oncology letters · 2025Article
- Promising Cancer Vaccine for Glioblastoma Therapy: A Focus on mRNA Vaccine.Cancer medicine · 2025Review
- Lymph nodes molecular subtypes unravel lymph nodes heterogeneity and clinical implications in colorectal cancer.Nature communications · 2025Article
- Integrative Analysis of Novel Ferroptosis-Related Genes Signatures as Prognostic Biomarkers in Ovarian Cancer.Cancer reports (Hoboken, N.J.) · 2025Article
- Review
- Integrating bulk, single-cell, and spatial transcriptomics to identify and functionally validate novel targets to enhance immunotherapy in NSCLC.NPJ precision oncology · 2025Article
- 101 Machine Learning Algorithms for Mining Esophageal Squamous Cell Carcinoma Neoantigen Prognostic Models in Single-Cell Data.International journal of molecular sciences · 2025Article
- Studies on Treatment Within the Scope of Medical Biotechnology for Pancreatic Diseases.Molecular biotechnology · 2025Review
- Overexpressed Wnt-7a acts as a potential antitumor immune modulator and predicts poor prognosis in HNSCC.Heliyon · 2025Article
- Recent Advances in the Development and Efficacy of Anti-Cancer Vaccines-A Narrative Review.Vaccines · 2025Review
- Integrated Multiomics Unravels Hedgehog (HH) Signaling Characteristics in Pancreatic Cancer (PC) and DCBLD2 Regulates HH Signaling to Drive PC Progression.Human mutation · 2025Article
52 more citing papers are in PubMed but not listed here.
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Authors and funding
4 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundAlthough mRNA vaccines have been effective against multiple cancers, their efficacy against pancreatic adenocarcinoma (PAAD) remains undefined. Accumulating evidence suggests that immunotyping can indicate the comprehensive immune status in tumors and their immune microenvironment, which is closely associated with therapeutic response and vaccination potential. The aim of this study was to identify potent antigens in PAAD for mRNA vaccine development, and further distinguish immune subtypes of PAAD to construct an immune landscape for selecting suitable patients for vaccination.
methodsGene expression profiles and clinical information of 239 PAAD datasets were extracted from ICGC, and RNA-Seq data of 103 samples were retrieved from TCGA. GEPIA was used to calculate differential expression levels and prognostic indices, cBioPortal program was used to compare genetic alterations, and TIMER was used to explore correlation between genes and immune infiltrating cells. Consensus cluster was used for consistency matrix construction and data clustering, DAVID was used for functional annotation, and graph learning-based dimensional reduction was used to depict immune landscape.
resultsSix overexpressed and mutated tumor antigens associated with poor prognosis and infiltration of antigen presenting cells were identified in PAAD, including ADAM9, EFNB2, MET, TMOD3, TPX2, and WNT7A. Furthermore, five immune subtypes (IS1-IS5) and nine immune gene modules of PAAD were identified that were consistent in both patient cohorts. The immune subtypes showed distinct molecular, cellular and clinical characteristics. IS1 and IS2 exhibited immune-activated phenotypes and correlated to better survival compared to the other subtypes. IS4 and IS5 tumors were immunologically cold and associated with higher tumor mutation burden. Immunogenic cell death modulators, immune checkpoints, and CA125 and CA199, were also differentially expressed among the five immune subtypes. Finally, the immune landscape of PAAD showed a high degree of heterogeneity between individual patients.
conclusionsADAM9, EFNB2, MET, TMOD3, TPX2, and WNT7A are potent antigens for developing anti-PAAD mRNA vaccine, and patients with IS4 and IS5 tumors are suitable for vaccination.
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