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Identification of Neoantigens and Construction of Immune Subtypes in Prostate Adenocarcinoma
Yukui Gao1, Guixin Wang1, Yanzhuo Chen1
1Tianjin Institute of Urology, the Second Hospital of Tianjin Medical University, Tianjin, China.
Abstract:
Background: Messenger ribonucleic acid (mRNA) vaccine has been considered as a potential therapeutic strategy and the next research hotspot, but their efficacy against prostate adenocarcinoma (PRAD) remains undefined. This study aimed to find potential antigens of PRAD for mRNA vaccine development and identify suitable patients for vaccination through immunophenotyping. Methods: Gene expression profiles and clinical information were obtained from TCGA and ICGC. GEPIA2 was used to calculate the prognostic index of the selected antigens. The genetic alterations were compared on cBioPortal and the correlation between potential antigen and immune infiltrating cells was explored by TIMER. ConsensusClusterPlus was used to construct a consistency matrix, and identify the immune subtypes. Graph learning-based dimensional reduction was performed to depict immune landscape. Boruta algorithm and LASSO logistic analysis were used to screen PRAD patients who may benefit from mRNA vaccine. Results: Seven potential tumor antigens selected were significantly positively associated with poor prognosis and the antigen-presenting immune cells (APCs) in PRAD, including ADA, FYN, HDC, NFKBIZ, RASSF4, SLC6A3, and UPP1. Five immune subtypes of PRAD were identified by differential molecular, cellular, and clinical characteristics in both cohorts. C3 and C5 had immune "hot" and immunosuppressive phenotype, On the contrary, C1&C2 had immune "cold" phenotype. Finally, the immune landscape characterization showed the immune heterogeneity among patients with PRAD. Conclusions: ADA, FYN, HDC, NFKBIZ, RASSF4, SLC6A3, and UPP1 are potential antigens for mRNA vaccine development against PRAD, and patients in type C1 and C2 are suitable for vaccination.
Insights
Seven potential tumor antigens were identified for prostate adenocarcinoma (PRAD) mRNA vaccine development. Patients with immune "cold" phenotypes (C1 and C2) are suitable candidates for this novel cancer vaccine therapy.
Area of Science:
- Oncology
- Immunology
- Vaccinology
Background:
- Messenger ribonucleic acid (mRNA) vaccines represent a promising therapeutic avenue for cancer, yet their effectiveness against prostate adenocarcinoma (PRAD) requires further investigation.
- Understanding the tumor microenvironment and identifying suitable patient populations are crucial for optimizing mRNA vaccine strategies in PRAD.
Purpose of the Study:
- To identify potential tumor antigens for the development of mRNA vaccines targeting prostate adenocarcinoma.
- To characterize immune subtypes within PRAD to identify patient populations who may benefit from mRNA vaccination.
Main Methods:
- Utilized TCGA and ICGC datasets for gene expression and clinical data analysis.
- Employed bioinformatics tools (GEPIA2, cBioPortal, TIMER, ConsensusClusterPlus) for prognostic analysis, genetic alteration assessment, immune cell infiltration correlation, and immune subtype identification.
- Applied graph learning and LASSO logistic analysis for immune landscape depiction and patient stratification for mRNA vaccination.
Main Results:
- Identified seven potential PRAD tumor antigens (ADA, FYN, HDC, NFKBIZ, RASSF4, SLC6A3, UPP1) significantly associated with poor prognosis and antigen-presenting cells.
- Classified PRAD into five distinct immune subtypes based on molecular, cellular, and clinical features, with C1 and C2 exhibiting an immune 'cold' phenotype and C3/C5 an 'hot' but immunosuppressive phenotype.
- Revealed significant immune heterogeneity among PRAD patients.
Conclusions:
- ADA, FYN, HDC, NFKBIZ, RASSF4, SLC6A3, and UPP1 are promising candidates for PRAD mRNA vaccine development.
- PRAD patients classified into immune subtypes C1 and C2 are identified as suitable candidates for mRNA vaccination due to their 'cold' immune phenotype.
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