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Isolation of Proximal Fluids to Investigate the Tumor Microenvironment of Pancreatic Adenocarcinoma
Published on: November 5, 2020
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Construction and validation of a RARRES3-based prognostic signature related to the specific immune microenvironment
Yimeng Sun1, Xiaoyan Wang2, Lin Yao1
1Cancer Institute, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu, China.
Frontiers in Oncology
|February 20, 2024
Summary
A novel 14-gene Pancreatic adenocarcinoma (PAAD) immune signature, TiME-score, predicts prognosis and guides immunotherapy. This signature, based on immune-related genes, highlights the tumor immune microenvironment
Area of Science:
- Oncology
- Immunology
- Genomics
Background:
- The tumor immune microenvironment (TiME) is crucial for Pancreatic Ductal Adenocarcinoma (PAAD) prognosis.
- The role of TiME-related genes in guiding individualized immunotherapy for PAAD remains unclear.
Purpose of the Study:
- To construct and validate a prognostic signature based on TiME-related genes for PAAD.
- To explore the potential of this signature in predicting immunotherapy response.
Main Methods:
- Correlation analysis of immune-related genes (IRGs) and transcription factors (TFs).
- Consensus clustering to identify immune-related molecular subtypes.
- Lasso-Cox regression to build the TiME-score prognostic signature.
- Validation using ICGC dataset, single-cell sequencing (GSE197177), and PAAD mouse models.
Main Results:
- A 14-gene signature (TiME-score) was developed, reflecting immune microenvironment characteristics.
- TiME-score hub genes showed distinct expression and immune cell infiltration differences between tumor and adjacent tissues.
- High expression of RARRES3, a hub gene, correlated with worse prognosis and increased M1 macrophage infiltration.
- In vivo validation in PAAD mouse models confirmed the signature's predictive accuracy.
Conclusions:
- The TiME-score serves as a reliable prognostic biomarker for PAAD.
- This signature has the potential to guide personalized immunotherapy strategies for PAAD patients.

