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Integrating Functional Genomic Screens and Multi-Omics Data to Construct a Prognostic Model for Lung Adenocarcinoma
Yang Zhang1, Huijun Tan1, Depeng Jiang1,2
1The Second Clinical College of Chongqing Medical University, Chongqing 400010, China.
A new 7-gene model predicts lung adenocarcinoma (LUAD) patient outcomes and immunotherapy response. The gene SPC25 is identified as a key oncogene, showing potential as a therapeutic target for LUAD.
Area of Science:
- Oncology
- Genomics
- Biomarker Discovery
Background:
- Lung adenocarcinoma (LUAD) is a heterogeneous cancer with limited treatment options.
- There is a critical need for prognostic biomarkers and therapeutic targets in LUAD.
- Integrating multi-omics data with functional genomic screens offers a promising strategy.
Purpose of the Study:
- To develop a prognostic risk-score model for LUAD using multi-omics data.
- To identify novel therapeutic targets for LUAD.
- To validate the role of SPC25 in LUAD progression and treatment response.
Main Methods:
- Genome-scale CRISPR-Cas9 screening data (DepMap) and TCGA-LUAD transcriptomic data were used.
- A 7-gene prognostic model was built using LASSO and Cox regression, validated in GEO datasets.
- In vitro, in vivo, and single-cell RNA-seq experiments validated the role of SPC25.
Main Results:
- A 7-gene risk-score model accurately stratified LUAD patient prognosis and served as an independent prognostic factor.
- High-risk scores correlated with advanced stage, immunosuppressive microenvironment, and poor immunotherapy response.
- SPC25 knockdown inhibited LUAD cell proliferation and tumor growth; high SPC25 expression was linked to immunosuppressive cells.
Conclusions:
- A robust prognostic model for LUAD was developed, aiding in patient stratification.
- SPC25 is validated as a crucial oncogene in LUAD.
- SPC25 represents a promising therapeutic target for lung adenocarcinoma.
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