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Single-cell and Bulk RNA-Seq reveal angiogenic heterogeneity and microenvironmental features to evaluate prognosis
Lijuan Tang1,2, Zhike Chen3, Jian Yang3
1Dalian Medical University, Dalian, China.
Frontiers in Immunology
|February 23, 2024
Summary
Angiogenesis in lung adenocarcinoma (LUAD) impacts prognosis and the tumor microenvironment (TME). Identifying angiogenic clusters and developing prognostic models can guide LUAD treatment strategies.
Area of Science:
- Oncology
- Molecular Biology
- Bioinformatics
Background:
- Angiogenesis is a key factor in lung adenocarcinoma (LUAD) progression and influences the tumor microenvironment (TME).
- Understanding the role of angiogenesis in LUAD prognosis and its clinical applications is crucial for effective treatment.
- Its precise mechanisms within the TME and impact on patient outcomes require further elucidation.
Purpose of the Study:
- To investigate the heterogeneity of angiogenesis in LUAD using integrated single-cell and bulk transcriptome sequencing.
- To identify distinct angiogenic clusters and their associated TME features.
- To develop prognostic models for LUAD based on angiogenic factors.
Main Methods:
- Integrated single-cell and bulk transcriptome sequencing.
- Consensus clustering, Monocle2, pyscenic, and Cellchat algorithms.
- Univariate Cox and LASSO regression for prognostic model development, validated by IHC.
- Utilized CTRP 2.0 and PRISM databases for drug sensitivity analysis.
Main Results:
- Identified two distinct angiogenic clusters in LUAD, with one associated with poor prognosis and a pro-cancerous TME.
- Discovered three differentiated states of malignant epithelial LUAD cells with varying angiogenic activation, regulon submodules, and TME crosstalk.
- Validated SLC2A1's role in promoting LUAD angiogenesis and established the prognostic value of the Angiogenesis-related Score (ARS).
- Demonstrated that low ARS correlates with immunotherapy benefits, while high ARS indicates sensitivity to 15 chemotherapeutic agents.
Conclusions:
- Angiogenic clusters provide insights into LUAD prognosis and TME characteristics.
- Developed angiogenic prognostic models can predict LUAD prognosis, immunotherapy response, and chemotherapeutic drug sensitivity.

