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Prognostic model based on B cell marker genes for NSCLC patients under neoadjuvant immunotherapy by integrated analysis of single-cell and bulk RNA-sequencing data.
- Source :
-
Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico [Clin Transl Oncol] 2024 Aug; Vol. 26 (8), pp. 2025-2036. Date of Electronic Publication: 2024 Apr 02. - Publication Year :
- 2024
-
Abstract
- Background: Neoadjuvant immunotherapy has evolved as an effective option to treat non-small cell lung cancer (NSCLC). B cells play essential roles in the immune system as well as cancer progression. However, the repertoire of B cells and its association with clinical outcomes remains unclear in NSCLC patients receiving neoadjuvant immunotherapy.<br />Methods: Single-cell RNA sequencing (scRNA-seq) and bulk RNA sequencing data for LUAD samples were accessed from the TCGA and GEO databases. LUAD-related B cell marker genes were confirmed based on comprehensive analysis of scRNA-seq data. We then constructed the B cell marker gene signature (BCMGS) and validated it. In addition, we evaluated the association of BCGMS with tumor immune microenvironment (TIME) characteristics. Furthermore, we validated the efficacy of BCGMS in a cohort of NSCLC patients receiving neoadjuvant immunotherapy.<br />Results: A BCMGS was constructed based on the TCGA cohort and further validated in three independent GSE cohorts. In addition, the BCMGS was proven to be significantly associated with TIME characteristics. Moreover, a relatively higher risk score indicated poor clinical outcomes and a worse immune response among NSCLC patients receiving neoadjuvant immunotherapy.<br />Conclusions: We constructed an 18-gene prognostic signature derived from B cell marker genes based on scRNA-seq data, which had the potential to predict the prognosis and immune response of NSCLC patients receiving neoadjuvant immunotherapy.<br /> (© 2024. The Author(s), under exclusive licence to Federación de Sociedades Españolas de Oncología (FESEO).)
- Subjects :
- Humans
Prognosis
Female
Male
Biomarkers, Tumor genetics
B-Lymphocytes immunology
Middle Aged
Aged
Carcinoma, Non-Small-Cell Lung genetics
Carcinoma, Non-Small-Cell Lung therapy
Carcinoma, Non-Small-Cell Lung pathology
Lung Neoplasms genetics
Lung Neoplasms therapy
Lung Neoplasms pathology
Neoadjuvant Therapy
Immunotherapy methods
Single-Cell Analysis
Tumor Microenvironment genetics
Tumor Microenvironment immunology
Sequence Analysis, RNA
Subjects
Details
- Language :
- English
- ISSN :
- 1699-3055
- Volume :
- 26
- Issue :
- 8
- Database :
- MEDLINE
- Journal :
- Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico
- Publication Type :
- Academic Journal
- Accession number :
- 38563846
- Full Text :
- https://doi.org/10.1007/s12094-024-03428-1