Differentiation-related genes in tumor-associated macrophages as potential prognostic biomarkers in non-small cell lung cancer
The purpose of this study was to evaluate the role of differentiation-related genes (DRGs) in tumor-associated macrophages (TAMs) in non-small cell lung cancer (NSCLC). Single cell RNA-seq (scRNA-seq) data from GEO and bulk RNA-seq data from TCGA were analyzed to identify DRGs using trajectory metho...
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Veröffentlicht in: | Frontiers in immunology 2023-03, Vol.14, p.1123840-1123840 |
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Sprache: | eng |
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Zusammenfassung: | The purpose of this study was to evaluate the role of differentiation-related genes (DRGs) in tumor-associated macrophages (TAMs) in non-small cell lung cancer (NSCLC).
Single cell RNA-seq (scRNA-seq) data from GEO and bulk RNA-seq data from TCGA were analyzed to identify DRGs using trajectory method. Functional gene analysis was carried out by GO/KEGG enrichment analysis. The mRNA and protein expression in human tissue were analyzed by HPA and GEPIA databases. To investigate the prognostic value of these genes, three risk score (RS) models in different pathological types of NSCLC were generated and predicted NSCLC prognosis in datasets from TCGA, UCSC and GEO databases.
1,738 DRGs were identified through trajectory analysis. GO/KEGG analysis showed that these genes were predominantly related to myeloid leukocyte activation and leukocyte migration. 13 DRGs (
) related to prognosis were obtained through univariate Cox analysis and Lasso regression.
,
,
,
,
,
,
,
, and
were downregulated in NSCLC compared to non-cancer tissue. The mRNA of 13 genes were significantly expressed in pulmonary macrophages with strong cell specificity. Meanwhile, immunohistochemical staining showed that
were expressed in different degrees in lung cancer tissues.
(HR=1.4, P |
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ISSN: | 1664-3224 1664-3224 |
DOI: | 10.3389/fimmu.2023.1123840 |