Development of a Prognostic Model Based on Differentially Expressed Immune Genes of Lung Adenocarcinoma
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Abstract
Due to the enormous heterogeneity and molecular complexity, the efficacy of existing lung adenocarcinoma risk prediction models were less than satisfactory. In this study, we downloaded the immune-related genes were from InnateDB, and the differentially expressed immune genes (DEIGs) were analyzed with edgeR and DESeq2 algorithm. In total, 1359 DEIGs were identified. Cytoscape was employed to build a mRNA-miRNA-lncRNA network which was consists of 8 lncRNAs, 7 miRNAs and 117 DEIGs. Functional enrichment analysis indicated that the 117 DEIGs were involved in immune and inflammatory responses and actively involved in a MAPK signaling pathway. A prognostic signature based on ten DEIGs including ASPH , CAV1 , FKBP4 , GRIK2 , FURIN , SLC6A8 , FSCN1 , CKAP4 , HAPLN2 and IL22RA2 which performed well was correlated with tumor burden, tumor stage and metastasis. The similar result was obtained in the validation dataset GSE72094 (p<0.0001). The prognostic index reflected infiltration by B cell, CD4+T cell, CD8+T cell and dendritic cell. We also found that ASPH and FSCN1 were over-expression in A549, H1299, PC-9 cells, and the positive expression of ASPH , FSCN1 , MS4A1 and CD40LG had a correlation with the TNM stage, cellular differentiation and the lymphnode metastasis(p<0.05). High levels of ASPH and FSCN1 , low levels of MS4A1 and CD40LG expression are all associated with poor overall survival in LUAD (p<0.05). In conclusion, our results identified DEIGs of clinical significance, verified the effect of the DEIGs-based, personalized prediction model for lung adenocarcinoma prognosis. Together, our results revealed that ASPH and FSCN1 could be a prognostic marker for lung adenocarcinoma.
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