Single‐cell transcriptome analysis reveals intratumoral heterogeneity in lung adenocarcinoma

转录组 腺癌 细胞 生物 癌症研究 单细胞分析 遗传学 癌症 基因表达 基因
作者
Hong Xu,Jiang Lin,Lingshan Qin,Ping Shi,Ping Xu,Changyu Liu
出处
期刊:Environmental Toxicology [Wiley]
卷期号:39 (3): 1847-1857
标识
DOI:10.1002/tox.24048
摘要

Abstract Introduction Lung adenocarcinoma (LUAD) is a major health concern worldwide. Single‐cell RNA‐sequencing (scRNA‐seq) provides a valuable platform for exploring the intratumoral heterogeneity in LUAD and holds great potential for facilitating the development and application of personalized therapeutic approaches. Methods The TCGA‐LUAD ( n = 503), GSE68465 ( n = 442), GSE72094 ( n = 398), and GSE26939 ( n = 115) datasets were retrieved for prognostic assessment. Subgroup analysis was performed for the epithelial cells, endothelial cells, immune cells, and fibroblasts, and the transcription factors and tumor‐related pathways enriched in each subgroup were analyzed using PROGENy and DoRothEA package. The InferCNV software was used to calculate the copy number variations (CNVs) in tumor cell subgroups with normal epithelial cells as the reference. The association between the annotated cell types and survival was analyzed using the Scissor software. Results We identified eight major cell types in LUAD, namely epithelial cells, NK cells, T and B cells, endothelial cells, mast cells, myeloid cells, and fibroblasts, of which the epithelial cells and B cells showed a marked increase in the tumor samples. In addition, we also detected an intense signal transduction network from the cancer‐associated fibroblasts (CAFs) to malignant cells, mainly involving the DCN/MET, COLA1/DDR1, COL1A1/SDC1, and COL1A2/SDC1 pathways. The tumor differentiation trajectory consisted of state 1 and state 2, which were enriched in HIF1A, and state 4. Furthermore, only a few B cells originated from the normal tissue, suggesting significant recruitment and infiltration of B cells in LUAD. Based on differentially upregulated genes in the cells positively and negatively associated with survival, we established a prognostic model that showed satisfactory predictive performance in three different cohorts. States 3 and 2 of epithelial cells included the majority of cells with KRAS mutation, whereas state 2 showed high frequency of EGFR mutations. Conclusion We analyzed intra‐tumor heterogeneity of LUAD at the single‐cell level and developed a prognostic index that was highly effective across multiple cohorts.
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