Studying the mechanism underlying lipid metabolism in osteosarcoma based on transcriptomic RNA sequencing and single‐cell data

转录组 微阵列分析技术 生物 脂质代谢 细胞 下调和上调 计算生物学 微阵列 核糖核酸 代谢途径 基因 基因表达 遗传学 生物化学
作者
Zhe Li,Chi Jin,Xinchang Lu,Yan Zhang,Yi Zhang,Jia Wen,Yongkui Liu,Xiaoting Liu,Jiazhen Li
出处
期刊:Journal of Gene Medicine [Wiley]
卷期号:25 (6) 被引量:6
标识
DOI:10.1002/jgm.3491
摘要

We aimed to provide a new typing method for osteosarcoma (OS) based on single-cell RNA sequencing (scRNA-seq) and bulk RNA-seq data from the perspective of lipid metabolism and examine its potential mechanisms in the onset and progression of OS.Scores for six lipid metabolic pathways were calculated by single-sample gene set enrichment analysis (ssGSEA) based on a scRNA-seq dataset and three microarray expression profiles. Subsequently, cluster typing was conducted using unsupervised consistency clustering. Furthermore, single-cell clustering and dimensionality-reduction analyses identified cell subtypes. Finally, an analysis of cellular receptors was performed using CellphoneDB to identify cellular communication.OS was classified into three subtypes based on lipid metabolic pathways. Among them, patients in clust3 showed poor prognoses, whereas those in clust1 and clust2 exhibited good prognoses. In addition, ssGSEA analysis showed that patients in clust3 had lower immune cell scores. Moreover, the Th17 cell differentiation pathway was significantly differentially enriched between clust2 and clust3, with lower enrichment scores for metabolic pathways in the former relative to clust1 and clust2. In total, 24 genes were upregulated between clust1 and clust2, whereas 20 were downregulated in clust3. These observations were validated by single-cell data analysis. Finally, through scRNA-seq data analysis, we identified nine ligand-receptor pairs particularly critical for communication between normal and malignant cells.Three clusters were identified and the single-cell analysis revealed that malignant cells dominated lipid metabolism patterns in tumors, thereby influencing the tumor microenvironment.
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