Prognostic and Immunomodulatory Roles of BNIP3 in Osteosarcoma Revealed by Integrated Single-Cell and Bulk Transcriptomic Profiling

Jiamiao Li, Wei Wang, Li Li, Kangjun Yu
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Abstract

Osteosarcoma is a highly aggressive bone tumor with a complex tumor microenvironment (TME) that contributes to its progression and therapeutic resistance. In this study, we integrated single-cell RNA sequencing (scRNA-seq) and bulk RNA-seq datasets to characterize the TME and identify key prognostic genes in osteosarcoma. Using scRNA-seq data from 16 osteosarcoma samples, we defined eight major cell types within the TME and performed functional enrichment analyses. Through weighted gene co-expression network analysis (WGCNA) focused on an inflammation-related gene signature, we identified the yellow module as the most correlated with inflammation. By intersecting tumor-upregulated genes with WGCNA-derived genes, we identified BNIP3 as the only significant prognostic gene associated with poor survival in both the TARGET and GSE21257 cohorts. Functional annotation revealed that high BNIP3 expression is negatively correlated with immune-related pathways and immune cell infiltration, including T cells, B cells, NK cells, and neutrophils. Additionally, BNIP3-high patients exhibited a reduced sensitivity to several potential therapeutic agents. Our findings highlight BNIP3 as a hazardous gene in osteosarcoma, with important roles in immune evasion and prognosis, suggesting its potential as a therapeutic target.

Abstract Image

综合单细胞和大量转录组分析揭示BNIP3在骨肉瘤中的预后和免疫调节作用。
骨肉瘤是一种高度侵袭性的骨肿瘤,具有复杂的肿瘤微环境(TME),有助于其进展和治疗耐药性。在这项研究中,我们整合了单细胞RNA测序(scRNA-seq)和大量RNA-seq数据集来表征骨肉瘤的TME并鉴定关键的预后基因。利用来自16个骨肉瘤样本的scRNA-seq数据,我们在TME中定义了8种主要的细胞类型,并进行了功能富集分析。通过关注炎症相关基因标记的加权基因共表达网络分析(WGCNA),我们发现黄色模块与炎症相关程度最高。通过将肿瘤上调基因与wgna衍生基因交叉,我们发现BNIP3是TARGET和GSE21257队列中唯一与低生存率相关的重要预后基因。功能注释显示BNIP3的高表达与免疫相关通路和免疫细胞浸润呈负相关,包括T细胞、B细胞、NK细胞和中性粒细胞。此外,bnip3高的患者对几种潜在治疗药物的敏感性降低。我们的研究结果强调BNIP3在骨肉瘤中是一个危险基因,在免疫逃避和预后中起重要作用,提示其作为治疗靶点的潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Comparative and Functional Genomics
Comparative and Functional Genomics 生物-生化与分子生物学
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