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基于单细胞和批量转录组测序表征原发性胶质瘤的恶性预后特征

英文原题:Characterizing malignant prognostic signatures in primary glioma based on single-cell and bulk transcriptome sequencing.

查看英文原题

Characterizing malignant prognostic signatures in primary glioma based on single-cell and bulk transcriptome sequencing.

PubMed 2026/06/05(内容时间) PLoS One Q2 · IF 2.8(JCR 2025)

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中文摘要

胶质瘤以其高度侵袭性为特征,在预后和治疗耐药方面面临重大挑战。单细胞RNA测序(scRNA-seq)的出现促进了对胶质瘤细胞和分子图谱更细致的理解。

在本研究中,通过对scRNA-seq和bulk RNA-seq数据进行全面分析,采用Cox回归和最小绝对收缩和选择算子(LASSO)方法,我们确定了三个恶性预后特征:IGFBP2、MDK和RARRES2。该模型的预测准确性在癌症基因组图谱(TCGA)和中国胶质瘤基因组图谱(CGGA)队列中均得到了验证。

此外,我们探索了这些特征与药物反应性和免疫细胞浸润的相关性。使用外部基因表达综合(GEO)数据集和内部样本对RARRES2进行了差异表达验证和功能分析。在胶质瘤和泛癌背景下,RARRES2表达与M2样巨噬细胞、NK细胞和CD8+ T细胞的浸润显著正相关。鉴于RARRES2受体主要存在于髓系和胶质瘤细胞中,我们假设RARRES2可能通过自分泌途径调控肿瘤进展,并通过旁分泌途径影响巨噬细胞的募集和分化。

总之,我们的发现为胶质瘤潜在的新型预后标志物提供了有价值的见解,可能提高预后预测的准确性,并作为有前景的治疗靶点。

展开英文摘要原文

Glioma, characterized by its highly invasive nature, presents significant challenges in prognosis and treatment resistance. The advent of single-cell RNA sequencing (scRNA-seq) has facilitated a more nuanced understanding of the cellular and molecular landscapes of glioma cells.

In this study, conducting a comprehensive analysis of scRNA-seq and bulk RNA-seq data, employing Cox regression and Least Absolute Shrinkage and Selection Operator (LASSO) methods, we identified three malignant prognostic signatures: IGFBP2, MDK, and RARRES2. The predictive accuracy of this model was validated across both The Cancer Genome Atlas (TCGA) and Chinese Glioma Genome Atlas (CGGA) cohorts.

Additionally, we explored the correlation of these signatures with drug responsiveness and immune cell infiltration. Differential expression validation and functional analyses of RARRES2 were performed using external Gene Expression Omnibus (GEO) datasets and in-house samples. In both glioma and pan-cancer contexts, RARRES2 expression is significantly positively correlated with the infiltration of M2-like macrophages, NK cells, and CD8+ T cells.

Given that RARRES2 receptors are predominantly found in myeloid and glioma cells, we hypothesize that RARRES2 may regulate tumor progression through autocrine pathways and influence macrophage recruitment and differentiation via paracrine pathways. Collectively, our findings provide valuable insights into potential novel prognostic markers for glioma, potentially enhancing the accuracy of prognostic predictions and serving as promising therapeutic targets.

论文信息

作者
Gong Y、Guo H、Ding H、Hu X、Ding Z、Ma M、Chen J
第一作者单位
Department of Neurosurgery, Nanjing Medical University Affiliated Suzhou Hospital, Suzhou, Jiangsu Province, China.China
通讯作者单位
Department of General Surgery, Suzhou Ninth Hospital Affiliated to Soochow University, Suzhou, Jiangsu Province, China.China
期刊
PloS one2026
原文标识
PubMed 42247404 · DOI 10.1371/journal.pone.0349749