RNF43 p.G659fs 通过 PI3K/AKT/mTOR 信号通路和 HLA-E 上调导致 MSI-high 结直肠癌中 NK 细胞功能障碍
RNF43 p.G659fs leads to natural killer cell dysfunction in MSI-high colorectal cancer through PI3K/AKT/mTOR signaling and HLA-E up-regulation.
CELL INTELLIGENCE · 肿瘤细胞治疗研究
肿瘤细胞治疗研究
英文原题:Integrating single-cell and bulk transcriptomes to reveal prognostic and immunological features of ecDNA-related genes in osteosarcoma.
Integrating single-cell and bulk transcriptomes to reveal prognostic and immunological features of ecDNA-related genes in osteosarcoma.
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新开发的 EGPSM 是骨肉瘤预后评估和治疗分层的有力工具。MTDH 可能是一个有前景的预后生物标志物和治疗靶点。
染色体外DNA(ecDNA)相关基因在骨肉瘤中的作用在很大程度上仍未被探索。本研究旨在探讨ecDNA相关基因与骨肉瘤预后及肿瘤微环境(TME)之间的关联。
对GEO数据集进行差异基因表达分析,以识别骨肉瘤中ecDNA相关基因。基于bulk RNA-seq数据,使用101种机器学习算法的集成框架开发了一种新型ecDNA相关基因预后评分模型(EGPSM),并在训练、测试和外部队列中进行了验证。全面评估了风险评分、预后与TME特征之间的关联。进一步分析单细胞RNA测序(scRNA-seq)数据,以阐明EGPSM与骨肉瘤中促肿瘤行为及免疫调节之间的关系,并识别参与肿瘤进展的关键预后基因。最后,我们进行了体外和体内实验,以表征MTDH的生物学作用,并阐明其对CD8⁺ T细胞功能的调控效应。
构建了一个稳健的EGPSM,显示出优越的预测准确性,最大C-index为0.803。高风险患者表现出更差的生存、更高的转移潜能以及以CD8⁺ T/NK细胞浸润减少和效应功能受损为特征的“免疫冷”TME。单细胞分析证实,高风险组中恶性细胞富集,T/NK群体耗竭且效应评分较低。MTDH被确定为关键驱动因子;功能实验表明其促进增殖和侵袭,同时抑制凋亡。值得注意的是,MTDH敲低通过增加颗粒酶B、IFN-γ和穿孔素水平增强了CD8⁺ T细胞的细胞毒性。
The role of extrachromosomal DNA (ecDNA)-related genes in osteosarcoma remains largely unexplored. The aim of this study is to investigate the association between ecDNA-related genes and prognosis and tumor microenvironment (TME) in osteosarcoma.
Differential gene expression analysis of GEO datasets was conducted to identify ecDNA-related genes in osteosarcoma. Based on bulk RNA-seq data, a novel ecDNA-related Gene Prognostic Score Model (EGPSM) was developed using an integrated framework of 101 machine learning algorithms, which was validated in training, testing, and external cohorts. The associations between risk scores, prognosis, and TME characteristics were comprehensively evaluated. Single-cell RNA sequencing (scRNA-seq) data were further analyzed to elucidate the relationship between EGPSM, pro-tumor behaviors, and immune modulation in osteosarcoma, as well as to identify key prognostic genes involved in tumor progression. Lastly, we conducted in vitro and in vivo assays to characterize the biological roles of MTDH and to elucidate its regulatory effects on CD8⁺ T cell function.
A robust EGPSM was constructed, demonstrating superior predictive accuracy with a maximum C-index of 0.803. High-risk patients exhibited poorer survival, higher metastatic potential, and an "immune-cold" TME characterized by diminished CD8⁺ T/NK cell infiltration and impaired effector functions. Single-cell analysis confirmed the enrichment of malignant cells and depletion of T/NK populations with lower effector scores in the high-risk group. MTDH was identified as a key driver; functional assays showed it promotes proliferation and invasion while inhibiting apoptosis. Notably, MTDH knockdown potentiated CD8⁺ T-cell cytotoxicity by increasing the levels of granzyme B, IFN-γ, and perforin.
The newly developed EGPSM represents an effective tool for prognostic assessment and therapeutic stratification in osteosarcoma. MTDH may serve as a promising prognostic biomarker and therapeutic target.
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