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:A novel hypoxia- and lactate metabolism-related prognostic signature to characterize the immune landscape and predict immunotherapy response in osteosarcoma.
A novel hypoxia- and lactate metabolism-related prognostic signature to characterize the immune landscape and predict immunotherapy response in osteosarcoma.
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我们的研究建立了一个稳健的缺氧和乳酸代谢相关基因标签,为骨肉瘤的预后预测、“冷”和“热”肿瘤分型、评估免疫治疗反应以及指导个体化治疗提供了坚实的理论基础。
免疫治疗在癌症治疗中显示出相当大的前景,然而只有少数骨肉瘤患者从这种方法中获益。缺氧和乳酸代谢是肿瘤微环境的两个主要特征。这些特征对于塑造免疫景观至关重要,因此有潜力作为免疫治疗反应的预测指标。
通过单因素和多因素Cox回归以及LASSO回归分析识别出预后模型基因。使用ESTIMATE、CIBERSORT和ImmuCellAI分析评估肿瘤微环境。利用Tide预测以及免疫检查点、MHC分子、趋化因子、白细胞介素、干扰素、受体和其他细胞因子的表达来评估免疫治疗疗效。进行单细胞分析以展示模型基因在各种免疫细胞类型中的表达。开展实验验证以证实SFXN4和SQOR的表达和功能。
构建了一个由8个与缺氧和乳酸代谢相关的基因组成的高效特征标签,包括MAFF、COL5A2、FAM162A、SQOR、UQCRB、SFXN4、PFKFB2和COX6A2。一个结合风险评分和其他临床特征的列线图展示了出色的预测能力。高风险评分的骨肉瘤患者表现出不良预后和更“冷”的肿瘤特征。根据ESTIMATE算法,这些患者显示出较低的免疫评分、基质评分和ESTIMATE评分,部分归因于关键免疫细胞浸润不足。Ciborsort分析同样表明,高风险个体的关键抗肿瘤免疫细胞如细胞毒性T细胞、CD4+ T细胞和NK细胞的浸润减少。高风险病例中某些免疫检查点、MHC分子、趋化因子、白细胞介素、干扰素、受体和其他细胞因子的低表达水平表明他们对免疫治疗的反应不理想。Tide预测进一步表明,被归类为高风险的个体中较少可能对免疫检查点抑制剂治疗表现出敏感性。值得注意的是,SFXN4在骨肉瘤组织和细胞中高表达;它促进骨肉瘤细胞的生长、迁移和侵袭,而SQOR则具有相反的作用。
Immunotherapy has shown considerable promise in cancer treatment, yet only a minority of osteosarcoma patients derive benefits from this approach. Hypoxia and lactate metabolism are two predominant characteristics of the tumor microenvironment. These features are crucial for molding the immune landscape and thus have the potential to act as predictive indicators for immunotherapy response.
Prognostic modeled genes were identified through univariate and multivariate Cox regression as well as LASSO regression analyses. The tumor microenvironment was evaluated using ESTIMATE, CIBERSORT, and ImmuCellAI analyses. Tide prediction and expression of immune checkpoints, MHC molecules, chemokines, interleukins, interferons, receptors, and other cytokines were utilized to estimate immunotherapy efficacy. Single-cell analysis was performed to demonstrate the expression of modeled genes among various immune cell types. Experimental validation was carried out to verify the expression and functions of SFXN4 and SQOR .
A potent signature was constructed with 8 genes related to hypoxia and lactate metabolism, including MAFF , COL5A2 , FAM162A , SQOR , UQCRB , SFXN4 , PFKFB2 and COX6A2 . A nomogram incorporating risk scores and other clinical features demonstrated excellent predictive capacity. Osteosarcoma patients with high-risk scores exhibited poor prognosis and more "cold" tumor characteristics. According to the ESTIMATE algorithm, these patients displayed lower immune, stromal, and ESTIMATE scores, partially attributed to inadequate infiltration of key immunocytes. The Ciborsort analysis similarly indicated that high-risk individuals had diminished infiltration of critical anti-tumor immune cells such as Cytotoxic T cells, CD4+ T cells, and NK cells. The low expression levels of certain immune checkpoints, MHC molecules, chemokines, interleukins, interferons, receptors, and other cytokines in high-risk cases suggested their unsatisfactory responses to immune treatment. Tide prediction further demonstrated that fewer individuals classified as high risk may exhibit sensitivity to immune checkpoint inhibitor therapy. Notably, SFXN4 was found to be highly expressed in osteosarcoma tissues and cells; it promoted the growth, migration, and invasion of osteosarcoma cells, while SQOR had the opposite effect.
Our research has developed a robust hypoxia- and lactate metabolism-related gene signature, providing a solid theoretical foundation for prognosis prediction, classification of "cold" and "hot" tumors, accessing immunotherapy response, and directing personalized treatment for osteosarcoma.
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