结合杯突相关特征和 CNN3 作为儿童急性髓细胞白血病的预测因子,建立预后模型。

IF 3.5 3区 医学 Q2 ONCOLOGY Frontiers in Oncology Pub Date : 2024-11-01 eCollection Date: 2024-01-01 DOI:10.3389/fonc.2024.1494777
Jiafan Cao, Mengyun Xie, Kexin Sun, Yijun Zhao, Jiayin Zheng, Ying Wang, Yucan Zheng, Sixi Liu, Uet Yu
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引用次数: 0

摘要

背景:儿童急性髓性白血病(cAML)是第二大最常见的儿童血癌,具有高度异质性和不良预后。最近的研究强调了杯突症--一种新发现的由细胞内铜离子积累引发的细胞程序性死亡形式--是影响癌症生存和抗药性的关键机制。鉴于其在癌症生物学中的新兴作用,我们研究了cAML中的杯突相关基因(CRGs),以探索其在预后预测和靶向治疗中的潜力:方法:分析公开来源的基因表达数据,以确定差异表达的 CRGs。根据表达谱对样本进行分类,然后利用多变量考克斯回归、LASSO和单变量分析建立预后风险模型。通过 Kaplan-Meier 生存分析和 ROC 分析评估了模型的性能。使用ssGSEA评估肿瘤微环境中的免疫浸润,并通过CIBERSORT进行验证。分析了药物敏感性相关性,并在 THP-1 和 MOLM13 细胞系上进行了功能验证实验,以评估 CNN3 的作用:结果:利用一组 12 个差异 CRGs 建立了一个稳健的预后风险模型,该模型在预测患者预后方面具有很高的准确性(P < 0.001)。不同风险组之间的免疫细胞组成存在显著差异,尤其是T细胞、B细胞、单核细胞和树突状细胞。药物敏感性分析显示,5-氟尿嘧啶和硼替佐米等药物的IC50值发生了变化。在白血病细胞系中敲除 CNN3 可减少细胞增殖:我们基于CRGs的预后模型显示出指导cAML个性化治疗策略的潜力。不同风险组间免疫细胞浸润的差异表明,免疫调节是 cAML 进展的关键。CNN3和LGR4被确定为cAML进展的调节因子,使它们成为潜在的治疗靶点。为了验证这些发现并进一步探索以CRGs为靶点的疗法,今后必须进行更大规模的研究。
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Development of a prognostic model incorporating a cuproptosis-related signature and CNN3 as a predictor in childhood acute myelocytic leukemia.

Background: Childhood acute myeloid leukemia (cAML) is the second most common pediatric blood cancer, with high heterogeneity and poor prognosis. Recent studies have highlighted cuproptosis, a newly discovered form of programmed cell death triggered by the accumulation of intracellular copper ions, as a critical mechanism influencing cancer survival and resistance. Given its emerging role in cancer biology, we investigated cuproptosis-related genes (CRGs) in cAML to explore their potential in prognostic prediction and therapeutic targeting.

Methods: Gene expression data from publicly available sources were analyzed to identify differentially expressed CRGs. Samples were categorized based on their expression profiles, followed by the development of a prognostic risk model using multivariable Cox regression, LASSO, and univariable analyses. The model's performance was evaluated through Kaplan-Meier survival analysis and ROC analysis. Immune infiltration in the tumor microenvironment was assessed using ssGSEA, validated by CIBERSORT. Drug sensitivity correlations were analyzed, and functional validation experiments were conducted on THP-1 and MOLM13 cell lines to assess the role of CNN3.

Results: A set of 12 differential CRGs was used to build a robust prognostic risk model, with high accuracy in predicting patient outcomes (P < 0.001). Significant differences in immune cell composition were identified between risk groups, particularly in T cells, B cells, monocytes, and dendritic cells. Drug sensitivity analysis revealed altered IC50 values for drugs like 5-fluorouracil and bortezomib. Knockdown of CNN3 in leukemia cell lines led to reduced cell proliferation.

Conclusion: Our CRGs-based prognostic model shows potential for guiding personalized treatment strategies in cAML. The differences in immune cell infiltration between risk groups suggest that immune modulation is key in cAML progression. CNN3 and LGR4 were identified as modulators of cAML progression, making them potential therapeutic targets. Future studies with larger cohorts are essential to validate these findings and further explore CRGs-targeted therapies.

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来源期刊
Frontiers in Oncology
Frontiers in Oncology Biochemistry, Genetics and Molecular Biology-Cancer Research
CiteScore
6.20
自引率
10.60%
发文量
6641
审稿时长
14 weeks
期刊介绍: Cancer Imaging and Diagnosis is dedicated to the publication of results from clinical and research studies applied to cancer diagnosis and treatment. The section aims to publish studies from the entire field of cancer imaging: results from routine use of clinical imaging in both radiology and nuclear medicine, results from clinical trials, experimental molecular imaging in humans and small animals, research on new contrast agents in CT, MRI, ultrasound, publication of new technical applications and processing algorithms to improve the standardization of quantitative imaging and image guided interventions for the diagnosis and treatment of cancer.
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