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用于预测急性髓系白血病预后和免疫治疗的二硫化物凋亡相关基因特征的开发与验证

Development and validation of a disulfidptosis-related genes signature for predicting outcomes and immunotherapy in acute myeloid leukemia.

作者信息

Gong Han, Zhang Ying, Wu Xusheng, Pan Yiming, Wang Mingwei, He Xiaofeng, Liu Jing, Liu Zhong, Li Ling

机构信息

Institute of Blood Transfusion, Chinese Academy of Medical Sciences and Peking Union Medical College, Chengdu, China.

Department of Hematology, The Second Xiangya Hospital, Molecular Biology Research Center, School of Life Sciences, Hunan Province Key Laboratory of Basic and Applied Hematology, Central South University, Changsha, China.

出版信息

Front Immunol. 2025 Apr 4;16:1513040. doi: 10.3389/fimmu.2025.1513040. eCollection 2025.

Abstract

BACKGROUND

Acute myeloid leukemia (AML) is a hematopoietic malignancy with poor outcomes and high recurrence. Disulfidptosis, a novel form of programmed cell death driven by aberrant disulfide bonds and F-actin collapse, provides insights into cancer progression and treatment.

METHODS

We investigated the correlation network and prognostic values of disulfidptosis-related genes (DRGs) in AML. Unsupervised clustering was performed to reveal distinct disulfidptosis-related AML subtypes. We implemented the differential analysis and enrichment analysis to explore the difference of the distinct subtypes in biological processes. Least absolute shrinkage and selection operator (LASSO) Cox model was used to generate a disulfidptosis-related signature. We employed the ESTIMATE, CIBERSORT, and scRNA analyses to assess the tumor microenvironment of AML. Moreover, experiments validated the functions of PTPN6 and CSK in OCI-AML2 cells.

RESULTS

We identified 10 prognostic DRGs and revealed two disulfidptosis subtypes. DRGs significantly affected immune processes like interferon-gamma response and MHC class II antigen presentation. LASSO algorithm was implemented to established a 6-gene signature (HLA-DRB5, CCDC124, PTPN6, HLA-DMA, CSK, ISG15) that predicted prognosis in two validation cohorts more robustly than other signatures. Disulfidptosis was correlated with tumor microenvironment immune cells, especially monocytes. The two risk subgroups differed significantly in susceptibilities of multiple chemotherapy drugs, indicating disulfidptosis as a potential therapeutic target. Knockdown of PTPN6 and CSK inhibited the proliferation of AML cells and increased apoptosis.

CONCLUSIONS

Our study provides insights into DRG prognoses and immunomodulation, establishing a robust 6-gene risk model for predicting AML outcomes that may enhance precision medicine and treatment strategies.

摘要

背景

急性髓系白血病(AML)是一种预后较差且复发率高的血液系统恶性肿瘤。二硫键介导的细胞焦亡是一种由异常二硫键和F-肌动蛋白塌陷驱动的新型程序性细胞死亡形式,为癌症进展和治疗提供了新的见解。

方法

我们研究了AML中与二硫键介导的细胞焦亡相关基因(DRGs)的相关网络和预后价值。进行无监督聚类以揭示不同的与二硫键介导的细胞焦亡相关的AML亚型。我们实施差异分析和富集分析以探索不同亚型在生物学过程中的差异。使用最小绝对收缩和选择算子(LASSO)Cox模型生成与二硫键介导的细胞焦亡相关的特征。我们采用ESTIMATE、CIBERSORT和scRNA分析来评估AML的肿瘤微环境。此外,实验验证了PTPN6和CSK在OCI-AML2细胞中的功能。

结果

我们鉴定出10个预后DRGs并揭示了两种二硫键介导的细胞焦亡亚型。DRGs显著影响免疫过程,如γ-干扰素反应和MHC II类抗原呈递。实施LASSO算法建立了一个6基因特征(HLA-DRB5、CCDC124、PTPN6、HLA-DMA、CSK、ISG15),该特征在两个验证队列中比其他特征更能稳健地预测预后。二硫键介导的细胞焦亡与肿瘤微环境免疫细胞,尤其是单核细胞相关。两个风险亚组在多种化疗药物的敏感性上有显著差异,表明二硫键介导的细胞焦亡是一个潜在的治疗靶点。敲低PTPN6和CSK可抑制AML细胞的增殖并增加细胞凋亡。

结论

我们的研究为DRG预后和免疫调节提供了见解,建立了一个强大的6基因风险模型来预测AML结局,这可能会提高精准医学和治疗策略。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c13d/12006076/9d6e2992f605/fimmu-16-1513040-g001.jpg

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