与内质网应激相关的lncRNA特征支持急性髓性白血病的预后和耐药预测。

IF 1.5 4区 医学 Q4 ONCOLOGY Translational cancer research Pub Date : 2024-11-30 Epub Date: 2024-11-13 DOI:10.21037/tcr-24-722
Yu Fu, Shupeng Wang, Lingyu Meng, Yahui Liu
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引用次数: 0

摘要

背景:急性髓性白血病(AML)是一种血癌,其特征是骨髓中年轻和未发育的骨髓细胞的积累。由于其多样性,它被认为是一种异质性疾病。内质网(ER)应激已成为多种癌症肿瘤发展和耐药的重要调节因子。长链非编码rna (lncRNAs)已被发现在AML的发展和预后中发挥作用。尽管如此,对于内质网应激相关lncrna在AML预后中的作用及其对耐药的预测能力的了解仍然有限。本研究的目的是研究内质网应激相关lncRNA信号在AML患者诊断中的潜在预后和预测意义。方法:基于大量RNA序列数据,利用最小绝对收缩和选择算子(LASSO)和多元逻辑回归分析构建了内质网应激相关的lncRNA特征。通过分析不同风险组之间的总生存率,我们建立了nomogram和校准曲线来评估该特征的临床价值。我们还进行了肿瘤突变负荷(TMB)分析,预测免疫反应,进行功能和生物富集分析,并评估药物敏感性以研究预后特征的影响。此外,我们建立了一个共识集群来探讨治疗AML患者个性化免疫治疗方法的必要性。结果:使用227个表现出差异表达的内质网应激相关lncrna构建了预后特征。与低风险组相比,高危组患者的OS率降低。从nomogram和receiver operating characteristic (ROC)曲线分析的结果显示,不同类别之间的年龄存在显著差异。在高风险组中,我们注意到与低风险组相比,TMB明显更大。此外,高风险评分和高TMB的个体表现出最不利的生存率。在高风险组和低风险组之间观察到显著的免疫反应差异。然后,我们系统地评估了三个不同的集群来评估免疫反应和药物反应。通过分析风险评分与各种药物之间的关系,我们发现了18种能够有效治疗AML的潜在候选药物。此外,我们还进行了途径分析,以确定这些药物的靶向途径。结论:我们的数据为解码AML患者的免疫反应、体细胞突变景观、耐药性和潜在生物学功能提供了宝贵的资源。此外,我们的研究结果为相关lncrna与AML免疫微环境之间的关联提供了有价值的见解。它为我们提供了有希望的见解,可以帮助我们开发精确的治疗策略。
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A lncRNA signature associated with endoplasmic reticulum stress supports prognostication and prediction of drug resistance in acute myelogenous leukemia.

Background: Acute myelogenous leukemia (AML) is a type of blood cancer that is characterized by the accumulation of young and undeveloped myeloid cells in the bone marrow. It is considered a heterogeneous disease due to its diverse nature. Endoplasmic reticulum (ER) stress has emerged as a critical regulator of tumor development and drug resistance in various cancers. Long non-coding RNAs (lncRNAs) have been found to play a role in the development and prognosis of AML. Nonetheless, there is still limited understanding regarding the involvement of ER stress-related lncRNAs in AML prognosis and their predictive ability for drug resistance. The objective of this study was to examine the potential prognostic and predictive significance of an ER stress-related lncRNA signature in patients diagnosed with AML.

Methods: Based on the bulk RNA sequence data, we constructed an ER stress-related lncRNA signature using least absolute shrinkage and selection operator (LASSO) and multivariate logistic regression analysis. We established nomograms and calibration curves to assess the clinical value of the signature by analyzing overall survival (OS) rates between different risk groups. We also conducted tumor mutation burden (TMB) analysis, predicted immune responses, performed functional and biological enrichment analysis, and evaluated drug sensitivity to investigate the impact of the prognostic signature. Additionally, we built a consensus cluster to explore the need for personalized immunotherapy approaches in treating patients with AML.

Results: A prognostic signature was constructed using 227 ER stress-related lncRNAs that showed differential expression. Patients in the high-risk category demonstrated decreased OS rates in comparison to individuals in the low-risk category. The findings from the nomogram and receiver operating characteristic (ROC) curve analysis suggest a notable disparity in age between the different categories. Among the group at high risk, we noticed a considerably greater TMB in comparison to the low-risk group. Furthermore, individuals with both an elevated risk score and high TMB demonstrated the most unfavorable survival rates. Significant differences were observed in the immune responses between the groups classified as high- and low-risk. We then systematically evaluated three different clusters to assess immune responses and drug responses. Through analyzing the association between the risk score and various medications, we have discovered 18 potential drug contenders capable of effectively addressing AML. Furthermore, we conducted pathway analyses to determine the targeted pathways of these drugs.

Conclusions: Our data serve as a valuable resource for decoding the immune responses, somatic mutational landscape, drug resistance, and potential biological functions in AML patients. Additionally, our findings offer valuable insights into the association between related lncRNAs and the immune microenvironment of AML. It provides us with promising insights that can help in the development of precise therapeutic strategies.

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来源期刊
CiteScore
2.10
自引率
0.00%
发文量
252
期刊介绍: Translational Cancer Research (Transl Cancer Res TCR; Print ISSN: 2218-676X; Online ISSN 2219-6803; http://tcr.amegroups.com/) is an Open Access, peer-reviewed journal, indexed in Science Citation Index Expanded (SCIE). TCR publishes laboratory studies of novel therapeutic interventions as well as clinical trials which evaluate new treatment paradigms for cancer; results of novel research investigations which bridge the laboratory and clinical settings including risk assessment, cellular and molecular characterization, prevention, detection, diagnosis and treatment of human cancers with the overall goal of improving the clinical care of cancer patients. The focus of TCR is original, peer-reviewed, science-based research that successfully advances clinical medicine toward the goal of improving patients'' quality of life. The editors and an international advisory group of scientists and clinician-scientists as well as other experts will hold TCR articles to the high-quality standards. We accept Original Articles as well as Review Articles, Editorials and Brief Articles.
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