RNA-Seq揭示成神经管细胞瘤亚型中铁下垂转录调控及其对预后的影响。

IF 8.2 2区 医学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Antioxidants Pub Date : 2025-01-15 DOI:10.3390/antiox14010096
Christophe Desterke, Yuanji Fu, Jenny Bonifacio-Mundaca, Claudia Monge, Pascal Pineau, Jorge Mata-Garrido, Raquel Francés
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引用次数: 0

摘要

髓母细胞瘤(MB)是儿童最常见的恶性脑肿瘤,通常发生在婴儿期和儿童期。尽管多模式治疗在3岁以上儿童中达到70%的缓解率,但治疗仍然具有挑战性。铁凋亡是一种受调控的细胞死亡形式,可以在体外使用erastin或RSL3诱导成神经管细胞瘤细胞。使用两个独立的髓母细胞瘤rna测序队列(MB-PBTA和MTAB-10767),我们通过多种方法研究了铁中毒相关分子的表达,包括加权基因共表达网络分析(WGCNA)、分子亚型分层、蛋白-蛋白相互作用(PPI)网络以及单变量和多变量总生存分析。根据交叉验证的铁下垂特征计算预后表达评分。在训练和验证队列中,铁下垂转录程序的调节区分了髓母细胞瘤的四种分子亚型。WGCNA鉴定出MB肿瘤转录组中的9个基因模块;其中5个与分子亚型相关,暗示了与氧化应激、缺氧和跨突触信号传导相关的途径。一个与疾病复发相关的模块包括表观遗传调控因子和核小体组织者。单变量生存分析确定了与营养感知、半胱氨酸和甲硫氨酸代谢以及单碳代谢中的反式硫化相关的45个基因的铁下垂预后特征。前十大不利铁死亡基因包括CCT3、SNX5、SQOR、G3BP1、CARS1、SLC39A14、FAM98A、FXR1、TFAP2C和ATF4。高铁下垂评分的患者预后较差,尤其是G3和SHH亚型。PPI网络强调IL6和CBS是不利的枢纽基因。在包括性别、年龄和分子亚型分类在内的多变量总生存模型中,铁下垂表达评分被证实是一个独立的不良预后标志物(风险比:5.8;p值= 1.04 × 10-9)。本研究表明,铁下垂转录程序的调控与成神经管细胞瘤分子亚型和患者预后有关。在两个独立的rna测序队列中发现了一个交叉验证的铁下垂特征,并且铁下垂评分被证实是髓母细胞瘤的一个独立的不良预后因素。
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Ferroptosis Transcriptional Regulation and Prognostic Impact in Medulloblastoma Subtypes Revealed by RNA-Seq.

Medulloblastoma (MB) is the most common malignant brain tumor in children, typically arising during infancy and childhood. Despite multimodal therapies achieving a response rate of 70% in children older than 3 years, treatment remains challenging. Ferroptosis, a form of regulated cell death, can be induced in medulloblastoma cells in vitro using erastin or RSL3. Using two independent medulloblastoma RNA-sequencing cohorts (MB-PBTA and MTAB-10767), we investigated the expression of ferroptosis-related molecules through multiple approaches, including Weighted Gene Co-Expression Network Analysis (WGCNA), molecular subtype stratification, protein-protein interaction (PPI) networks, and univariable and multivariable overall survival analyses. A prognostic expression score was computed based on a cross-validated ferroptosis signature. In training and validation cohorts, the regulation of the ferroptosis transcriptional program distinguished the four molecular subtypes of medulloblastoma. WGCNA identified nine gene modules in the MB tumor transcriptome; five correlated with molecular subtypes, implicating pathways related to oxidative stress, hypoxia, and trans-synaptic signaling. One module, associated with disease recurrence, included epigenetic regulators and nucleosome organizers. Univariable survival analyses identified a 45-gene ferroptosis prognostic signature associated with nutrient sensing, cysteine and methionine metabolism, and trans-sulfuration within a one-carbon metabolism. The top ten unfavorable ferroptosis genes included CCT3, SNX5, SQOR, G3BP1, CARS1, SLC39A14, FAM98A, FXR1, TFAP2C, and ATF4. Patients with a high ferroptosis score showed a worse prognosis, particularly in the G3 and SHH subtypes. The PPI network highlighted IL6 and CBS as unfavorable hub genes. In a multivariable overall survival model, which included gender, age, and the molecular subtype classification, the ferroptosis expression score was validated as an independent adverse prognostic marker (hazard ratio: 5.8; p-value = 1.04 × 10-9). This study demonstrates that the regulation of the ferroptosis transcriptional program is linked to medulloblastoma molecular subtypes and patient prognosis. A cross-validated ferroptosis signature was identified in two independent RNA-sequencing cohorts, and the ferroptosis score was confirmed as an independent and adverse prognostic factor in medulloblastoma.

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来源期刊
Antioxidants
Antioxidants Biochemistry, Genetics and Molecular Biology-Physiology
CiteScore
10.60
自引率
11.40%
发文量
2123
审稿时长
16.3 days
期刊介绍: Antioxidants (ISSN 2076-3921), provides an advanced forum for studies related to the science and technology of antioxidants. It publishes research papers, reviews and communications. Our aim is to encourage scientists to publish their experimental and theoretical results in as much detail as possible. There is no restriction on the length of the papers. The full experimental details must be provided so that the results can be reproduced. Electronic files and software regarding the full details of the calculation or experimental procedure, if unable to be published in a normal way, can be deposited as supplementary electronic material.
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