Palmitoylation-related lncRNAs link molecular signaling, immune remodeling, and tumor progression in glioma: prognostic modeling and functional validation of LYRM4-AS1.

IF 4.4 3区 医学 Q2 NEUROSCIENCES
Frontiers in Molecular Neuroscience Pub Date : 2026-09-10 eCollection Date: 2026-01-01 DOI:10.3389/fnmol.2026.1901839
Juan Xu, Chen Zhang, Lingling Pu, Xiaoyang Zhu, Xiaoan Sheng, Juanjuan Dong, Miaomiao Song, Chao Wang
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引用次数: 0

Abstract

Background: Glioma is a molecularly heterogeneous tumor of the central nervous system with variable clinical behavior, immune contexture, and therapeutic response. Palmitoylation is a reversible lipid modification that regulates membrane localization, synaptic signaling, inflammatory pathways, and oncogenic signaling; however, the prognostic and functional relevance of palmitoylation-related long non-coding RNAs (PRlncRNAs) in glioma remains incompletely defined.

Methods: Transcriptomic and clinical data for 429 glioma patients were obtained from TCGA. Thirty palmitoylation-related genes were used to identify PRlncRNAs through co-expression analysis. A prognostic signature was constructed using univariate Cox regression, LASSO-Cox regression, and multivariate Cox regression. The model was evaluated by Kaplan-Meier analysis, ROC curves, time-dependent ROC analysis, Cox regression, C-index analysis, nomogram modeling, calibration curves, and an institutional clinical cohort of 46 paired glioma and adjacent tissues. Functional enrichment, immune deconvolution, tumor microenvironment scoring, TIDE-based immunotherapy prediction, TMB/MSI analysis, and pRRophetic-based drug-sensitivity analysis were performed. U87 and U251 glioma cells, LYRM4-AS1 knockdown, in vitro functional assays, and nude-mouse xenografts were used for biological validation.

Results: A six-PRlncRNA signature consisting of POLR2J4, LYRM4-AS1, BX640514.2, AL592295.6, AL390755.1, and AC018730.1 stratified glioma patients into high- and low-risk groups with significantly different overall survival. The risk score remained an independent prognostic factor and showed strong predictive performance for 1-, 3-, and 5-year survival. Risk-associated genes were enriched in extracellular matrix organization, leukocyte-mediated immunity, neuroactive ligand-receptor interaction, MAPK signaling, cytokine-receptor interaction, cell-cycle programs, and ECM-receptor interaction. High-risk tumors displayed increased stromal, immune, and ESTIMATE scores, higher expression of multiple immune checkpoint genes, higher TIDE scores, and elevated TMB/MSI levels. Clinical validation confirmed differential expression of the six PRlncRNAs and the prognostic value of the risk score. Functionally, LYRM4-AS1 knockdown inhibited glioma cell proliferation, EdU incorporation, migration, invasion, and colony formation, while suppressing xenograft growth, increasing TUNEL-positive apoptotic cells, and reducing Ki-67, CD31, and MMP9 expression.

Conclusion: This study identifies a palmitoylation-related lncRNA signature that integrates molecular signaling, immune remodeling, and prognosis in glioma. LYRM4-AS1 acts as a functional driver of glioma progression and may represent a candidate biomarker and therapeutic target at the crossroads of neural tumorigenesis and immune-microenvironmental regulation.

棕榈酰化相关lncRNAs连接胶质瘤的分子信号、免疫重塑和肿瘤进展:LYRM4-AS1的预后建模和功能验证
背景:胶质瘤是中枢神经系统的一种分子异质性肿瘤,具有不同的临床行为、免疫环境和治疗反应。棕榈酰化是一种可逆的脂质修饰,调节膜定位、突触信号、炎症途径和致癌信号;然而,棕榈酰化相关的长链非编码rna (PRlncRNAs)在胶质瘤中的预后和功能相关性仍未完全确定。方法:从TCGA获得429例胶质瘤患者的转录组学和临床资料。使用30个棕榈酰化相关基因通过共表达分析来鉴定PRlncRNAs。采用单因素Cox回归、LASSO-Cox回归和多因素Cox回归构建预后特征。采用Kaplan-Meier分析、ROC曲线、时间相关ROC分析、Cox回归、c指数分析、nomogram modeling、校准曲线以及46个成对胶质瘤及邻近组织的机构临床队列对模型进行评价。进行功能富集、免疫反卷积、肿瘤微环境评分、基于tide的免疫治疗预测、TMB/MSI分析和基于prorophetic的药物敏感性分析。使用U87和U251胶质瘤细胞、LYRM4-AS1敲除、体外功能测定和裸鼠异种移植进行生物学验证。结果:由POLR2J4、LYRM4-AS1、BX640514.2、AL592295.6、AL390755.1和AC018730.1组成的6个prlncrna特征将胶质瘤患者分层为高危组和低危组,总生存率有显著差异。风险评分仍然是一个独立的预后因素,对1年、3年和5年的生存有很强的预测作用。风险相关基因在细胞外基质组织、白细胞介导的免疫、神经活性配体-受体相互作用、MAPK信号传导、细胞因子-受体相互作用、细胞周期程序和ecm受体相互作用中富集。高危肿瘤表现为基质、免疫和ESTIMATE评分增高,多种免疫检查点基因表达增高,TIDE评分增高,TMB/MSI水平升高。临床验证证实了6种prlncrna的差异表达和风险评分的预后价值。在功能上,LYRM4-AS1敲低抑制胶质瘤细胞增殖、EdU结合、迁移、侵袭和集落形成,同时抑制异种移植物生长,增加tunel阳性凋亡细胞,降低Ki-67、CD31和MMP9的表达。结论:本研究确定了一个棕榈酰化相关的lncRNA信号,该信号整合了胶质瘤的分子信号、免疫重塑和预后。LYRM4-AS1作为神经胶质瘤进展的功能驱动因子,可能代表神经肿瘤发生和免疫微环境调节交叉路口的候选生物标志物和治疗靶点。
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来源期刊
CiteScore
5.70
自引率
2.10%
发文量
669
审稿时长
14 weeks
期刊介绍: Frontiers in Molecular Neuroscience is a first-tier electronic journal devoted to identifying key molecules, as well as their functions and interactions, that underlie the structure, design and function of the brain across all levels. The scope of our journal encompasses synaptic and cellular proteins, coding and non-coding RNA, and molecular mechanisms regulating cellular and dendritic RNA translation. In recent years, a plethora of new cellular and synaptic players have been identified from reduced systems, such as neuronal cultures, but the relevance of these molecules in terms of cellular and synaptic function and plasticity in the living brain and its circuits has not been validated. The effects of spine growth and density observed using gene products identified from in vitro work are frequently not reproduced in vivo. Our journal is particularly interested in studies on genetically engineered model organisms (C. elegans, Drosophila, mouse), in which alterations in key molecules underlying cellular and synaptic function and plasticity produce defined anatomical, physiological and behavioral changes. In the mouse, genetic alterations limited to particular neural circuits (olfactory bulb, motor cortex, cortical layers, hippocampal subfields, cerebellum), preferably regulated in time and on demand, are of special interest, as they sidestep potential compensatory developmental effects.
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