通过大量和单细胞RNA测序,跨疾病生物标志物鉴定揭示了IVDD和NAFLD的共同诊断生物标志物。

IF 3.8 3区 医学 Q2 NEUROSCIENCES
Frontiers in Molecular Neuroscience Pub Date : 2025-09-22 eCollection Date: 2025-01-01 DOI:10.3389/fnmol.2025.1639705
Jiasen Wei, Chenglong Ji, Lina Liu, Chen Yan, Linhui Han, Wenbo Lin, Ximing Xu, Kaiqiang Sun
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引用次数: 0

摘要

椎间盘退变(IVDD)和非酒精性脂肪性肝病(NAFLD)是全球主要的健康负担。尽管最近的证据表明这两种情况之间存在潜在的联系,但潜在的分子机制仍然知之甚少。本研究旨在利用综合生物信息学方法阐明它们共享的分子景观。方法:从Gene Expression Omnibus (GEO)获取3个IVDD和2个NAFLD数据集。我们使用差异表达分析(DEGs)、加权基因共表达网络分析(WGCNA)和机器学习来识别共享的枢纽基因。使用ROC曲线和nomogram进一步评估这些基因的诊断相关性。单细胞测序分析用于检测椎间盘和肝组织中细胞簇间的基因表达模式。通过体内实验来评估NAFLD对IVDD进展的影响以及运动干预的治疗潜力。结果:IVDD与NAFLD共有6个基因。其中,ME1、HAS2和ADRB2被强调为潜在的生物标志物。验证证实了两种疾病的一致表达模式和强大的预测性能。KEGG通路和免疫浸润分析表明,这些生物标志物在疾病相关通路和免疫细胞相互作用中有重要参与。单细胞测序揭示了ME1、HAS2和ADRB2在相关细胞类型中的不同表达谱和功能作用。体内研究表明,NAFLD加剧了IVDD的进展,通过游泳运动干预可以改善NAFLD并对高脂肪饮食条件下的IVDD发挥保护作用。讨论:本研究确定ME1、HAS2和ADRB2是IVDD和NAFLD的关键共享生物标志物,为它们的分子互连提供了新的见解。这些发现增强了我们对合并症机制的理解,并强调了运动作为两种疾病的治疗策略的潜力。这些结果为进一步的机制和临床研究铺平了道路,以共同途径和综合治疗方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Cross-disease biomarker identification reveals shared diagnostic biomarkers for IVDD and NAFLD via bulk and single-cell RNA sequencing.

Introduction: Intervertebral disc degeneration (IVDD) and non-alcoholic fatty liver disease (NAFLD) represent major global health burdens. Although recent evidence points to a potential association between these two conditions, the underlying molecular mechanisms remain poorly understood. This study aims to elucidate their shared molecular landscape using integrated bioinformatics approaches.

Methods: Three IVDD and two NAFLD datasets were acquired from the Gene Expression Omnibus (GEO). We performed differential expression analysis (DEGs), weighted gene co-expression network analysis (WGCNA), and machine learning to identify shared hub genes. The diagnostic relevance of these genes was further assessed using ROC curves and nomograms. Single-cell sequencing analysis was employed to examine gene expression patterns across cell clusters in intervertebral disk and liver tissues. In vivo experiments were conducted to evaluate the influence of NAFLD on IVDD progression and the therapeutic potential of exercise intervention.

Results: Six shared genes were identified between IVDD and NAFLD. Among these, ME1, HAS2, and ADRB2 were highlighted as potential biomarkers. Validation confirmed consistent expression patterns and strong predictive performance for both diseases. KEGG pathway and immune infiltration analyses indicated significant involvement of these biomarkers in disease-related pathways and immune cell interactions. Single-cell sequencing revealed distinct expression profiles and functional roles of ME1, HAS2, and ADRB2 across relevant cell types. In vivo studies demonstrated that NAFLD exacerbates IVDD progression, and intervention through swimming exercise ameliorated NAFLD and exerted protective effects on IVDD under high-fat diet conditions.

Discussion: This study identifies ME1, HAS2, and ADRB2 as pivotal shared biomarkers for IVDD and NAFLD, providing new insights into their molecular interconnection. The findings enhance our understanding of the comorbid mechanisms and highlight the potential of exercise as a therapeutic strategy for both conditions. These results pave the way for further mechanistic and clinical research into common pathways and integrated treatment approaches.

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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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