Screening of hub genes for sepsis-induced myopathy by weighted gene co-expression network analysis and protein-protein interaction network construction.

IF 2.2 3区 医学 Q2 ORTHOPEDICS BMC Musculoskeletal Disorders Pub Date : 2024-10-22 DOI:10.1186/s12891-024-07967-0
Jianhao Wang, Kun Han, Jinshuai Lu
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Abstract

Sepsis-induced myopathy is one of the serious complications of sepsis, which severely affects the respiratory and peripheral motor systems of patients, reduces their quality of life, and jeopardizes their lives, as evidenced by muscle atrophy, loss of strength, and impaired regeneration after injury. The pathogenesis of sepsis-induced myopathy is complex, mainly including cytokine action, enhances free radical production in muscle, increases muscle protein hydrolysis, and decreases skeletal muscle protein synthesis, etc. The above mechanisms have been demonstrated in existing studies. However, it is still unclear how the overall pattern of gene co-expression affects the pathological process of sepsis-induced myopathy. Therefore, we intend to identify hub genes and signaling pathways. Weighted gene co-expression network analysis was our main approach to study gene expression profiles: skeletal muscle transcriptome in ICU patients with sepsis-induced multi-organ failure (GSE13205). After data pre-processing, about 15,181 genes were used to identify 13 co-expression modules. Then, 16 genes (FEM1B, KLHDC3, GPX3, NIFK, GNL2, EBNA1BP2, PES1, FBP2, PFKP, BYSL, HEATR1, WDR75, TBL3, and WDR43) were selected as the hub genes including 3 up-regulated genes and 13 down-regulated genes. Then, Gene Set Enrichment Analysis was performed to show that the hub genes were closely associated with skeletal muscle dysfunction, necrotic and apoptotic skeletal myoblasts, and apoptosis in sepsis-induced myopathy. Overall, 16 candidate biomarkers were certified as reliable features for more in-depth exploration of sepsis-induced myopathy in basic and clinical studies.

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通过加权基因共表达网络分析和蛋白质-蛋白质相互作用网络构建,筛选脓毒症诱发肌病的枢纽基因。
脓毒症诱发的肌病是脓毒症的严重并发症之一,严重影响患者的呼吸和外周运动系统,降低患者的生活质量,危及患者生命,表现为肌肉萎缩、力量减弱、损伤后再生障碍等。脓毒症诱发肌病的发病机制十分复杂,主要包括细胞因子作用、肌肉自由基生成增强、肌肉蛋白水解增加、骨骼肌蛋白合成减少等。现有研究已证实了上述机制。然而,基因共表达的整体模式如何影响败血症诱发肌病的病理过程仍不清楚。因此,我们打算找出枢纽基因和信号通路。加权基因共表达网络分析是我们研究脓毒症诱发多器官功能衰竭的 ICU 患者(GSE13205)骨骼肌转录组基因表达谱的主要方法。经过数据预处理后,约 15,181 个基因被用于识别 13 个共表达模块。然后,筛选出 16 个基因(FEM1B、KLHDC3、GPX3、NIFK、GNL2、EBNA1BP2、PES1、FBP2、PFKP、BYSL、HEATR1、WDR75、TBL3 和 WDR43)作为中心基因,其中包括 3 个上调基因和 13 个下调基因。然后,通过基因组富集分析(Gene Set Enrichment Analysis)表明,这些中心基因与骨骼肌功能障碍、骨骼肌母细胞坏死和凋亡以及败血症诱导的肌病中的细胞凋亡密切相关。总之,16 个候选生物标志物被证明是在基础和临床研究中对脓毒症诱发的肌病进行更深入探讨的可靠特征。
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来源期刊
BMC Musculoskeletal Disorders
BMC Musculoskeletal Disorders 医学-风湿病学
CiteScore
3.80
自引率
8.70%
发文量
1017
审稿时长
3-6 weeks
期刊介绍: BMC Musculoskeletal Disorders is an open access, peer-reviewed journal that considers articles on all aspects of the prevention, diagnosis and management of musculoskeletal disorders, as well as related molecular genetics, pathophysiology, and epidemiology. The scope of the Journal covers research into rheumatic diseases where the primary focus relates specifically to a component(s) of the musculoskeletal system.
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