Utilizing bioinformatics to identify biomarkers and analyze their expression in relation to immune cell ratios in femoral head necrosis

股骨头 免疫系统 计算生物学 表达式(计算机科学) 生物信息学 主管(地质) 生物 细胞 坏死 医学 免疫学 病理 计算机科学 解剖 遗传学 古生物学 程序设计语言
作者
Dongchen Li,Zhilong Huang,Teng Ma,Yu‐Xiong Su,Li Zhao,L. Sun,Ming Li,Li Zhong,Yao Li,Qian Wang,Yao Lu
出处
期刊:Frontiers in Physiology [Frontiers Media]
卷期号:16
标识
DOI:10.3389/fphys.2025.1373721
摘要

Necrosis of the Femoral Head (NFH) represents a challenging orthopedic condition, characterized by elusive early detection and rapid progression, predominantly in the middle-aged demographic. Current research on the pathophysiological and immunoregulatory mechanisms underpinning immune cell infiltration in NFH is sparse. This study employs bioinformatics analysis of publicly available RNA sequencing databases to elucidate the pivotal molecules and pathways implicated in NFH progression. The NFH-related dataset GSE123568 was obtained from the Gene Expression Omnibus (GEO). Subsequently, CIBERSORT was utilized to assess the proportion and distribution of immune cell types, followed by the identification of critical Hub immune cells using LASSO and RFE algorithms. The dataset GSE123568 was then explored to identify significantly differentially expressed genes (DEGs). These genes were further refined by intersecting with death-associated genes reported in existing literature. GO and KEGG pathway enrichment analyses were conducted to elucidate their underlying molecular mechanism. A protein-protein interaction (PPI) network was constructed using the STRING database and visualized via Cytoscape. Hub genes were identified using the CytoHubba plugin, followed by enrichment analysis, and their expression levels were evaluated using the ROC curve. In addition, we performed expression data visualization and ROC curve analysis on the external dataset GSE74089 to further evaluate the discriminative power of the hub genes. Moreover, the study analyzed the correlation between the identified hub genes and Hub immune cells. Finally, we verified the hub genes utilizing real-time fluorescence quantitative polymerase chain reaction (RT-qPCR) and immunohistochemistry. Four types of immune cells (Neutrophil, Mast cell resting, Myeloid dendritic cell activated, Macrophage M0) were identified. Fourteen pivotal genes (BCL2L1, BIRC2, NFKBIA, XIAP, CFLAR, AKT1, BIRC3, IKBKB, RIPK1, CASP8, TNFRSF1A, IL1B, CASP1, STAT3) were identified, and the findings were validated using the external dataset GSE74089. Among these, STAT3 exhibited the most pronounced positive correlation with neutrophils (r = 0.6804, p = 3.525e-05). Conversely, XIAP displayed the most significant negative correlation with Myeloid dendritic cell activated (r = -0.3610, p = 0.04003). In experiments, the experimental outcomes for five hub genes (CASP8, TNFRSF1A, AKT1, XIAP and STAT3) were congruent with the results obtained from bioinformatics analysis. Our study identified CASP8, TNFRSF1A, AKT1, XIAP, STAT3 and BCL2L1 as potential biomarkers for NFH patients and elucidated the immune cell types with the strongest association to these markers. These insights may be crucial for the early diagnosis, understanding of the pathophysiological mechanisms, and the development of treatment strategies for NFH.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
肖静茹发布了新的文献求助10
1秒前
LL完成签到,获得积分10
1秒前
娜娜子完成签到,获得积分10
1秒前
领导范儿应助小鱼采纳,获得10
1秒前
ydq完成签到,获得积分10
1秒前
2秒前
善学以致用应助清水小镇采纳,获得10
2秒前
Yasong发布了新的文献求助10
3秒前
米丫丫米完成签到 ,获得积分20
3秒前
陆离完成签到,获得积分10
3秒前
willlee完成签到 ,获得积分10
3秒前
酒酿是也完成签到 ,获得积分10
3秒前
郑波涛完成签到,获得积分10
3秒前
ren发布了新的文献求助10
4秒前
虚幻芷完成签到,获得积分10
4秒前
豌豆完成签到 ,获得积分10
4秒前
小唐完成签到,获得积分10
5秒前
风中小刺猬完成签到,获得积分10
5秒前
xwj发布了新的文献求助10
5秒前
一枪入魂完成签到,获得积分10
5秒前
huoguo完成签到,获得积分10
6秒前
6秒前
微纳组刘同完成签到,获得积分10
7秒前
机智向松完成签到,获得积分10
7秒前
Chris完成签到 ,获得积分0
7秒前
亚尔发布了新的文献求助10
7秒前
asdfghj发布了新的文献求助10
7秒前
Doctor.Xie完成签到,获得积分10
7秒前
shine完成签到,获得积分10
7秒前
ricown发布了新的文献求助20
7秒前
7秒前
李老头完成签到,获得积分10
8秒前
淳于安筠完成签到,获得积分10
8秒前
9秒前
ren完成签到,获得积分10
9秒前
Zengyuan完成签到,获得积分10
10秒前
vvwwvv完成签到 ,获得积分10
10秒前
boiqn发布了新的文献求助10
10秒前
10秒前
xibei完成签到,获得积分10
10秒前
高分求助中
Africanfuturism: African Imaginings of Other Times, Spaces, and Worlds 3000
Les Mantodea de Guyane: Insecta, Polyneoptera [The Mantids of French Guiana] 2000
Electron microscopy study of magnesium hydride (MgH2) for Hydrogen Storage 1000
Structural Equation Modeling of Multiple Rater Data 700
 Introduction to Comparative Public Administration Administrative Systems and Reforms in Europe, Third Edition 3rd edition 590
全球膝关节骨性关节炎市场研究报告 555
Exhibiting Chinese Art in Asia: Histories, Politics and Practices 540
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 物理 生物化学 纳米技术 计算机科学 化学工程 内科学 复合材料 物理化学 电极 遗传学 量子力学 基因 冶金 催化作用
热门帖子
关注 科研通微信公众号,转发送积分 3892726
求助须知:如何正确求助?哪些是违规求助? 3435517
关于积分的说明 10793957
捐赠科研通 3160677
什么是DOI,文献DOI怎么找? 1745599
邀请新用户注册赠送积分活动 842985
科研通“疑难数据库(出版商)”最低求助积分说明 786984