Prognostic analysis and validation of diagnostic marker genes in patients with osteoporosis

基因 基因表达谱 接收机工作特性 朱布 生物 基因表达 参考基因 计算生物学 生物信息学 遗传学 医学 内科学
作者
Xing Wang,Zhiwei Pei,Ting Hao,Jirigala Ariben,Siqin Li,Wanxiong He,Wenzhi Liu,Jiale Chang,Zhenfeng Zhao,Baoxin Zhang
出处
期刊:Frontiers in Immunology [Frontiers Media]
卷期号:13 被引量:16
标识
DOI:10.3389/fimmu.2022.987937
摘要

As a systemic skeletal dysfunction, osteoporosis (OP) is characterized by low bone mass and bone microarchitectural damage. The global incidences of OP are high.Data were retrieved from databases like Gene Expression Omnibus (GEO), GeneCards, Search Tool for the Retrieval of Interacting Genes/Proteins (STRING), Gene Expression Profiling Interactive Analysis (GEPIA2), and other databases. R software (version 4.1.1) was used to identify differentially expressed genes (DEGs) and perform functional analysis. The Least Absolute Shrinkage and Selection Operator (LASSO) logistic regression and random forest algorithm were combined and used for screening diagnostic markers for OP. The diagnostic value was assessed by the receiver operating characteristic (ROC) curve. Molecular signature subtypes were identified using a consensus clustering approach, and prognostic analysis was performed. The level of immune cell infiltration was assessed by the Cell-type Identification by Estimating Relative Subsets of RNA Transcripts (CIBERSORT) algorithm. The hub gene was identified using the CytoHubba algorithm. Real-time fluorescence quantitative PCR (RT-qPCR) was performed on the plasma of osteoporosis patients and control samples. The interaction network was constructed between the hub genes and miRNAs, transcription factors, RNA binding proteins, and drugs.A total of 40 DEGs, eight OP-related differential genes, six OP diagnostic marker genes, four OP key diagnostic marker genes, and ten hub genes (TNF, RARRES2, FLNA, STXBP2, EGR2, MAP4K2, NFKBIA, JUNB, SPI1, CTSD) were identified. RT-qPCR results revealed a total of eight genes had significant differential expression between osteoporosis patients and control samples. Enrichment analysis showed these genes were mainly related to MAPK signaling pathways, TNF signaling pathway, apoptosis, and Salmonella infection. RT-qPCR also revealed that the MAPK signaling pathway (p38, TRAF6) and NF-kappa B signaling pathway (c-FLIP, MIP1β) were significantly different between osteoporosis patients and control samples. The analysis of immune cell infiltration revealed that monocytes, activated CD4 memory T cells, and memory and naïve B cells may be related to the occurrence and development of OP.We identified six novel OP diagnostic marker genes and ten OP-hub genes. These genes can be used to improve the prognostic of OP and to identify potential relationships between the immune microenvironment and OP. Our research will provide insights into the potential therapeutic targets and pathogenesis of osteoporosis.
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
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
wang123完成签到,获得积分10
3秒前
研究生完成签到 ,获得积分10
5秒前
自强不息完成签到 ,获得积分10
5秒前
木光完成签到,获得积分10
6秒前
ZhouYW完成签到,获得积分0
9秒前
1434683426完成签到 ,获得积分10
10秒前
Curry完成签到 ,获得积分10
11秒前
半壶月色半边天完成签到 ,获得积分10
12秒前
张星星完成签到 ,获得积分10
15秒前
健壮惋清完成签到 ,获得积分10
15秒前
领导范儿应助wang123采纳,获得10
16秒前
无与伦比完成签到 ,获得积分10
16秒前
WD完成签到 ,获得积分10
20秒前
luffy189完成签到 ,获得积分0
24秒前
Ning完成签到 ,获得积分10
25秒前
26秒前
小稻草人完成签到,获得积分10
26秒前
合适靖儿完成签到 ,获得积分10
30秒前
科研通AI2S应助大气的迎天采纳,获得10
31秒前
包子完成签到,获得积分10
35秒前
大气傲易完成签到 ,获得积分10
35秒前
ccx完成签到,获得积分10
39秒前
lifeilong111完成签到,获得积分10
42秒前
伟大的鲁路皇完成签到,获得积分10
43秒前
叽里呱啦完成签到 ,获得积分10
51秒前
11完成签到 ,获得积分10
52秒前
57秒前
1223完成签到 ,获得积分10
1分钟前
1分钟前
MingandMin完成签到,获得积分10
1分钟前
哆啦A梦完成签到,获得积分10
1分钟前
酷波er应助单薄的代荷采纳,获得10
1分钟前
郭义敏完成签到,获得积分0
1分钟前
1分钟前
缘分完成签到,获得积分10
1分钟前
背背佳永远happy完成签到 ,获得积分10
1分钟前
1分钟前
1分钟前
认真丹亦完成签到 ,获得积分10
1分钟前
55完成签到,获得积分10
1分钟前
高分求助中
Technologies supporting mass customization of apparel: A pilot project 600
Introduction to Strong Mixing Conditions Volumes 1-3 500
Tip60 complex regulates eggshell formation and oviposition in the white-backed planthopper, providing effective targets for pest control 400
A Field Guide to the Amphibians and Reptiles of Madagascar - Frank Glaw and Miguel Vences - 3rd Edition 400
China Gadabouts: New Frontiers of Humanitarian Nursing, 1941–51 400
The Healthy Socialist Life in Maoist China, 1949–1980 400
Walking a Tightrope: Memories of Wu Jieping, Personal Physician to China's Leaders 400
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 3798555
求助须知:如何正确求助?哪些是违规求助? 3344104
关于积分的说明 10318518
捐赠科研通 3060679
什么是DOI,文献DOI怎么找? 1679753
邀请新用户注册赠送积分活动 806769
科研通“疑难数据库(出版商)”最低求助积分说明 763353