• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

基于生物信息学分析鉴定类风湿关节炎伴骨质疏松症的关键基因和长非编码 RNA 表达谱。

Identification of key genes and long non‑coding RNA expression profiles in osteoporosis with rheumatoid arthritis based on bioinformatics analysis.

机构信息

Department of Orthopedics, Changzhou Fourth People's Hospital, Changzhou, 213000, China.

Department of Pediatric, Changzhou Fourth People's Hospital, Changzhou, 213000, China.

出版信息

BMC Musculoskelet Disord. 2024 Aug 8;25(1):634. doi: 10.1186/s12891-024-07738-x.

DOI:10.1186/s12891-024-07738-x
PMID:39118036
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11312199/
Abstract

BACKGROUND

Although rheumatoid arthritis (RA) is a chronic systemic tissue disease often accompanied by osteoporosis (OP), the molecular mechanisms underlying this association remain unclear. This study aimed to elucidate the pathogenesis of RA and OP by identifying differentially expressed mRNAs (DEmRNAs) and long non-coding RNAs (lncRNAs) using a bioinformatics approach.

METHODS

Expression profiles of individuals diagnosed with OP and RA were retrieved from the Gene Expression Omnibus database. Differential expression analysis was conducted. Gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes pathway (KEGG) pathway enrichment analyses were performed to gain insights into the functional categories and molecular/biochemical pathways associated with DEmRNAs. We identified the intersection of common DEmRNAs and lncRNAs and constructed a protein-protein interaction (PPI) network. Correlation analysis between the common DEmRNAs and lncRNAs facilitated the construction of a coding-non-coding network. Lastly, serum peripheral blood mononuclear cells (PBMCs) from patients with RA and OP, as well as healthy controls, were obtained for TRAP staining and qRT-PCR to validate the findings obtained from the online dataset assessments.

RESULTS

A total of 28 DEmRNAs and 2 DElncRNAs were identified in individuals with both RA and OP. Chromosomal distribution analysis of the consensus DEmRNAs revealed that chromosome 1 had the highest number of differential expression genes. GO and KEGG analyses indicated that these DEmRNAs were primarily associated with " platelets (PLTs) degranulation", "platelet alpha granules", "platelet activation", "tight junctions" and "leukocyte transendothelial migration", with many genes functionally related to PLTs. In the PPI network, MT-ATP6 and PTGS1 emerged as potential hub genes, with MT-ATP6 originating from mitochondrial DNA. Co-expression analysis identified two key lncRNA-mRNA pairs: RP11 - 815J21.2 with MT - ATP6 and RP11 - 815J21.2 with PTGS1. Experimental validation confirmed significant differential expression of RP11-815J21.2, MT-ATP6 and PTGS1 between the healthy controls and the RA + OP groups. Notably, knockdown of RP11-815J21.2 attenuated TNF + IL-6-induced osteoclastogenesis.

CONCLUSIONS

This study successfully identified shared dysregulated genes and potential therapeutic targets in individuals with RA and OP, highlighting their molecular similarities. These findings provide new insights into the pathogenesis of RA and OP and suggest potential avenues for further research and targeted therapies.

摘要

背景

类风湿关节炎(RA)是一种常伴有骨质疏松症(OP)的慢性系统性组织疾病,但两者相关的分子机制尚不清楚。本研究旨在通过生物信息学方法,鉴定差异表达的信使 RNA(DEmRNAs)和长非编码 RNA(lncRNAs),阐明 RA 和 OP 的发病机制。

方法

从基因表达综合数据库中检索诊断为 OP 和 RA 的个体的表达谱。进行差异表达分析。进行基因本体论(GO)和京都基因与基因组百科全书(KEGG)通路富集分析,以深入了解与 DEmRNAs 相关的功能类别和分子/生化途径。我们鉴定了常见 DEmRNAs 和 lncRNAs 的交集,并构建了一个蛋白质-蛋白质相互作用(PPI)网络。常见 DEmRNAs 和 lncRNAs 之间的相关性分析有助于构建编码-非编码网络。最后,从 RA 和 OP 患者以及健康对照者中获得外周血单个核细胞(PBMCs)进行 TRAP 染色和 qRT-PCR,以验证从在线数据集评估中获得的发现。

结果

在同时患有 RA 和 OP 的个体中,共鉴定出 28 个 DEmRNAs 和 2 个 DElncRNAs。共识 DEmRNAs 的染色体分布分析表明,染色体 1 具有最多数量的差异表达基因。GO 和 KEGG 分析表明,这些 DEmRNAs 主要与“血小板(PLTs)脱颗粒”、“血小板α颗粒”、“血小板活化”、“紧密连接”和“白细胞穿过内皮迁移”相关,许多基因与 PLTs 功能相关。在 PPI 网络中,MT-ATP6 和 PTGS1 作为潜在的枢纽基因出现,其中 MT-ATP6 来自线粒体 DNA。共表达分析确定了两个关键的 lncRNA-mRNA 对:RP11-815J21.2 与 MT-ATP6 和 RP11-815J21.2 与 PTGS1。实验验证证实了 RP11-815J21.2、MT-ATP6 和 PTGS1 在健康对照组和 RA+OP 组之间的显著差异表达。值得注意的是,RP11-815J21.2 的敲低可减弱 TNF+IL-6 诱导的破骨细胞生成。

结论

本研究成功鉴定了 RA 和 OP 个体中共同失调的基因和潜在的治疗靶点,突出了它们的分子相似性。这些发现为 RA 和 OP 的发病机制提供了新的见解,并为进一步的研究和靶向治疗提供了潜在的途径。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/030a/11312199/1e868c0362e6/12891_2024_7738_Fig8_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/030a/11312199/4366dff8984f/12891_2024_7738_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/030a/11312199/fa2be79476af/12891_2024_7738_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/030a/11312199/abf61649cb72/12891_2024_7738_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/030a/11312199/1108852a72c7/12891_2024_7738_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/030a/11312199/bd7c718e1e42/12891_2024_7738_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/030a/11312199/3af1e955dd49/12891_2024_7738_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/030a/11312199/0346151b7d30/12891_2024_7738_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/030a/11312199/1e868c0362e6/12891_2024_7738_Fig8_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/030a/11312199/4366dff8984f/12891_2024_7738_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/030a/11312199/fa2be79476af/12891_2024_7738_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/030a/11312199/abf61649cb72/12891_2024_7738_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/030a/11312199/1108852a72c7/12891_2024_7738_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/030a/11312199/bd7c718e1e42/12891_2024_7738_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/030a/11312199/3af1e955dd49/12891_2024_7738_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/030a/11312199/0346151b7d30/12891_2024_7738_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/030a/11312199/1e868c0362e6/12891_2024_7738_Fig8_HTML.jpg

相似文献

1
Identification of key genes and long non‑coding RNA expression profiles in osteoporosis with rheumatoid arthritis based on bioinformatics analysis.基于生物信息学分析鉴定类风湿关节炎伴骨质疏松症的关键基因和长非编码 RNA 表达谱。
BMC Musculoskelet Disord. 2024 Aug 8;25(1):634. doi: 10.1186/s12891-024-07738-x.
2
Transcriptome Sequencing Identifies Abnormal lncRNAs and mRNAs and Reveals Potentially Hub Immune-Related mRNA in Osteoporosis with Vertebral Fracture.转录组测序鉴定骨质疏松性椎体骨折异常 lncRNAs 和 mRNAs,并揭示潜在的免疫相关 mRNA 枢纽
Clin Interv Aging. 2024 Feb 9;19:203-217. doi: 10.2147/CIA.S441251. eCollection 2024.
3
Construction and Comprehensive Analysis of Dysregulated Long Noncoding RNA-Associated Competing Endogenous RNA Network in Moyamoya Disease.构建并综合分析烟雾病失调长链非编码 RNA 相关竞争性内源性 RNA 网络。
Comput Math Methods Med. 2020 Jun 13;2020:2018214. doi: 10.1155/2020/2018214. eCollection 2020.
4
Analysis of long non-coding RNA expression profiles in disuse osteoporosis using microarray and bioinformatics.使用微阵列和生物信息学分析废用性骨质疏松症中长非编码 RNA 的表达谱。
J Biol Regul Homeost Agents. 2021 Aug 27;35(4). doi: 10.23812/21-246-A. Epub 2021 Jul 23.
5
Screening of tumor grade-related mRNAs and lncRNAs for Esophagus Squamous Cell Carcinoma.筛选与食管鳞癌肿瘤分级相关的 mRNAs 和 lncRNAs。
J Clin Lab Anal. 2021 Jun;35(6):e23797. doi: 10.1002/jcla.23797. Epub 2021 May 7.
6
Identification of aberrantly expressed long non-coding RNAs in stomach adenocarcinoma.胃腺癌中异常表达的长链非编码RNA的鉴定
Oncotarget. 2017 Jul 25;8(30):49201-49216. doi: 10.18632/oncotarget.17329.
7
LncRNA-mRNA Expression Profiles and Functional Networks Associated with Cognitive Impairment in Folate-deficient Mice.叶酸缺乏型小鼠认知障碍相关的 lncRNA-mRNA 表达谱和功能网络。
Comb Chem High Throughput Screen. 2022;25(5):847-860. doi: 10.2174/1386207324666210208110517.
8
Plasma Long Non-Coding RNA Expression Profiles in Patients with Rheumatoid Arthritis.类风湿关节炎患者血浆长链非编码RNA表达谱
Clin Lab. 2019 Aug 1;65(8). doi: 10.7754/Clin.Lab.2019.190144.
9
Screening and analysis for autophagyrelated lncRNA in fibroblastlike synoviocytes from patients with rheumatoid arthritis.类风湿关节炎成纤维样滑膜细胞自噬相关长链非编码 RNA 的筛选与分析。
Zhong Nan Da Xue Xue Bao Yi Xue Ban. 2021 Oct 28;46(10):1071-1079. doi: 10.11817/j.issn.1672-7347.2021.210374.
10
Hub Genes and Long Noncoding RNAs That Regulates It Associated with the Prognosis of Esophageal Squamous Cell Carcinoma Based on Bioinformatics Analysis.基于生物信息学分析的食管鳞癌预后相关调控基因和长链非编码 RNA。
Comput Math Methods Med. 2022 Sep 19;2022:6027058. doi: 10.1155/2022/6027058. eCollection 2022.

引用本文的文献

1
Current application, possibilities, and challenges of artificial intelligence in the management of rheumatoid arthritis, axial spondyloarthritis, and psoriatic arthritis.人工智能在类风湿关节炎、轴性脊柱关节炎和银屑病关节炎管理中的当前应用、可能性及挑战。
Ther Adv Musculoskelet Dis. 2025 Jun 21;17:1759720X251343579. doi: 10.1177/1759720X251343579. eCollection 2025.

本文引用的文献

1
Long non-coding RNAs: definitions, functions, challenges and recommendations.长非编码 RNA:定义、功能、挑战与建议。
Nat Rev Mol Cell Biol. 2023 Jun;24(6):430-447. doi: 10.1038/s41580-022-00566-8. Epub 2023 Jan 3.
2
Development and Validation of Machine Learning Models for Prediction of Fracture Risk in Patients with Elderly-Onset Rheumatoid Arthritis.老年发病类风湿关节炎患者骨折风险预测机器学习模型的开发与验证
Int J Gen Med. 2022 Oct 14;15:7817-7829. doi: 10.2147/IJGM.S380197. eCollection 2022.
3
The prevalence of osteoporosis in rheumatoid arthritis patient: a systematic review and meta-analysis.
类风湿关节炎患者骨质疏松症的患病率:系统评价和荟萃分析。
Sci Rep. 2022 Sep 23;12(1):15844. doi: 10.1038/s41598-022-20016-x.
4
Emerging epigenetic targets in rheumatoid arthritis.类风湿关节炎中新兴的表观遗传学靶点。
Rheumatol Int. 2021 Dec;41(12):2047-2067. doi: 10.1007/s00296-021-04951-y. Epub 2021 Jul 26.
5
ATF5, a putative therapeutic target for the mitochondrial DNA 3243A > G mutation-related disease.ATF5,一种与线粒体 DNA 3243A > G 突变相关疾病的潜在治疗靶点。
Cell Death Dis. 2021 Jul 14;12(7):701. doi: 10.1038/s41419-021-03993-1.
6
and Genetic Variations Associated with Osteoporosis and Benign Breast Tumors in Korean Women.与韩国女性骨质疏松症和良性乳腺肿瘤相关的遗传变异。
Genes (Basel). 2021 Mar 6;12(3):378. doi: 10.3390/genes12030378.
7
Aqueous extract of Chrysanthemum morifolium Ramat. inhibits RANKL-induced osteoclast differentiation by suppressing the c-fos/NFATc1 pathway.菊花水提物通过抑制 c-fos/NFATc1 通路抑制 RANKL 诱导的破骨细胞分化。
Arch Oral Biol. 2021 Feb;122:105029. doi: 10.1016/j.archoralbio.2020.105029. Epub 2020 Dec 31.
8
Osteoporosis Is Characterized by Altered Expression of Exosomal Long Non-coding RNAs.骨质疏松症的特征是外泌体长链非编码RNA的表达改变。
Front Genet. 2020 Nov 12;11:566959. doi: 10.3389/fgene.2020.566959. eCollection 2020.
9
The STRING database in 2021: customizable protein-protein networks, and functional characterization of user-uploaded gene/measurement sets.2021 年的 STRING 数据库:可定制的蛋白质-蛋白质网络,以及用户上传的基因/测量集的功能特征分析。
Nucleic Acids Res. 2021 Jan 8;49(D1):D605-D612. doi: 10.1093/nar/gkaa1074.
10
Osteoporosis in patients with rheumatoid arthritis: an update in epidemiology, pathogenesis, and fracture prevention.类风湿关节炎患者的骨质疏松症:流行病学、发病机制和骨折预防的更新。
Expert Opin Pharmacother. 2020 Oct;21(14):1725-1737. doi: 10.1080/14656566.2020.1787381. Epub 2020 Jul 1.