• 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

基于生物信息学和机器学习模型筛选与肌腱损伤相关的枢纽基因和免疫细胞

Screening of hub genes and immunocytes related to tendon injury based on bioinformatics and machine learning models.

作者信息

Sun Shulong, Li Hua, Li Yan, Yang Liubing, Zhang Juanjuan, Cao Yujing

机构信息

Department of Emergency Trauma Center, Henan University of Chinese Medicine Henan Province Hospital of Traditional Chinese Medicine, Zhengzhou, China.

College of Orthopedics and Traumatology, Henan University of Chinese Medicine, Zhengzhou, China.

出版信息

Sci Rep. 2025 Aug 26;15(1):31432. doi: 10.1038/s41598-025-15210-6.

DOI:10.1038/s41598-025-15210-6
PMID:40858849
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12381286/
Abstract

Tendon injury is a common and challenging clinical problem, and its healing process involves complex cellular and biological factors. Therefore, this study aims to reveal the mechanism of tendon healing and provide theoretical basis for clinical treatment. We first selected GSE26051 dataset from the GEO database and used R language to obtain 721 DEGs (459 up-regulated and 262 down-regulated). Subsequently, the 7378 genes of tendon injury obtained from the GeneCards database were intersected with DEGs to obtain 228 common genes. We constructed a PPI network of common genes using the STRING database, visualized it using Cytoscape software, and selected the top 10 (MYH6, MYL3, MYH1, MYH8, MYL1, TTN, TCAP, PKP2, ACTN2, CSRP3) genes through the CytoHubba plugin. We further identified hub genes (MYH1, MYH6, PKP2, MYH8) via machine learning models. Afterwards, the cytoskeleton in muscle cells and IL-17 signaling pathways were obtained by GO and KEGG analysis of common genes. Finally, the macrophages M2 was screened through immune infiltration analysis. This study revealed that hub genes such as MYH1, MYH6, MYH8 and PKP2 were mainly enriched in the cytoskeleton in muscle cells signaling pathway, and macrophage M2 played an important role in the inflammatory phase of tendon healing.

摘要

肌腱损伤是一个常见且具有挑战性的临床问题,其愈合过程涉及复杂的细胞和生物学因素。因此,本研究旨在揭示肌腱愈合的机制,并为临床治疗提供理论依据。我们首先从GEO数据库中选取GSE26051数据集,并使用R语言获得721个差异表达基因(459个上调和262个下调)。随后,将从GeneCards数据库获得的7378个肌腱损伤基因与差异表达基因进行交集分析,以获得228个共同基因。我们使用STRING数据库构建共同基因的蛋白质-蛋白质相互作用(PPI)网络,使用Cytoscape软件进行可视化,并通过CytoHubba插件选择前10个基因(MYH6、MYL3、MYH1、MYH8、MYL1、TTN、TCAP、PKP2、ACTN2、CSRP3)。我们通过机器学习模型进一步鉴定了核心基因(MYH1、MYH6、PKP2、MYH8)。之后,通过对共同基因的基因本体(GO)和京都基因与基因组百科全书(KEGG)分析,获得了肌肉细胞中的细胞骨架和白细胞介素-17信号通路。最后,通过免疫浸润分析筛选出M2巨噬细胞。本研究表明,MYH1、MYH6、MYH8和PKP2等核心基因主要富集于肌肉细胞信号通路中的细胞骨架,而M2巨噬细胞在肌腱愈合的炎症阶段发挥重要作用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0fb9/12381286/dd582b8f4557/41598_2025_15210_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0fb9/12381286/7d22319055c1/41598_2025_15210_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0fb9/12381286/3a07f1f43276/41598_2025_15210_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0fb9/12381286/b1e6889657ae/41598_2025_15210_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0fb9/12381286/dd582b8f4557/41598_2025_15210_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0fb9/12381286/7d22319055c1/41598_2025_15210_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0fb9/12381286/3a07f1f43276/41598_2025_15210_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0fb9/12381286/b1e6889657ae/41598_2025_15210_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0fb9/12381286/dd582b8f4557/41598_2025_15210_Fig4_HTML.jpg

相似文献

1
Screening of hub genes and immunocytes related to tendon injury based on bioinformatics and machine learning models.基于生物信息学和机器学习模型筛选与肌腱损伤相关的枢纽基因和免疫细胞
Sci Rep. 2025 Aug 26;15(1):31432. doi: 10.1038/s41598-025-15210-6.
2
Identification of SNCA and DRD2 as key genes linking parkinson's disease and circadian rhythm through bioinformatics analysis.通过生物信息学分析鉴定出SNCA和DRD2为连接帕金森病和昼夜节律的关键基因。
Sci Rep. 2025 Aug 26;15(1):31355. doi: 10.1038/s41598-025-16854-0.
3
Identifying pyroptosis- and inflammation-related genes in spinal cord injury based on bioinformatics analysis.基于生物信息学分析鉴定脊髓损伤中与焦亡和炎症相关的基因。
Sci Rep. 2025 Jul 14;15(1):25424. doi: 10.1038/s41598-025-10541-w.
4
Deciphering Shared Gene Signatures and Immune Infiltration Characteristics Between Gestational Diabetes Mellitus and Preeclampsia by Integrated Bioinformatics Analysis and Machine Learning.通过综合生物信息学分析和机器学习破译妊娠期糖尿病和子痫前期之间共享的基因特征及免疫浸润特征
Reprod Sci. 2025 May 15. doi: 10.1007/s43032-025-01847-1.
5
The role of senescence-related hub genes correlating with immune infiltration in type A aortic dissection: Novel insights based on bioinformatic analysis.衰老相关枢纽基因在A型主动脉夹层中与免疫浸润的相关性研究:基于生物信息学分析的新见解
PLoS One. 2025 Jun 25;20(6):e0326939. doi: 10.1371/journal.pone.0326939. eCollection 2025.
6
Bioinformatics analysis of ferroptosis-related hub genes and immunoinfiltration in myocardial ischemia/reperfusion following heart transplantation.心脏移植后心肌缺血/再灌注中铁死亡相关枢纽基因及免疫浸润的生物信息学分析
BMC Cardiovasc Disord. 2025 Jan 10;25(1):16. doi: 10.1186/s12872-024-04462-1.
7
Exploring the shared molecular mechanisms of primary hypertension and IgA vasculitis through a case report and combining bioinformatics analysis.通过病例报告并结合生物信息学分析探索原发性高血压和IgA血管炎的共同分子机制。
Front Immunol. 2025 Jun 6;16:1596174. doi: 10.3389/fimmu.2025.1596174. eCollection 2025.
8
Identification of Hub Genes and Analysis of their Regulatory miRNAs in Patients with Thymoma Associated Myasthenia Gravis Based on TCGA Database.基于TCGA数据库的胸腺瘤伴重症肌无力患者关键基因的鉴定及其调控miRNA的分析
Microrna. 2025;14(1):49-58. doi: 10.2174/0122115366299210240823062457.
9
Integrated bioinformatics and network pharmacology to identify and validate macrophage polarization related hub genes in the treatment of osteoarthritis with Astragalus membranaceus.整合生物信息学与网络药理学以鉴定和验证黄芪治疗骨关节炎中与巨噬细胞极化相关的枢纽基因。
J Orthop Surg Res. 2025 May 30;20(1):543. doi: 10.1186/s13018-025-05799-9.
10
Identification of shared key genes and pathways in osteoarthritis and sarcopenia patients based on bioinformatics analysis.基于生物信息学分析鉴定骨关节炎和肌肉减少症患者共有的关键基因和通路
Zhong Nan Da Xue Xue Bao Yi Xue Ban. 2025 Mar 28;50(3):430-446. doi: 10.11817/j.issn.1672-7347.2025.240669.

本文引用的文献

1
Calcium Signaling Dynamics in Vascular Cells and Their Dysregulation in Vascular Disease.血管细胞中的钙信号动力学及其在血管疾病中的失调
Biomolecules. 2025 Jun 18;15(6):892. doi: 10.3390/biom15060892.
2
Comparative Efficacy of Masseteric-to-Facial Nerve Transfer with and without Fascia Lata Grafts in Reanimating Facial Paralysis.带与不带阔筋膜移植的咬肌神经至面神经移植在面瘫恢复中的比较疗效
Plast Reconstr Surg. 2025 Jun 1;155(6):1011-1022. doi: 10.1097/PRS.0000000000011871. Epub 2024 Nov 11.
3
Ligament Cell Biology: Effect of Mechanical Loading.
韧带细胞生物学:机械负荷的影响
Cell Physiol Biochem. 2025 Apr 30;59(2):252-295. doi: 10.33594/000000773.
4
Identification of thyroid cancer biomarkers using WGCNA and machine learning.使用加权基因共表达网络分析(WGCNA)和机器学习鉴定甲状腺癌生物标志物
Eur J Med Res. 2025 Apr 5;30(1):244. doi: 10.1186/s40001-025-02466-x.
5
Integrated bioinformatics and experiment validation reveal cuproptosis-related biomarkers and therapeutic targets in sepsis-induced myocardial dysfunction.整合生物信息学与实验验证揭示脓毒症诱导的心肌功能障碍中与铜死亡相关的生物标志物和治疗靶点。
BMC Infect Dis. 2025 Mar 31;25(1):445. doi: 10.1186/s12879-025-10822-9.
6
Polylactic acid electrospun membranes coated with chiral hierarchical-structured hydroxyapatite nanoplates promote tendon healing based on a macrophage-homeostatic modulation strategy.基于巨噬细胞稳态调节策略,涂覆有手性分级结构羟基磷灰石纳米片的聚乳酸电纺膜可促进肌腱愈合。
Bioact Mater. 2025 Feb 13;47:460-480. doi: 10.1016/j.bioactmat.2025.01.027. eCollection 2025 May.
7
Hypoxia-Mimicking Microenvironment Scaffold for Enhanced Tendon Regeneration.用于增强肌腱再生的缺氧模拟微环境支架
ACS Appl Mater Interfaces. 2025 Feb 12;17(6):8937-8948. doi: 10.1021/acsami.4c18082. Epub 2025 Feb 3.
8
Muscle Contraction Is Essential for Tendon Healing and Muscle Function Recovery After Achilles Tendon Rupture and Surgical Repair.肌肉收缩对于跟腱断裂和手术修复后的肌腱愈合及肌肉功能恢复至关重要。
J Orthop Res. 2025 Apr;43(4):746-755. doi: 10.1002/jor.26044. Epub 2025 Jan 12.
9
A Homozygous MYH1 Variant Underlies Autosomal Recessive Isolated Recurrent Rhabdomyolysis.一种纯合子MYH1变异是常染色体隐性孤立性复发性横纹肌溶解症的病因。
Am J Med Genet A. 2025 Apr;197(4):e63952. doi: 10.1002/ajmg.a.63952. Epub 2024 Dec 17.
10
Exploring Metabolic Mechanisms in Calcific Tendinopathy and Shoulder Arthrofibrosis: Insights and Therapeutic Implications.探索钙化性肌腱病和肩关节纤维性关节僵直的代谢机制:见解与治疗意义
J Clin Med. 2024 Nov 5;13(22):6641. doi: 10.3390/jcm13226641.