• 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

基于失巢凋亡抗性的慢性阻塞性肺疾病诊断和预测模型的开发

Development of Diagnostic and Predictive Models for COPD Based on Anoikis Resistance.

作者信息

Hu Wenmin, Sun Jingjing, Wang Mei, Wang Yaoyao, Mu Chaohui, Yu Xinjuan, Yuan Peng, Han Wei, Li Yongchun, Li Qinghai

机构信息

Qingdao Key Laboratory of Common Diseases, Qingdao Municipal Hospital, School of Medicine and Pharmacy, Ocean University of China, Qingdao, Shandong, 266071, People's Republic of China.

Department of Respiratory and Critical Care Medicine, Qingdao Municipal Hospital, University of Health and Rehabilitation Sciences, Qingdao, 266071, People's Republic of China.

出版信息

J Inflamm Res. 2025 Sep 6;18:12263-12278. doi: 10.2147/JIR.S534626. eCollection 2025.

DOI:10.2147/JIR.S534626
PMID:40937173
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12422139/
Abstract

BACKGROUND

Chronic obstructive pulmonary disease (COPD) pathogenesis involves persistent airway inflammation and remodeling, yet the role of anoikis resistance remains poorly characterized. This study aimed to identify anoikis resistance-related hub genes and evaluate their clinical utility in COPD phenotyping and prognosis.

METHODS

Integrated bioinformatics analysis of the GSE11906 dataset identified anoikis resistance-related differentially expressed genes (DEGs). Functional enrichment, LASSO regression, and machine learning (RF, SVM, XGB, GLM) were employed to pinpoint core hub genes. Multi-level validation included external datasets (GSE19407), in vitro (CSE-stimulated 16HBE cells), in vivo (cigarette smoke-exposed mice), and clinical samples (PBMCs). Diagnostic and prognostic models were developed using logistic regression.

RESULTS

Five core hub genes (UCHL1, ME1, SLC2A1, BMP4, CRABP2) were identified, with ME1, SLC2A1, and BMP4 consistently upregulated in COPD across models and strongly correlated with emphysema index (negative, R = -0.41 to -0.45) and airway wall thickness (positive, R = 0.40-0.45). These genes exhibited significant associations with peribronchial immune cell infiltration. Diagnostic models for emphysema-predominant COPD (AUC = 0.860) and disease staging (AUC = 0.882), along with a prognostic model for hospitalization duration (AUC = 0.867), demonstrated robust clinical performance.

CONCLUSION

ME1, SLC2A1, and BMP4 are pivotal anoikis resistance-related biomarkers in COPD, driving immune dysregulation and structural remodeling. The developed models enable precise phenotyping, severity stratification, and personalized prognosis prediction, advancing precision medicine strategies for COPD management.

摘要

背景

慢性阻塞性肺疾病(COPD)的发病机制涉及持续性气道炎症和重塑,但失巢凋亡抗性的作用仍未得到充分描述。本研究旨在鉴定与失巢凋亡抗性相关的核心基因,并评估其在COPD表型分析和预后中的临床应用价值。

方法

对GSE11906数据集进行综合生物信息学分析,以鉴定与失巢凋亡抗性相关的差异表达基因(DEG)。采用功能富集、LASSO回归和机器学习(随机森林、支持向量机、极端梯度提升、广义线性模型)来确定核心基因。多层次验证包括外部数据集(GSE19407)、体外实验(CSE刺激的16HBE细胞)、体内实验(香烟烟雾暴露小鼠)和临床样本(外周血单核细胞)。使用逻辑回归建立诊断和预后模型。

结果

鉴定出五个核心基因(泛素羧基末端水解酶L1、苹果酸酶1、溶质载体家族2成员1、骨形态发生蛋白4、细胞视黄酸结合蛋白2),在各模型中,苹果酸酶1、溶质载体家族2成员1和骨形态发生蛋白4在COPD中持续上调,且与肺气肿指数(负相关,R = -0.41至-0.45)和气道壁厚度(正相关,R = 0.40 - 0.45)密切相关。这些基因与支气管周围免疫细胞浸润显著相关。以肺气肿为主的COPD诊断模型(曲线下面积 = 0.860)和疾病分期模型(曲线下面积 = 0.882),以及住院时间预后模型(曲线下面积 = 0.867)均显示出强大的临床性能。

结论

苹果酸酶1、溶质载体家族2成员1和骨形态发生蛋白4是COPD中关键的失巢凋亡抗性相关生物标志物,驱动免疫失调和结构重塑。所建立的模型能够实现精确的表型分析、严重程度分层和个性化预后预测,推动COPD管理的精准医学策略发展。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2f78/12422139/ee34eae9a488/JIR-18-12263-g0007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2f78/12422139/3507cd042bcd/JIR-18-12263-g0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2f78/12422139/a3ea0435c1a7/JIR-18-12263-g0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2f78/12422139/0f115098a3e6/JIR-18-12263-g0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2f78/12422139/f431e259cc67/JIR-18-12263-g0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2f78/12422139/7f8c8747e290/JIR-18-12263-g0005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2f78/12422139/f036988a54b4/JIR-18-12263-g0006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2f78/12422139/ee34eae9a488/JIR-18-12263-g0007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2f78/12422139/3507cd042bcd/JIR-18-12263-g0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2f78/12422139/a3ea0435c1a7/JIR-18-12263-g0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2f78/12422139/0f115098a3e6/JIR-18-12263-g0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2f78/12422139/f431e259cc67/JIR-18-12263-g0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2f78/12422139/7f8c8747e290/JIR-18-12263-g0005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2f78/12422139/f036988a54b4/JIR-18-12263-g0006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2f78/12422139/ee34eae9a488/JIR-18-12263-g0007.jpg

相似文献

1
Development of Diagnostic and Predictive Models for COPD Based on Anoikis Resistance.基于失巢凋亡抗性的慢性阻塞性肺疾病诊断和预测模型的开发
J Inflamm Res. 2025 Sep 6;18:12263-12278. doi: 10.2147/JIR.S534626. eCollection 2025.
2
Developing a Panel of Shared Susceptibility Genes as Diagnostic Biomarkers for chronic obstructive pulmonary disease and Heart Failure.开发一组共享易感性基因作为慢性阻塞性肺疾病和心力衰竭的诊断生物标志物。
Comput Biol Med. 2025 Sep;196(Pt A):110657. doi: 10.1016/j.compbiomed.2025.110657. Epub 2025 Jul 4.
3
Anoikis-related biomarkers PARP1 and SDCBP as diagnostic and therapeutic targets for asthma.与失巢凋亡相关的生物标志物PARP1和SDCBP作为哮喘的诊断和治疗靶点。
Sci Rep. 2025 Jul 9;15(1):24779. doi: 10.1038/s41598-025-09979-9.
4
SLC3A2 as a key anoikis-related gene for prognosis and tumor microenvironment remodeling in melanoma.SLC3A2作为黑色素瘤预后和肿瘤微环境重塑的关键失巢凋亡相关基因。
Discov Oncol. 2025 Jul 11;16(1):1306. doi: 10.1007/s12672-025-03125-7.
5
Machine learning based screening of biomarkers associated with cell death and immunosuppression of multiple life stages sepsis populations.基于机器学习对与多生命阶段脓毒症人群细胞死亡和免疫抑制相关生物标志物的筛选。
Sci Rep. 2025 Aug 19;15(1):30302. doi: 10.1038/s41598-025-14600-0.
6
Characterization of novel anoikis-related genes as prognostic biomarkers and key determinants of the immune microenvironment in esophageal cancer.新型失巢凋亡相关基因作为食管癌预后生物标志物及免疫微环境关键决定因素的特征分析
Front Immunol. 2025 Jul 11;16:1599171. doi: 10.3389/fimmu.2025.1599171. eCollection 2025.
7
Identification of Novel Lactylation-Related Biomarkers for COPD Diagnosis Through Machine Learning and Experimental Validation.通过机器学习和实验验证识别用于慢性阻塞性肺疾病诊断的新型乳酸化相关生物标志物
Biomedicines. 2025 Aug 18;13(8):2006. doi: 10.3390/biomedicines13082006.
8
Machine learning and bioinformatics analysis to identify and validate diagnostic model associated with immune infiltration in rheumatoid arthritis.机器学习和生物信息学分析以识别和验证与类风湿关节炎免疫浸润相关的诊断模型。
Clin Rheumatol. 2025 Jun 11. doi: 10.1007/s10067-025-07514-9.
9
Anoikis-related lncRNA signature predicts prognosis and is associated with immune infiltration in hepatocellular carcinoma.无锚定相关长非编码 RNA 特征可预测肝细胞癌的预后,并与免疫浸润相关。
Anticancer Drugs. 2024 Jun 1;35(5):466-480. doi: 10.1097/CAD.0000000000001589. Epub 2024 Mar 11.
10
Potential role of DKK3 and WIF1 in prostate cancer: bioinformatics and clinical analysis.DKK3和WIF1在前列腺癌中的潜在作用:生物信息学与临床分析
Discov Oncol. 2025 Aug 27;16(1):1637. doi: 10.1007/s12672-025-03488-x.

本文引用的文献

1
Multi-omics characterization and machine learning of lung adenocarcinoma molecular subtypes to guide precise chemotherapy and immunotherapy.肺腺癌分子亚型的多组学特征分析及机器学习以指导精准化疗和免疫治疗
Front Immunol. 2024 Nov 28;15:1497300. doi: 10.3389/fimmu.2024.1497300. eCollection 2024.
2
Chronic diesel exhaust exposure induced pulmonary vascular remodeling a potential trajectory for traffic related pulmonary hypertension.慢性柴油尾气暴露诱导肺血管重构:交通相关肺动脉高压的潜在轨迹。
Respir Res. 2024 Sep 28;25(1):348. doi: 10.1186/s12931-024-02976-y.
3
Targeting TUBB3 Suppresses Anoikis Resistance and Bone Metastasis in Prostate Cancer.
靶向 TUBB3 抑制前列腺癌细胞的失巢凋亡抵抗和骨转移。
Adv Healthc Mater. 2024 Nov;13(28):e2400673. doi: 10.1002/adhm.202400673. Epub 2024 Jun 6.
4
GPS2 ameliorates cigarette smoking-induced pulmonary vascular remodeling by modulating the ras-Raf-ERK axis.GPS2 通过调节 ras-Raf-ERK 轴改善吸烟诱导的肺血管重构。
Respir Res. 2024 May 16;25(1):210. doi: 10.1186/s12931-024-02831-0.
5
TRPV4 Regulates the Macrophage Metabolic Response to Limit Sepsis-induced Lung Injury.TRPV4 调节巨噬细胞代谢反应以限制脓毒症引起的肺损伤。
Am J Respir Cell Mol Biol. 2024 Jun;70(6):457-467. doi: 10.1165/rcmb.2023-0456OC.
6
Global Burden of Chronic Obstructive Pulmonary Disease Through 2050.全球慢性阻塞性肺疾病负担研究报告 2050 年展望
JAMA Netw Open. 2023 Dec 1;6(12):e2346598. doi: 10.1001/jamanetworkopen.2023.46598.
7
mTORC1 Mediates Biphasic Mechano-Response to Orchestrate Adhesion-Dependent Cell Growth and Anoikis Resistance.mTORC1 介导双相机械反应以协调黏附依赖性细胞生长和抗失巢凋亡。
Adv Sci (Weinh). 2024 Feb;11(6):e2307206. doi: 10.1002/advs.202307206. Epub 2023 Dec 2.
8
Anoikis resistance and immune escape mediated by Epstein-Barr virus-encoded latent membrane protein 1-induced stabilization of PGC-1α promotes invasion and metastasis of nasopharyngeal carcinoma.爱泼斯坦-巴尔病毒编码的潜伏膜蛋白1诱导的PGC-1α稳定介导的失巢凋亡抗性和免疫逃逸促进鼻咽癌的侵袭和转移。
J Exp Clin Cancer Res. 2023 Oct 7;42(1):261. doi: 10.1186/s13046-023-02835-6.
9
PGAM5 deacetylation mediated by SIRT2 facilitates lipid metabolism and liver cancer proliferation.SIRT2 介导的 PGAM5 去乙酰化作用促进脂质代谢和肝癌增殖。
Acta Biochim Biophys Sin (Shanghai). 2023 Aug 15;55(9):1370-1379. doi: 10.3724/abbs.2023155.
10
Anoikis resistance--protagonists of breast cancer cells survive and metastasize after ECM detachment.失巢凋亡抵抗——细胞外基质解离后乳腺癌细胞存活和转移的主角。
Cell Commun Signal. 2023 Aug 3;21(1):190. doi: 10.1186/s12964-023-01183-4.