{"title":"Visual analysis of research trends in diabetes-associated dry eye <i>via</i> bibliometrics.","authors":"Zhe Yang, Jia-Yi Jiang, Xiao-Hui Zhang","doi":"10.18240/ijo.2025.09.16","DOIUrl":null,"url":null,"abstract":"<p><strong>Aim: </strong>To provide a comprehensive review of the advances in research on diabetes-associated dry eye (DADE), highlighting its pathophysiological mechanisms, risk factors, and demographic characteristics, laying the foundation for further investigation into its pathogenesis and treatment strategies.</p><p><strong>Methods: </strong>A systemic review of the documents related to DADE had been performed based on the Web of Science database prior to achieving the plain text files of authors, titles, journals, and abstracts which afterwards had been imported into Citespace and VOSviewer software for data cleansing. The visual analysis was implemented from the following aspects: journals' publications, author and national cooperation, keyword co-occurrence, timeline analysis, and burst detection.</p><p><strong>Results: </strong>The 318 documents in 167 journals had been incorporated with the overall annual citations and annual publications respectively growing significantly since 2014 and 2016. The keyword co-occurrence networks formed 4 clusters, with the representative keywords being dry eye, diabetes mellitus, prevalence, and diabetic retinopathy. Both the timeline map and the burst detection demonstrated that in the exploration of the pathogenesis of DADE, initial research was dedicated to Sjögren's syndrome, followed by cross-sectional statistical analysis of the pertinent contributing factors of DADE using online databases. Precisely the oxidative stress seemed to surge into the research spotlight presently. The key pathogenic mechanisms of DADE include inflammation, oxidative stress and corneal neuropathy, contributing to the development of dry eye symptoms.</p><p><strong>Conclusion: </strong>Age, gender, diabetes duration, and diabetic retinopathy are strongly associated with the development of DADE, but the impact of other systemic factors require further investigation. With high prevalence of dry eye in Asia, valuable resources like the Korea National Health and Nutrition Examination Survey (KNHANES) database offer crucial data for developing risk prediction models for DADE. Building risk prediction models using machine learning algorithms is a promising future research direction, enabling physicians to identify high-risk individuals and implement early interventions.</p>","PeriodicalId":14312,"journal":{"name":"International journal of ophthalmology","volume":"18 9","pages":"1737-1746"},"PeriodicalIF":1.8000,"publicationDate":"2025-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12378671/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International journal of ophthalmology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.18240/ijo.2025.09.16","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/1/1 0:00:00","PubModel":"eCollection","JCR":"Q2","JCRName":"OPHTHALMOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Aim: To provide a comprehensive review of the advances in research on diabetes-associated dry eye (DADE), highlighting its pathophysiological mechanisms, risk factors, and demographic characteristics, laying the foundation for further investigation into its pathogenesis and treatment strategies.
Methods: A systemic review of the documents related to DADE had been performed based on the Web of Science database prior to achieving the plain text files of authors, titles, journals, and abstracts which afterwards had been imported into Citespace and VOSviewer software for data cleansing. The visual analysis was implemented from the following aspects: journals' publications, author and national cooperation, keyword co-occurrence, timeline analysis, and burst detection.
Results: The 318 documents in 167 journals had been incorporated with the overall annual citations and annual publications respectively growing significantly since 2014 and 2016. The keyword co-occurrence networks formed 4 clusters, with the representative keywords being dry eye, diabetes mellitus, prevalence, and diabetic retinopathy. Both the timeline map and the burst detection demonstrated that in the exploration of the pathogenesis of DADE, initial research was dedicated to Sjögren's syndrome, followed by cross-sectional statistical analysis of the pertinent contributing factors of DADE using online databases. Precisely the oxidative stress seemed to surge into the research spotlight presently. The key pathogenic mechanisms of DADE include inflammation, oxidative stress and corneal neuropathy, contributing to the development of dry eye symptoms.
Conclusion: Age, gender, diabetes duration, and diabetic retinopathy are strongly associated with the development of DADE, but the impact of other systemic factors require further investigation. With high prevalence of dry eye in Asia, valuable resources like the Korea National Health and Nutrition Examination Survey (KNHANES) database offer crucial data for developing risk prediction models for DADE. Building risk prediction models using machine learning algorithms is a promising future research direction, enabling physicians to identify high-risk individuals and implement early interventions.
目的:综述糖尿病相关性干眼(DADE)的病理生理机制、危险因素、人口学特征等方面的研究进展,为进一步探讨其发病机制和治疗策略奠定基础。方法:在Web of Science数据库中对与DADE相关的文献进行系统审查,获得作者、标题、期刊和摘要的纯文本文件,然后将其导入Citespace和VOSviewer软件中进行数据清理。可视化分析从期刊出版物、作者与国家合作、关键词共现、时间线分析、突发检测等方面进行。结果167种期刊318篇文献被收录,2014年和2016年总体年被引量和年发表量均有显著增长。关键词共现网络形成4个聚类,代表性关键词为干眼症、糖尿病、患病率、糖尿病视网膜病变。时间轴图和突发检测都表明,在探索DADE的发病机制时,最初的研究是针对Sjögren’s综合征,然后利用在线数据库对DADE的相关影响因素进行横断面统计分析。正是氧化应激似乎成为了目前研究的焦点。DADE的主要致病机制包括炎症、氧化应激和角膜神经病变,导致干眼症状的发生。结论:年龄、性别、糖尿病病程、糖尿病视网膜病变与DADE的发生密切相关,但其他系统性因素的影响有待进一步研究。由于干眼症在亚洲的高患病率,韩国国家健康与营养调查(KNHANES)数据库等宝贵资源为开发干眼症的风险预测模型提供了重要数据。利用机器学习算法建立风险预测模型是一个很有前途的未来研究方向,使医生能够识别高风险个体并实施早期干预。
期刊介绍:
· International Journal of Ophthalmology-IJO (English edition) is a global ophthalmological scientific publication
and a peer-reviewed open access periodical (ISSN 2222-3959 print, ISSN 2227-4898 online).
This journal is sponsored by Chinese Medical Association Xi’an Branch and obtains guidance and support from
WHO and ICO (International Council of Ophthalmology). It has been indexed in SCIE, PubMed,
PubMed-Central, Chemical Abstracts, Scopus, EMBASE , and DOAJ. IJO JCR IF in 2017 is 1.166.
IJO was established in 2008, with editorial office in Xi’an, China. It is a monthly publication. General Scientific
Advisors include Prof. Hugh Taylor (President of ICO); Prof.Bruce Spivey (Immediate Past President of ICO);
Prof.Mark Tso (Ex-Vice President of ICO) and Prof.Daiming Fan (Academician and Vice President,
Chinese Academy of Engineering.
International Scientific Advisors include Prof. Serge Resnikoff (WHO Senior Speciatist for Prevention of
blindness), Prof. Chi-Chao Chan (National Eye Institute, USA) and Prof. Richard L Abbott (Ex-President of
AAO/PAAO) et al.
Honorary Editors-in-Chief: Prof. Li-Xin Xie(Academician of Chinese Academy of
Engineering/Honorary President of Chinese Ophthalmological Society); Prof. Dennis Lam (President of APAO) and
Prof. Xiao-Xin Li (Ex-President of Chinese Ophthalmological Society).
Chief Editor: Prof. Xiu-Wen Hu (President of IJO Press).
Editors-in-Chief: Prof. Yan-Nian Hui (Ex-Director, Eye Institute of Chinese PLA) and
Prof. George Chiou (Founding chief editor of Journal of Ocular Pharmacology & Therapeutics).
Associate Editors-in-Chief include:
Prof. Ning-Li Wang (President Elect of APAO);
Prof. Ke Yao (President of Chinese Ophthalmological Society) ;
Prof.William Smiddy (Bascom Palmer Eye instituteUSA) ;
Prof.Joel Schuman (President of Association of University Professors of Ophthalmology,USA);
Prof.Yizhi Liu (Vice President of Chinese Ophtlalmology Society);
Prof.Yu-Sheng Wang (Director of Eye Institute of Chinese PLA);
Prof.Ling-Yun Cheng (Director of Ocular Pharmacology, Shiley Eye Center, USA).
IJO accepts contributions in English from all over the world. It includes mainly original articles and review articles,
both basic and clinical papers.
Instruction is Welcome Contribution is Welcome Citation is Welcome
Cooperation organization
International Council of Ophthalmology(ICO), PubMed, PMC, American Academy of Ophthalmology, Asia-Pacific, Thomson Reuters, The Charlesworth Group, Crossref,Scopus,Publons, DOAJ etc.