细胞外囊泡:视觉研究的趋势和临床应用

IF 3.2 Q1 OPHTHALMOLOGY Ophthalmology science Pub Date : 2024-09-12 DOI:10.1016/j.xops.2024.100619
Rahul M. Dhodapkar MD , Eric Jung MD , Sun Young Lee MD, PhD
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引用次数: 0

摘要

目的对视觉科学中细胞外囊泡(EVs)的研究、资助和临床转化工作进行回顾。方法使用预先训练好的大型语言模型(Jina2)为EMBASE归档的、1966年1月至2024年1月期间发表的与EVs相关的41282篇文章摘要创建语义嵌入。根据语义嵌入相似性对文章进行投影和聚类,并通过检查词频-反文档频率加权词云确定 EVs 的研究子域。通过 Mann-Kendall 趋势分析,确定了当前电动汽车研究的增长领域。此外,还分析了来自 RePORT Expenditures and Results 的美国国立卫生研究院资金数据和来自 ClinicalTrials.gov 的临床试验数据,以将论文发表趋势与资金支持和临床转化工作联系起来。结果 无监督聚类和 Mann-Kendall 趋势分析发现,随着时间的推移,伤口愈合/再生(P = 0.030)和神经退行性疾病(P = 0.049)的论文发表增长速度明显加快。眼科限制子集分析发现,年龄相关性黄斑变性(P = 0.191)和临床应用(P = 0.086)方面的论文不再显著增长。对资助数据的分析表明,美国国立癌症研究所是总体资助最多的机构,但美国国立老龄化研究所在资助EV研究和试验方面进展迅速。对 ClinicalTrials.gov 数据的分析表明,尽管其他医学子领域的研究数量在不断增加,但眼科领域的临床试验却十分匮乏。更好地了解当前的研究和资助趋势应有助于为未来的资助和转化工作提供信息。财务披露专利或商业披露可参见本文末尾的脚注和披露。
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An Eye on Extracellular Vesicles: Trends and Clinical Translations in Vision Research

Purpose

To perform a review of research, funding, and clinical translation efforts for extracellular vesicles (EVs) within vision science.

Design

Retrospective analysis of publication, funding, and clinical trials data.

Methods

A pretrained large language model (Jina2) was used to create semantic embeddings for 41 282 abstracts from articles related to EVs archived on EMBASE and published between January 1966 and January 2024. The articles were projected and clustered according to semantic embedding similarity, and research subdomains for EVs were determined through inspection of term frequency-inverse document frequency weighted word clouds. Mann–Kendall trend analysis was performed to identify current areas of growth within EV research. Additionally, National Institutes of Health funding data from RePORT Expenditures and Results and clinical trials data from ClinicalTrials.gov were analyzed to correlate publication trends with funding support and clinical translation efforts.

Results

Unsupervised clustering and Mann–Kendall trend analysis identified wound healing/regeneration (P = 0.030) and neurodegenerative disease (P = 0.049) as significantly accelerating in growth of publication over time. Ophthalmology-restricted subset analysis identified that publications in age-related macular degeneration (P = 0.191) and clinical applications (P = 0.086) are no longer growing at a significant rate. Analysis of funding data identified that the National Cancer Institute was the top funding institution overall, but that the National Institute on Aging is rapidly advancing in terms of funding EV research and trials. Analysis of ClinicalTrials.gov data highlights a dearth of clinical trials within ophthalmology despite a growing number of studies in other medical subfields.

Conclusions

Extracellular vesicles remain a promising substrate for both the identification and treatment of vision-threatening diseases. A better understanding of the current landscape of research and funding trends should help to inform future funding and translational efforts.

Financial Disclosures

Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
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来源期刊
Ophthalmology science
Ophthalmology science Ophthalmology
CiteScore
3.40
自引率
0.00%
发文量
0
审稿时长
89 days
期刊最新文献
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