Exploratory bibliometric analysis and text mining to reveal research trends in cardiac aging

IF 2.2 Q3 GERIATRICS & GERONTOLOGY Aging Medicine Pub Date : 2024-06-14 DOI:10.1002/agm2.12329
Takahiro Kamihara, Ken Tanaka, Takuya Omura, Shinji Kaneko, Akihiro Hirashiki, Manabu Kokubo, Atsuya Shimizu
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Abstract

Objectives

We conducted a text mining analysis of 40 years of literature on cardiac aging from PubMed to investigate the current understanding on cardiac aging and its mechanisms. This study aimed to embody what most researchers consider cardiac aging to be.

Methods

We used multiple text mining and machine learning tools to extract important information from a large amount of text.

Results

Analysis revealed that the terms most frequently associated with cardiac aging include “diastolic,” “hypertrophy,” “fibrosis,” “apoptosis,” “mitochondrial,” “oxidative,” and “autophagy.” These terms suggest that cardiac aging is characterized by mitochondrial dysfunction, oxidative stress, and impairment of autophagy, especially mitophagy. We also revealed an increase in the frequency of occurrence of “autophagy” in recent years, suggesting that research on autophagy has made a breakthrough in the field of cardiac aging. Additionally, the frequency of occurrence of “mitophagy” has increased significantly since 2019, suggesting that mitophagy is an important factor in cardiac aging.

Conclusions

Cardiac aging is a complex process that involves mitochondrial dysfunction, oxidative stress, and impairment of autophagy, especially mitophagy. Further research is warranted to elucidate the mechanisms of cardiac aging and develop strategies to mitigate its detrimental effects.

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探索性文献计量分析和文本挖掘揭示心脏衰老的研究趋势
我们对PubMed上40年来有关心脏衰老的文献进行了文本挖掘分析,以了解目前对心脏衰老及其机制的认识。这项研究旨在体现大多数研究人员认为的心脏衰老。我们使用了多种文本挖掘和机器学习工具,从大量文本中提取重要信息。分析表明,与心脏衰老相关的最常见术语包括 "舒张"、"肥大"、"纤维化"、"凋亡"、"线粒体"、"氧化 "和 "自噬"。这些术语表明,心脏衰老的特点是线粒体功能障碍、氧化应激和自噬(尤其是有丝分裂)受损。我们还发现,近年来 "自噬 "出现的频率有所增加,这表明自噬研究在心脏衰老领域取得了突破性进展。此外,自2019年以来,"丝裂噬 "的出现频率明显增加,这表明丝裂噬是心脏衰老的一个重要因素。"心脏衰老是一个复杂的过程,涉及线粒体功能障碍、氧化应激、自噬损伤,尤其是丝裂噬。要阐明心脏衰老的机制并制定减轻其有害影响的策略,还需要进一步的研究。
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来源期刊
Aging Medicine
Aging Medicine Medicine-Geriatrics and Gerontology
CiteScore
4.10
自引率
0.00%
发文量
38
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