3.1 Annual publication trend
The number of studies published within a specific time frame serves as an indicator of the research status and developmental trends in a particular field[12]. Between January 1, 2003, and December 13, 2023, a total of 6204 articles were published in C. elegans and aging, with an average annual publication rate of 295.43. Figure 2 illustrates a wave-like trend in the number of published papers from 2003 to 2023. Notably, there were distinct peaks in publication occurring in 2010, 2014, 2018, and 2022, indicating heightened popularity and increased output during these years. The exponential function y = 132.79e0.0656x (R2 = 0.9028, The variable x represents the number of years, while y represents the annual number of publications.) was concurrently established, exhibiting a commendable degree of fitting. Consequently, the utilization of C. elegans as an exemplary model organism for investigating aging has garnered escalating attention and emerged as a burgeoning avenue of research.
3.2 Distribution of countries/regions
The results of visual analysis conducted using VOSviewer and Scimago Graphica software are presented in Fig. 3A, illustrating the publishing regions of Caenorhabditis elegans and aging-related research. A total of 6204 articles were published from 82 countries. Figure 3A demonstrates that the United States exhibits a strong inclination towards international collaboration, particularly with China. Notably, the United States contributed the highest number of publications (2849 papers), accounting for 45.92% of the total output. Following closely behind are China (1042 papers) and Germany (680 papers), representing 16.80% and 10.96% respectively. The early initiation of research in C. elegans and aging in these three countries suggests a strong foundation for the obtained research findings.
The top 10 countries/regions with the highest number of publications in C. elegans and aging from January 1, 2003 to December 13, 2023 were analyzed using CiteSpace. Figure 3B illustrates that during this time period, China exhibited the most significant emergence intensity (91.5) in the field, specifically between the years 2021 and 2023. This indicates that from 2021 to 2023, this field has gained significant prominence in China and is expected to remain a prominent research trend in the future. Among the countries and regions, Hungary exhibited the lengthiest period of emergence, spanning from 2006 to 2012, signifying its prominence as a prominent research focus in C. elegans and aging studies during this timeframe.
3.3 Analysis of research institution relationship
According to the visual analysis conducted using VOSviewer software, a total of 3671 institutions were identified as publishers of these 6204 research articles, as depicted in Fig. 4. The data presented in Fig. 4 demonstrates that Max Planck Institute for Biology of Ageing exhibits a pronounced inclination towards collaborative partnerships with other institutions, as evidenced by its notably weight < Total link strength>. Additionally, it is noteworthy that the Chinese Academy of Sciences maintains a particularly close working relationship with the University of Chinese Academy of Sciences. Harvard University emerged as the frontrunner, boasting an impressive tally of 158 research papers, securing the top spot in this ranking. Following closely behind were University College London and Chinese Academy of Sciences, with 156 and 139 scholarly articles respectively. The relationship between these institutions is generally characterized by a close association, thereby further exemplifying the widespread popularity and promising prospects of C. elegans and aging research.
3.4 Author/journal relationship analysis
The VOSviewer software was employed for visualizing the authors of the research papers, revealing a total of 21752 authors who have contributed articles in C. elegans and aging. As depicted in Fig. 5A, Gruber Jan collaborated most closely with Ng Li Fang; Dillin Andrew exhibited the highest publication count (61), followed by Tavernarakis Nektarios, who contributed 59 articles. Hansen Malene exhibited the highest level of willingness to engage in collaborative efforts with the other authors (The weight < Total link strength > values are detailed in the Supplementary materials Table S2.).
The author emergence graph depicts a significant increase in the number of articles published by Kenyon Cynthia during the period from 2007 to 2011, with their initial publications occurring in 2007 (Fig. 5B). For instance, Lee Seung-Jae v reported in Nature Communications (2017) that the regulation of RNA quality control has implications for the process of aging[13]. Additionally, in 2020, it was discovered that VRK-1 operates synergistically with AMPK to regulate cellular energy homeostasis, consequently impacting C. elegans lifespan[14]. These findings collectively suggest that Lee Seung-Jae v have made significant contributions to the field of C. elegans research on aging, thereby enhancing our understanding in this area.
The VOSviewer software was utilized to generate visual representations of the articles published in academic journals, with a total of 1091 journal articles being included for comprehensive analysis. The analysis presented in Fig. 5C and Table S3 revealed that Aging Cell had the highest number of publications (272), followed by Plos One with 201 articles. Notably, Aging Cell exhibited the strongest co-occurrence with Plos Genetics. We computed the similarity between articles based on the co-occurrence frequency of journals and conducted clustering analysis accordingly, where distinct clusters were visually distinguished by different colors. In the red cluster, Experimental Gerontology publication exhibited the highest frequency of articles (The number of publications ranked third); In the green cluster, Aging Cell demonstrated a greater number of published articles; PNAS displayed a higher volume of published articles within the blue cluster; Nature Communications presented a larger quantity of published articles in the yellow cluster (Relevant details can be found in Table S3). The journal Aging Cell is dedicated to providing mechanistic insights into biological phenomena associated with aging, and its authority in the field of aging has garnered significant recognition from research teams worldwide. In summary, Aging Cell, Plos One, and Experimental Gerontology are the predominant sources of publications in the field of C. elegans and aging, and will continue to hold this position for the foreseeable future.
Mechanisms Of Ageing and Development and Experimental Gerontology published a large number of articles in C. elegans and aging in the early years, while Nature Aging is a nascent subsidiary publication of Nature that was introduced in late 2020 (Fig. 5D). This indicates that research in C. elegans and aging have emerged as prominent areas of study in recent years, reflecting their significance as research hotspots and directions (Relevant details can be found in Table S4). In conclusion, C. elegans serves as an exemplary model organism for investigating the intricacies of aging, and it is anticipated that this field will continue to thrive in the foreseeable future.
3.5 Co-citation analysis of research field and articles
The literature categories obtained from the Web of Science core collection database were subjected to statistical analysis, and visual analysis was performed using VOSviewer software. A total of 6204 articles pertaining to C. elegans and aging were classified into five major fields (Relevant details can be found in Table S5). As depicted in Fig. 6A, research in C. elegans and aging primarily focuses on Cluster 1 (Biology and Medicine), Among them, the subdivisions of Cell biology, Biochemistry & molecular biology, and Geriatrics & gerontology constitute a relatively substantial proportion. Within this field, the C. elegans model serves as a primary tool for investigating cellular activities. Research focuses on elucidating aging pathways and exploring age-related diseases. Cluster 2 (Psychology and Social Sciences) encompasses the utilization of C. elegans' aging characteristics to investigate the aging behavior of this organism through studies on substance abuse and behavioral sciences, including alcohol, drug molecules, and other foreign substances. Furthermore, the discourse on Health policy & services and Agricultural economics encompasses topics such as agricultural heavy metals, probiotics, and agricultural pesticides. Cluster 3 (Chemistry and Physics): The lifespan of C. elegans were investigated using Materials science, Nanoscience and Chemistry. Cluster 4 (Ecology and Environmental S&T): Leveraging the aging characteristics of C. elegans, this study delves into the realm of Environmental sciences encompassing Oceanography, Limnology, Soil science, etc., while also engaging in pertinent discussions on Anthropology and Biodiversity conservation. Cluster 5 (Engineering & Mathematics): Artificial intelligence and computer science are employed to facilitate the development of a novel generation of automated mathematical models for nematode body tracking systems, as well as the fabrication of living soft micro-robots that emulate Caenorhabditis elegans, thereby advancing fundamental scientific research in biophysics and neuroscience [15–16].
The co-citations of literature in C. elegans and aging from January 1, 2003 to December 13, 2023 were analyzed using CiteSpace, as depicted in Fig. 6B. The article authored by Cynthia J. Kenyon, published in Nature (2010), boasts the highest number of citations, totaling 304. Subsequently, Cynthia J. Kenyon's publication in Cell (2005) garnered 213 citations. Cynthia J. Kenyon's study elucidated the impact of mutations in the C. elegans longevity pathway on age-related diseases and aging, unveiling the precise genetic repertoire and functions of these genes, thereby making a substantial contribution to the comprehensive global investigation of C. elegans and its aging process. Through the analysis, it is evident that the top ten cited literature sources exclusively originate from the prestigious journals of Nature, Cell, and Science. This observation underscores the pivotal role played by these three journals in advancing research in C. elegans and aging, thereby highlighting the significance and current focus of this field (Table S6).
3.6 Keyword frequency cluster analysis
The investigation of research hotspots and frontiers in a specific field can be facilitated through keyword analysis. CiteSpace was employed to analyze the co-occurrence of keywords in studies in C. elegans and aging from January 1, 2003, to December 13, 2023 (Fig. 7A). Apart from the search term Caenorhabditis elegans (C. elegans), the most frequently occurring keywords were oxidative stress with a frequency of 346 and stress resistance with a frequency of 190. According to the timeline analysis diagram of keyword frequency clustering (Fig. 7B), it is evident that keyword clustering is categorized into 13 distinct clusters, namely #0 Caenorhabditis elegans, #2 caloric restriction, #3 oxidative stress, #4 Alzheimer's disease, and #5 lifespan. The longitudinal presence of these five keywords from 2003 to 2023 highlights the research focus on investigating the relationship between C. elegans aging and caloric restriction or oxidative stress in this field. Furthermore, the investigation of neurodegenerative disorders utilizing the aging model of C. elegans, such as Alzheimer's disease, has emerged as a focus and highly pursued research direction in the scientific community. The popularity of caloric restriction, drosophila, dauer, etc., has exhibited a declining trend in recent years, as depicted in Fig. 7C. Conversely, the prevalence of insulin, anti-aging, oxidative stress, etc., has demonstrated an upward trajectory over time. The keyword emergence intensity of caloric restriction is the highest (14.03), as depicted in Fig. 7D. The longest-lasting keyword is free radicals, lasting 12 years (2003–2014). The emerging keywords neurodegeneration and antioxidant are poised to become the focal points of future research in C. elegans and aging.