Scientometric Analysis and Visualization of Research on the Effects of Microplastics on Marine Life

The study investigated the effects of microplastics on marine life through scientometric analysis and visualization of research publications. A total of 8,397 scientific documents were collected from the Scopus database covering the years 2013 to 2022 using bibliometric tools. The analysis includes annual scientific production, prolific authors, influential journals, productive institutions, keyword co-occurrences, thematic structures, factorial maps, globally cited publications, research trends, country-wise contributions, international collaborations and funding agencies' roles. The findings revealed that 2022 was the most productive year for publishing, with 3,239 documents. Y. Zhang emerged as the most prolific author in this field, while the Journal of Science of the Total Environment had the highest number of publications. East China Normal University is the most productive institution that contributed the maximum number of publications. The word microplastic is the most frequently used keyword by researchers. The study 'The Physical Impact of Microplastics on Marine Organisms: A Review' by Wright, S. L. et al . was a highly cited paper, indicating its significance in the field. The analysis also highlighted the National Natural Science Foundation of China was the major funding agency and China exhibited the strongest international collaboration with the USA. This study provides crucial insights for addressing knowledge gaps, promoting collaboration and guiding evidence-based policies to mitigate the impacts of microplastics on marine ecosystems.


INTRODUCTION
Microplastics are small plastic particles measuring less than 5 millimeters, which harm ocean and aquatic life worldwide.They can be either intentionally produced on a microscale or result from the breakdown of larger plastic items. [1,2]] Once in the ocean, microplastics are ingested by a wide range of marine organisms, from zooplankton to apex predators like sharks and whales. [6,7]The effects of microplastics on marine life are diverse and multifaceted.Firstly, ingestion can result in physical harm, leading to internal injuries and blockages of the digestive system. [8,9]Microplastics have also been found to adsorb and concentrate toxic pollutants, endangering marine creatures' health and reproductive success.2] Coral reef is one such significantly affected species disturbing the entire ecosystem, often called the "rainforests of the sea," providing habitat for numerous marine organisms.5][16] Rising sea temperatures, driven by climate change, can lead to coral bleaching events, resulting in widespread mortality and loss of habitat for associated species. [17,18][21] Microplastics come in various shapes, sizes, colors and densities, often associating with pollutants, bacteria and viruses during their production and distribution. [22,23]Environmental forces like monsoons and ocean currents further contribute to their spread and accumulation across different marine regions.
Hence, this study aims to explore research advancements, collaboration patterns, intellectual structures and emerging themes concerning the effects of microplastics on marine life.Such insights can inform policy-making, funding decisions and future research directions.

LITERATURE REVIEW
Several recent studies have analyzed global microplastic research, considering different periods and aspects of the subject.Bhat et al. [24] conducted a global scientometric analysis of microplastic research from 1980 to 2021.It retrieved 8,257 bibliographic records from the Web of Science core collection database.The study found that "microplastics" was not used before 2003, but its use as a pollutant keyword significantly increased since 2004.Statistical analysis revealed a substantial growth in microplastic articles since 2014, with at least 100 articles per year.Leading plastic-producing countries were China, the USA, Germany and Italy.Microplastic research encompasses various disciplines such as environmental sciences, ecology, marine freshwater biology, engineering, chemistry, toxicology and water resources.He et al. [25] examined microplastic research in terrestrial systems using data from the Web of Science between 1986 and 2020.It used VOSviewer software to analyse keywords, authors, organizations, countries and journals related to terrestrial microplastics.The study revealed that Science of the Total Environment is the top journal for publishing papers on terrestrial microplastics.It also emphasized the need for standardized protocols to extract and quantify soil microplastics.Sharma, Jaiswal and Kaur [26] studied microplastic research trends from 2011-2019 using the Scopus database.It reveals that most articles (around 49%) were authored by individuals affiliated with the Chinese Academy of Sciences.The journals 'Marine Pollution Bulletin' and 'Environmental Pollution' were identified as important, with 273 and 185 research publications, respectively.'Environmental Pollution' was the leading journal (about 20%) focused on microplastics in the environment.Co-authorship analysis revealed that China had the most collaborations followed by the USA, forming the top cluster with a 42-link strength.The study also highlighted potential future research areas and emerging trends.Li et al. [27] examined microplastic research trends from 2004 to 2020.They collected 2872 articles from the Web of Science for bibliometric visual analysis using CiteSpace.China and the United States emerged as the top contributors in microplastics research.The study involved researchers from various disciplines, including ecology, chemistry, molecular biology, environmental science and oceanography.Recent research has focused on microplastics' ecological distribution and toxicity and their association with heavy metal pollution.Davtalab, Byčenkienė and Uogintė [28] analysed the research publications from 1990 to 2022 on microplastics, identifying influential countries, authors, institutes, papers and journals.It found a consistent rise in microplastic publications and citations in recent years, with 19 and 35 times increase since 2015.The study was also analyzed thoroughly, revealing significant keywords and clusters to guide future research and capture scholars' attention to crucial topics.

Objectives
The objectives of the study are: • To explore the annual scientific publications during 2013-22.
• To analyse the most prolific authors, highly influential journals and productive research institutions.
• To visualize the co-occurrence of keywords.
• To evaluate the global collaboration map of the research.
• To analyse research trends and create a factorial map of the research.
• To identify the top funding agency and the highly globally cited publication.

METHODOLOGY
This study analyzed the research publications on microplastics from 2013 to 2022 using evaluative scientometric methods.A total of 8,397 publications were retrieved from the Scopus database using the following keyword.The selected terms have been searched in the fields "article title, abstract and keywords".The search query used was: ((TITLE-ABS-KEY("microplastics") OR TITLE-ABS-KEY ("Microplastic source") OR TITLE-ABS-KEY ("Microplastic effects on marine life")) AND PUBYEAR>2012 AND PUBYEAR<2023 AND (LIMIT-TO (LANGUAGE, "English")) AND (LIMIT-TO (SUBJAREA, "ENVI"))).The search was conducted on May 22, 2022.
The data were collected from various types of publications, including articles, reviews, book chapters, conference papers and others.These research papers included full bibliographical details such as publication growth, author profiles, high-ranking journals, significant keywords, affiliations' names and funding agencies.All publications included in the study were in English.The main focus of the study was to analyse trends in publications and citations.The data were downloaded in CSV format for analysis using bibliometric software such as the Bibliometrix package of R Studio [29,30] and VOSviewer. [31]Additionally, Microsoft Excel was used for data analysis and tabulation.The workflow of the study is illustrated in Figure 1.

Annual Scientific Production
The annual trends of scientific production in terms of publications are shown in Figure 2.For over 10 years, researchers have published and indexed 8,397 scientific documents in the Scopus database on the effects of microplastic on marine life.The number of documents has been consistently increasing from 2013 to 2022.The most productive year for publishing documents was Hazarika and Sudhier: Scientometric analysis of Microplastics on Marine Life 2022, with 3239 (38.58%) publications, followed by 2021, with 2068 (24.63%) published records and the least productive year was 2013, with 18 (0.22%) published records.

Productive Authors
The top 10 authors, ranked according to the highest number of publications, are listed in Table 1, along with total citations, h-index, g-index and publication year.The h-index and g-index functions are implemented in the biblimetrix R package and Bibexcel is used for productivity and citation information from the respective authors.The h-index is calculated based on the analysis of publication data using publications and citations.On the other hand, the g-Index is one of the unique and most significant numbers cited by top g-papers, at least g2.The study reveals that Zhang Y (2016) is the most prolific author in this field, with 270 articles published with 11,996 citations and a g-index of 101.Wang J (2015) is the second-highest author, who contributed 258 articles with 16,979 citations and received a g-index of 124.Among the top 10 authors, Wang Q (2018) has the lowest number of 111 publications and 4515 citations.Regarding the h-index, Wang J and Zhang Y are in 1 st and 2 nd ranks with an h-index of 71 and 58, respectively.

Highly Productive Journals
The top 10 journals that prefer papers from various sources are enumerated in Table 2.It indicates the high-ranking journals with total publications, citations, h-index, g-index and publisher details.The journal 'Science of the Total Environment' (Elsevier) had the highest number of publications (1292) with 70,547 citations and received an h-index of 128 and a g-index of 211 in 2014.It is followed by the 'Marine Pollution Bulletin' (Elsevier Inc.) published the second-highest number of papers (960) with 60,178 citations.The third most productive journal was 'Environmental Pollution' (Elsevier Ltd.,) which had the highest number of 72,137 total citations and received the highest h-index of 145.Among the top 10 journals in 2014, 'Frontiers in Marine Science' (Frontiers Media S.A.) published the least number of papers (131).

Most Productive Institutions
A total of 5,478 institutions were identified as contributors to the research field.Table 3 lists the top institutions ranked by the number of publications.It was found that East China Normal University had the highest number of publications, with 745 (1.67%), followed by Nanjing University with 535 (1.20%) and Northwest A and F University with 419 (0.94%).The institution with the lowest number of publications among the top 10 is Ocean University of China, with 336 (0.75%) publications.Therefore, the majority of institutions are located in China, indicating that China has been a major target country for research.

Co-Occurrences of Keywords
The network visualization map, developed using VOS viewer, allows the study of keyword co-occurrence in research publications.The co-occurrences represent the number of articles in which each keyword is observed.The keywords were divided into clusters and the color of a keyword circle indicates its cluster affiliation.It formed 5 clusters: red, green, blue, yellow and purple.Out of 38,691 keywords, 9,574 met the threshold by taking the minimum number of at least 3 documents.From these 9,574 keywords, only 100 were selected for interconnected analysis, resulting in 5 clusters, 4,644 links and a total link strength of 150,638.Notably, the most frequently used keywords were 'microplastic' (7,365 times and 62,637 TLS), 'water pollutant' (3,902 times and 39452 TLS), 'particle size' (1,998 times and 21,415TLS) and 'polypropylene' (1,382 times and 15,155 TLS), as shown in Figure 3.

Thematic Map
A thematic map depicts typological themes using density (Y-axis) and centrality (X-axis).Figure 4 shows the map with three representative labels per theme.Centrality indicates topic importance, while density reflects development.Bubbles represent themes.The map consists of four quadrants: • Motor themes (upper-right) • Basic themes (lower-right) • Emerging or declining themes (lower-left) • Niche topics (upper-left) In the upper-right quadrant, motor themes include microplastics, nanoplastics and adsorption, highlighting their importance and development in research.In the lower-right quadrant, microplastic, plastic pollution and pollution are basic themes, signifying significance but limited development.Moving to the upper-left quadrant, microplastic pollution, wastewater and abundance are niche themes.This quadrant shows highly specialized subjects designated by a high density but low centrality.Finally, in the underdeveloped themes section, plastics, ecotoxicology and human health represent themes indicating an emerging or declining status.

Factorial Analysis
The factorial analysis is used to map the conceptual structure of a framework using multiple correspondences of keywords.This study comprises 50 words and identifies 3 clusters of documents that reveal familiar concepts in Figure 5.The three clusters that emerged are red, blue and green.Cluster 1 (red) encompasses concepts such as microplastic, plastic, microplastics, environmental monitoring, plastics, article, water pollutants, water pollutants, chemicals, plastic waste, polymers, polyethylene, particle size, marine ecosystem pollution, microplastic pollution, water, Fourier transform infrared spectroscopy, humans, polypropylene, marine environment, concentration composition, unclassified drugs, sediment, polypropylenes, concentration parameters, humans, water pollution, chemistry, pollution and priority journals.Cluster 2 (blue) introduces concepts such as nonhuman, controlled studies, toxicity, animals, polystyrene, bioaccumulation and analysis.Cluster 3 (green) focuses on the word polystyrenes and polystyrene derivatives, which refer to the effects of microplastics on marine life.

Most Globally Cited Publications
The top 10 globally cited papers are shown in

Country Scientific Production
The scientific production of research on microplastic effects on marine life across various countries from 2013-2022 is displayed in Table 5.The analysis indicates the top 20 productive countries contributed significantly to this field.China emerged as the leading    contributor with an impressive 17313(37.02%)publications and 121,130 citations, followed by Italy with 2884(6.17%)publications and 17,527 citations.The USA secured the third position with 2300(4.92%)publications and 21,263 citations, while Germany follows closely behind with 2045(4.38%)publications and 23,690 citations.At the bottom of the list, Sweden has contributed the lowest number of publications, with 410(0.88%)publications and 3,960 citations.The analysis reveals China as the most productive country in terms of both publications and citations in the domain.

International Collaboration
The collaboration world map in Figure 7 shows the authors' country-based affiliation, with colors indicating the strength level of the relationship.Light colors represent a weak relationship, while dark colors indicate a stronger relationship.Gray indicates no connection.Mathematically, an edge in a network (or graph) refers to a connection between two nodes (or vertices).In this case, the countries serve as the nodes and the cooperation between them serves as the edges.The map reveals that the top 10 most frequent

DISCUSSION
This comprehensive analysis provides valuable insights into the research landscape concerning the effects of microplastics on marine life.The results reveal critical information, including publication trends, most productive authors, leading journals, prolific institutions, thematic structures and global collaborations.
The increasing trend in scientific publications over the past decade reflects the growing concern and interest in microplastic pollution and its impacts on marine ecosystems.

CONCLUSION
This study provides a comprehensive overview of research trends, collaboration patterns and thematic developments in microplastics and their effects on marine life.The findings highlight the growing scientific interest in addressing this environmental issue and emphasize the potential for collaboration and knowledge sharing among researchers, policymakers and stakeholders.By addressing knowledge gaps, promoting interdisciplinary collaboration and informing evidence-based policies, the scientific community can play a crucial role in mitigating the effects of microplastics and protecting the health of marine ecosystems for future generations.

Figure 1 :
Figure 1: Workflow of the study.
Hazarika and Sudhier: Scientometric analysis of Microplastics on Marine Life

Figure 2 :
Figure 2: Annual trends of articles published from 2013 to 2022.Source(s): Figure by authors.

Figure 6
Figure 6 depicts the trend of microplastics as a topic of interest based on the author's keywords from 2013 to 2022.Furthermore, Year q1, year med and year q3 represent different periods.A

Figure 4 :
Figure 4: Thematic map representation of author keywords.

Table 4 .
It includes information on authors, specialized journals, year of publication, total citations and the average number of citations per year for each article.The paper entitled 'The physical impact of microplastics on marine organisms: a review' by Wright SL et al.
(2013), published in Environmental Pollution, received the highest citations (2382), with an average of 216.55 citations per year and a total normalized citation of 3.59.It is followed by the article titled 'Microplastics in Freshwater and Terrestrial Environments: Evaluating the Current Understanding to Identify the Knowledge Gaps and Future Research Priorities' by Horton AA et al. (2017) and published in Science of the Total Environment, which received 1588 citations, with an average of 226.86 citations per year and a normalized total citation of 7.71.The article 'Microplastic Ingestion by Zooplankton' by Cole M (2013), published in Environmental Science and Technology, secured the third rank with 1543 citations, an average of 140.27 citations per year and a normalized total citation of 2.32.Lastly, the article 'The impact of debris on marine life, ' authored by Gall SC, obtained the lowest ranking on the list with 1147 citations, averaging 127.44 per year.

Table 3 : Top 10 productive institutions.
Identifying prolific authors and institutions provides valuable information about the leading contributors to this field of research.Authors such as Zhang Y and Wang J have made substantial contributions, indicating their expertise and influence in the field.Similarly, institutions like East China Normal University and Nanjing University have emerged as key hubs of research activity in this TC= "Total Citations".

Table 5 : Top 20 country-wise scientific production. Figure 7: Top
ten most collaborative countries.
Hazarika and Sudhier: Scientometric analysis of Microplastics on Marine Life domain.The concentration of research output in institutions from China highlights the country's investment in scientific research and its commitment to addressing environmental issues.Collaboration among researchers from different countries can facilitate knowledge exchange and accelerate scientific progress.The preference for specific journals, such as Science of the Total Environment, Marine Pollution Bulletin and Environmental Pollution, highlights the significance of this research topic.These journals serve research findings and shape scientific discourse and policymakers.The analysis of globally cited publications highlights seminal contributions to the literature, such as the review by Wright et al. (2013) on the physical impact of microplastics on marine organisms.These highly cited papers are foundational works that have influenced the research directions and policies.Research trends identified through the author's keyword analysis offer insight into emerging research areas and priorities.Lastly, examining funding agencies shows the financial support structures for research in this field.The dominance of Chinese funding agencies reflects strategic investments in addressing environmental challenges and promoting scientific innovation.