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Gao Y, Chen J, Fu T, Gu Y, Du W. Quantitative analysis of studies that use artificial intelligence on thyroid cancer: a 20-year bibliometric analysis. Front Oncol 2025; 15:1525650. [PMID: 40171256 PMCID: PMC11958942 DOI: 10.3389/fonc.2025.1525650] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2024] [Accepted: 02/27/2025] [Indexed: 04/03/2025] Open
Abstract
In recent years, with the rapid advancement of computer science, artificial intelligence has found extensive applications and has been the subject of significant research within the healthcare industry, particularly in areas such as medical imaging, diagnostics, biomedical engineering, and health data analytics. Artificial intelligence has also made considerable inroads in the diagnosis and treatment of thyroid cancer. This study aims to evaluate the progress, current hotspots, and potential future directions of research on artificial intelligence in the field of thyroid cancer through a bibliometric analysis. This study retrieved literature on the application of artificial intelligence in thyroid cancer from 2004 to 2024 from the Web of Science Core Collection (WoSCC) database. A retrospective bibliometric analysis and visualization study of the filtered data were conducted using VOSviewer, CiteSpace, and the Bibliometrix package in R software. A total of 956 articles from 70 countries/regions were included. China had the highest number of publications, with Shanghai Jiao Tong University (China) being the most prolific research institution. The most prolific author was Wei, X. (n=14), while Haugen, B. R. was the most co-cited author (n=297). The Frontiers in Oncology (35 articles, IF=3.5, Q1) was the most frequently publishing journal, and Thyroid (cited 1,705 times) was the most co-cited journal. Keywords such as 'ultrasound,' 'deep learning,' and 'diagnosis' indicate research hotspots in this field. This study provides a comprehensive exposition of the current advancements, emerging trends, and future directions of artificial intelligence in thyroid cancer research. It serves as a valuable resource for clinicians and researchers, offering a systematic understanding of key focal areas in the field, thereby assisting in the identification and determination of future research trajectories.
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Affiliation(s)
| | | | | | | | - WeiDong Du
- The First Affiliated Hospital of Zhejiang Chinese Medical University (Zhejiang
Provincial Hospital of Traditional Chinese Medicine), Hangzhou, China
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Souza IDD, Rocha ADO, Mulinari J, Santos PS, Cardoso M, Santana CM. A Bibliometric Analysis of the 100 Most-Cited Articles Concerning Atraumatic Restorative Treatment. Caries Res 2024; 59:104-113. [PMID: 39226886 DOI: 10.1159/000541107] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2024] [Accepted: 08/22/2024] [Indexed: 09/05/2024] Open
Abstract
INTRODUCTION The present study aimed to identify the 100 most-cited articles concerning atraumatic restorative treatment (ART) through a bibliometric analysis. METHODS The search was conducted in the Web of Science database in December 2023. Scopus and Google Scholar were used to compare the number of citations. The following data were extracted from the articles: title, authors, number of citations, access type, institution, country, continent, year of publication, journal, keywords, study design, and theme. Collaborative networks were generated using the VOSviewer software. Google Trends was used to investigate the global popularity of "atraumatic restorative treatment" research. RESULTS The 100 selected articles, published between 1996 and 2019, were cited 5,092 times, ranging from 21 to 239 citations. CariesResearch (12%) and Community Dentistry and Oral Epidemiology (12%) published the highest number of articles. Clinical study (52%) was the most prevalent study design. The main theme addressed was restoration longevity (43%). Conventional high-viscosity glass ionomer was the most used restorative material (69%). The country with the highest number of articles was The Netherlands (33%) and Europe was the continent with most publications (38%). The Radboud University of Nijmegen had the highest number of articles (25%). Frencken was the most prominent author (38%). The most common keyword was "atraumatic restorative treatment" (n = 60). According to Google Trends, Tanzania was the country that searched the most about ART. CONCLUSION The 100 most-cited articles on ART were mainly composed of clinical studies focusing on the longevity of restorations and originated in Europe.
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Affiliation(s)
| | | | - Julia Mulinari
- Dentistry Student, Federal University of Santa Catarina (UFSC), Florianopolis, Brazil
| | - Pablo Silveira Santos
- Department of Dentistry, Federal University of Santa Catarina (UFSC), Florianopolis, Brazil
| | - Mariane Cardoso
- Department of Dentistry, Federal University of Santa Catarina (UFSC), Florianopolis, Brazil
| | - Carla Miranda Santana
- Department of Dentistry, Federal University of Santa Catarina (UFSC), Florianopolis, Brazil
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Gargi B, Painuli S, Semwal P, Singh DP, Sharma R, Rauf A, Khalil AA, Khalid A, Hemeg HA, Wilairatana P. Global status, recent trends, and knowledge mapping of olive oil research and cardiovascular disease: 50 years of investigations through bibliometric analysis. Food Sci Nutr 2024; 12:1465-1478. [PMID: 38455210 PMCID: PMC10916624 DOI: 10.1002/fsn3.3885] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2023] [Revised: 11/15/2023] [Accepted: 11/18/2023] [Indexed: 03/09/2024] Open
Abstract
In the Mediterranean diet, olive oil serves as the predominant fat source and has been linked to a decreased risk of mortality related to cardiovascular diseases (CVD). Still, there is no conclusive evidence correlating olive oil consumption to CVD. The aim of this study is to assess the global research, current research trends, and knowledge mapping related to the correlation between the consumption of olive oil and CVD using bibliometric analysis. On August 19, 2023, a title-specific literature search was conducted on the Scopus database using the search terms "olive oil" and "cardiovascular disease" with a date range of the past 50 years. Subsequently, bibliometric tools such as VOSviewer and Bibliometrix were employed to analyze and evaluate the obtained documents. The search yielded (n = 429) publications and showed an upward trend in the annual publication count over the last five decades. The publication number exhibited a gradual increase with a rate of 5.55%. The results also indicated that 2530 authors, 759 institutions, 47 countries, and 223 journals have publications in this research domain. The present bibliometric study will be a valuable research reference for describing the worldwide research patterns concerning the relationship between olive oil and CVD during the past 50 years. In the future, the application of olive oil for the treatment of CVDs may be an emerging research trend. Apart from this, collaborations among authors, countries, and organizations are expected.
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Affiliation(s)
- Baby Gargi
- Department of BiotechnologyGraphic Era (Deemed to be University)DehradunIndia
| | - Sakshi Painuli
- Natural Products Research LaboratoryUttarakhand Council for Biotechnology (UCB)DehradunIndia
| | - Prabhakar Semwal
- Department of BiotechnologyGraphic Era (Deemed to be University)DehradunIndia
- Research and Development CellGraphic Era Hill UniversityDehradunIndia
| | | | - Rohit Sharma
- Department of Biotechnology Engineering, University Institute of EngineeringChandigarh UniversityChandigarhIndia
| | - Abdur Rauf
- Department of ChemistryUniversity of SwabiSwabiPakistan
| | - Anees Ahmed Khalil
- Faculty of Allied Health Sciences, University Institute of Diet and Nutritional SciencesThe University of LahoreLahorePakistan
| | - Ahood Khalid
- Faculty of Allied Health Sciences, University Institute of Diet and Nutritional SciencesThe University of LahoreLahorePakistan
| | - Hassan A. Hemeg
- Department of Medical Laboratory Technology, College of Applied Medical SciencesTaibah UniversityMedinaSaudi Arabia
| | - Polrat Wilairatana
- Department of Clinical Tropical Medicine, Faculty of Tropical MedicineMahidol UniversityBangkokThailand
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Liu Q, Liu Z, Huang B, Teng Y, Li M, Peng S, Guo H, Wang M, Liang J, Zhang Y. Global trends in poliomyelitis research over the past 20 years: A bibliometric analysis. Hum Vaccin Immunother 2023; 19:2173905. [PMID: 36803526 PMCID: PMC10038019 DOI: 10.1080/21645515.2023.2173905] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Accepted: 01/24/2023] [Indexed: 02/22/2023] Open
Abstract
Poliomyelitis is an acute infectious disease caused by poliovirus. This bibliometric analysis aims to examine the status of poliomyelitis research in the past 20 years. Information regarding polio research was obtained from the Web of Science Core Collection database. CiteSpace, VOSviewer, and Excel were used to perform visual and bibliometric analysis with respect to countries/regions, institutions, authors, journals and keywords. A total of 5,335 publications on poliomyelitis were published from 2002 to 2021. The USA was the county with the majority of publications. Additionally, the most productive institution was the Centers for Disease Control and Prevention. Sutter, RW produced the most papers and had the most co-citations. Vaccine was the journal with the most polio-related publications and citations. The most common keywords were mainly about polio immunology research ("polio," "immunization," "children," "eradication" and "vaccine"). Our study is helpful for identifying research hotspots and providing direction for future research on poliomyelitis.
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Affiliation(s)
- Qi Liu
- Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, Hunan, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Ze Liu
- Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, Hunan, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Biling Huang
- Department of Endocrinology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Yuanyuan Teng
- Department of Endocrinology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Mingliu Li
- Department of Endocrinology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Shuqin Peng
- Department of Endocrinology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Hongbin Guo
- Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, Hunan, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Min Wang
- Department of Endocrinology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Jieyu Liang
- Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, Hunan, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Yi Zhang
- Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, Hunan, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
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Li X, Yu W, Jia Z, Li J, Liu Y, Yang J. Frontiers of ankylosing spondylitis research: an analysis from the top 100 most influential articles in the field. Clin Exp Med 2023; 23:3019-3040. [PMID: 37278932 DOI: 10.1007/s10238-023-01102-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Accepted: 05/24/2023] [Indexed: 06/07/2023]
Abstract
Ankylosing spondylitis (AS) is a chronic inflammatory disease that frequently results in disability. It has a negative impact on patients' quality of life and puts an enormous budgetary and societal burden on society. The most effective treatment for AS has grown to be a significant issue worldwide. In order to pinpoint research focus and trends in this region, we performed a bibliometric analysis of the top 100 cited papers in this study. We searched the Science Citation Index Expanded (SCI-Expanded) on the Web of Science (WOS) and selected the top 100 cited papers based on AS. The pertinent literature from various years, journals, nations/regions, institutions, authors, keywords, and references were then examined. To construct knowledge maps, we used the VOSviewer, CiteSpace, and Scimago Graphica programs. Excel was then used to compile the information from the pertinent literature that we had retrieved, and we were able to make predictions about the focus and trends that were currently occurring in the field. Between 1999 and 2019, the top 100 cited papers appeared in 23 journals from 36 different nations and regions. Annals of the rheumatic diseases published the majority of the articles, while Lancet had the highest average number of citations per paper. Germany contributed the most publications, followed by the Netherlands and the USA. In terms of the total number of publications, Rheumazentrum Ruhrgebiet contributed the most papers, followed by University Hospital Maastricht and Leiden University. The three major categories are Rheumatology, Medicine, General & Internal, and Genetics & Heredity, whereas the top 5 co-occurrence of keywords included rheumatoid arthritis, double-blind, disease activity, efficacy, and infliximab. The cluster analysis results indicate that inflammation and immunology, safe and effective therapies, and placebo-controlled trials may be focus and trends for future AS research. Bibliometric analysis can swiftly and visually identify the focus and boundaries of AS research. Our findings imply that inflammation and immunology, safe and effective therapies, and placebo-controlled trials may be focus and trends for future AS research.
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Affiliation(s)
- Xuhao Li
- School of Acupuncture-Moxibustion and Tuina, Shandong University of Traditional Chinese Medicine, Jinan, 250355, China
| | - Wenyan Yu
- School of Acupuncture-Moxibustion and Tuina, Shandong University of Traditional Chinese Medicine, Jinan, 250355, China
| | - Zhixia Jia
- The First Clinical Medical College, Shandong University of Traditional Chinese Medicine, Jinan, 250355, China
| | - Jinling Li
- School of Acupuncture-Moxibustion and Tuina, Shandong University of Traditional Chinese Medicine, Jinan, 250355, China
| | - Yuanxiang Liu
- The First Clinical Medical College, Shandong University of Traditional Chinese Medicine, Jinan, 250355, China.
| | - Jiguo Yang
- School of Acupuncture-Moxibustion and Tuina, Shandong University of Traditional Chinese Medicine, Jinan, 250355, China.
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Li X, Li Y, Yu W, Jia Z, Li J, Liu Y, Yang J. Frontiers of monkeypox research: An analysis from the top 100 most influential articles in the field. Heliyon 2023; 9:e20566. [PMID: 37822624 DOI: 10.1016/j.heliyon.2023.e20566if:] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Revised: 09/24/2023] [Accepted: 09/29/2023] [Indexed: 07/25/2024] Open
Abstract
BACKGROUND Monkeypox (MPX) has made recurrence after decades as a neglected zoonotic disease. More nations have reported endemic monkeypox in the past decade than in the previous forty. The World Health Organization has warned that the world may face another significant challenge after dealing with COVID-19, a pandemic, and the Monkeypox outbreak. Early appraisal of monkeypox research and development allows researchers to anticipate solutions for large outbreaks. We conducted a bibliometric analysis of this study's top 100 cited papers to identify regional research patterns. METHODS Our method was to search the SCI-Expanded database on Web of Science (WOS) for the top 100 papers that were cited in MPX on this database. We examined relevant literature from different years, journals, countries/regions, institutions, authors, and keywords.In order to create knowledge maps, we used the programs VOSviewer, Citespace, Scimago Graphica and the bibliometric online analysis platform. After compiling the relevant literature in Excel, we could estimate the field's focus and trends. RESULTS A total of 47 journals from 36 countries and regions published the top 100 cited papers between 1999 and 2023. The majority of articles were published in EMERGING INFECTIOUS DISEASES, while the highest average number of citations per paper were found in the NEW ENGLAND JOURNAL OF MEDICINE. The UNITED STATES contributed the most publications, followed by ENGLAND and SWITZERLAND. As far as the total number of publications goes, the Centers for Disease Control & Prevention in the USA, the National Institute of Health in the USA, and the World Health Organization each contributed the most papers. The major categories are immunology, virology and infectious diseases. The top five keywords were infection, Congo, virus, smallpox, and transmission. The cluster analysis suggests MPX research will focus on safe and effective vaccines and epidemic prevention. CONCLUSION By using bibliometric analysis, MPX researchers can quickly and visually identify their research focus and boundaries. Although studies suggest that antiviral medicine is the best treatment, creating an effective vaccine might lessen and avoid MPX pandemics in the long term. Our findings imply that safe and effective vaccines may be the focus and trends for future MPX research. International coordination for case monitoring and identification is essential to understand monkeypox disease's ever-changing epidemiology.
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Affiliation(s)
- Xuhao Li
- School of Acupuncture-Moxibustion and Tuina, Shandong University of Traditional Chinese Medicine, Jinan 250355, China
| | - Yang Li
- School of Acupuncture-Moxibustion and Tuina, Shandong University of Traditional Chinese Medicine, Jinan 250355, China
| | - Wenyan Yu
- School of Acupuncture-Moxibustion and Tuina, Shandong University of Traditional Chinese Medicine, Jinan 250355, China
| | - Zhixia Jia
- The First Clinical Medical College, Shandong University of Traditional Chinese Medicine, Jinan 250355, China
| | - Jinling Li
- School of Acupuncture-Moxibustion and Tuina, Shandong University of Traditional Chinese Medicine, Jinan 250355, China
| | - Yuanxiang Liu
- The First Clinical Medical College, Shandong University of Traditional Chinese Medicine, Jinan 250355, China
| | - Jiguo Yang
- School of Acupuncture-Moxibustion and Tuina, Shandong University of Traditional Chinese Medicine, Jinan 250355, China
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Huang BL, Liu Q, Teng YY, Peng SQ, Liu Z, Li ML, Liang JY, Zhang Y, Wang M. Global trends and current status in pheochromocytoma: a bibliometric analysis of publications in the last 20 years. Front Endocrinol (Lausanne) 2023; 14:1167796. [PMID: 37680890 PMCID: PMC10482340 DOI: 10.3389/fendo.2023.1167796] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/13/2023] [Accepted: 04/10/2023] [Indexed: 09/09/2023] Open
Abstract
OBJECTIVE Pheochromocytoma is a rare catecholamine-producing neuroendocrine tumour originating from the chromaffin cells of the adrenal medulla or extra-adrenal paraganglia. However, there are few bibliometric studies on Pheochromocytoma. Therefore, this study was employed to summarize the global trends and current status in pheochromocytoma by bibliometric analysis. MATERIALS AND METHODS The Web of Science (WOS) core collection database was searched for publications relating to pheochromocytoma from 2001 to 2021. Bibliometric analysis was used to examine the data, and Microsoft Excel was utilized to create bar graphs. In addition, VOSviewer was used to carry out co-authorship analysis, co-citation analysis and co-occurrence analysis. CiteSpace was used to analyze the keywords citation bursts. RESULTS A total of 8,653 publications published in 1,806 journals by 38,590 authors in 6,117 organizations from 100 countries/regions were included in our study. Among them, USA was the leading countries in terms of total publications and sum of time cited, whereas Eunice Kennedy Shriver Natl Inst Child Hlth & Hum was the leading institutions. The main publications for pheochromocytoma-related articles were Journal of clinical endocrinology &metabolism. Pacak karel and Eisenhofer Graeme were the main contributing authors. The studies on pheochromocytoma could be grouped into five clusters: Treatment, Mechanism, Etiology, Radiology and Hormones study. Moreover, the radiology study, etiology study and some specific keywords such germlines mutation, mesenchymal stem-cells, autophagy, neuroinflammation, neurotoxicity, and hemodynamic instability, may become the hot spots of future. CONCLUSION Although the number of articles on pheochromocytoma has fluctuated slightly over the past 20 years, there has been an overall upward trend. In general, precision medicine research on pheochromocytoma, especially metastatic pheochromocytoma, in terms of diagnosis, treatment, and etiology will be a hot research topic in the future. This study helps to understand the research perspectives, hot spots and trends of pheochromocytoma and provide new insight and a basis for future pheochromocytoma research quickly.
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Affiliation(s)
- Bi-ling Huang
- Department of Endocrinology, Xiangya Hospital, Central South University, Changsha, Hunan, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Qi Liu
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
- Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Yuan-yuan Teng
- Department of Endocrinology, Xiangya Hospital, Central South University, Changsha, Hunan, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Shu-qin Peng
- Department of Endocrinology, Xiangya Hospital, Central South University, Changsha, Hunan, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Ze Liu
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
- Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Ming-liu Li
- Department of Endocrinology, Xiangya Hospital, Central South University, Changsha, Hunan, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Jie-yu Liang
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
- Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Yi Zhang
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
- Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Min Wang
- Department of Endocrinology, Xiangya Hospital, Central South University, Changsha, Hunan, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
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Curcumin in Wound Healing-A Bibliometric Analysis. LIFE (BASEL, SWITZERLAND) 2023; 13:life13010143. [PMID: 36676091 PMCID: PMC9866018 DOI: 10.3390/life13010143] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Revised: 12/28/2022] [Accepted: 12/28/2022] [Indexed: 01/06/2023]
Abstract
BACKGROUND Curcumin has been widely used to treat a variety of diseases and disorders since ancient times, most notably for the purpose of healing wounds. Despite the large number of available reviews on this topic, a bibliometric tool-based meta-analysis is missing in the literature. Scope and approach: To evaluate the influence and significance of the countries, journals, organizations and authors that have contributed the most to this topic, the popular bibliometric markers, including article count, citation count, and Hirsch index (H-index), are taken into account. Their collaborative networks and keyword co-occurrence along with the trend analysis are also sketched out using the VOSviewer software. To the best of our knowledge, this is the first bibliometric review on the topic and hence it is envisaged that it will attract researchers to explore future research dimensions in the related field. KEY FINDINGS AND CONCLUSIONS India provided the most articles, making up more than 27.49 percent of the entire corpus. The International Journal of Biological Macromolecules published the most articles (44), and it also received the most citations (2012). The Journal of Ethnopharmacology (28 articles) and Current Pharmaceutical Design (20 articles) were the next most prolific journals with 1231 and 812 citations, respectively. The results indicate a significant increase in both research and publications on the wound-healing properties of curcumin. Recent studies have concentrated on creating novel medicine-delivery systems that use nano-curcumin to boost the effect of the curcumin molecule in therapeutic targeting. It has also been observed that genetic engineering and biotechnology have recently been employed to address the commercial implications of curcumin.
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