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The Canadian Journal of Infectious Diseases & Medical Microbiology = Journal Canadien des Maladies Infectieuses et de la Microbiologie Médicale logoLink to The Canadian Journal of Infectious Diseases & Medical Microbiology = Journal Canadien des Maladies Infectieuses et de la Microbiologie Médicale
. 2023 Jan 9;2023:6981721. doi: 10.1155/2023/6981721

Fecal Microbiota Transplantation Research over the Past Decade: Current Status and Trends

Shaodong Hao 1, Shanshan Yang 2, Naiwei Zhang 1, Hongjie Cheng 1,
PMCID: PMC9842422  PMID: 36654766

Abstract

Background

Fecal microbiota transplantation (FMT) is a current research hotspot, with a surge in the output of publications over the past decade. This study dedicates to the exploration of the research status and highlights significant themes and future trends in FMT research with the aid of bibliometric analysis.

Methods

FMT publications from 2012 to 2021 were retrieved on August 12, 2022, using the SCI-Expanded of Web of Science (WoS). The Bibliometrix in R program, Microsoft Office Excel, VOSviewer, and CiteSpace were utilized for bibliometrics and visual analysis, revealing the main publications, journals, countries, agencies, authors, and keywords distribution in FMT research.

Results

There were 2,931 papers included. FMT research presented a growing trend from 2012 to 2021. The countries with the most publications and contributions in FMT area were China and the United States. The high-yield institutions were Harvard University, Udice French Research Universities, and the University of California System. The primary authors were Nieuwdorp Max, Allegretti Jessica R, and Kassam Zain. Frontiers in Microbiology and Science were the top-ranked journals in publications and total citations, respectively. The important topics primarily included FMT-related mechanisms and the usage of FMT in Clostridium difficile infection (CDI), inflammatory bowel disease (IBD), irritable bowel syndrome (IBS), metabolic disease, neurological disorders, and psychiatric disorders. Future research would primarily concentrate on neurological disorders, chemotherapy and immunotherapy for malignant tumors, and FMT-related consensus and guidelines.

Conclusion

With the help of bibliometric analysis, we were able to obtain the understanding of the status and trends of global FMT-related research. The field of FMT is undergoing tremendous progress, and our findings can guide clinical researchers' and practitioners' future work in the rapidly evolving field of FMT.

1. Introduction

Fecal microbiota transplantation (FMT) means that the transfer of functional GM of healthy people into the intestine of patients to restore the balance of the patient's GM or rebuild the GM to study the causal relationship between GM and disease. FMT can even be traced back to ancient China [1]. In 1958, Eiseman et al. [2] first reported that four patients with severe pseudomembranous colitis recovered after fecal enema, which is the origin of modern FMT research. In 1989, Bennet and Brinkman reported [3] the first patient with ulcerative colitis (UC) treated with fecal enema. However, it was not until 2013 that the U.S. Food and Drug Administration classified human feces as a drug, and FMT was first included in the treatment guideline for CDI [4]. Since then, FMT research had developed rapidly. In the past decade, FMT-related research in recurrent CDI (rCDI) [5] and inflammatory bowel disease (IBD) [6, 7] has made significant progress. In addition, there are increasing applications of FMT in multiple other diseases, such as irritable bowel syndrome (IBS) [8], constipation [9], liver disease [10], cancer [11, 12], diabetes [13], metabolic syndrome (MS) [14], autism [15], and neurological disorders [16].

Bibliometrics is a quantitative approach that employs mathematical and statistical strategies to assess the features of publications, enabling researchers to outline a complex graph of the knowledge structure and the development of specific knowledge, and has obtained successful application in methodology research, scientific disciplines, science policy, and so on [17, 18]. Analysis of relevant literature through bibliometrics can help us quantitatively and objectively identify past and present research topics, quickly understand classic literature in a field, and analyze future development trends. Scholars have achieved many valuable research results using bibliometric methods [1921]. There are fewer studies on historical citation networks, cluster analysis of common keywords, and prediction of future development directions. To study the status and trends of FMT research, we selected the FMT-related literature from 2012 to 2021 in this study. With the help of bibliometrics, we described the features of the journals, authors, agencies, and countries and identified highly cited papers, current hotspots, and future trends in FMT research, which provided a reference for relevant researchers.

2. Materials and Methods

2.1. Data Sources and Retrieval Strategy

WoS Core Collection (WoSCC) is an essential database for getting worldwide scholarly information that has a tight screening procedure and only includes key publications in various areas. The WoSCC's SCI-Expanded database, which has been extensively used in previous bibliometric research [22], contains the most reputable and well-known mainstream publications in natural science. Therefore, WoSCC's SCI-Expanded was selected as the data source.

The retrieval strategy was Title (TI) OR Abstract (AB) OR Author Keywords (AK) = (“Fecal Microbi Transplant” OR “Fecal Microbi Transfer” OR “Fecal Microbi Transplant” OR “Fecal Microbi Transfer” OR “Intestinal Microbi Transfer” OR “Intestinal Microbi Transplant” OR “Gut Microbi Transplant” OR “Gut Microbi Transfer” OR “Fecal Microflora Transplant” OR “Fecal Microflora Transfer” OR “Fecal flora Transplant” OR “Fecal flora Transfer” OR “Fecal Microflora Transplant” OR “Fecal Microflora Transfer” OR “Fecal flora Transplant” OR “Fecal flora Transfer” OR “Intestinal Microflora Transplant” OR “Intestinal Microflora Transfer” OR “Intestinal flora Transplant” OR “Intestinal flora Transfer” OR “Gut Microflora Transplant” OR “Gut Microflora Transfer” OR “Gut flora Transplant” OR “Gut flora Transfer” OR “Fecal Transplant” OR “Fecal Transfer” OR “Fecal Transplant” OR “Fecal Transfer” OR “Donor Feces Infusion” OR “Feces Infusion of Donor” OR “Infusion of Donor Feces” OR “Fecal Bacteri Transplant” OR “Fecal Bacteri Transplant” OR “Gut Bacteri Transplant” OR “Intestinal Bacteri Transplant” OR “Enteric Bacteri Transplant” OR “Transplant of Fecal Microbi” OR “Transfer of Fecal Microbi” OR “Transplant of Fecal Microbi” OR “Transfer of Fecal Microbi” OR “Transplant of Gut Microbi” OR “Transfer of Gut Microbi” OR “Transplant of Intestinal Microbi” OR “Transfer of Intestinal Microbi” OR “Fecal Bacteriotherap” OR “Fecal Bacteriotherap” OR “Fecal Enema” OR “Fecal Enema” OR “Stool Transplant” OR “Transplant of Stool” OR “Stool substitute transplant” OR “Washed Microbi Transplant”), search for synonyms according to the MeSH database from PubMed. The inclusion criteria include the following: (1) thesis types were limited to “article” and “review,” (2) publication years were from 2012 to 2021, and (3) there was no language limit. All searches were completed and downloaded on August 12, 2022. A total of 2391 FMT-related papers were finally obtained (Figure 1). We extracted the key information from the raw data and saved it in TXT format. These data do not relate to any personal information, so informed consent is not required. The impact factors (IFs) and JCR partitions refer to “Journal Citation Reports™ 2021.”

Figure 1.

Figure 1

Diagram of paper search and screening process.

2.2. Data Analysis

The Bibliometrix R package (v 4.1.3 Windows, the R Foundation), VOSviewer (v 1.6.18, the Netherlands), CiteSpace (v 6.1.R3 Basic), and Office Excel 2019 (Microsoft, Washington, USA) were used in the analysis. The Bibliometrix contains a set of tools undertaking quantitative research in scientometrics [23]. VOSviewer is widely used for bibliometric analysis due to its more beautiful visualization, especially keyword cooccurrence analysis [24]. CiteSpace is a visualization analysis software gradually developed for scientometrics. To aid comprehension of FMT research, each program provides for the creation and display of bibliometric networks. These tools specifically examined the distribution of each analyzed component, including annual scientific output, most relevant sources or authors or affiliations, production and local impact of top journals and authors over time, country scientific production and collaboration network, historical citation network, high-cited papers and references, common keywords, and cluster analysis.

The number of papers (Np) can reflect the author's scientific productivity, and the analysis of the core authors can grasp the research trend and development trend of a certain field. However, relying solely on the Np does not evaluate an author's outstanding contribution to FMT research, through a series of scientometric indicators such as total citation (TC) and H-index can further evaluate the author's contribution. The TC is a useful index for determining the significance and effect of an author's cumulative papers and is used to assess a person's academic achievement. The H-index was developed by American physicist Jorge E Hirsch to assess individual academic achievements, and it was then applied to assess the academic influence of journals.

3. Results

From 2012 to 2021, total 2931 papers were obtained based on SCI-E of WoSCC. FMT-related papers were published in 875 journals by more than 15,000 authors from more than 3,000 institutions in 81 countries and regions, of which 1,940 were “articles” and 991 were “reviews.” The English literature accounted for 99.17% of the total Np.

3.1. Annual Papers Output

Figure 2 shows that the Np in FMT research was on the rise from 2012 to 2021, and the annual average Np is 293. The Np increased slowly from 2012 to 2017. From 2018 to 2021, The Np rose rapidly before peaking in 2021 (n = 774, 26.4%). A polynomial model (f(x)=p0xn+p1xn−1 + p2xn−2 + p3xn−3 + … + pn) was created to predict the output in 2022, and the formula was y = 9.1553x2 − 36847x + 4E + 07. The year and the Np showed a statistically significant link (R2 = 0.9862), and the goodness-of-fit was well. We predict that the Np on FMT would reach roughly 920 in 2022 based on the fitting curve.

Figure 2.

Figure 2

Annual papers output and fitting curve of publications in FMT.

3.2. Main Journals

Table 1 shows the academic output of top 10 journals. Frontiers in Microbiology ranked first in Np (n = 66), next were Gut Microbes (n = 62), World Journal of Gastroenterology (n = 52), PloS One (n = 45), and Microbiome (n = 44). The TC and H-index indicate the importance of the journals. Table 2 lists the top 10 high-cited periodicals, among which Science (n = 9744) receiving the most citations, followed closely by Gastroenterology (n = 6522), Gut (n = 4339), Microbiome (n = 3361), and Nature (n = 3212). Moreover, Microbiome was at the top of H-index, followed by World Journal of Gastroenterology, Gastroenterology, Gut, Gut Microbes, and PloS One (Table 2). Figures 3(a) and 3(b) highlight the top 10 journals' yearly and cumulative output. These journals had the highest cumulative Np of 454, accounting for approximately 15.5% of total output, showing that they were the most prolific.

Table 1.

The top 10 high-yield journals in FMT research.

No. Journals Np TC H-index IF Partitions Countries
1 Frontiers in Microbiology 66 1900 22 6.064 Q1 Switzerland
2 Gut Microbes 62 1870 24 9.434 Q1 USA
3 World Journal of Gastroenterology 52 2431 25 5.374 Q2 USA
4 PLoS One 45 1641 24 3.752 Q2 USA
5 Microbiome 44 3361 26 16.837 Q1 UK
6 Scientific Reports 41 1510 19 4.996 Q2 UK
7 Frontiers in Immunology 40 924 14 8.786 Q1 Switzerland
8 Frontiers in Cellular and Infection Microbiology 38 647 12 6.073 Q2 Switzerland
9 Gastroenterology 33 6522 24 33.883 Q1 USA
10 Inflammatory Bowel Diseases 33 1430 17 7.290 Q1 USA

Table 2.

The top 10 high-impact journals in FMT research.

No. Journals TC Journals H-index
1 Science 9744 Microbiome 26
2 Gastroenterology 6522 World Journal of Gastroenterology 25
3 Gut 4339 Gastroenterology 24
4 Microbiome 3361 Gut 24
5 Nature 3212 Gut microbes 24
6 American Journal of Gastroenterology 2932 PloS One 24
7 New England Journal of Medicine 2638 Alimentary Pharmacology & Therapeutics 23
8 Alimentary Pharmacology & Therapeutics 2567 Frontiers in Microbiology 22
9 World Journal of Gastroenterology 2431 Clinical Infectious Diseases 19
10 Cell 2136 Nature Communications 19

Figure 3.

Figure 3

(a) Annual output of the top 10 journals in FMT. (b) Cumulative output of the top 10 journals in FMT.

3.3. Major Countries and Institutions

Table 3 lists the top 10 high-yield nations and their TC and H-index, among which the United States (n = 1050) and China (n = 755) had the highest Np, with the ratio of about 61.6% of the total output, followed by Canada, Germany, and France. Moreover, the United States was at the top of TC and H-index, followed by China, France, Netherlands, and Canada. Table 3 also lists the top 10 high-yield institutions, of which Harvard University, Udice French Research Universities, University of California System, Inserm, and Harvard Medical School were among the top five. Also, Harvard University was at the head of Np and H-index, while Udice French Research Universities had the highest TC.

Table 3.

The top 10 high-yield countries and agencies in FMT research.

No. Countries Np Citation H-index Agencies Np Citation H-index
1 USA 1050 56650 113 Harvard University (USA) 139 9212 48
2 China 755 19656 64 Udice French Research Universities (France) 110 10569 39
3 Canada 187 10933 54 University of California System (USA) 103 4410 33
4 Germany 171 8484 39 Inserm (France) 86 8720 34
5 Italy 170 8610 49 Harvard Medical School (USA) 73 3444 33
6 UK 157 7647 43 University of Amsterdam (Netherlands) 70 9124 38
7 France 150 13173 45 Assistance Publique Hopitaux Paris (France) 61 6600 28
8 Netherlands 132 15086 53 Nanjing Medical University (China) 61 1640 23
9 Australia 128 7859 42 Catholic University of the Sacred Heart (Italy) 57 3017 25
10 Spain 97 3496 27 Imperial College London (UK) 57 4208 25

Figure 4(a) lists the national scientific output and the international cooperation network. We can find that the international cooperation in FMT research was relatively close. The annual issuances by high-yield countries are shown in Figure 4(b). The Np in China was growing rapidly. In 2021, China surpassed the US to become the country with the largest Np. Figure 4(c) shows the annual production of the top 10 high-yield agencies. The top 10 institutions produced articles every year between 2016 and 2021. Figure 4(d) illustrates the major funding organizations, mostly from the United States and China, demonstrating that these countries are highly supportive of FMT-related studies.

Figure 4.

Figure 4

(a) Global scientific output and international cooperation network (the shade of color represents the national output; the more intense the blue, the greater scientific production. Grey shows countries without scientific production; the red line shows the cooperation, the thicker the boundaries, the greater the cooperation degree). (b) Annual output of the top 20 high-prolific countries in FMT (the circle's size manifests the national output; the bigger the circle, the more publications). (c) Annual output of the top 10 high-prolific institutions in FMT. (d) The top 10 funding organizations in FMT research. (e) Annual output of the top 20 most prolific writers in FMT research throughout time (the circle's size symbolizes the output, with larger circles representing more output; the circle's depth symbolizes the annual citations, with darker colors representing more citations).

3.4. Main Researchers

Table 4 ranks the top 10 high-yield authors (using the full name of the authors and their WoS researcher ID to reduce the repetition brought by name abbreviation), among which Nieuwdorp Max (n = 44), Zhang Faming (n = 44), Khoruts Alexander (n = 43), Allegretti Jessica R (n = 42), and Kassam Zain (n = 41) ranked the top five. Sorted by TC and H-index, it showed that in FMT research, the most influential authors were Nieuwdorp Max (7440, 27), Khoruts Alexander (4513, 27), Kelly Colleen R. (3246, 23), and Kassam Zain (3139, 23). The top 10 authors were from the US (n = 5), Italy (n = 3), China (n = 1), and the Netherlands (n = 1). Notably, the top 10 authors were from various institutions, showing broad interest in FMT. Figure 4(e) lists the annual output of the top 20 authors. As we can see, the top 10 authors produced articles each year from 2017 to 2020. Notably, Allegretti Jessica R., Cammarota Giovanni, and Khanna Sahil had gradually increased their output in recent years and could publish more papers in the next few years.

Table 4.

The top 10 high-yield authors in FMT research.

Rank Authors Np TC H-index Affiliations Countries
1 Nieuwdorp Max 44 7440 27 University of Amsterdam Netherlands
2 Zhang Faming 44 1407 21 Nanjing Medical University China
3 Khoruts Alexander 43 4513 27 University of Minnesota USA
4 Allegretti Jessica 42 1575 19 Harvard Medical School USA
5 Kassam Zain 41 3139 23 Finch Therapeutics USA
6 Cammarota Giovanni 40 2357 21 Catholic University of the Sacred Heart Italy
7 Ianiro Gianluca 40 2599 21 Catholic University of the Sacred Heart Italy
8 Gasbarrini Antonio 38 2031 18 Catholic University of the Sacred Heart Italy
9 Khanna Sahil 37 978 19 Mayo Clinic USA
10 Kelly Colleen 35 3246 23 Brown University USA

3.5. Classic and High-Cited Papers

3.5.1. Historical Cited Papers in FMT

By the aid of the historically cited papers analysis in the Bibliometrix, some classic FMT-related papers were found (Figure 5). To examine their research significance, two indicators, LCS (local citation score in the current dataset) and GCS (global citation score in the WoSCC database), were used.

Figure 5.

Figure 5

Historical FMT-related citation network (each dot displays a paper, the lines between dots highlight the links between studies, and the corresponding papers are shown in Table 5).

The classical papers were published in 2012–2017 (Figure 5 depicts the citation network). In 2012, a multicenter follow-up study [25] showed prolonged efficacy of colonoscopic FMT for rCDI. A clinical study [26] summarized standardized frozen preparation for FMT in rCDI treatment, marking the transition of FMT research to standardization. Moreover, a study found that after the infusion of microbes from lean donors, the insulin sensitivity of recipients increased, demonstrating the favorable effect of reconstituted GM on metabolic syndrome [27]. A review outlined the use of FMT in CDI and its promise in other GM dysfunction-related diseases [28]. In 2013, a paper, with the highest LCS and GCS, showed that infusion of donor stool was a potential therapeutic strategy for rCDI, which was the first controlled clinical study of FMT in treating rCDI-related diarrhea [5]. A meta-analysis further confirmed that FMT had good efficacy and safety in CDI [29]. In 2014, several randomized controlled trials (RCT) of FMT in CDI treatment were published [3032], and the guideline for CDI treatment was updated, which strongly recommend FMT for multiple rCDI [33]. In 2015, a RCT further showed that FMT using colonoscopy-infused stool for rCDI was significantly superior to the vancomycin regimen [34]. Two clinical studies in Gastroenterology showed that FMT had good clinical efficacy and safety in individuals with ulcerative colitis (UC) [7, 35]. A review outlined the indications, methods, and mechanisms of FMT [36].

In 2016, a RCT confirmed that frozen FMT was comparable to fresh FMT in treating diarrhea in adults with rCDI, suggesting that frozen FMT has potential clinical advantages [37]. The other RCT in JAMA confirmed that FMT using donor stool by colonoscopy seemed safe and was more effective in preventing CDI flares than FMT with the patient's own feces [38]. In 2017, another RCT in JAMA comparing oral capsule versus colonoscopy FMT on rCDI confirmed that oral capsule was noninferior in preventing recurrent infection in adults with rCDI for colonoscopy FMT [39]. A meta-analysis showed that FMT was effective in recurrent and refractory CDI treatment, regardless of setup method or delivery route [40]. A well-designed RCT demonstrated that FMT can promote clinical remission and endoscopic amelioration in active UC and was linked with significant microbial alterations, which was a promising new treatment option for UC [6]. Moreover, European consensus on FMT-related clinical practice was published [41]. The classic papers on FMT mainly focused on CDI and application reports other than CDI continued to emerge.

3.5.2. Top 20 High-Cited Papers in FMT

Highly cited papers refer to the most influential papers in the present dataset in Table 5. According to the ranking of TC, important papers can be quickly located. The more citations, the higher the academic value of the paper, and new discoveries and trends can be found from the paper. The papers with high TC are generally important discoveries or new interpretations, often reviews or significant original articles.

As shown in Table 6, FMT was mainly used in mechanism research and clinical research, mainly focusing on CDI, UC, MS, cardiovascular and cerebrovascular diseases, mental diseases, and cancer immunotherapy. (1) CDI: Surprisingly, in the top 20 most cited papers, only one is about FMT treatment of CDI. The research showed that FMT was a potential therapeutic strategy for rCDI [5]. (2) UC: Two clinical studies have shown that FMT can provide relief in patients with active UC [7, 35]. FMT from ACE2 mutant mice into germ-free (GF) mice could impart an increased propensity to develop severe colitis [42]. (3) MS: A 2012 study showed, after 6 weeks of infusion of lean donor microbiota, recipients had increased insulin sensitivity and butyrate-producing GM [27]. A 2015 study showed that jet lag-induced dysbiosis can promote glucose intolerance and obesity, which can be transferred to GF mice after FMT [43]. Two articles published in Nature confirmed that artificial sweeteners can cause glucose intolerance by modulating the GM [44], and dietary emulsifiers can affect the GM in mice to promote colitis and metabolic syndrome [45], which were confirmed by FMT experiments. (4) Cardiovascular and cerebrovascular diseases: It was observed that hypertension can be transferred through FMT from hypertensive human donors to GF mice, demonstrating the direct effect of GM on host blood pressure [46]. Antibiotic-induced GM changes can reduce ischemic brain damage in mice, an effect that can be transmitted through FMT [47]. (5) Mental diseases (MD): Colonization of the “depressed microbiota” from patients with major depressive disorder caused depression-like behaviors in GF mice compared to “healthy microbiota” colonization from healthy individuals [48]. A study showed that anhedonia and anxiety-like behaviors, as well as changes in tryptophan metabolism, were all generated in recipient animals by FMT from depressed patients into microbiota-depleted rats [49]. The other study showed that FMT can alter GM and alleviate gastrointestinal and autism symptoms [15]. (6) Cancer immunotherapy: In 2015 and 2018, four studies showed that the drug resistant to immune checkpoint inhibitors (ICIs) was related to GM, notable changes in the GM between ICI responders and nonresponders were also noted, and FMT can enhance the antitumor effect of ICIs [5053].

Table 6.

The top 20 high-cited FMT-related articles.

No. DOI First author Year Journals IF JCR TC
1 10.1056/NEJMoa1205037 van Nood 2013 The New England Journal of Medicine 176.079 Q1 2227
2 10.1126/science.aan3706 Routy and Bertrand 2018 Science 63.714 Q1 2172
3 10.1126/science.aan4236 Gopalakrishnan 2018 Science 63.714 Q1 1868
4 10.1126/science.aac4255 Sivan and Ayelet 2015 Science 63.714 Q1 1771
5 10.1053/j.gastro.2012.06.031 Vrieze and Anne 2012 Gastroenterology 33.883 Q1 1640
6 10.1126/science.aad1329 Vetizou 2015 Science 63.714 Q1 1630
7 10.1126/science.1233521 Markle and Janet 2013 Science 63.714 Q1 1094
8 10.1038/nature14232 Chassaing and Benoit 2015 Nature 69.504 Q1 938
9 10.1038/nature13793 Suez and Jotham 2014 Nature 69.504 Q1 916
10 10.1038/mp.2016.44 Zheng 2016 Molecular Psychiatry 13.437 Q1 845
11 10.1053/j.gastro.2015.04.001 Moayyedi and Paul 2015 Gastroenterology 33.883 Q1 816
12 10.1038/nature11228 Hashimoto and Tatsuo 2012 Nature 69.504 Q1 692
13 10.1016/j.jpsychires.2016.07.019 Kelly and John 2016 Journal of Psychiatric Research 5.250 Q2 668
14 10.1186/s40168-016-0222-x Li Jing 2017 Microbiome 16.837 Q1 650
15 10.1016/j.cell.2014.09.048 Thaiss Christoph 2014 Cell 66.850 Q1 635
16 10.1016/S0140-6736(17)30182-4 Paramsothy Sudarshan 2017 Lancet 202.731 Q1 611
17 10.1186/s40168-016-0225-7 Kassam Zain 2017 Microbiome 16.837 Q1 554
18 10.1053/j.gastro.2015.03.045 Rossen Noortje 2015 Gastroenterology 33.883 Q1 529
19 10.1016/j.cell.2015.10.048 Levy Maayan 2015 Cell 66.850 Q1 505
20 10.1038/nm.4068 Benakis Corinne 2016 Nature Medicine 87.241 Q1 474

3.5.3. Most Local Cited References of FMT Research

Local cited references refer to the most cited references in the present dataset. According to the ranking of TC, important references in the field can be quickly located. Checking the references can trace the development history of FMT, so we can have a more comprehensive understanding of FMT.

As shown in Table 7, we mainly reviewed the FMT-related articles before 2012, and found that the research types were mainly case reports. In 1958, Eiseman et al. [2] reported that four patients with severe pseudomembranous colitis recovered after fecal bacterial transplantation, which was the origin of modern FMT research (refer to several FMT review articles). In 1981, a study showed that 16 patients with pseudomembranous enterocolitis received restoration of floral homeostasis by fecal enema [54]. In 1983, a case report in Lancet showed rectal infusion of homologous stool may cure recurrent Clostridium difficile enterocolitis [55]. In 1989, an article in Lancet showed that implantation of normal colonic flora treats UC [3]. The other article reported the effect of bacteriotherapy on six patients with chronic recurrent Clostridium difficile diarrhea (rCDI-related diarrhea) [56]. Moreover, altering the GM could be a potential treatment for altering IBD and IBS [57]. In 2000, an article reported on the recurrent Clostridium difficile diarrhea treatment by direct administration of donated feces via colonoscopy [58]. In 2003, a case series reviewed the medical records of 18 subjects receiving donor feces via a nasogastric tube for rCDI and found favorable outcomes [59]. A case report showed that colonic infusion of donor feces could reverse UC in certain patients [60]. In 2004–2011, there were multiple case reports showing the potential role of FMT in CDI, which gradually attracted the attention of researchers. Simultaneously, some basic studies had shown that FMT can be used to study the mechanism of GM in disease occurrence [61, 62]. Notably, FMT-related research had been in a slow development stage until 2012.

Table 7.

The high-cited references related to FMT research.

No. First author Years Pathway Indications Case load Journals Citations
1 Eiseman 1958 Enema Pseudomembranous enterocolitis 4 Surgery 305
2 Bowden 1981 Small intestinal tube Pseudomembranous enterocolitis 16 Am surgeon 35
3 Schwan 1983 Enema Pseudomembranous enterocolitis 1 Lancet 64
4 Bennet 1989 Enema Ulcerative colitis 1 Lancet 103
5 Borody 1989 Colonoscopy IBD and IBS 55 Medical Journal of Australia 98
6 Tvede 1989 Enema rCDI-related diarrhea 1 Lancet 84
7 Persky 2000 Colonoscope rCDI-related diarrhea 1 The American Journal of Gastroenterology 53
8 Aas 2003 Nasogastric tube rCDI-related diarrhea 18 Clinical Infectious Diseases 140
9 Borody 2003 Enema Ulcerative colitis 6 Journal of Clinical Gastroenterology 119

3.6. Evidence-Based Medicine Research

Meta-analysis is used to compare and summarize the findings of research on the same scientific question based on statistical method. It is often used for quantitative combined analysis in systematic reviews. Table 8 lists the top 20 cited systematic reviews and meta-analyses in FMT, and we can find FMT-relatedmeta-analyses mainly focused on several aspects, including CDI, IBD, UC, IBS, and so on.

Table 8.

The top 20 high-cited FMT-related systematic reviews and meta-analyses.

No. Applications DOI First author Year Journals IF JCR TC
1 Clostridium difficile infection 10.1038/ajg.2013.59 Kassam 2013 The American Journal of Gastroenterology 12.045 Q1 579
2 Inflammatory bowel disease 10.1016/j.crohns.2014.08.006 Colman 2014 Journal of Crohn's and Colitis 10.020 Q1 283
3 Recurrent and refractory CDI 10.1111/apt.14201 Quraishi 2017 Alimentary Pharmacology & Therapeutics 9.524 Q1 282
4 Inflammatory bowel disease 10.1093/ecco-jcc/jjx063 Paramsothy 2017 Journal of Crohn's and Colitis 10.020 Q1 225
5 Active ulcerative colitis 10.1111/apt.14173 Costello 2017 Alimentary Pharmacology & Therapeutics 9.524 Q1 150
6 Active ulcerative colitis 10.1097/MIB.0000000000001228 Narula 2017 Inflammatory Bowel Disease 7.290 Q1 111
7 Clostridium difficile infection 10.1111/apt.13492 Li 2016 Alimentary Pharmacology & Therapeutics 9.524 Q1 97
8 Clostridium difficile infection 10.1177/2050640618780762 Ianiro 2018 United European Gastroenterology Journal 6.866 Q1 92
9 Irritable bowel syndrome 10.1111/apt.15330 Ianiro 2019 Alimentary Pharmacology & Therapeutics 9.524 Q1 79
10 CDI-associated diarrhea 10.5694/mja17.00295 Moayyedi 2017 Medical Journal of Australia 12.776 Q1 78
11 Recurrent CDI 10.1093/Cid/ciy721 Tariq 2019 Clinical Infectious Diseases 20.999 Q1 74
12 Irritable bowel syndrome 10.14309/ajg.0000000000000198 Xu 2019 The American Journal of Gastroenterology 12.045 Q1 72
13 Inflammatory bowel disease 10.1080/19490976.2017.1353848 Qazi 2017 Gut Microbes 9.434 Q1 72
14 Recurrent CDI 10.1371/journal.pone.0210016 Hui 2019 PLoS One 3.752 Q2 58
15 Total outcomes in FMT 10.1111/apt.15116 Lai 2019 Alimentary Pharmacology & Therapeutics 9.524 Q1 57
16 Chronic refractory pouchitis 10.1111/apt.13905 Segal 2017 Alimentary Pharmacology & Therapeutics 9.524 Q1 56
17 Ulcerative colitis 10.1371/journal.pone.0157259 Shi 2016 PLoS One 3.752 Q2 46
18 Inflammatory bowel disease 10.1155/2018/8941340 Fang 2018 BioMed Research International 3.246 Q3 44
19 Recurrent CDI 10.1016/j.eclinm.2020.100642 Baunwall 2020 eClinicalMedicine 17.033 Q1 34
20 CDI in IBD patients 10.1093/ecco-jcc/jjy031 Chen 2018 Journal of Crohn's and Colitis 10.020 Q1 30

3.7. Analysis of Keywords

3.7.1. Common Keywords and Burst Keywords

A total of 8,116 keywords were extracted, including 4,001 author keywords and 4,165 keywords plus. Figure 6(a) depicts the top 50 author keywords and keywords plus (excluding search terms). Among author's keywords, “Clostridium difficile,” “inflammatory bowel disease,” “ulcerative colitis,” “Clostridium difficile infection,” “obesity,” “antibiotics,” “prebiotics,” “inflammation,” “Crohn's disease,” “irritable bowel syndrome,” “gut-brain axis,” “metabolic syndrome,” “probiotic”, “cancer,” “short-chain fatty acids,” and “bile acids” were most used. Among keywords plus, “Clostridium difficile infection,” “inflammatory bowel disease,” “ulcerative-colitis,” “inflammation,” “double-blind,” “chain fatty acids,” “active ulcerative-colitis,” “Crohn's disease,” “obesity,” “metabolism,” “insulin sensitivity,” “irritable bowel syndrome,” and “meta-analysis” were most used.

Figure 6.

Figure 6

(a) Common FMT-related author keywords (above) and keywords plus (below). (b) The 25 bursts keywords (the years in green and red suggest that the keywords have less and greater effects, respectively).

The burst keywords can help us to know the evolutions and dynamics of hotspots, development trends, and frontier in a certain time. Figure 6(b) depicts the top 25 burst keywords. As we can see, in the early years, FMT for CDI and antibiotic-associated diarrhea was the main focus. Subsequently, the focus was mainly on the effects of FMT in IBD especially UC, diet-induced obesity, and clinical practice guideline of FMT. Overall, FMT-related research had undergone the stages from infectious disease to noninfectious disease, from case reports to RCT studies, and from empirical application to clinical consensus issued.

3.7.2. Cluster Analysis of Common Keywords

The cluster analysis is carried out based on cooccurrence keywords. This study uses hierarchical clustering to classify and merge the clustered keywords into a category, and proves the similarity of keywords in the field of FMT. We analyzed all the included keywords through VOSviewer, showing a network diagram of cooccurrence relationships. Figure 7(a) shows the clustering analysis of common keywords (frequency set to 20), which was divided into five types.

  • Cluster 1 (Red Topic). This sort of keywords is principally related to the application of FMT in CDI. Major research topics include Clostridium difficile infection, antibiotic-associated diarrhea, diarrhea, clinical practice guidelines, risk factors, diagnosis, prevalence, prevention, and treatment.

  • Cluster 2 (Green Topic). This sort of keywords is principally linked to the mechanisms of FMT and GM in health and disease, and involves many aspects such as immunity, metabolism, inflammation, expression, oxidative stress, and barrier function.

  • Cluster 3 (Light Blue Topic). This sort of keywords focused on FMT for neurological and psychiatric diseases. Major topics include Alzheimer's disease (AD), Parkinson's disease (PD), anxiety, depression, autism, stress, gut-brain axis, neuroinflammation, central nervous system, metabolome, and immune.

  • Cluster 4 (Yellow Topic). This category is mainly linked to the application of FMT in metabolic syndrome. Major topics include obesity, insulin resistance, diabetes, fatty liver disease, cirrhosis, nonalcoholic steatohepatitis, Akkermansia muciniphila, chain fatty acids, bile acids, and glucagon-likepeptide-1. In addition, there was also the application of FMT in cancer, the main keywords include cancer, colorectal cancer, Fusobacterium nucleatum, immunotherapy, and chemotherapy.

  • Cluster 5 (Deep Blue Topic). This category is mainly linked to the application of FMT in IBD and IBS. Major research topics include IBD, Crohn's disease, ulcerative colitis, IBS, butyrate-producing bacteria, and mucosa-associated microbiota.

Figure 7.

Figure 7

(a) Common keywords cluster analysis (various colors show various types, the circle's size manifests the keywords frequency, and line's width manifests the link intensity). (b) Common keyword evolution trend over time (the blue and yellow boxes show the earlier and latest keywords, respectively).

3.7.3. Trends Analysis of Common Keywords

Similar to concurrency graphs, overlay visual map in VOSviewer is a useful tool for forecasting future hotspots and trends in a variety of scientific domains. As seen in Figure 7(b), the purple circles indicate the earlier keywords and the yellow represent keywords that have appeared recently. From 2012 to 2021, there are relatively unbalanced trends in the five clusters, showing a tendency of diversified development. The trend in recent years (Figure 7(b)) shows that yellow nodes are mainly in the third and fourth cluster, and the main keywords include “Alzheimer's disease,” “Parkinson's disease,” “ brain axis,” “neuroinflammation,” “chemotherapy,” “immunotherapy,” “consensus statement,” and so on. These keywords mainly focus on neurological diseases and anticancer treatment.

4. Discussion

Bibliometric analysis can identify the characteristics of papers in specific research areas, visualize the collaboration network between countries, institutions, and authors, show the citations and milestone articles, with unique advantages, and are widely used in various research fields. As a treatment method that has been written into the guidelines, FMT for CDI treatment has been applied in some countries, and the scope of its clinical indications has a trend of further expansion. To gain a better overall understanding of FMT research, we conducted an analysis of global research papers in FMT from 2012 to 2021 to identify the status and trends of FMT research.

4.1. Characteristics of Papers in FMT

The Np in FMT research can show the evolution phases it had experienced. From the annual Np, the development of FMT research can be divided into three stages. FMT research was in the infancy stage before 2012 (total 25 papers in 2004–2011, but 26 papers in 2012). The poor progress of FMT research may be explained by the fact that GM research had just recently begun during this period, as seen by the introduction of the 2007 Human Microbiome Project. 2013–2016 was in the stable and slow growth stage, which may be related to the fact that FMT was officially written into the clinical guidelines of CDI, indicating that FMT is beginning to be recognized by most investigators. 2017–2021 was a high-yield period, and the Np in 2021 would reach its peak, indicating that FMT-related research is getting more and more attention, which may be due to the quick advancement of GM and FMT research, as well as rising researcher interest in FMT.

Few researchers know all relative journals in their field, and researchers struggle to choose the most appropriate journals to output their research. This can be drawn from journal metrics obtained from the bibliometric analysis. From the source of papers, we found that most of the FMT-related papers was mainly published in the specific journals, such as Frontiers in Microbiology, Gut Microbes, and World Journal of Gastroenterology, which are world class journals and have greater impact on FMT research and offer a publishing reference for FMT-related papers, and scholars may give priority to these journals. Frontiers in Microbiology ranked first in Np, TC, and H-index, it is a renowned microbiology journal which advances our grasp of the role of microbes in addressing global challenges such as healthcare. Highly cited papers were mainly published in very well-known medical journals, indicating that FMT-related research may represent medical cutting-edge research.

Most countries had participated in FMT research, of which the US and China had the highest Np, TC, and H-index, and were at the center of global cooperation, showing their important contributions to FMT research, which was linked to their strong interest and backing on the microflora projects. In research institutions, Harvard University, University of California System and Harvard Medical School from the United States, and Udice French Research Universities and Inserm from France, as the top universities and institutions in the world, had published most papers. From prolific authors, Nieuwdorp Max from the University of Amsterdam in the Netherlands had the highest Np, TC, and H-index, showing that his papers had a greater influence on FMT research, who may affect the focus and direction of FMT research. He mainly focused on MS [14], such as insulin sensitivity, and obesity. Allegretti, Jessica R., and Kassam Zain from the US mainly focused on FMT for UC [63], IBS, and CDI. Cammarota Giovanni, Ianiro Gianluca, and Gasbarrini Antonio from Italy focused on FMT in CDI, psychiatric disorders [64], and cancer treatment [65]. Khanna Sahil from Mayo Clinic, Khoruts Alexander from University of Minnesota, and Kelly Colleen R. from Brown University in the USA mainly focused on FMT in rCDI [66, 67]. Zhang Faming from Nanjing Medical University in China mainly focused on FMT in CD and UC, and some questionnaires and ethical issues on the perception of FMT among physicians and patient groups [68], and put forward the concept of washed microbiota transplantation (WMT) [69]. Notably, most of the top 10 authors participated in the formation of the FMT-related consensus [41, 70]. In order to know the latest research progress in FMT research, we should focus on their work and give their research a relative priority.

4.2. Current Frontiers and Trends in FMT

Common keywords are utilized to identify the hotspots, while the cluster analysis can locate the primary study materials under the hot topics. Common keywords and cluster analysis showed the primary status and hotspots in FMT, which mainly concentrated on the mechanism and treatment of FMT.

Currently, many studies have explored the clinical application of FMT, including the following aspects: (1) rCDI: The most efficient and well-researched indication for FMT to date is rCDI. Numerous studies had shown that FMT was established as a highly restorative treatment for rCDI [71]. Several meta-analyses had shown considerable promise for FMT in rCDI [29, 40, 67, 7274]. The routes, infusions times, and fecal dose may affect the efficacy of FMT for rCDI [73]. Moreover, colonoscopy and the oral route were superior to stool enemas; FMT in relapsed CDI also was more effective than refractory CDI [67]. (2) IBD: IBD, especially UC, is another current hotspot in FMT. Two meta-analyses [75, 76] showed that FMT may be safe and efficient for IBD treatment. FMT was an efficient way for the treatment of CDI in IBD patients [77], FMT may be a novel therapeutic option for IBD. Some systematic reviews and meta-analyses suggested that FMT is a safe, well-tolerated, and effective treatment for certain diseases other than rCDI, with the most compelling evidence for active UC [7880]. (3) IBS: Some studies have shown that FMT can help restore the GM and its function in IBS patients, and the richness and diversity of GM increased in IBS patients after FMT [8, 81]. Two meta-analyses showed that delivery of fresh or frozen donor feces may be beneficial for IBS [82, 83]. However, some studies also showed no disparity between FMT and control groups in RCTs in improvement or changes of the IBS symptoms and the living quality of patients, and FMT is considered ineffective for IBS [78, 83]. (4) MS: MS is a group of clinical syndromes characterized by central obesity, hyperglycemia, dyslipidemia, and hypertension, and insulin resistance serves as the common pathophysiological basis. Several studies had shown that FMT had advantages for MS, possibly improving insulin sensitivity by modifying the GM [13, 27, 84]. FMT may play a role in treating MS, but there is currently insufficient evidence to support its clinical practice [84]. (5) MD: Some papers showed that the pathogenesis of depression and anxiety disorders is closely linked to the changes of GM [15, 48, 49]. FMT may cure psychiatric disorders by adjusting the brain-gut-bacteria axis, providing new ideas for depression and anxiety disorders. FMT can effectively enhance psychiatric disorders in recipient animals. Preclinical and clinical studies suggested that reversing or alleviating dysbiosis appears to be a promising strategy for restoring behavioral disorders or achieving remission of psychiatric symptoms [64].

At present, the evidence-based medical research of FMT mainly focuses on CDI, IBD, and IBS (Table 8). Notably, FMT may play a role in IBS treatment, but there is currently insufficient witness to support its clinical application. For example, a 2020 meta-analysis showed that FMT markedly enhanced clinical remission rates in active UC, but there was no apparent change in IBS symptoms after FMT [78]. In addition, although this bibliometric study and some clinical trials had shown the potential therapeutic effect of FMT in some diseases such as MD and MS, there is still a lack of evidence-based medical studies to further verify its clinical efficacy and safety. With the expansion of FMT application, more randomized controlled clinical studies will be available for evidence-based medical analysis.

Many studies explored the therapeutic mechanism of FMT, which may achieve therapeutic purposes by realizing new GM-host interactions, but the concrete origin of interactions remains unclear. Specifically, the therapeutic effect of FMT is mainly mediated by the GM. Many studies show that there is a crosstalk among GM, metabolism, and immunity. GM dysbiosis can stimulate persistent inflammation, and affect the host immune system and metabolism. GM and its metabolites are critical for the development of host immunity, and in turn, host immunity also affects the GM [85]. The interaction of the GM-metabolome-immune network can be revealed through multiomics analysis, which is the current research focus [86]. The normal GM maintains the balance of local immune responses and barrier integrity in the gut by exposing LPS and metabolites such as short-chain fatty acids [87]. Reactive oxygen species also have a key role in inducing programmed cell death and many diseases, and oxidative stress can be better known and controlled by tracking oxidative stress levels in feces to find proinflammatory components [88].

There are also some yellow nodes in other clusters, but they are scattered. Among them, neurological diseases (ND) and antitumor chemotherapy and immunotherapy research have received more attention in recent years, which may suggest future research directions. The main keywords include AD, PD, chemotherapy, immunotherapy, and Clostridium difficile infection, showing that FMT in neurological diseases and antitumor drug treatment are the focus in the future. (1) Neurological diseases: GM plays a crucial role in the interplay between the gut and the brain, which could shape neurodevelopment, modulate neurotransmission, and influence behavior, thereby affecting ND [16]. FMT may be a promising therapeutic option for several ND. Recent publications have highlighted GM imbalances in the development and progression of ND, and GM-related interventions may be used to treat neurological disorders [16]. FMT derived from AD mouse can impair memory function and neurogenesis in mice [89]. FMT can protect rotenone-induced PD by inhibiting LPS-TLR4 signaling-mediated inflammation via the microbe-gut-brain axis [90]. But the current research is still mainly focused on basic research. (2) Cancer treatment: The GM may affect the efficacy and adverse effects of antitumor chemotherapeutics and immunotherapy. FMT is increasingly being studied to overcome cancer treatment resistance and side effects [91, 92]. An animal study showed FMT can prevent chemotherapy-induced intestinal mucositis in colorectal cancer [93]. Specific GM may contribute to chemotherapy-related side effects, and FMT can reverse chemotherapy-induced GM dysbiosis and side effects [94, 95]. For immunotherapy, in 2015, two papers in Science pointed out that the effect of CTLA-4 inhibitor depends on GM, and FMT can improve antitumor immune response and facilitate anti-PD-L1 efficacy [52, 53]. In 2018, two papers in Science found that the GM modulate antitumor response of the checkpoint blockade immunotherapy, and FMT can improve the effect of PD-1 inhibitors, which has important implications for research on the antitumor immunotherapy [50, 51]. In 2021, two trials published in Science showed that FMT from ICI responders can overcome the resistance to immunotherapy [11, 96]. Future efforts should focus on developing therapeutics targeting the GM. (3) Consensus and guidelines: Guidelines and consensus statements for FMT clinical practice can effectively standardize the diagnosis and treatment behavior of medical staff, improve the quality of medical services, and reduce medical costs. Several guidelines and consensus had been published regarding clinical FMT [41, 70, 97]. Fecal banks can give patients with consistent, timely, and equitable access to FMT, as well as traceable workflows to assure process safety and quality. An international consensus in 2019 provided detailed advice for FMT in clinical practice [70]. In addition, animal FMT has important implications for basic research, and the causal relationship between GM and disease models can be determined by performing FMT on animals such as mice [98]. A guideline reporting on animal FMT made detailed recommendations for FMT protocols from mice [99].

4.3. Limitations of the Study

The study also has several limitations. First, while the included papers adequately reflect the current state, we retrieved data only from the SCI-Expanded of WoSCC database. Second, bibliometric surveys of newly published high-quality articles will be ignored. Inherent biases such as bibliometrics against recently published papers may cause some significant papers to not be included in these analyses because it takes time to accumulate citations. Third, the impact of an article and the progress in a field cannot be known by the citations alone, nor should a low publication rate in a country imply a lower quality of scientific research. Therefore, there may be discrepancies between bibliometric analysis and real studies.

5. Conclusions

One of the study's main strengths is that by including all journals generated within the FMT study area, we generated a diverse top-cited composition of corresponding authors, journals, articles, countries, and institutions. Furthermore, research hotspots and trends connected to FMT are studied and projected using keyword analysis, providing study suggestions for future research. Further optimization of FMT methods, such as capsule preparations and frozen fecal bacteria, can reduce costs by reducing the number and frequency of donor screening, relieve patient discomfort during operation, and increase the acceptance of patients and medical staff, which has a good application prospect. Well-designed randomized controlled clinical studies and high-qualityevidence-based medical studies are needed to identify the best indications, maintenance methods, and transplantation pathways for FMT. The safety assessment of FMT is still in its infancy, and the consensus has not yet been formed, and more in-depth research is still needed. With the extensive attention of researchers and the advancement of technology, future research on FMT is likely to get rapid growth and previously unexpected applications, fecal therapy will continue to improve beyond “whole fecal” transplants. This study displayed the global research state and trends of FMT using bibliometrics and graphical analysis. It helps scholars in allied domains with a better grasp of the development and evolution process of FMT and provides a reference for the use of FMT in new disciplines by summarizing existing research hotspots and projecting future development trajectories.

Table 5.

The FMT-related classic papers in historical citation network.

No. First author Year Journals DOI Document type LCS GCS
1 Vrieze 2012 Gastroenterology 10.1053/j.gastro.2012.06.031 Clinical study 326 1640
2 Brandt 2012 The American Journal of Gastroenterology 10.1038/ajg.2012.60 Clinical study 265 454
3 Hamilton 2012 The American Journal of Gastroenterology 10.1038/ajg.2011.482 Clinical study 295 454
4 Borody 2012 Nature Reviews Gastroenterology & Hepatology 10.1038/nrgastro.2011.244 Review 179 388
5 van Nood 2013 The New England Journal of Medicine 10.1056/NEJMoa1205037 Clinical RCT 895 2227
6 Kassam 2013 The American Journal of Gastroenterology 10.1038/ajg.2013.59 Review 342 579
7 Debast 2014 Clinical Microbiology and Infection 10.1111/1469–0691.12418 Review 241 807
8 Youngster 2014 JAMA 10.1001/jama.2014.13875 Clinical study 247 422
9 Kelly 2014 The American Journal of Gastroenterology 10.1038/ajg.2014.133 Clinical study 251 411
10 Youngster 2014 Clinical Infectious Diseases 10.1093/Cid/ciu135 Clinical study 197 300
11 Moayyedi 2015 Gastroenterology 10.1053/j.gastro.2015.04.001 Clinical RCT 435 816
12 Rossen 2015 Gastroenterology 10.1053/j.gastro.2015.03.045 Clinical study 314 529
13 Cammarota 2015 Alimentary Pharmacology & Therapeutics 10.1111/apt.13144 Clinical RCT 251 358
14 Kelly 2015 Gastroenterology 10.1053/j.gastro.2015.05.008 Review 176 347
15 Lee 2016 JAMA 10.1001/jama.2015.18098 Clinical RCT 262 390
16 Kelly 2016 Annals of Internal Medicine 10.7326/M16-0271 Clinical study 206 343
17 Paramsothy 2017 Lancet 10.1016/S0140-6736(17)30182-4 Clinical RCT 306 611
18 Cammarota 2017 Gut 10.1136/Gutjnl-2016-313017 Clinical study 288 497
19 Kao 2017 JAMA 10.1001/jama.2017.17077 Clinical RCT 174 283
20 Quraishi 2017 Alimentary Pharmacology & Therapeutics 10.1111/apt.14201 Review 172 282

Acknowledgments

This work was supported by the New Teacher Start-Up Fund Project from Beijing University of Chinese Medicine (2022-BUCMXJKY-023) and Beijing Science and Technology Development Fund Project of Chinese Medicine (JJ-2020-43).

Data Availability

The Web of Science database contains the original data that were used in the study. The associated authors can be contacted for more information. The search link was as follows: https://www.webofscience.com/wos/woscc/summary/5c068744-8c95-48a4-858f-14d0d436fe16-483dcde5/times-cited-descending/1.

Ethical Approval

Since the bibliometric study's data were taken directly from the database with no further human involvement, ethical approval was not required.

Conflicts of Interest

The authors declare that they have no conflicts of interest.

Authors' Contributions

SH wrote and proofread the manuscript, investigated the study, designed the figures, and responsible for production. SY wrote the manuscript, investigated the study, prepared the tables, and was responsible for production. NZ gathered data and edited the manuscript. HC inquired, approached, and supervised the work. This article was written by all authors, who also gave their approval to the final product. Shaodong Hao and Shanshan Yang made an equal contribution to this work.

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Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Data Availability Statement

The Web of Science database contains the original data that were used in the study. The associated authors can be contacted for more information. The search link was as follows: https://www.webofscience.com/wos/woscc/summary/5c068744-8c95-48a4-858f-14d0d436fe16-483dcde5/times-cited-descending/1.


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