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SYSTEMATIC REVIEW article
Front. Med. , 19 February 2025
Sec. Obstetrics and Gynecology
Volume 12 - 2025 | https://doi.org/10.3389/fmed.2025.1488866
This article is part of the Research Topic Endometriosis: Updates on the Etiology, Pathophysiology, Measurements and Therapeutics View all 12 articles
Objectives: Adenomyosis (AM) is a chronic disorder that significantly impacts women’s health and quality of life worldwide, particularly by causing progressive impairment in fertility. This study aimed to summarize and visualize the literature concerning AM-associated infertility using scientometric analysis.
Methods: We conducted a literature search in the Web of Science™ Core Collection (WoSCC) database for “adenomyosis” and “infertility” as topics from 2000 to 2024. The collected data were organized in Microsoft Office Excel for further analysis. Bibliometric analyses and visualizations were performed using Origin, CiteSpace, VOSviewer, and the Bibliometrix package.
Results: A total of 456 articles were published across 153 journals, reflecting a growing trend in both published and cited articles. The scholars with the highest output were Petraglia F., Chapron C., and Pellicer A., while the Fertility and Sterility were the most publications’ journal. China, the United States, and Italy ranked as the top three countries globally regarding relevant publications worldwide. The 190 keywords in the literature were divided into eight clusters primarily related to pathogenesis, adverse factors affecting pregnancy, treatment methods, diagnostic methods, disease progression, in vitro fertilization (IVF) management, infertility in women, and fertility management. Current hotspots in this field include investigating potential mechanisms of pathogenesis, diagnostic strategies, and improving pregnancy outcomes for patients with AM-associated infertility.
Conclusion: This study highlights that infertility is the most significant and complex issue associated with AM. Although chronic disease management strategies, pharmacological treatments, and assisted reproductive technologies (ART) have improved fertility outcomes in women with AM, further clinical translational research is still warranted.
Adenomyosis (AM) is a prevalent and chronic condition affecting reproductive-aged women. Pathologically, it is similar to endometriosis and is characterized by the benignly infiltrate of endometrial glands and stroma into the underlying myometrium, leading to progressive uterine enlargement (1, 2). The most common clinical manifestations of AM are abnormal uterine bleeding associated with anemia, chronic pelvic pain (such as dysmenorrhea and dyspareunia), infertility, and an increased risk of adverse pregnancy outcomes, all of which seriously affect the quality of women’s lives in their reproductive age (3, 4).
In recent years, the incidence of AM has risen, with a notable trend of the younger women being affected, and an increasing number of AM patients are of childbearing age with seeking fertility needs. Alarmingly, 19.5% of AM patients experience infertility (5), with over 80% of infertile patients attributed to AM and more than 30% of these individuals having previously failed assisted reproductive technology (ART) treatments (6). Moreover, female infertility and subfertility present complex challenges, accompanied by substantial economic burden and profound psychosocial effects (7), including elevated levels of anxiety and depression (8). Therefore, understanding the mechanisms through which AM impacts fertility has garnered significant scholarly attention, elucidating these pathways is critical for developing accurately targeted treatment strategies.
Despite extensive research on AM-associated infertility, there remains a scarcity articles that offer preliminary insight into its pathogenesis. The exact pathogenesis underlying AM’s impact on fertility have yet to be fully elucidated, hindering the development of targeted therapies and presenting an enormous scientific challenge for researchers. Consequently, a comprehensive big data analysis of the pathogenesis, research progress, trends, and focal points concerning AM-associated infertility is essential. This effort not only to facilitates the generation of innovative research ideas but also fosters collaborative global initiatives aimed at overcoming the identified challenges (9).
Bibliometrics, a field that qualitatively and quantitatively analyzes academic publishing, employs mathematical and statistical method to assess published works within specific disciplines (10). Recently, scientometric analysis and data visualization have emerged as valuable methodologies, extensively applied across various biomedical sciences and public health disciplines (11, 12). Compared to the traditional literature reviews, scientometrics with its visual capabilities offers advantages in quickly identifying research hotspots, critical issues, and guiding future exploration within exciting fields (13–15). For instance, Jin et al. (16) employed bibliometrics techniques to reveal gaps, traditional focal points, and potential prospects in menopausal syndrome research, clarifying future research directions for investigators. Despite the emergence of several literature reviews and meta-analyses on AM-associated infertility in the last two decades, there has been a notable lacking in scientometric studies exploring the link between AM and infertility.
To fill the apparent gap in knowledge, our study conducted bibliometrics analysis for drawing scientific knowledge maps and generating data visualization to reveal the relationship between AM and infertility by using multiple software tools. The statistical results of the keyword analysis were analyzed and summarized, which included publication year, countries and regions, institutions, authors, journals, relevant references, timeline view, and keyword co-occurrence and citation burst analysis from 2000 to 2024. This study aims to elucidate research trends and core challenges in AM-associated infertility, ultimately providing new perspectives and ideas for future investigations and attracting increased attention from scientific community.
We utilized the Web of Science Core Collection (WoSCC) of the Science Citation Index Expanded (SCIE) to retrieve and download the citation data on May 29th, 2024. The WoS database is recognized as one of the most authoritative and comprehensive citation databases, frequently employed for bibliometric studies due to its inclusion of nearly all impactful and high-quality journals, as well as its extensive data sources (17–19). Furthermore, previous studies have shown that the WoS for is more accurate than other databases literature-type labeling (13, 20). We chosen “Adenomyosis” and “Infertility” as our search terms. The retrieval formula used was as follows: [#1 was “Adenomyosis” OR “Adenomyomectomy “OR “Adenomyosis uteri” “OR” Cystic Adenomyosis” OR “Diffuse Adenomyosis” OR “Focal Adenomyosis “OR “Uterine Adenomyosis.” #2 was “Infertility” OR “Impaired fecundity “OR “Diminished semen quality” OR “Reproductive failure” OR “Fertility impairment” “Barrenness” OR “Sterility.” Final dataset was constructed as follows:: #1 AND #2]. The topical terms were restricted to the title, abstract, or keywords. The retrieval time range was from January 1st, 2000, to May 29th, 2024, with the search limited to the English languages and document types restricted to articles and reviews. A total of 456 pieces of literature were retrieved. The matching citation data were output as “Full Record and Cited References” and saved in “Plain Text” format.
Microsoft Office Excel 2019 was utilized to store and manage the relevant data. Subsequently, the pertinent data were subjected to further visualization analysis using OriginPro 2023, CiteSpace (version 6.1R6), VOSviewer (version 1.6.20), and the Bibliometrix package.1
Origin software was employed to analyze and map the number of annual publications, providing an intuitive understanding of the trends in the volume of research papers (21). CiteSpace was initially utilized for bibliometric analysis, encompassing country/regions, organization, category, cited journal, keyword, and reference (22). CiteSpace is a robust visualization tool that aids in identifying trends and hotspots within research fields by analyzing citation networks and exhibiting relationships between publications, including collaboration networks and keyword co-occurrence. Its broad user community, regular feature updates, cross-platform compatibility, and free accessibility make it the preferred software for bibliometric analysis (23). VOSviewer was used to optimize and visualize the scientific knowledge graph (24). Known for its versatility and user-friendly interface, VOSviewer excels in producing high-quality visualizations and offers extensive customization options. It efficiently processes large datasets, integrates seamlessly with major bibliometric databases, and includes text mining capabilities. Additionally, the software benefits from strong community support and comprehensive documentation, making it an invaluable tool for researchers (25). Bibliometrix provides a comprehensive analysis features for conducting the mapping of the co-occurrence network and clustering of keywords, enabling researchers to explore various aspects of scholarly communication (26). In all visualization networks, the size of the node represents the number of publications, the color of the node indicates different periods or clusters, and the thickness of the lines reflects the correlation’s strength.
The impact factor (IF) and H-index were included in the data table to help objectively assess the reliability and value of the journal and article research. The IF serves as a critical indicator for measuring the influence and prestige of academic journals (27), while the H-index evaluates scholarly contributions and predict future research accomplishments (28). To avoid bias, given that the database is updated daily, both authors individually conducted a comprehensive online search and analysis within a single day. The strategy of literature retrieval and scientometric analysis is shown in Figure 1.
A total of 456 articles on AM-associated infertility from 2000 to 2024 were identified. The annual publication count is exhibited in Figure 2A. Despite some fluctuations in annual publications, the overall trend has been upward. Before 2011, published documents were primarily in the single digits, from 2012 onward, publications consistently remained in double digits. The peak occurred in 2023, with 71 publications. Numerous publishers contributed literature across various subject categories, with the top 10 publishers and categories listed in Table 1. The largest publishers are Elsevier (130); the most common research category is obstetrics and gynecology (265). Figure 2B shows the annual citation counts, totaling 13,426 citations across retrieved articles, resulting in an average number of 29.44 citations per paper. The H-index for screened publications was 62, indicating a steady upward trend in annual citations. In 2023, citations peaked at 2,375. Notably, the most substantial research output and citation frequency increase occurred between 2019 to 2023.
Figure 2. Annual publication and citation trends related to AM-associated infertility in the past 24 years. (A) The blue bars represent the yearly publications per year, the purple line represents the trend of annual publications in the total number of publications, and the purple solid dots represent the specific percentage (%) of yearly publications to total publications. (B) The brown bars represent the annual citations per year, the purple line represents the trend of yearly citations in the total number of citations, and the purple solid dots represent the specific percentage (%) of annual citations to total citations.
Table 1. Top 10 publishers and categories related to adenomyosis associated infertility in the past 24 years.
The publications involved 51 countries/regions and 123 institutions. The top 10 countries/regions by total published papers are shown in Table 2. China led with 25.44% (116 articles), followed by the USA (17.54%, 80 articles), Italy (14.69%, 67 articles), France (8.77%, 40 articles), and Japan (7.46%, 34 articles). Figures 3A,B depict the top-ranking countries regarding published articles and corresponding authors, revealing China’s significant influence in AM-associated infertility research. The H-index for the top 10 most productive countries/regions indicates that the USA (3,051), England (1,928), Germany (1,690), France (1,514), Australia (1,377), and China (1,333) have made notable contributions. High-yield institutions mainly originate from Europe. The cooperation network analysis among countries is illustrated in Figures 3C,D, showing that China, Belgium, and France collaborated closely. The top 10 productive institutions and their cooperation network are displayed in Figure 4. Leading organizations include the Assisting the Paris Public Hospital (4.83%, 22 papers), University Paris (3.73%, 17 papers), Cochin University Hospital (3.29%, 15 papers), National Institute of Health and Medical Research (3.07%, 14 papers) and Katholieke Universiteit Leuven (3.07%, 14 papers). Additionally, institutions with prominent cooperation networks include Siena University, Shanghai Jiao Tong University, Ku Leuven Catholic University, Fudan University, and the University of Milan.
Table 2. Top 10 countries and organizations related to adenomyosis associated infertility in the past 24 years.
Figure 3. The most productive countries/regions related to AM with infertility in the past 24 years. (A) The top-ranking countries/areas in the articles published by the corresponding author. The orange bars represent the corresponding author’s country (MCP), and the green bars represent the second corresponding author’s (SCP). (B) Global distribution of the production countries/regions of the articles. (C) The closest cooperation network among the most productive countries/regions. (D) The closest cooperation network among the most productive countries/regions.
Figure 4. The most productive institutions related to AM with infertility in the past 24 years. (A) The most productive institutions. The solid blue dots represent the number of publications. (B) The closest cooperation network is among the most productive institutions.
This analysis include 153 journals and 401 co-cited journals. The top 20 most productive and co-cited journals are summarized in Table 3. Fertility and Sterility (10.53%, 48 papers) published the most papers in this field, followed by Human Reproduction (5.48%, 25 papers), Reproductive Biomedicine online (5.26%, 25 papers), Reproductive Sciences (3.29%, 15 papers), American Journal of Obstetrics and Gynecology (2.85%, 13 papers) and Journal of Minimally Invasive Gynecology (2.41%, 11 papers). Co-citation network analysis is displayed in Figure 5, revealing that Fertility and Sterility was the most frequently co-cited journal, with 1,578 total citations, followed by Human Reproduction (1,477 citations), Reproductive Biomedicine Online (954 citations); Human Reproduction Update (865citations) and Best Practice & Research Clinical Obstetrics & Gynecology (441 citations). Among the top 20 journals, Human Reproduction Update had the highest IF of 13.3 in 2024, while Human Reproduction boasted the highest H-index of 209 in 2024.
Table 3. Top 20 output and most co-cited journals related to adenomyosis associated infertility in the past 24 years.
Figure 5. Network for the co-cited journals related to AM-associated infertility in the past 24 years. Fertility and Sterility, Human Reproduction, and Reproductive Biomedicine Online were the most co-cited journals. The node color represents the different co-cited journals, and the node size represents the number of co-cited journals. Lines of other colors show that the two keywords appear in an article. The lines between nodes represent the cross-reference relationships between different journals.
The analysis identified 98 authors (with more than two articles were published) and 179 co-cited authors (with over 30 citations). Figures 6A,B feature the top most productive authors and contributors, while Figures 6C,D illustrate the top cited authors and the cooperation network between different authors. Detailed information on the top 10 authors and co-cited authors is presented in Table 4. Petraglia F., Santulli P., and Pellicer A. were the most published authors, each contributing 13 papers in the field of AM-associated infertility. Following them, Santulli P. and Bourdon M. each published 10 papers. The centrality of the top 10 published authors ranged from 0.018 to 0.029, with Petraglia F., Santulli P., and Pellicer A. achieving the highest centrality of 0.029. In terms of total co-cited frequency, the leading authors were Vercellini P. (314 citations), Leyendecker G. (199 citations), Kunz G. (178 citations). The close collaboration among different authors and co-cited authors indicate their crucial role in advancing the field.
Figure 6. Map of authors and co-cited authors related to AM-associated infertility in the past 24 years. (A) Spectrum density diagram of the most productive authors. (B) The most productive contributing authors of the network diagram. (C) The spectrum density map of the co-cited authors. The authors’ closest relationship is allocated to one cluster with the same color in this cluster density map. (D) The cooperation of different authors with co-cited authors in the network diagram.
Table 4. Top 10 authors and co-cited authors related to adenomyosis associated infertility in the past 24 years.
Table 5 lists the 30 most highly cited literature in the field of AM-associated infertility, highlighting six studies that have been co-cited over 200 times. The most co-cited article by Chen C. et al. (2017), published in Nature Communications, with 458 citations. This is followed by Koninckx P. R. et al. (2012) in Fertility and Sterility, with 325 citations, Kunz G. et al. (2005) and Vercellini P. et al. (2014) in Human Reproduction, with 276 and 242 citations, respectively. Co-citation analysis of the research topics was performed using CiteSpace, the results of which are presented in Figure 7. This analysis categorized all included papers into 10 clusters based on their primary research topics, endometrial receptivity (#0), AM (#1), preterm birth (#2), tobacco consumption (#3), junctional zone (#4), endometrium (#5), infertility (#6), fallopian tubes (#7), endometriosis (#8), and adenomyoma (# 9). Timeline view analysis indicates that the most popular research topics are endometrial receptivity (#0), AM (#1), endometrium (#5), infertility (#6), and adenomyoma (# 9). The earliest papers with citation bursts emerged between 2010 and 2015.
Table 5. Top 30 most highly cited literature related to adenomyosis associated infertility in the past 24 years.
Figure 7. Visualization network and timeline view of co-cited papers related to AM-associated infertility in the past 24 years. (A) The co-citation visualization network of co-cited references. Each node delegates a review or article, and each frame delegates a cluster. The size of each node represents the number of coreferences. The tags of the clusters also showed nearly the same frames. (B) The timeline view of co-cited references. The position of the nodes on the horizontal axis indicates the time when the reference debuted, and the size of the nodes is positively correlated with the number of paper citations. The lines between the nodes represent cocited relationships. This blue color indicates nearly 2000, while a darker yellow color indicates almost 2024.
This analysis included a total of 190 keywords with a frequency exceeding five occurrences. We performed a keyword co-occurrence analysis to further explore hot topics using the Bibliometrix package. Figure 8A display the 10 most common keywords with the strongest associations within the keyword network. The most frequently occurring keywords was AM (n = 320; total link strength = 2,263), followed by endometriosis (n = 205; total link strength = 1,563), infertility (n = 193; total link strength = 1,469), and women (n = 127; a total link strength = 993), diagnosis (n = 105; a total link strength = 865). High-frequency keywords are valuable for aiding researchers in effectively identifying current hot topics in the field. A network diagram illustrating the most frequently used keywords is shown in Figure 8B. This study identified 190 keywords classified into eight clusters: pathology and mechanisms, adverse pregnancy-associated, surgery treatment, diagnosis, ART, infertility factors, quality of life, and medical treatment (Figures 8C–J). Additionally, we analyzed citation bursts using CiteSpace and displayed the top 25 keywords exhibiting the most significant citation bursts in Figure 9. This figure shows the period during which keyword citation bursts occurred, particularly relating to the disease concepts. For example, disease, rapid sperm transport, and hormone agonists were among the earliest to exhibit citation bursts.
Figure 8. Keywords of the distribution, co-occurrence network diagram, and word cloud cluster map. (A) The distribution of keywords: the green histogram represents occurrences, and the orange histogram shows the total link strength. (B) The co-occurrence network of keywords; the minimum frequency of occurrences of keywords ≥5. Node size and color represent the frequency of keywords and clusters, respectively. Lines of different colors show that the two keywords appear in an article. (C–J) The word cloud cluster map of pathology and mechanisms, adverse pregnancy-associated factors, surgical treatment, diagnosis, assisted reproduction treatment, infertility factors, quality of life, and medical treatment.
Figure 9. Top 25 keywords with the most vigorous citation bursts. The blue line indicates the timeline, and the red sections indicate the burst duration, including the start and end years.
Keywords related to AM treatment and clinical research, including magnetic resonance imaging, junctional zone, pregnancy, bowel resection, infertile women, and transvaginal ultrasound, typically experienced citation burst between 2006 and 2009, with moderate intensity. Notably, our analysis identified keywords that continue to exhibit significant citation burst projected through 2024, including pathogenesis (strength = 5.91; period = 2022–2024), uterine volume (strength = 2.63, period = 2022–2024), cancer (strength = 2.49, period = 2022–2024). These keywords may represent key focal points and objectives in current AM-associated infertility research.
We manually classified the keywords from network data into eight clusters to elucidated the current research trends related to AM-associated infertility. These clusters encompass pathogenesis, adverse factors affecting pregnancy, treatment and diagnostic methods, disease progression, IVF, infertility women, and fertility management.
Cluster 1 indicates that AM encompass a spectrum of diseases influenced by epithelial-mesenchymal transition, eutopic endometrium, and inflammation, which collectively impair endometrial receptivity and may cause infertility. Notably, research hotspots in this field predominantly focus on gene expression (Figure 10A). Cluster 2 highlights that AM poses significant risks for pregnancy, resulting in increased complications such as placenta previa, preterm birth, and preeclampsia (Figure 10B). In cluster 3, the primary treatment means for AM have been divided into surgical interventions, hormone therapy, and uterine artery embolization, all of which can adversely affect quality of life of AM patients (Figure 10C). Cluster 4 reveals that the diagnosis of AM primarily relies on ultrasound and magnetic resonance imaging (MRI), but variability in diagnostic methods impacts the accuracy of the results (Figure 10D). From cluster 5, we infer that AM significant impacts the implantation success rates for patients attempting to conceive, as disease progression can lead to myometrial fibrosis and alterations in uterine volume (Figure 10E).
Figure 10. Manual analysis and clustering of keywords. The blue histograms represent the frequency of keyword occurrences. (A) Pathogenesis. (B) Adverse factors affecting pregnancy. (C) Treatment means. (D) Diagnosis methods. (E) Disease progressive progress. (F) In-vitro fertilization management. (G) Infertility women. (H) Fertility management, respectively.
Furthermore, according to cluster 6, AM may increase the difficulty and risk of miscarriage among patients undergoing IVF, possibly lead to damage to the junctional zone. Thus, enhanced pretreatment strategies and vigilant monitoring are essential (Figure 10F). Cluster 7 reinforces that AM is a significant risk factor for infertile women, emphasizing gene-associated pathogenesis, which holds the potential to is expected to address the current challenges of AM-associated infertility effectively (Figure 10G). Lastly, cluster 8 reveals that ensuring fertility preservation in AM patients represents a crucial and challenging long-term objective, necessitating individualized treatment choices such as dienogest, the levonorgestrel-releasing intrauterine system, high-intensity focused ultrasound, or laparoscopic myomectomy (Figure 10H).
This study represents the first analysis of the global research landscape surrounding AM-associated infertility utilizing bibliometrics methodologies. Both AM and infertility are common gynecologic diseases that not only pose significant challenges for individuals but also impose substantial economic burdens on the national healthcare systems, society, and families (29, 30). The reported prevalence of AM can be as high as 70% (31), and it affects approximately 24.4% of infertile women (32). AM is widely recognized for its detrimental affects on fertility, contributing to infertility among women of childbearing age (33–35). Moreover, the incidence of AM associated with infertility is increasing annually, correlating with the tendency of delayed childbearing among women (5, 31). Cozzolino et al. (36) confirmed that women with AM have reduced live birth rates (LBR) (OR 0.59, 95% CI 0.37–0.92, p = 0.02), clinical pregnancy rate (OR 0.66, 95% CI 0.48–0.90), and ongoing pregnancy rate (OR 0.43, 95% CI 0.21–0.88), alongside an increased miscarriage rate (OR 2.11, 95% CI 1.33–3.33). Younes et al. (37) reported a 41% reduction in LBR among patients with AM. Vercellini et al. (38) elaborated a 28% decrease in the likelihood of clinical pregnancy via ART compared to women without AM. Additionally, Marvelous et al. (39) indicated a decline in clinical pregnancy among AM patients, ranging from 42.7% with an AM score of zero to 13% with a score of seven.
Consequently, a growing number of scholars are focusing on the relationship between AM and infertility, resulting in a large aggregation of articles and reviews exploring the complex mechanisms underlying this association. Despite this, a systematic method for analyzing and identifying key areas of interest in this research domain has been lacking. Bibliometric analysis, similar to epidemiological approaches, offers a robust means of highlighting potential future research directions by examining authorship, institutional contributions, journal impact, and keyword usage in existing literature. This approach provides valuable insights that can inform and deepen future investigations in the field (10, 40, 41).
In this study, we performed a scientometric analysis to grasp the current research hotspots, keywords, focal points, challenges, and trends pertaining to AM-associated infertility. Our analysis encompassed 456 articles and reviews published across 153 journals by 123 institutions in 51 countries/regions, yielding a total of 13,426 citations and 62 H-indexes. We established that AM remains a primary concern and a significant challenge within infertility research globally, with a continuous growth in the quantity of published articles since 2006. The significance of studying the association between AM and infertility is gradually gaining recognition within both academic and clinical circles. Major contributions were identified from China, the USA, Italy, France, and Japan, collectively ranking as the top five countries in terms of publications. This trend may be attributed to the high prevalence of AM and the relatively advanced status of infertility and biomedical study in these nations. We divided 190 keywords, which appeared more than five times, into eight clusters, mainly focused on pathogenesis, adverse factors affecting pregnancy, treatment methods, diagnostic modalities, disease progression, IVF management, infertility, and fertility management. These clusters indicate significant interest in AM-related infertility research over the past 24 years.
Additionally, by analyzing the citation burst of keywords, we discovered emerging research hotspots in the potential mechanisms of pathogenesis, diagnostic methods, and strategies for improving pregnancy success in AM-associated infertility. Recent investigations have increasingly aimed at decoding the intricate mechanism involved in the application of targeted therapies for AM patients with infertility. Although an unambiguous understanding of the pathogenesis is still pending, several hypotheses have gained traction. Altered endometrial function and receptivity in AM patients may give rise to a pro-inflammatory environment and heightened oxidative stress, negatively affecting embryo implantation and survival (42, 43). Other proposed mechanisms include abnormal uterotubal transport caused by adenomyomas with obstruction, which may block sperm transport by distorting the uterine cavity and disrupting normal myometrium structure and function (31, 33). Additionally, irregular uterine contractions during the follicular phase and disturbance in the uterine junctional zone have been implicated as potential contributors to AM-associated infertility (44–46). Recent findings show that increased amplitude and decreased contraction coordination in AM patients could significantly lead to infertility, particularly during the luteal phase when implantation occurs (47). The importance of uterine peristalsis during the peri-implantation phase is notably highlighted in the context of IVF implantation failures and adverse pregnancy outcomes in AM (48). These findings indicate quantifying abnormal patterns and measures of uterine contractility offers a potential new tool for explaining infertility associated with AM (47).
Moreover, evidence of AM with infertility, involving various biomarkers such as matrix metalloproteinases (MMP), interleukins (IL-6, IL-10), HOXA10, leukemia inhibitory factor (LIF), cytochrome P450, and RCAS1 (49). Previous studies suggest that the downregulation of HOXA10, NR4A receptor, and FOXO1A appears to impaired implantation in women with AM (50, 51), and dysregulation of LIF has a similar effect (52). Additionally, molecules like nitric oxide, which are expressed at abnormally high levels, adversely impact sperm transport, implantation, and decidualization, leading to AM-related infertility (53). Pro-oxidative and antioxidative cytokines, including copper (Cu), manganese superoxide dismutase (Mn-SOD), and zinc superoxide dismutase (Zn-SOD), are associated with increased inflammatory responses in the endometrium (54, 55). Consequently, prior research indicates significant opportunities for further investigations into the correlation between AM and infertility.
Although histopathological reports are considered the gold standard for diagnosing AM, they can lead to diagnostic delays of up to 12 years (56) and are not essential for treating patients with concurrent infertility. Instead, imaging techniques serve as the primary diagnostic tools (5, 29). Some studies utilize trans-vaginal ultrasound, while others employ MRI or a combination of both approaches, leading to potential inconsistencies in diagnostic effectiveness (57, 58). The incidence of infertility linked to AM appears to be classification-dependent (59). Moreover, underdiagnosis by less experienced practitioners cannot be discounted, as this may lead to the erroneous inclusion of women with AM in control group, thereby potentially underestimating the actual effect of AM on reproductive outcomes (34). Therefore, the accuracy of diagnosing AM in the context of infertility remains contentious. Further research is imperative to establish uniform diagnostic criteria that clarify the definitive connection between AM and infertility.
Regarding treatment options to improve pregnancy outcomes, there are currently no harmonized international guidelines for managing patients with AM who wish to preserve fertility (60, 61). Nonetheless, available evidence suggests that treatment can positively effect on fertility outcomes (33). For instance, surgical interventions have been shown to increase rates of natural conception (36). Additionally, the use of danazol-loaded devices yield a pregnancy rate of 41%, while GnRHa therapy results in a LBR of 36.2%. Uterine artery embolization has an even higher LBR of 83.3% (35). Other studies report pregnancy rates of 60.5% following complete excision and 46.9% after partial excision of AM (62). The odds ratio of clinical pregnancy post-surgery is reported as 6.22 (CI 2.34–16.54) (37). Furthermore, variations in AM types demonstrate different effects on fertility outcomes, focal AM is associated with a pregnancy rate of 49.1%, compared to 38.5% for the diffuse AM, and a miscarriage rate of 27.6% for focal AM versus 16.2% for the diffuse AM (63).
However, Mijatovic et al. (64), noted no significant increase in clinical pregnancy rates among infertile women with AM who had previously undergone GnRH treatment (36). The overall effectiveness of surgical treatment for AM affecting pregnancy rate remains inconclusive, with a reported risk of uterine rupture estimated at 6.0% (65). A systematic review further indicated that treatments involving oral contraceptives, antiprostaglandins, progestins, danazol, and GnRHa have not improved pregnancy rates for women with AM planning to conceive. However, high-intensity focused ultrasound and combination therapies before ART may benefit these patients (5). Although existing research confirms that pharmacological and surgical treatments for AM positively impact reproductive outcomes, including pregnancy rates and LBR, the comparative effectiveness of different treatments and the optimal timing for delaying pregnancy remain unclear. Additionally, limited evidence on the correlation between infertility and the severity and classification of AM may affect pregnancy rate statistics (66). Therefore, developing standardized protocols to address AM-related infertility is crucial, and the efficacy of these therapeutic options must be validated through prospective randomized controlled trials.
To the best of our knowledge, our study is the first in-depth scientometric analysis of AM-associated infertility. However, several limitations need attention. First, the data were sourced solely from the SCI-E database within the WoSCC, potentially omitting relevant literature and causing a bias in research conclusions. Second, the use of bibliometric software for author analysis does not currently allow for the differentiation of author name abbreviations, which may lead to inaccuracies. Additionally, bibliometric analysis based on machine algorithms does not permit an in-depth exploration of individual studies, possibly omitting some information. Moreover, as the review focuses exclusively on studies addressing infertility in AM, there may be a selection bias present. Finally, the lack of authoritative guidelines for bibliometric analyses in medical research is a significant challenge for academics who wish to gain a comprehensive and accessible understanding of bibliometric methods and their application in medical research.
However, the WoS is the most powerful search engine, and the WoSCC database contains extensive data on the theme of AM-associated infertility. In addition, the WoS is the premier research platform for biomedical and natural science, and the world’s most trusted publisher with an independent global citation database. Therefore, based on an adequate amount of data and the correct scientometrics methods, the outcomes of this study are convincing and may help accurately identify knowledge gaps, research hotspots, and development trends in AM-associated infertility. The perspectives presented here can guide the generation of novel ideas for further in-depth investigations into AM-associated infertility. Specifically, research on improving uterine receptivity during the peri-implantation period offers direction and encourages further exploration for focused collaboration between researchers and clinicians.
This study is the first to use bibliometric methods to detail global trends and the current status of AM-associated infertility over the past 20 years. The research highlights that international interest in this complex field remains strong. Key topics include pathogenesis, factors affecting pregnancy, treatment and diagnostic methods, disease progression, and IVF management. Although chronic disease management strategies, pharmacological treatments, and ART have improved fertility outcomes in AM patients, further collaboration between researchers and clinicians is crucial to facilitate translational clinical research. This study aids in identifying research hotspots and fostering regional collaboration for a deeper understanding of the AM-associated infertility landscape and its evolution.
The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding authors.
QY: Formal analysis, Funding acquisition, Writing – original draft, Writing – review & editing. XZ: Writing – review & editing, Formal analysis, Software, Validation, Visualization, Writing – original draft. FZ: Data curation, Formal analysis, Validation, Visualization, Writing – review & editing. LC: Investigation, Validation, Writing – review & editing. JH: Formal analysis, Software, Supervision, Writing – review & editing. XL: Data curation, Investigation, Methodology, Writing – review & editing. JJ: Funding acquisition, Supervision, Writing – review & editing.
The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work was supported by the Fujian Provincial Natural Science Foundation Projects (grant no. 2023J011216); Joint Funds for the Innovation of Science and Technology, Fujian Province (grant no. 2023Y9391); and sponsored by Fujian Provincial Health Technology Project (grant no. 2023CXA039).
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.
1. Wang, L, and Yang, R. Comparing the therapeutic effects of Chinese herbal medicine with western medicine on adenomyosis: a systematic review and meta-analysis. Asian J Surg. (2024) 47:578–80. doi: 10.1016/j.asjsur.2023.09.117
2. Salmeri, N, Ottolina, J, Bartiromo, L, Schimberni, M, Dolci, C, Ferrari, S, et al. ‘Guess who’? An Italian multicentric study on pigmentation traits prevalence in endometriosis localizations. Eur J Obstet Gynecol Reprod Biol. (2022) 274:5–12. doi: 10.1016/j.ejogrb.2022.05.001
3. Moawad, G, Fruscalzo, A, Youssef, Y, Kheil, M, Tawil, T, Nehme, J, et al. Adenomyosis: an updated review on diagnosis and classification. J Clin Med. (2023) 12:4828. doi: 10.3390/jcm12144828
4. Chen, Y, Lin, S, Xie, X, Yi, J, Liu, X, and Guo, SW. Systematic review and meta-analysis of reproductive outcomes after high-intensity focused ultrasound (HIFU) treatment of adenomyosis. Best Pract Res Clin Obstet Gynaecol. (2024) 92:102433. doi: 10.1016/j.bpobgyn.2023.102433
5. Szubert, M, Koziróg, E, Olszak, O, Krygier-Kurz, K, Kazmierczak, J, and Wilczynski, J. Adenomyosis and infertility-review of medical and surgical approaches. Int J Environ Res Public Health. (2021) 18:1235. doi: 10.3390/ijerph18031235
6. Elhelf, IAS, Albahar, H, Shah, U, Oto, A, Cressman, E, and Almekkawy, M. High intensity focused ultrasound: the fundamentals, clinical applications and research trends. Diagn Interv Imaging. (2018) 99:349–59. doi: 10.1016/j.diii.2018.03.001
7. Njagi, P, Groot, W, Arsenijevic, J, Dyer, S, Mburu, G, and Kiarie, J. Economic costs of infertility care for patients in low-income and middle-income countries: a systematic review protocol. BMJ Open. (2020) 10:e042951. doi: 10.1136/bmjopen-2020-042951
8. Rooney, KL, and Domar, AD. The relationship between stress and infertility. Dialogues Clin Neurosci. (2018) 20:41–7. doi: 10.31887/DCNS.2018.20.1/klrooney
9. Freire, CVS, Campos, LN, Rangel, AG, Naus, A, Wagemaker, S, Brandão, GR, et al. Uncovering gaps in women’s authorship: a big data analysis in academic surgery. World J Surg. (2024) 48:2152–62. doi: 10.1002/wjs.12256
10. Ninkov, A, Frank, JR, and Maggio, LA. Bibliometrics: methods for studying academic publishing. Perspect Med Educ. (2022) 11:173–6. doi: 10.1007/s40037-021-00695-4
11. Ramakreshnan, L, Aghamohammadi, N, Fong, CS, and Sulaiman, NM. A comprehensive bibliometrics of 'walkability' research landscape: visualization of the scientific progress and future prospects. Environ Sci Pollut Res Int. (2021) 28:1357–69. doi: 10.1007/s11356-020-11305-x
12. van Oijen, JCF, van Dongen-Leunis, A, Postma, J, van Leeuwen, T, and Bal, R. Achieving research impact in medical research through collaboration across organizational boundaries: insights from a mixed methods study in the Netherlands. Health Res Policy Syst. (2024) 22:72. doi: 10.1186/s12961-024-01157-z
13. Xu, D, Wang, YL, Wang, KT, Wang, Y, Dong, XR, Tang, J, et al. A scientometrics analysis and visualization of depressive disorder. Curr Neuropharmacol. (2021) 19:766–86. doi: 10.2174/1570159X18666200905151333
14. Zhu, H, Shi, L, Wang, R, Cui, L, Wang, J, Tang, M, et al. Global research trends on infertility and psychology from the past two decades: a bibliometric and visualized study. Front Endocrinol. (2022) 13:889845. doi: 10.3389/fendo.2022.889845
15. Kemper, JM, Rolnik, DL, Mol, BWJ, and Ioannidis, JPA. Reproducible research practices and transparency in reproductive endocrinology and infertility articles. Fertil Steril. (2020) 114:1322–9. doi: 10.1016/j.fertnstert.2020.05.020
16. Jin, Z, Tian, C, Kang, M, Hu, S, Zhao, L, and Zhang, W. The 100 top-cited articles in menopausal syndrome: a bibliometric analysis. Reprod Health. (2024) 21:47. doi: 10.1186/s12978-024-01770-9
17. Peng, C, Kuang, L, Zhao, J, Ross, AE, Wang, Z, and Ciolino, JB. Bibliometric and visualized analysis of ocular drug delivery from 2001 to 2020. J Control Release. (2022) 345:625–45. doi: 10.1016/j.jconrel.2022.03.031
18. Sun, HL, Bai, W, Li, XH, Huang, H, Cui, XL, Cheung, T, et al. Schizophrenia and inflammation research: a bibliometric analysis. Front Immunol. (2022) 13:907851. doi: 10.3389/fimmu.2022.907851
19. Lin, X, Wu, G, Gao, B, Wang, S, and Huang, J. Bibliometric and visual analysis of coronary microvascular dysfunction. Front Cardiovasc Med. (2022) 9:1021346. doi: 10.3389/fcvm.2022.1021346
20. You, Y, Li, W, Liu, J, Li, X, Fu, Y, and Ma, X. Bibliometric review to explore emerging high-intensity interval training in health promotion: a new century picture. Front Public Health. (2021) 9:697633. doi: 10.3389/fpubh.2021.697633
21. Zhou, Q, Lu, M, Li, GS, Peng, GL, and Song, YF. Knowledge mapping and visualization analysis of pelvic organ prolapse repair with mesh from 2001 to 2021. Front Bioeng Biotechnol. (2023) 11:1104724. doi: 10.3389/fbioe.2023.1104724
22. Chen, C. A glimpse of the first eight months of the COVID-19 literature on Microsoft academic graph: themes, citation contexts, and uncertainties. Front Res Metr Anal. (2020) 5:607286. doi: 10.3389/frma.2020.607286
23. Liu, X, Zhao, S, Tan, L, Tan, Y, Wang, Y, Ye, Z, et al. Frontier and hot topics in electrochemiluminescence sensing technology based on CiteSpace bibliometric analysis. Biosens Bioelectron. (2022) 201:113932. doi: 10.1016/j.bios.2021.113932
24. van Eck, NJ, and Waltman, L. Software survey: VOSviewer, a computer program for bibliometric mapping. Scientometrics. (2010) 84:523–38. doi: 10.1007/s11192-009-0146-3
25. van Eck, NJ, and Waltman, L. Citation-based clustering of publications using CitNetExplorer and VOSviewer. Scientometrics. (2017) 111:1053–70. doi: 10.1007/s11192-017-2300-7
26. Liu, B, Zhou, CJ, Ma, HW, and Gong, B. Mapping the youth soccer: a bibliometrix analysis using R-tool. Digit Health. (2023) 9:20552076231183550. doi: 10.1177/20552076231183550
27. Javed Ali, M, and Djalilian, A. Readership awareness series—paper 7: an overview of impact factor and other scientometrics. Semin Ophthalmol. (2024) 39:1–5. doi: 10.1080/08820538.2023.2259180
28. Shanmugasundaram, S, Huy, B, Shihora, D, Lamparello, N, Kumar, A, and Shukla, P. Evaluation of H-index in academic interventional radiology. Acad Radiol. (2023) 30:1426–32. doi: 10.1016/j.acra.2022.09.020
29. Pados, G, Gordts, S, Sorrentino, F, Nisolle, M, Nappi, L, and Daniilidis, A. Adenomyosis and infertility: a literature review. Medicina. (2023) 59:1551. doi: 10.3390/medicina59091551
30. Calero, MJ, Villanueva, MRB, Joshaghani, N, Villa, N, Badla, O, Goit, R, et al. Fertility and pregnancy outcomes in patients with adenomyosis: is adenomyosis synonymous with infertility? Cureus. (2022) 14:e30310. doi: 10.7759/cureus.30310
31. Harada, T, Khine, YM, Kaponis, A, Nikellis, T, Decavalas, G, and Taniguchi, F. The impact of adenomyosis on women’s fertility. Obstet Gynecol Surv. (2016) 71:557–68. doi: 10.1097/OGX.0000000000000346
32. Abu Hashim, H, Elaraby, S, Fouda, AA, and Rakhawy, ME. The prevalence of adenomyosis in an infertile population: a cross-sectional study. Reprod Biomed Online. (2020) 40:842–50. doi: 10.1016/j.rbmo.2020.02.011
33. Moawad, G, Kheil, MH, Ayoubi, JM, Klebanoff, JS, Rahman, S, and Sharara, FI. Adenomyosis and infertility. J Assist Reprod Genet. (2022) 39:1027–31. doi: 10.1007/s10815-022-02476-2
34. Vercellini, P, Viganò, P, Bandini, V, Buggio, L, Berlanda, N, and Somigliana, E. Association of endometriosis and adenomyosis with pregnancy and infertility. Fertil Steril. (2023) 119:727–40. doi: 10.1016/j.fertnstert.2023.03.018
35. Maheshwari, A, Gurunath, S, Fatima, F, and Bhattacharya, S. Adenomyosis and subfertility: a systematic review of prevalence, diagnosis, treatment and fertility outcomes. Hum Reprod Update. (2012) 18:374–92. doi: 10.1093/humupd/dms006
36. Cozzolino, M, Tartaglia, S, Pellegrini, L, Troiano, G, Rizzo, G, and Petraglia, F. The effect of uterine adenomyosis on IVF outcomes: a systematic review and meta-analysis. Reprod Sci. (2022) 29:3177–93. doi: 10.1007/s43032-021-00818-6
37. Younes, G, and Tulandi, T. Effects of adenomyosis on in vitro fertilization treatment outcomes: a meta-analysis. Fertil Steril. (2017) 108:483–490.e3. doi: 10.1016/j.fertnstert.2017.06.025
38. Vercellini, P, Consonni, D, Dridi, D, Bracco, B, Frattaruolo, MP, and Somigliana, E. Uterine adenomyosis and in vitro fertilization outcome: a systematic review and meta-analysis. Hum Reprod. (2014) 29:964–77. doi: 10.1093/humrep/deu041
39. Mavrelos, D, Holland, TK, O’Donovan, O, Khalil, M, Ploumpidis, G, Jurkovic, D, et al. The impact of adenomyosis on the outcome of IVF-embryo transfer. Reprod Biomed Online. (2017) 35:549–54. doi: 10.1016/j.rbmo.2017.06.026
40. Ye, L, Liang, R, Liu, X, Li, J, Yue, J, and Zhang, X. Frailty and sarcopenia: a bibliometric analysis of their association and potential targets for intervention. Ageing Res Rev. (2023) 92:102111. doi: 10.1016/j.arr.2023.102111
41. Ofer, D, Kaufman, H, and Linial, M. What’s next? Forecasting scientific research trends. Heliyon. (2024) 10:e23781. doi: 10.1016/j.heliyon.2023.e23781
42. Dueholm, M, and Lundorf, E. Transvaginal ultrasound or MRI for diagnosis of adenomyosis. Curr Opin Obstet Gynecol. (2007) 19:505–12. doi: 10.1097/GCO.0b013e3282f1bf00
43. Benagiano, G, and Brosens, I. The endometrium in adenomyosis. Womens Health. (2012) 8:301–12. doi: 10.2217/WHE.12.8
44. Buggio, L, Monti, E, Gattei, U, Dridi, D, and Vercellini, P. Adenomyosis: fertility and obstetric outcome. A comprehensive literature review. Minerva Ginecol. (2018) 70:295–302. doi: 10.23736/S0026-4784.17.04163-6
45. Benagiano, G, Brosens, I, and Habiba, M. Adenomyosis: a life-cycle approach. Reprod Biomed Online. (2015) 30:220–32. doi: 10.1016/j.rbmo.2014.11.005
46. Wang, S, and Duan, H. The role of the junctional zone in the management of adenomyosis with infertility. Front Endocrinol. (2023) 14:1246819. doi: 10.3389/fendo.2023.1246819
47. Allegra, A, and Marino, A. Adenomyosis and infertility: a possible glimmer of light in the dark. Fertil Steril. (2024) 121:795–6. doi: 10.1016/j.fertnstert.2024.02.016
48. Salmeri, N, di Stefano, G, Viganò, P, Stratton, P, Somigliana, E, and Vercellini, P. Functional determinants of uterine contractility in endometriosis and adenomyosis: a systematic review and meta-analysis. Fertil Steril. (2024) 122:1063–78. doi: 10.1016/j.fertnstert.2024.07.026
49. Vannuccini, S, Tosti, C, Carmona, F, Huang, SJ, Chapron, C, Guo, SW, et al. Pathogenesis of adenomyosis: an update on molecular mechanisms. Reprod Biomed Online. (2017) 35:592–601. doi: 10.1016/j.rbmo.2017.06.016
50. Fischer, CP, Kayisili, U, and Taylor, HS. HOXA10 expression is decreased in endometrium of women with adenomyosis. Fertil Steril. (2011) 95:1133–6. doi: 10.1016/j.fertnstert.2010.09.060
51. Jiang, Y, Jiang, R, Cheng, X, Zhang, Q, Hu, Y, Zhang, H, et al. Decreased expression of NR4A nuclear receptors in adenomyosis impairs endometrial decidualization. Mol Hum Reprod. (2016) 22:655–68. doi: 10.1093/molehr/gaw042
52. Xiao, Y, Li, T, Xia, E, Yang, X, Sun, X, and Zhou, Y. Expression of integrin beta3 and osteopontin in the eutopic endometrium of adenomyosis during the implantation window. Eur J Obstet Gynecol Reprod Biol. (2013) 170:419–22. doi: 10.1016/j.ejogrb.2013.05.007
53. Ota, H, Igarashi, S, Sato, N, Tanaka, H, and Tanaka, T. Involvement of catalase in the endometrium of patients with endometriosis and adenomyosis. Fertil Steril. (2002) 78:804–9. doi: 10.1016/S0015-0282(02)03344-7
54. Orazov, MR, Radzinsky, VE, Nosenko, EN, Khamoshina, MB, Dukhin, AO, and Lebedeva, MG. Immune-inflammatory predictors of the pelvic pain syndrome associated with adenomyosis. Gynecol Endocrinol. (2017) 33:44–6. doi: 10.1080/09513590.2017.1399696
55. Ishikawa, M, Nakata, T, Yaginuma, Y, Nishiwaki, K, Goishi, K, and Saitoh, S. Expression of superoxide dismutase (SOD) in adenomyosis. Am J Obstet Gynecol. (1993) 169:730–4. doi: 10.1016/0002-9378(93)90653-Z
56. Lazzeri, L, Andersson, KL, Angioni, S, Arena, A, Arena, S, Bartiromo, L, et al. How to manage endometriosis in adolescence: the endometriosis treatment Italian Club approach. J Minim Invasive Gynecol. (2023) 30:616–26. doi: 10.1016/j.jmig.2023.03.017
57. Horton, J, Sterrenburg, M, Lane, S, Maheshwari, A, Li, TC, and Cheong, Y. Reproductive, obstetric, and perinatal outcomes of women with adenomyosis and endometriosis: a systematic review and meta-analysis. Hum Reprod Update. (2019) 25:592–632. doi: 10.1093/humupd/dmz012
58. Günther, V, Allahqoli, L, Gitas, G, Maass, N, Tesch, K, Ackermann, J, et al. Impact of Adenomyosis on infertile patients-therapy options and reproductive outcomes. Biomedicines. (2022) 10:3245. doi: 10.3390/biomedicines10123245
59. Bourdon, M, Santulli, P, Oliveira, J, Marcellin, L, Maignien, C, Melka, L, et al. Focal adenomyosis is associated with primary infertility. Fertil Steril. (2020) 114:1271–7. doi: 10.1016/j.fertnstert.2020.06.018
60. Vannuccini, S, Luisi, S, Tosti, C, Sorbi, F, and Petraglia, F. Role of medical therapy in the management of uterine adenomyosis. Fertil Steril. (2018) 109:398–405. doi: 10.1016/j.fertnstert.2018.01.013
61. Vannuccini, S, and Petraglia, F. Recent advances in understanding and managing adenomyosis. F1000Res. (2019) 8:283. doi: 10.12688/f1000research.17242.1
62. Grimbizis, GF, Mikos, T, and Tarlatzis, B. Uterus-sparing operative treatment for adenomyosis. Fertil Steril. (2014) 101:472–87. doi: 10.1016/j.fertnstert.2013.10.025
63. Tan, J, Moriarty, S, Taskin, O, Allaire, C, Williams, C, Yong, P, et al. Reproductive outcomes after fertility-sparing surgery for focal and diffuse adenomyosis: a systematic review. J Minim Invasive Gynecol. (2018) 25:608–21. doi: 10.1016/j.jmig.2017.12.020
64. Mijatovic, V, Florijn, E, Halim, N, Schats, R, and Hompes, P. Adenomyosis has no adverse effects on IVF/ICSI outcomes in women with endometriosis treated with long-term pituitary down-regulation before IVF/ICSI. Eur J Obstet Gynecol Reprod Biol. (2010) 151:62–5. doi: 10.1016/j.ejogrb.2010.02.047
65. Pecorella, G, Nigdelis, MP, Sparic, R, Morciano, A, and Tinelli, A. Adenomyosis and fertility-sparing surgery: a literature appraisal. Int J Gynaecol Obstet. (2024) 166:512–26. doi: 10.1002/ijgo.15389
Keywords: adenomyosis, infertility, association, bibliometric analysis, CiteSpace, research trends
Citation: Yang Q, Zheng X, Zhong F, Chen L, Hong J, Liu X and Jiang J (2025) Scientific landscape and visualization analysis of the link between adenomyosis and infertility from 2000 to 2024. Front. Med. 12:1488866. doi: 10.3389/fmed.2025.1488866
Received: 30 August 2024; Accepted: 06 February 2025;
Published: 19 February 2025.
Edited by:
Xiao Liang, Sichuan University, ChinaReviewed by:
Noemi Salmeri, University of Milan, ItalyCopyright © 2025 Yang, Zheng, Zhong, Chen, Hong, Liu and Jiang. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: Xianhua Liu, MTgzNTAwMTA0MDhAMTYzLmNvbQ==; Junying Jiang, amlhbmdqeWY1M0AxNjMuY29t
†These authors have contributed equally to this work
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