Skip to main content

REVIEW article

Front. Plant Sci. , 24 January 2025

Sec. Plant Abiotic Stress

Volume 15 - 2024 | https://doi.org/10.3389/fpls.2024.1542793

Comprehensive review of mapping climate change impacts on tea cultivation: bibliometric and content analysis of trends, influences, adaptation strategies, and future directions

  • 1School of Tea and Coffee, Puer University, Puer, China
  • 2Yunnan International Union Laboratory for Digital Protection and Germplasm Innovation Application of Tea Resource in China and Laos, Puer University, Puer, China

Climate change has a profound impact on tea cultivation, posing significant challenges to yield, quality, and sustainability due to stressors such as drought, temperature fluctuations, and elevated CO₂ levels. This study aims to address these challenges by identifying and synthesizing key themes, influential contributions, and effective adaptation strategies for mitigating the impacts of climate change on tea production. A systematic bibliometric and content analysis was conducted on 328 peer-reviewed documents (2004–2023), following the PRISMA methodology. Performance analysis using Bibliometrix examined trends in publication output, leading contributors, and geographical distribution, while science mapping with VOSviewer revealed collaboration networks and thematic clusters. A detailed review of highly cited studies highlighted the primary climate variables affecting tea cultivation and identified innovative adaptation strategies, as well as critical knowledge gaps. The results show significant progress in understanding the physiological, biochemical, and molecular responses of tea plants to climate-induced stressors, including antioxidant mechanisms, secondary metabolite regulation, and genomic adaptations. Despite these advancements, challenges remain, particularly regarding the combined effects of multiple stressors, long-term adaptation strategies, and the socioeconomic implications of climate change. The findings underscore the need for interdisciplinary approaches that integrate molecular, ecological, and socioeconomic research to address these issues. This study provides a solid foundation for guiding future research, fostering innovative adaptation strategies, and informing policy interventions to ensure sustainable tea production in a changing climate.

1 Introduction

Tea (Camellia sinensis) is one of the world’s most widely consumed beverages and a vital socioeconomic resource for millions worldwide, particularly in major tea-producing countries such as China, India, Sri Lanka, and Kenya. Beyond its cultural significance, tea cultivation is an essential component of global agriculture, contributing billions of dollars annually to the economy and supporting the livelihoods of millions of smallholder farmers. However, tea cultivation is particularly vulnerable to the impacts of climate change, as its growth, yield, and quality are closely linked to environmental factors such as temperature, precipitation, and soil health. Recent climate variability, including erratic rainfall patterns, prolonged droughts, and extreme temperatures, has intensified challenges in tea production, threatening the sustainability of this vital crop and the livelihoods of those dependent on it (Han et al., 2017; Wang et al., 2018).

Over the past two decades, research on the effects of climate change on tea cultivation has grown significantly, reflecting the urgent need to address these impacts. Prolonged drought and heat stress, for example, disrupt the synthesis of critical secondary metabolites such as catechins and flavonoids, which are crucial for tea quality (Guo et al., 2017). Similarly, extreme precipitation events degrade soil structure and nutrient availability, leading to long-term declines in productivity (Sahu et al., 2025). Despite advances in research, critical gaps remain. Many studies have focused on isolated variables, such as elevated CO₂ or single drought events, but the combined effects of multiple stressors—common in real-world scenarios—are underexplored (Jayasinghe and Kumar, 2019; Gu et al., 2023). Moreover, much of this work has been conducted in controlled laboratory settings, which fail to account for the complexities of field conditions, including soil health, altitude, and regional climate variability (Li et al., 2023). This disconnect limits the development of effective adaptation strategies for tea cultivation.

Emerging research highlights the potential of molecular and biochemical tools to enhance tea plants’ resilience to climate stressors. Advances in omics technologies, such as transcriptomics, metabolomics, and proteomics, have identified essential genes and pathways associated with stress adaptation. For instance, studies have shown that GRAS family transcription factors and microRNAs (miRNAs) regulate drought and heat tolerance, offering promising targets for genetic improvement (Zhao et al., 2022; Ashraf et al., 2023). Metabolomic studies have further revealed how stress-induced shifts in catechin and theanine pathways influence plant health and tea quality, providing valuable insights for sustainable cultivation practices (Han et al., 2017). However, these findings often lack field validation, and their application in real-world farming contexts remains limited.

In addition to molecular research, climate modeling offers valuable insights into the future of tea cultivation. Models predicting temperature and rainfall variability forecast significant shifts in the suitability of tea-growing regions, particularly in low-elevation areas, underscoring the need for adaptive measures (Thankappan, 2023; Jayasinghe and Kumar, 2019). Yet, these predictions are rarely translated into actionable policies or practices that smallholder farmers—who form the backbone of the tea industry—can implement. Economic and informational barriers further exacerbate farmers’ vulnerability, as adaptive practices such as water management, soil conservation, and the adoption of resilient cultivars are often underutilized (Wang et al., 2018).

Recent studies illustrate both the progress made and the persistent gaps in this field. For example (Ramírez-Gottfried et al., 2023), highlighted the benefits of compost tea for improving soil health and plant disease resistance, though its effectiveness under climate stressors remains unexplored (Li et al., 2023). emphasized the role of flavonoids in enhancing stress resilience but did not connect these findings to practical, field-level applications. Similarly (Liu et al., 2024), and (Fadhlina et al., 2023) explored the health benefits of tea, including anti-obesity and cholesterol-lowering properties, without addressing how climate variability affects the production of bioactive compounds (Chen et al., 2023). advanced molecular insights through omics technologies but did not integrate these findings into practical farming solutions (Elisha and Viljoen, 2021). identified sustainability gaps in rooibos tea cultivation but provided limited guidance for the broader tea industry. These studies highlight the fragmented nature of current research and the need for a comprehensive, interdisciplinary approach.

This study addresses these critical gaps through a bibliometric and content analysis of 328 publications (2004–2023). By synthesizing findings from diverse experimental and geographical contexts, this analysis explores the primary climate variables affecting tea cultivation, evaluates adaptation strategies, and identifies emerging trends and knowledge gaps. In particular, it bridges the gap between laboratory and field realities, integrates socioeconomic perspectives, and provides actionable insights for smallholder farmers. Furthermore, it connects climate models with practical agricultural policies, ensuring global relevance and applicability.

This study aims to address the following research questions:

1. What are the publication trends related to the impacts of climate change on tea cultivation from 2004 to 2023?

2. Who are the most influential authors, sources, and countries in this field?

3. What are the most influential documents on the impacts of climate change on tea cultivation?

4. What are the primary research areas within this domain?

5. What are the key themes within this domain?

6. What collaboration patterns and networks exist among researchers in this field?

7. What climate variables impact tea cultivation across different countries, and what adaptation strategies are being applied?

8. What emerging trends, knowledge gaps, and research directions can be identified to guide future studies?

This study advances the discourse on sustainable agriculture and climate adaptation by addressing these research gaps. It emphasizes the need for interdisciplinary approaches that integrate molecular, agronomic, and socioeconomic perspectives to develop effective and scalable solutions for tea cultivation. By providing a comprehensive analysis, this study offers a roadmap for future research and policy interventions, ensuring the sustainability of one of the world’s most important crops in the face of a changing climate.

2 Methodology

This methodology was designed to conduct a bibliometric analysis of climate change impacts on tea cultivation, systematically capturing, evaluating, and synthesizing research published over the past two decades. The approach aims to assess trends, identify key contributors, and map emerging research themes. Below is an overview of the data collection, screening process, bibliometric analysis, and final interpretation.

2.1 Data collection and search strategy

The data for this study was obtained from the Scopus database, selected for its broad coverage and high-quality peer-reviewed literature. The search was conducted on November 12, 2024, with the goal of identifying publications addressing the effects of climate change on tea plants (Camellia sinensis) and tea cultivation in general. A Boolean search strategy was employed to ensure comprehensive coverage, incorporating various terms related to climate impacts on tea cultivation.

The specific search query was formulated using the following terms in the TITLE-ABS-KEY fields: (“tea plants” OR “Camellia sinensis” OR “tea cultivation”) AND (“climate change” OR “global warming” OR “temperature rise” OR “rainfall variability” OR “drought” OR “pest impact” OR “soil degradation”).

Filters were applied to restrict the results to:

● Publication Year: 2004–2023.

● Document Type: Peer-reviewed journal articles (LIMIT-TO (DOCTYPE, “ar”)).

● Language: English (LIMIT-TO (LANGUAGE, “English”)).

This search returned 511 documents. The metadata of these documents, including author names, titles, abstracts, keywords, and citation details, was exported for further screening and analysis.

2.2 Screening and selection

To ensure the relevance and quality of the included studies, a rigorous screening process was applied following the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines (Page et al., 2021). The initial filters were applied, followed by a second round of assessment, where the titles, abstracts, and keywords of the retrieved articles were reviewed to remove duplicates, irrelevant records, and confirm their alignment with the study’s objectives (Figure 1).

Figure 1
www.frontiersin.org

Figure 1. PRISMA framework flowchart.

2.3 Inclusion criteria

The inclusion criteria were as follows:

1. The study must address the impacts of climate change on tea cultivation, focusing on environmental stressors such as temperature changes, drought, soil health, or pest dynamics.

2. Only Peer-reviewed journal articles focused on tea cultivation under climate-induced stressors were included.

3. Studies with only the English language were included.

4. Articles focused solely on the economic aspects, trade, or other unrelated crops were excluded.

In total, 328 documents met these criteria and were included in the final analysis.

2.4 Bibliometric analysis

● The bibliometric analysis was conducted in two stages: performance analysis and science mapping. Performance analysis: this was conducted using bibliometrix package version 4.3.0 in R (biblioshiny) (Aria and Cuccurullo, 2017) to extract descriptive metrics such as the yearly publication trends, influential authors, key journals, and geographical contributions. These metrics were compiled and visualized using Microsoft Excel to create tables and charts illustrating the evolution of research output over time. Notable findings included a significant increase in publications in recent years, reflecting heightened research activity in climate change and tea cultivation.

● Science mapping: science mapping was performed using VOSviewer version 1.6.20 software (van Eck and Waltman, 2010) to generate visualizations of collaboration networks and thematic clusters. Co-authorship analyses highlighted key contributors and their collaborative patterns, while citation analyses identified influential documents that have shaped the intellectual landscape. Keyword co-occurrence maps were created to reveal thematic clusters, illustrating research focus areas such as drought resilience, biochemical responses, and genomic adaptations. These visualizations helped demonstrate how the field has evolved and the relationships between central concepts and collaborative networks.

2.5 Visualization and interpretation

The results of the bibliometric analysis were visualized to provide a comprehensive understanding of the research landscape. The key outputs include:

● Annual publication trends and geographical insights: Charts illustrating publications growth over time and identifying major contributing countries, including China, India, and Kenya.

● Influential contributions: Tables and visualizations of the most cited documents, impactful authors, and leading journals in the field.

● Thematic and network analyses: Co-authorship, citation, and keyword co-occurrence maps that reveal thematic trends, such as increasing attention to omics technologies, stress physiology, and climate adaptation strategies.

● Content analysis: A detailed review of 25 highly cited studies to identify the primary climate variables impacting tea cultivation, adaptation strategies, and the emerging research directions guiding future studies.

By synthesizing trends, influential contributions, and thematic evolutions, the bibliometric approach used in this study provides a robust framework for understanding and addressing the impacts of climate change on tea cultivation. The visualizations and insights derived from this analysis will help identify knowledge gaps and guide future interdisciplinary research.

3 Results

3.1 Trends in research on climate change impacts on tea cultivation

The chart (Figure 2) illustrates a clear progression in research on the impacts of climate change on tea cultivation, highlighting three distinct phases over the last two decades. From 2004 to 2013, research activity was minimal, with fewer than ten publications per year. This limited attention suggests that, during this period, the specific effects of climate change on tea were not yet recognized as a significant research priority. However, from 2014 onwards, there was a steady increase in publication numbers, reaching 19 by 2019. This rise likely reflects a growing awareness of the unique vulnerabilities of tea crops to climate variability, as well as a broader agricultural focus on understanding climate impacts. The most notable growth occurred from 2020 onward, with publications surpassing to over 40 annually and peaking at 52 in 2022. This surge in research intensity likely corresponds to the increasing climate challenges faced by tea-growing regions and a global push for sustainable agriculture practices. The consistently high numbers from 2021 to 2023 indicate that the impact of climate change on tea has become a well-established research focus. This recent body of work likely concentrates on adaptation strategies, crop resilience, and sustainable cultivation practices to support tea producers facing climate pressures. In summary, this upward trend reflects an evolving research field, responding to the urgency of climate impacts on tea cultivation and the growing need for actionable strategies to mitigate these effects.

Figure 2
www.frontiersin.org

Figure 2. Annual publication trend (2004–2023) showing the growth of research on climate change impacts on tea cultivation, highlighting the steady increase in academic focus on this topic over time.

3.2 Most influential authors, sources, and countries in climate change research on tea cultivation

3.2.1 Most influential authors contributing to this field

Table 1 lists the most influential authors in the field of climate change research on tea cultivation, ranked by their h-index, g-index, m-index, total citations (TC), number of publications (NP), and the year of their first publication (PY_start). These metrics provide a comprehensive view of each author’s impact, productivity, and career progression within this field.

Table 1
www.frontiersin.org

Table 1. Top authors in climate change research on tea cultivation.

Kumar Sanjay ranks highest in h-index and g-index, with an h-index of 15 and total citations of 737, reflecting a significant contribution since 2005. Ding Zhaotang and Wang Yu have equally strong profiles, with higher g-index and m-index values (1.3 each), highlighting their substantial influence through frequent and recent publications since 2015. Li Xinghui leads in total citations (793), indicating high impact, while Wang Xinchao and Yang Yajun maintain consistent productivity with high citation counts, both beginning their contributions in 2014.

Other influential authors include Ahuja Paramvir Singh and Singh Kashmir, both contributing foundational studies since 2008 with a steady citation rate. Han Wenyan and Hao Xinyuan have shown growing influence with substantial citation counts and high productivity since 2014 and 2016, respectively.

These authors represent the driving force in advancing knowledge on the impacts of climate change on tea cultivation. Their research contributes to various subfields, such as plant physiology, molecular adaptation, and environmental resilience. This analysis provides insight into the key contributors who have shaped the direction of research in this area and highlights potential collaborators for future studies.

3.2.2 Most influential sources contributing to climate change and tea cultivation research

This section examines the most influential academic sources that have contributed significantly to the field of climate change impacts on tea cultivation, as identified by metrics such as the h-index, g-index, m-index, TC, NP, and the PY_start. The data in Table 2 highlights journals that serve as primary platforms for disseminating research in this area.

Table 2
www.frontiersin.org

Table 2. Leading academic sources in climate change research on tea cultivation.

Table 2 provides an overview of the leading academic sources, ranked by their respective bibliometric indicators, reflecting their influence and prominence in climate change and tea cultivation research. Journals like Frontiers in Plant Science and Scientific Reports have the highest h-index scores, indicating a substantial impact based on citations and publication volume. Notably, Frontiers in Plant Science has an h-index of 11, a g-index of 19, and an m-index of 1.222, signifying both productivity and consistent influence since its entry in 2016. Similarly, Scientific Reports demonstrates robust metrics with an h-index of 9 and a total citation count of 497, underscoring its role as a key outlet for innovative studies in this domain since 2017.

Other prominent sources include the International Journal of Molecular Sciences, Plant Physiology and Biochemistry, and Scientia Horticulturae, each showing high g-index and total citation values, reflecting their contributions to molecular and physiological studies in tea plants under climate stress. Older publications such as Functional and Integrative Genomics and Biologia Plantarum, which started contributing in 2009 and 2004, offer foundational insights into genomics and plant biology, supporting long-term research continuity.

This table highlights the diverse range of scientific journals that provide crucial knowledge, spanning plant science, environmental studies, genomics, and biochemistry. Their cumulative contributions help shape an interdisciplinary understanding of how climate change affects tea cultivation from molecular to ecological perspectives.

3.2.3 Most influential countries in climate change research on tea cultivation

Table 3 and Figure 3 illustrate the most influential countries in climate change research on tea cultivation, ranked by TC, total publications (TP), and total link strength. China leads the primary contributor, with the highest number of publications (210) and citations (5160), reflecting its extensive research efforts in this domain. India ranks second, with substantial citation and publication numbers, underscoring its significant role in advancing research on climate-related impacts on tea.

Table 3
www.frontiersin.org

Table 3. Top countries contributing to climate change research on tea cultivation.

Figure 3
www.frontiersin.org

Figure 3. Network of influential countries in climate change research on tea cultivation, visualized through co-authorship and citation linkages. The size of each node represents the country’s research output, with larger nodes indicating higher publication and citation counts. Thicker lines denote stronger collaborative links between countries. Created with VOSviewer.

The United States, Kenya, and Poland follow, demonstrating notable contributions in citations and collaborative strength. Figure 3 provides a network view of these countries’ connections, highlighting prominent collaborations. China and India have strong linkages with other countries, facilitating knowledge exchange and collaborative studies on tea and climate resilience.

Australia, Sri Lanka, and Canada are also key contributors, while Japan, the United Kingdom, Germany, and South Africa play supportive roles in the global research network. Although their publication counts are lower, these countries contribute valuable insights, often through partnerships with leading research nations.

Table 3 and Figure 3 offer a comprehensive view of the countries shaping climate change research on tea cultivation, identifying the main contributors and their collaborative networks. This analysis highlights the global nature of tea research and underscores the importance of international cooperation in addressing climate-related challenges in tea-growing regions.

3.3 Geographical distribution of research on climate change impacts on tea cultivation

Figure 4 presents a geographical overview of the research output on climate change impacts on tea cultivation across various countries. The color gradient reflects the volume of research publications, with darker colors indicating a higher concentration of studies. This distribution reveals significant regional variation, with certain countries emerging as primary contributors to the field.

Figure 4
www.frontiersin.org

Figure 4. Global distribution of research publications on climate change impacts tea cultivation, represented by the number of studies per country. Darker shades indicate higher publication counts, reflecting the concentration of research efforts in specific regions.

China, shown in dark blue, leads with the highest number of publications (210), underscoring its substantial investment in tea research and climate adaptation strategies. India, another major tea producer, has also produced a considerable volume of research (49 publications), highlighting its focus on understanding and mitigating the impacts of climate change on tea agriculture. Other countries with notable contributions include Japan, Brazil, and Sri Lanka, each producing substantial studies on the ecological, economic, and social impacts of climate change on tea cultivation.

In contrast, many tea-producing countries in Africa and Southeast Asia show limited research output on this topic, as indicated by lighter shades or the absence of color. This disparity may reflect differences in research funding, institutional focus, or available resources for studying climate impacts on agriculture in these regions.

This map provides valuable insights into the global research landscape on climate change and tea cultivation, identifying leading contributors and highlighting regions where further research could support climate resilience in tea production. This geographical analysis can help guide future collaborations and encourage knowledge-sharing initiatives to address global climate-related challenges in tea-growing regions.

3.4 Most influential documents on climate change impacts on tea cultivation

Table 4 presents an analysis of the most influential studies on the effects of climate change on tea cultivation, ranked by total citations, citations per year, and normalized citation counts. These documents reflect critical advancements in understanding tea plants’ responses to climate-related stressors such as drought, temperature fluctuations, and CO₂ levels. Key studies include research on the biochemical pathways involved in stress tolerance, physiological impacts on tea quality, and genetic responses to environmental challenges.

Table 4
www.frontiersin.org

Table 4. Key documents on climate change and tea cultivation, ranked by citation metrics.

Prominent themes in these influential studies address a range of climate factors—drought, temperature extremes, and elevated CO₂—each impacting the biochemical composition and quality of tea. Some studies, for example, investigate how drought influences antioxidant compounds like catechins and flavonoids, which are crucial for tea’s flavor and health benefits. Others focus on the molecular and transcriptomic responses that enable tea plants to cope with environmental stresses, identifying potential genetic markers for resilience.

Through their cumulative citation impact, these documents collectively provide a foundation for understanding climate adaptation strategies in tea cultivation. They highlight research gaps, including the need for long-term studies on climate resilience and the application of genetic modifications for enhanced stress tolerance. This table underscores the importance of sustained research efforts to ensure the quality and productivity of tea under changing climate conditions.

3.5 Disciplinary distribution of research on climate change impacts on tea cultivation

The pie chart (Figure 5) illustrates the distribution of research disciplines within climate change impacts on tea cultivation. The majority of studies fall under Agricultural and Biological Sciences, accounting for 36% of the research. This indicates a strong focus on plant science and agricultural practices. This is followed by Biochemistry, Genetics, and Molecular Biology at 24%, highlighting significant research on tea plants’ biochemical and genetic responses to climate change.

Figure 5
www.frontiersin.org

Figure 5. Disciplinary breakdown of research on climate change impacts on tea cultivation.

Environmental Science makes up 10% of the research, showing interest in ecological and environmental factors affecting tea cultivation. Smaller fields, such as Chemistry (5%), Medicine (3%), Multidisciplinary Studies (3%), and Computer Science (3%), represent niche areas that contribute to specific aspects of climate impact research on tea, such as chemical analysis, health-related studies, and data modeling.

Other fields, including Immunology and Microbiology (3%), Earth and Planetary Sciences (2%), and Engineering disciplines like Chemical (2%) and Energy (2%), highlight interdisciplinary contributions. Additional smaller contributions from Neuroscience, Social Sciences, Pharmacology, and Business also suggest that climate impact research on tea intersects with diverse disciplines, though with minimal representation in the field.

3.6 Primary research themes on climate change impacts on tea cultivation

Figures 6 and 7, generated through VOSviewer visualizations, illustrate the primary research themes within the climate change impacts on tea cultivation derived from keyword co-occurrence analysis. These visualizations provide insights into interconnected research areas and the central focus of existing studies.

Figure 6
www.frontiersin.org

Figure 6. Author keyword co-occurrence network on climate change impacts in tea cultivation: This VOSviewer visualization showcases the primary research themes in climate change studies focused on tea cultivation, derived from author keyword co-occurrence analysis. Each node represents a keyword, with node size indicating the frequency of its appearance across studies, while the connections between nodes represent co-occurrence relationships. The colors represent distinct thematic clusters, each encapsulating a key area of focus within the research domain. Created with VOSviewer.

Figure 7
www.frontiersin.org

Figure 7. Temporal evolution of author keyword co-occurrence in climate change and tea cultivation research: This VOSviewer visualization presents the temporal development of research themes in climate change studies related to tea cultivation based on author keyword co-occurrence data from 2014 to 2022. Each node represents a keyword, with node size reflecting its frequency, while the color gradient from purple to yellow indicates the progression over time, as shown in the legend. Lines between nodes depict co-occurrence relationships, with thicker lines suggesting stronger associations. ‘Cold stress’ is prominently featured in the Abiotic Stress and Plant Response cluster (red cluster), linked with keywords such as ‘abiotic stress’, ‘expression profile’, and ‘transcriptome’. These associations underscore the focus on tea plants’ adaptations to low-temperature stress within the broader context of climate change resilience. Created with VOSviewer.

Figure 6 presents an overview of keyword clusters, with each color-coded cluster representing related terms. The theme of Abiotic Stress and Plant Response appears prominently, with keywords such as “abiotic stress,” “cold stress,” “expression profile,” and “hormone.” This theme focuses on the physiological and hormonal adaptations of tea plants to environmental stressors, such as cold and drought, to enhance resilience in tea crops.

Figure 7 adds a temporal dimension, showing the evolution of research themes from 2014 to 2022, as indicated by a color gradient. This figure highlights how themes like Drought Tolerance and Water Management have increased attention recently. Keywords within this cluster, including “drought tolerance,” “evapotranspiration,” and “water stress,” underscore the growing emphasis on improving water management practices for tea cultivation, particularly in response to climate-driven drought conditions.

Other prominent themes include Photosynthesis and Metabolomics, with keywords like “photosynthesis,” “chlorophyll,” “temperature,” and “tea quality.” This cluster addresses the physiological impacts of climate change on tea plant health and metabolic processes, focusing on how environmental changes affect tea quality and flavor.

Additionally, broader themes such as Climate Change Impact and Adaptation Strategies (e.g., “climate change,” “global warming potential,” and “life cycle assessment.”) explore the overall impacts of climate change on tea cultivation and seek sustainable adaptation practices to enhance the industry’s resilience. Finally, keywords related to Biochemical Compounds and Antioxidant Properties (e.g., “antioxidant,” “catechins,” “flavonoids”) and Genomic and Transcriptomic Studies (e.g., “transcriptome,” “gene expression”) indicate areas of research focused on understanding tea’s health benefits and genetic responses to stress.

Together, Figures 6 and 7 provide a comprehensive view of the major research themes and trends in climate change studies on tea cultivation, highlighting well-established and emerging focus areas.

Prominent themes include the abiotic stress and plant response cluster (red cluster) prominently features the keyword ‘cold stress,’ reflecting its critical role in the study of tea plants’ physiological and molecular responses to low-temperature environments. This keyword is closely associated with terms such as ‘abiotic stress,’ ‘expression profile,’ and ‘transcriptome,’ underscoring the importance of cold stress in understanding tea plants’ resilience to climate-induced stresses. Research within this cluster highlights various mechanisms, such as cold acclimation and antioxidant responses, which are pivotal for enhancing tea plant adaptability to adverse environmental conditions. The Climate Change and Adaptation theme (blue cluster) includes terms like “climate change,” “life cycle assessment,” and “agriculture,” reflecting the broader impact of climate variations on tea cultivation and sustainable practices.

Other significant clusters include Photosynthesis and Metabolomics (purple cluster), which examines metabolic responses and quality traits affected by climate factors, and Water and Drought Tolerance (green cluster), focused on terms such as “drought tolerance,” “evapotranspiration,” and “water stress,” highlighting water management and resilience strategies.

This network provides a comprehensive overview of interconnected research topics in climate change and tea cultivation, identifying both well-established and emerging themes. It underscores the field’s interdisciplinary nature, where molecular biology, environmental science, and agricultural practices converge to address the challenges climate variability poses on tea production.

Key research areas include Abiotic Stress and Plant Response (shown in green) with prominent terms such as “abiotic stress,” “expression profile,” and “cold stress,” highlighting a long-standing interest in the physiological adaptations of tea plants to environmental stresses. The Climate Change Impact and Adaptation Strategies theme (indicated by the blue cluster), with terms like “climate change,” “life cycle assessment,” and “agriculture,” demonstrates an ongoing focus on understanding and mitigating climate change effects on tea cultivation.

The color gradient reveals emerging themes, such as Water and Drought Tolerance and Photosynthesis and Metabolomics, gaining attention in recent years, with terms like “drought tolerance,” “tea quality,” “photosynthesis,” and “temperature” moving toward the yellow spectrum. This temporal view underscores the field’s evolving priorities, showing a shift toward resilience and sustainability in response to climate impacts.

This network provides a dynamic overview of the field’s research landscape, illustrating the established areas of inquiry and newly developing interests in studying climate change impacts on tea cultivation.

3.7 Collaborative networks in climate change research on tea cultivation

Figures 8 and 9, generated through VOSviewer visualizations, offer an in-depth view of the collaborative networks among authors engaged in research on the impacts of climate change on tea cultivation. These visualizations are based on co-authorship analysis, with clusters representing groups of researchers who frequently work together within this specialized field. By examining these networks, we can identify key contributors, collaborative patterns, and the structure of research partnerships that drive advancements in this area.

Figure 8
www.frontiersin.org

Figure 8. Collaborative network of influential authors in climate change research on tea cultivation: This VOSviewer visualization maps the co-authorship network of prominent researchers contributing to studies on climate change impacts on tea cultivation. Each node represents an author, with node size reflecting the author’s research output or influence within this domain. The lines connecting nodes indicate co-authorship relationships, and the thickness of these lines represents the strength or frequency of collaboration between authors. Color-coded clusters identify groups of closely associated researchers, highlighting collaborative sub-networks within the field. Notable authors such as Wang Yu, Ding Zhaotang, and Li Xin appear as central figures, denoting their significant roles in advancing research and fostering partnerships in this area. This network offers a comprehensive view of the collaborative landscape, showcasing the interconnectedness of leading scholars and the structure of knowledge-sharing within climate and tea cultivation studies. Created with VOSviewer.

Figure 9
www.frontiersin.org

Figure 9. Temporal evolution of collaborative network among influential authors in climate change research on tea cultivation: This VOSviewer visualization illustrates the temporal dynamics of co-authorship networks among prominent researchers in climate change impacts on tea cultivation, covering the period from 2016 to 2021. Each node represents an author, with node size reflecting the author’s influence or publication output, while color shading indicates the timing of their contributions, as per the color gradient. The connections between nodes signify co-authorship, with thicker lines denoting stronger or more frequent collaborations. The color gradient provides insight into research clusters’ formation and evolution, showcasing long-standing and newly emerging partnerships. For instance, some collaborative groups have intensified their activities recently, as indicated by the lighter shades. This temporal view of the network highlights the dynamic nature of scholarly collaboration, shedding light on how influential researchers and their teams adapt and respond to emerging challenges in climate change and tea cultivation research. Created with VOSviewer.

Figure 8 offers a general overview of these co-authorship networks. Each color-coded cluster represents a distinct group of closely connected authors, with prominent researchers occupying central positions within their clusters. For instance, authors like Wang Yu, Ding Zhaotang, and Li Xin emerge as central figures, indicating their influential roles and strong collaborative networks. These authors act as focal points within their respective clusters, likely due to their extensive publication records, involvement in multiple studies, or leadership in research projects on tea and climate change. The well-connected authors suggest that specific individuals or groups may serve as hubs of expertise, facilitating knowledge-sharing and significantly contributing to the development of the field.

The visualization in Figure 8 also illustrates how researchers are organized into various clusters, each representing a group of co-authors who frequently collaborate on studies within this domain. These clusters provide insight into how research on climate change impacts tea cultivation is progressing, revealing that certain groups may focus on specific aspects of the field, such as genetic adaptations, physiological responses, or environmental stressors affecting tea plants.

Figure 9 adds a temporal dimension to the co-authorship networks, displaying the evolution of collaborations over time from 2016 to 2021. The color gradient, ranging from darker shades (earlier years) to brighter shades (more recent years), indicates the development and shifts in research partnerships. This temporal view highlights how collaborative relationships within the tea and climate change research community have evolved, showing the growth of specific networks and the emergence of new collaborative partnerships.

For example, Wang Yu and Ding Zhaotang appear to have intensified their collaborative efforts in recent years, as indicated by the brighter shades surrounding these authors. This suggests that these researchers have been actively involved in recent studies, contributing to the latest developments in this field. The visualization also highlights newly established connections, reflecting a dynamic research environment where emerging authors and new collaborations are shaping the landscape of tea and climate change research.

Together, Figures 8 and 9 offer a comprehensive perspective on the collaborative landscape in climate change research on tea cultivation. These visualizations provide valuable insights into the key contributors, the structure of research partnerships, and the temporal evolution of collaborations, helping identify influential researchers and emerging collaborations that will drive further progress in addressing climate change impacts on tea cultivation.

3.8 Impacts of climate variables on tea cultivation across regions and adaptive strategies for resilience

The analysis reveals that the primary climate variables affecting tea cultivation include temperature fluctuations, rainfall variability, drought stress, and humidity. These factors significantly impact tea quality and yield across regions, with distinct patterns based on geography. For example, drought-induced stress is a predominant challenge in countries like India and Kenya, leading to reduced chlorophyll and catechin levels and lower biomass production (Cheruiyot et al., 2007; Singh et al., 2009). Similarly, extreme temperature fluctuations and water scarcity in China result in oxidative stress and reduced bioactive compound concentrations in tea leaves, such as catechins and theanine (Wang et al., 2016; Li et al., 2019). In high-altitude regions like Sri Lanka, cooler temperatures improve tea quality but reduce yields due to lower polyphenol content (Jayasinghe and Kumar, 2019).

Supplementary Table 1 provides a comprehensive summary of the primary climate variables affecting tea cultivation across countries, along with the adaptation strategies employed to mitigate these challenges. For example, temperature and drought stress are dominant factors in subtropical regions such as India and Kenya, significantly affecting catechin levels and leaf growth (Cheruiyot et al., 2007; Singh et al., 2009). In tropical regions like China’s Yunnan Province, seasonal precipitation variability is particularly impactful, influencing tea quality and metabolite concentrations, especially during the monsoon season (Ahmed et al., 2014).

Adaptation strategies to mitigate the impacts of climate change on tea cultivation encompass a wide range of agronomic practices, biochemical interventions, and molecular approaches. Traditional techniques such as agroforestry and soil conservation remain crucial in tropical regions like Sri Lanka, where shade trees buffer temperature extremes and reduce moisture variability. These practices offer cost-effective solutions for smallholder farmers, with low implementation costs and the ability to complement existing farming systems (Wijeratne et al., 2007).

Adaptation strategies to mitigate the impacts of climate change on tea cultivation encompass a wide range of agronomic practices, biochemical interventions, and molecular approaches. Traditional techniques such as agroforestry and soil conservation remain crucial in tropical regions like Sri Lanka, where shade trees buffer temperature extremes and reduce moisture variability. These practices offer cost-effective solutions for smallholder farmers, with low implementation costs and the ability to complement existing farming systems (Upadhyaya et al., 2011; Li et al., 2019). However, the application of these biochemical solutions poses challenges for small-scale farmers due to the costs of chemical inputs and the technical expertise required for their precise application. Cost-benefit analyses of these interventions suggest that, while they can substantially improve yields, their practicality depends on subsidies, farmer training, and access to affordable alternatives.

Molecular tools such as RNA-Seq, miRNA profiling, and proteomics have identified key genes involved in stress tolerance, offering significant potential for breeding resilient tea cultivars (Liu et al., 2016; Gu et al., 2020). However, the high costs of genomic technologies and their reliance on advanced infrastructure limit their widespread adoption in developing regions. For smallholder farmers, the benefits of these molecular approaches can be realized only through collaborative efforts between research institutions and policymakers to subsidize costs, simplify technology transfer, and ensure scalability. Integrating molecular breeding programs with traditional agronomic practices, such as agroforestry, can help maximize the impact of these innovations while addressing the financial and technical barriers faced by farmers.

To enhance the practicality of these adaptation strategies, it is essential to integrate modern molecular and biochemical solutions with traditional agricultural practices. Case studies from regions like Yunnan, China, demonstrate that pairing agroforestry with low-cost biochemical applications, such as melatonin sprays, effectively mitigates drought stress while improving soil quality and crop resilience. Similarly, simulation models and climate suitability tools can guide farmers in selecting appropriate adaptation measures tailored to their regional conditions, further enhancing operational efficiency and sustainability.

Policymakers and researchers must prioritize developing region-specific adaptation strategies that account for financial constraints and technical challenges. By aligning scientific innovations with farmer-oriented applications, these strategies can ensure the long-term sustainability of tea cultivation under climate change.

3.8.1 Low temperatures as a critical climate variable

Low temperatures during the spring present a significant challenge to tea cultivation, especially in high-altitude regions like the Middle and Lower Reaches of the Yangtze River in China. Spring frost damage (SFD) is a major concern, leading to restricted production and reduced quality of spring tea. Physiological and biochemical changes induced by cold stress include oxidative stress, increased ROS accumulation, and decreased levels of chlorophyll and carotenoids, all of which negatively affect photosynthesis and tea quality (Li X. et al., 2018; Wang et al., 2021). Young tea leaves are particularly vulnerable, exhibiting higher damage and reduced photosynthetic efficiency compared to mature leaves due to differences in gene expression related to cell membrane stability and ROS detoxification (Li N. et al., 2018).

Adaptive strategies include the application of exogenous compounds like 5-aminolevulinic acid (ALA) and melatonin, which have been shown to enhance cold tolerance by improving antioxidant defenses and modulating stress-related pathways (Hao et al., 2018; Yan et al., 2023). Combined with agronomic interventions like shading and site selection, these strategies can help mitigate the adverse effects of spring frost damage.

3.9 Emerging trends, knowledge gaps, and research directions in tea cultivation under climate stress

3.9.1 Emerging trends in tea cultivation

Emerging technologies and approaches have brought significant advancements in tea cultivation to mitigate climate impacts. A key trend is the application of omics tools, such as transcriptomics, proteomics, and miRNA profiling, which have helped identify regulatory networks and pathways responsible for stress resilience. For example, RNA-Seq has revealed extensive transcriptional changes during stress and recovery phases in tea plants, shedding light on genes related to drought and cold stress responses (Liu et al., 2016; Zheng et al., 2016). Another emerging trend is the use of biochemical interventions, including exogenous melatonin, ABA, and CaCl₂. These compounds have the potential to improve antioxidant defense systems, enhance drought tolerance, and support post-stress recovery in controlled environments (Upadhyaya et al., 2011; Li et al., 2019). Crop modeling tools, such as MaxEnt species distribution models, are increasingly used to predict climate suitability and guide cultivation practices under future scenarios (Jayasinghe and Kumar, 2019).

Supplementary Table 2 summarizes these trends and their impacts on tea cultivation. For example, polyphenols have been identified as biochemical markers for drought tolerance, enabling breeders to select resilient cultivars (Cheruiyot et al., 2007). Additionally, transcriptomics and metabolomics studies have been integrated to better understand tea plant responses to multiple stress factors (Gai et al., 2020).

3.9.2 Knowledge gaps in tea cultivation

While advancements have been significant, several knowledge gaps hinder the translation of research findings into practical applications. Many biochemical and molecular innovations lack field-based validation. For example, the long-term effects of exogenous compounds like melatonin on plant yield and stress response remain insufficiently studied (Li et al., 2019). Similarly, the impact of elevated CO₂ concentrations on tea secondary metabolites is not well understood, with contradictory findings highlighting the need for standardized protocols and long-term assessments (Li et al., 2017). Furthermore, the scalability of technologies such as foliar applications of ABA and CaCl₂ requires further exploration to ensure their affordability and feasibility for smallholder farmers.

3.9.3 Future research directions

Future research should address these knowledge gaps by expanding trials to diverse agro-ecological regions and integrating findings into real-world farming systems. For instance, proteomic insights into drought-induced changes in lignin and flavonoid biosynthesis (Gu et al., 2020) must be validated in field conditions across varying climates. Furthermore, integrating climate models with socioeconomic analyses will help develop equitable adaptation strategies (Wijeratne et al., 2007). These directions will ensure that molecular and biochemical innovations contribute effectively to improving resilience in tea cultivation.

4 Discussion

4.1 Trends in research on climate change impacts on tea cultivation

The upward trajectory in research output, as observed in Section 3.1, highlights the growing academic focus on the effects of climate change on tea cultivation, particularly after 2014. This trend mirrors the global recognition of climate change as a significant challenge for agriculture. The surge in publications post-2020 reflects intensified climate stresses in key tea-growing regions and a global push toward sustainable agricultural practices (Wijeratne et al., 2007; Zhou et al., 2014). However, the earlier period (2004–2013) saw limited attention, suggesting that the specific vulnerabilities of tea crops to climate change were not yet recognized as a priority. This shift in research focus underscores the need for continued efforts to address the gaps identified in earlier studies and to support regions that are only now experiencing severe climate impacts (Ahmed et al., 2014).

4.2 Most influential authors, sources, and countries

Key contributors, such as Kumar Sanjay and Ding Zhaotang, have driven research into various subfields, including plant physiology, molecular genetics, and environmental resilience (Singh et al., 2008; Wang et al., 2016). Journals like Frontiers in Plant Science have become central platforms for disseminating findings, reinforcing the interdisciplinary nature of this field (Zheng et al., 2016). Geographically, China and India lead in research output, reflecting their status as major tea producers (Cheruiyot et al., 2007; Jayasinghe and Kumar, 2019). However, contributions from African and Southeast Asian nations, where tea is equally critical, remain limited. This imbalance underscores the need for expanded research collaborations and increased funding in underrepresented regions to address the specific challenges faced by their tea industries (Zou et al., 2014).

4.3 Most influential documents on climate change impacts on tea cultivation

The analysis of influential documents in Section 3.4 underscores key findings that have shaped the field. For instance, Singh et al. (2008) demonstrated how environmental stressors influence catechin biosynthesis, linking biochemical responses to climate resilience. Similarly (Li et al., 2019), highlighted the role of melatonin in enhancing tea plant tolerance to multiple stresses, providing practical adaptation strategies. Studies like Jayasinghe and Kumar (2019) advanced our understanding of climate suitability in Sri Lanka, offering a regional perspective essential for tailoring mitigation strategies. While these foundational works have provided significant insights, the limited focus on interactive stressors, such as the combination of drought and heat, indicates a need for more integrative studies that address the complex, real-world challenges faced by tea farmers (Wang et al., 2016; Zheng et al., 2016).

4.4 Disciplinary distribution of research

The disciplinary distribution identified in Section 3.5 reflects a strong emphasis on Agricultural and Biological Sciences, which account for 36% of the research. This aligns with the need to explore physiological and biochemical adaptations in tea plants to climate stressors (Hernández et al., 2006; Upadhyaya et al., 2011). However, the underrepresentation of Social Sciences and Environmental Policy Research highlights a gap in addressing the socioeconomic and governance dimensions of climate change’s impact on tea farming (Wijeratne et al., 2007). Expanding research in these areas could bridge the gap between scientific findings and practical, scalable interventions for vulnerable farming communities, ensuring that climate adaptation strategies are both effective and sustainable.

4.5 Primary research themes

The keyword analysis in Section 3.6 identifies drought tolerance, antioxidant responses, and molecular adaptations as dominant themes in the research on climate change impacts on tea cultivation. Studies such as those by (Zhou et al., 2014) and (Wang et al., 2016) have advanced our understanding of how specific genes and metabolic pathways enable tea plants to withstand environmental stressors. Emerging themes, such as water management and photosynthesis under elevated CO₂, reflect an increasing focus on sustainability and quality improvement in response to climate change (Ahmed et al., 2014; Li et al., 2017). However, the limited focus on farmer-driven adaptation strategies suggests a gap between academic research and practical field applications. Future studies should prioritize generating actionable insights that are aligned with the needs of smallholder farmers, ensuring that research outcomes are applicable to real-world farming conditions (Guo et al., 2017).

Cold stress has emerged as a significant focus area in climate change research on tea cultivation, as highlighted in the keyword co-occurrence analysis (Figure 7). The strong associations of “cold stress” with terms like “abiotic stress,” “expression profile,” and “transcriptome” underscore the growing emphasis on understanding tea plants’ responses to low-temperature challenges. Research in this area focuses on key physiological and molecular mechanisms, such as cold acclimation processes, antioxidant activities, and transcriptomic changes, which contribute to the plant’s ability to withstand cold stress. These findings not only provide insights into the adaptive capacity of tea plants but also inform the development of strategies to enhance their resilience under changing climatic conditions.

4.6 Collaborative networks

As analyzed in Section 3.7, collaborative networks play a critical role in advancing research on climate change impacts on tea cultivation. Prominent authors like Wang Yu and Ding Zhaotang act as central figures in co-authorship networks, facilitating interdisciplinary approaches to complex problems (Singh et al., 2008; Zheng et al., 2016). However, the segmentation of these networks suggests limited integration of global expertise, with collaborations largely concentrated within specific regions or disciplines. Encouraging broader cross-regional and interdisciplinary partnerships could enhance knowledge-sharing and foster innovation, particularly in regions with limited research capacity (Zou et al., 2014; Jayasinghe and Kumar, 2019). Expanding these networks would help address the interconnected challenges faced by tea industries in diverse regions.

4.7 Synthesizing regional insights and adaptation strategies to mitigate climate impacts on tea cultivation

The regional variations in climate impacts on tea cultivation highlight the complex interplay between environmental factors and plant physiology. Drought stress emerges as a critical variable in low-altitude regions, exacerbating oxidative damage and reducing leaf quality. Conversely, high-altitude environments offer a natural advantage by mitigating temperature-related stress, but they face challenges in maintaining yields due to slower growth rates and altered metabolite profiles (Han et al., 2017). Seasonal precipitation shifts further complicate tea production, particularly in subtropical areas like Yunnan, China, where the onset of the monsoon affects the synthesis of secondary metabolites (Ahmed et al., 2014).

While traditional agronomic practices offer a solid foundation for climate adaptation, integrating modern technologies is essential for ensuring long-term sustainability. Biochemical applications, such as fulvic acid and polyphenols, improve stress tolerance and enhance tea quality by regulating antioxidant and flavonoid pathways (Zhou et al., 2014; Sun et al., 2020). However, the scalability of these interventions remains a challenge, especially for smallholder farmers in developing regions. Similarly, molecular insights from transcriptomic and proteomic studies need to be translated into field applications to validate their efficacy under natural conditions (Guo et al., 2017; Wang et al., 2018).

Emerging trends such as precision agriculture and the development of climate-resilient cultivars offer promising avenues for the future of tea cultivation. However, significant gaps persist particularly the limited understanding of long-term climatic impacts on tea quality and the lack of holistic models that integrate socioeconomic factors. Addressing these gaps requires multidisciplinary approaches that combine molecular, agronomic, and economic perspectives to ensure both productivity and sustainability in the face of climate change.

The impact of low temperatures during spring, especially in high-altitude regions, adds another layer of complexity to climate adaptation strategies for tea cultivation. Spring frost damage (SFD) not only reduces yields but also affects tea quality by altering chlorophyll, carotenoid, and metabolite concentrations (Wang et al., 2021; Yang et al., 2021). The impact of low temperatures during spring, especially in high-altitude regions, adds another layer of complexity to climate adaptation strategies for tea cultivation. Spring frost damage (SFD) not only reduces yields but also affects tea quality by altering chlorophyll, carotenoid, and metabolite concentrations (Li N. et al., 2018).

Mitigating these challenges requires a multifaceted approach. Biochemical applications, such as exogenous melatonin and 5-aminolevulinic acid (ALA), have shown efficacy in enhancing cold tolerance by activating antioxidant pathways and regulating stress-resistance genes (Hao et al., 2018). However, translating these laboratory findings into scalable field practices remains a challenge. Future research should focus on optimizing these interventions for smallholder farmers while exploring traditional practices, such as agroforestry and shading, to provide cost-effective solutions for managing low-temperature stress. Additionally, breeding programs targeting enhanced cold tolerance through insights from transcriptomics and proteomics could play a pivotal role in building resilience to low-temperature stress.

4.8 Integrating innovations and addressing challenges for sustainable tea cultivation in a changing climate

4.8.1 Synthesis of emerging trends

Emerging trends in tea cultivation highlight the importance of integrating traditional agricultural practices with modern molecular and information technologies to enhance crop resilience. Omics technologies, such as RNA-Seq, have revealed extensive regulatory networks that govern stress adaptation, identifying critical targets for breeding stress-resilient tea cultivars (Liu et al., 2016; Zheng et al., 2016). Genomics-assisted breeding techniques, including the use of transgenes, have demonstrated success in creating elite genotypes capable of withstanding drought and temperature extremes, providing a robust foundation for future innovations (Seth et al., 2021; Ramakrishnan et al., 2023). Biochemical interventions, such as fulvic acid and polyphenols, have shown significant potential in mitigating abiotic stresses while simultaneously improving tea quality. These modern approaches complement traditional practices, such as agroforestry and soil conservation, which can serve both as adaptation and mitigation strategies. Implementing agroforestry—such as maintaining shade trees in tea farms—helps reduce the climate footprint and enhances the resilience of tea systems. Furthermore, advancements in information technology, including climate suitability modeling and high-resolution simulation models, enable more precise planning for tea cultivation under current and future climatic scenarios. These tools help mitigate risks and optimize productivity, making tea farming more resilient to climate variability (Jayasinghe and Kumar, 2019; Muoki et al., 2020).

4.8.2 Addressing knowledge gaps

Despite these advancements, several knowledge gaps and practical challenges hinder the effective implementation of these strategies. For example, while the application of abscisic acid (ABA) has shown promise in controlled environments for enhancing lipid and flavonoid metabolism under drought stress, its long-term effects in field conditions remain unclear (Gai et al., 2020). Similarly, molecular insights from miRNA profiling and transcriptomics have identified key regulatory pathways for stress tolerance; however, translating these findings into breeding programs for large-scale adoption still requires substantial effort (Guo et al., 2017).

Traditional practices, such as agroforestry, must be integrated with modern technologies to maximize their potential. For instance, combining agroforestry with advanced soil management techniques—such as biochar and controlled-release fertilizers—can improve nitrogen use efficiency, reduce greenhouse gas emissions, and support sustainable tea cultivation (Wang et al., 2020). Moreover, precision agriculture and climate modeling tools require further refinement to address socioeconomic factors and ensure these technologies are accessible to resource-limited farmers.

4.8.3 Implications for future research

Future research must adopt an interdisciplinary approach that combines molecular, agronomic, and economic perspectives to address the multifaceted challenges posed by climate change. Long-term field trials are essential to validate laboratory findings, such as the efficacy of heat shock proteins (HSPs) and other molecular targets, under diverse growing conditions (Seth et al., 2021). Genomics-assisted breeding programs should prioritize traits that enhance resistance to both biotic and abiotic stresses, such as drought and heat tolerance, while also considering the economic viability of farmers (Ramakrishnan et al., 2023).

Advanced information technologies, such as MaxEnt climate suitability modeling and simulation tools, should be integrated with socioeconomic analyses to ensure that adaptation strategies are both equitable and effective (Wijeratne et al., 2007) (Jayasinghe and Kumar, 2019). For example, incorporating these tools into farmer education programs could help smallholder farmers plan and adapt to future climatic conditions. Additionally, expanding agroforestry research to include its synergistic effects with molecular interventions could provide innovative pathways for sustainable tea cultivation.

By bridging these knowledge gaps and combining traditional practices with cutting-edge innovations, the tea industry can develop robust strategies to enhance productivity and resilience in the face of a changing climate.

5 Conclusions

This study presents a comprehensive bibliometric and content analysis of research on the impacts of climate change on tea cultivation, synthesizing key trends, influential contributions, and critical knowledge gaps. Over the past two decades, there has been a growing focus on understanding the physiological, biochemical, and molecular responses of tea plants to climate stressors, including drought, temperature extremes, low temperatures, and elevated CO₂ levels. Influential studies have elucidated resilience mechanisms, such as antioxidant defense systems, secondary metabolite regulation, and genomic adaptations, which are vital for developing targeted adaptation strategies.

Our review of highly cited studies and thematic clusters identified the primary climate variables impacting tea cultivation, highlighted innovative adaptation strategies, and proposed future research priorities. Despite these advancements, challenges persist in addressing the multifaceted impacts of climate change on tea cultivation. These challenges include limited research on the synergistic effects of multiple climate stressors, insufficient field validation of molecular and genomic findings, and inadequate consideration of socioeconomic factors influencing climate adaptation strategies. Addressing these challenges requires integrating molecular technologies, such as genomics-assisted breeding and transcriptomics, with advanced information tools like climate suitability modeling and simulation. Moreover, expanding interdisciplinary research efforts to include socioeconomic and environmental dimensions is essential for developing scalable, farmer-oriented, and region-specific solutions.

Future research must prioritize underrepresented regions, such as Africa and Southeast Asia, where tea cultivation is economically significant and culturally embedded. Strengthening international collaborations and aligning scientific innovations with practical applications for smallholder farmers can bridge the gap between research and implementation. By addressing these gaps, the tea industry can enhance its resilience to climate change, ensure sustainable production practices, and safeguard the livelihoods of millions who depend on this vital crop.

6 Limitations

While this study provides valuable insights into the impacts of climate change on tea cultivation, several limitations must be acknowledged and addressed in future research.

First, the analysis is heavily reliant on publications indexed in specific databases, such as Scopus, which may exclude relevant studies published in regional or less widely indexed journals. This limitation likely underrepresents research contributions from regions such as Africa and Southeast Asia, where tea cultivation is both economically significant and deeply integrated into local agricultural practices. Research from these regions often employs unique methodologies and perspectives that remain underrepresented in global analyses. Future efforts should expand the scope to include regional databases or collaborate directly with local researchers to ensure a more comprehensive representation of global research.

Second, the bibliometric approach primarily emphasizes citation metrics to evaluate research impact. While this method effectively identifies highly cited studies, it tends to favor older publications over more recent, innovative research that may not have had sufficient time to accumulate citations. For instance, recent advancements in genomic technologies or precision agriculture might not emerge as influential documents despite their transformative potential. Future analyses should incorporate alternative metrics, such as altmetrics or expert evaluations, to more effectively capture the value of emerging research.

Third, this study predominantly focuses on academic research, with limited integration of industry reports, farmer-centric studies, or grey literature. These sources are critical for understanding real-world challenges and the practical applications of adaptation strategies. For example, industry reports provide timely data on economic trends and technological adoption, while farmer-centric studies can highlight adaptation strategies that have proven successful at the local level. Incorporating such diverse perspectives would bridge the gap between academic findings and practical implementation.

Fourth, the study does not systematically evaluate the methodological rigor or quality of the individual studies included in the analysis. This omission may limit the reliability of insights drawn from certain sources. A systematic critical appraisal of research methodologies—considering factors such as study design, sample size, and statistical validity—would enhance the robustness of future syntheses and ensure the applicability of findings across diverse agroecological and socioeconomic contexts.

Finally, while this study identifies key knowledge gaps and research directions, it does not fully address the dynamic interplay between socioeconomic and environmental factors that influence tea cultivation. Expanding future analyses to include integrated models that account for these variables will provide a more holistic understanding of climate change impacts.

Despite these limitations, this study represents a foundational step in synthesizing and advancing research on the impacts of climate change on tea cultivation. It provides a comprehensive roadmap for addressing critical gaps and fostering sustainable agricultural practices to mitigate the challenges posed by a changing global climate.

Author contributions

AA: Conceptualization, Formal analysis, Methodology, Resources, Software, Visualization, Writing – original draft, Writing – review & editing. C-HZ: Conceptualization, Investigation, Project administration, Validation, Writing – review & editing. JL: Data curation, Funding acquisition, Investigation, Software, Validation, Writing – review & editing. Z-GS: Conceptualization, Funding acquisition, Resources, Supervision, Validation, Writing – review & editing.

Funding

The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This research was supported by the Development and Research of Hybrid Photovoltaic based on National Natural Science Foundation of China (32360771), the Science and Technology Program of Yunnan Provincial Department of Science and Technology (202101BA070001-239), the Pu’er Tea Processing Engineering Research Center of Yunnan Provincial Universities, the Key Scientific Research Special Planning Project of Pu’er University (2020XGH08), the Pu’er Tea Science and Technology R&D and Innovation Team (CXTD020), the Pu’er College Top Notch Innovation Team (2023PEXYCXTD00l), the First-class Undergraduate Course (2023YLKCZX004, 2023YLKCZX005), and the Yunnan Ministry of Education Project (2024]1099), “Tea and Coffee” Crops in Pu’er City under grant No. KY202311.

Acknowledgments

The authors thank Pu’er University, China, and the Yunnan International Union Laboratory for Digital Protection and Germplasm Innovation Application of Tea Resource in China and Laos for their invaluable institutional support. Special thanks are extended to the National Natural Science Foundation of China (Grant No. 32360771) and the Science and Technology Program of Yunnan Provincial Department of Science and Technology (Grant No. 202101BA070001-239) for their generous financial support, which was instrumental in conducting this research. We also sincerely thank the Pu’er Tea Processing Engineering Research Center and the Key Scientific Research Special Planning Project of Pu’er University (Grant No. 2020XJGH08) for providing essential resources and technical support. The constructive feedback and encouragement from our colleagues at the Pu’er College Top-notch Innovation Team and the Yunnan Ministry of Education (Grant No. 2024J1099) have significantly enriched this work. Finally, we acknowledge the invaluable contribution of the reviewers and editors for their constructive comments, which have greatly improved the quality of this manuscript. This research would not have been possible without everyone’s involvement collective efforts and collaboration.

Conflict of interest

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.

Generative AI statement

The author(s) declare that Generative AI was used in the creation of this manuscript. Generative AI tools, specifically SCIspace, were used to assist with extracting data for the top 25 most cited studies included in Supplementary Tables 1 and 2. However, the authors carefully reviewed, verified and cross-checked all extracted data to ensure accuracy and alignment with the study’s objectives. The authors take full responsibility for the integrity and scientific rigor of the data presented.

Publisher’s note

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.

Supplementary material

The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fpls.2024.1542793/full#supplementary-material

References

Ahmed, S., Griffin, T. S., Kraner, D., Schaffner, M. K., Sharma, D., Hazel, M., et al. (2019). Environmental factors variably impact tea secondary metabolites in the context of climate change. Front. Plant Sci. 10. doi: 10.3389/fpls.2019.00939

PubMed Abstract | Crossref Full Text | Google Scholar

Ahmed, S., Stepp, J. R., Orians, C., Griffin, T., Matyas, C., Robbat, A., et al. (2014). Effects of extreme climate events on tea (Camellia sinensis) functional quality validate indigenous farmer knowledge and sensory preferences in Tropical China. PloS One 9. doi: 10.1371/journal.pone.0109126

PubMed Abstract | Crossref Full Text | Google Scholar

Aria, M., Cuccurullo, C. (2017). bibliometrix: An R-tool for comprehensive science mapping analysis. J. Informetrics 11, 959–975. doi: 10.1016/j.joi.2017.08.007

Crossref Full Text | Google Scholar

Ashraf, M. A., Murtaza, N., Brown, J. K., Yu, N. (2023). In silico identification of apple genome-encoded microRNA target binding sites potentially targeting the ACLSV’. Basel, Switzerland: MDPI (Horticultura). doi: 10.20944/preprints202305.0517.v1

Crossref Full Text | Google Scholar

Chen, Y., Li, Y., Shen, C., Xiao, L. (2023). Topics and trends in fresh tea (Camellia sinensis) leaf research: A comprehensive bibliometric study. Front. Plant Sci. 14. doi: 10.3389/fpls.2023.1092511

PubMed Abstract | Crossref Full Text | Google Scholar

Cheruiyot, E. K., Mumera, L. M., Ng’etich, W. K., Hassanali, A., Wachira, F. (2007). Polyphenols as potential indicators for drought tolerance in tea (Camellia sinensis L.). Bioscience Biotechnol. Biochem. 71, 2190–2197. doi: 10.1271/bbb.70156

PubMed Abstract | Crossref Full Text | Google Scholar

Elisha, I. L., Viljoen, A. (2021). Trends in Rooibos Tea (Aspalathus linearis) research (1994ndash;2018): A scientometric assessment. South Afr. J. Botany 137 pp, 159–170. doi: 10.1016/j.sajb.2020.10.004

Crossref Full Text | Google Scholar

Fadhlina, A., Alias, N. F. A., Sheikh, H. I., Zakaria, N. H., Majid, F. A. A., Hairani, M. A. S., et al. (2023). Role of herbal tea (Camellia sinensis L. Kuntze, Zingiber officinale Roscoe and Morinda citrifolia L.) in lowering cholesterol level: A review and bibliometric analysis. J. Agric. Food Res. 13, 100649. doi: 10.1016/j.jafr.2023.100649

Crossref Full Text | Google Scholar

Gai, Z., Wang, Y., Ding, Y., Qian, W., Qiu, C., Xie, H., et al. (2020). Exogenous abscisic acid induces the lipid and flavonoid metabolism of tea plants under drought stress. Sci. Rep. 10. doi: 10.1038/s41598-020-69080-1

PubMed Abstract | Crossref Full Text | Google Scholar

Gu, H., Zhang, X., Lam, S. K., Yu, Y., Van Grinsven, H. J. M., Zhang, S., et al. (2020). Drought stress triggers proteomic changes involving lignin, flavonoids and fatty acids in tea plants. Sci. Rep. 10. doi: 10.1038/s41598-020-72596-1

PubMed Abstract | Crossref Full Text | Google Scholar

Gu, B., Zhang, X., Lam, S. K., Yu, Y., Van Grinsven, H. J. M., Zhang, S., et al. (2023). Cost-effective mitigation of nitrogen pollution from global croplands. Nature 613, 77–84. doi: 10.1038/s41586-022-05481-8

PubMed Abstract | Crossref Full Text | Google Scholar

Guo, Y., Zhao, S., Zhu, C., Chang, X., Yue, C., Wang, Z., et al. (2017). Identification of drought-responsive miRNAs and physiological characterization of tea plant (Camellia sinensis L.) under drought stress. BMC Plant Biol. 17. doi: 10.1186/s12870-017-1172-6

PubMed Abstract | Crossref Full Text | Google Scholar

Han, W.-Y., Huang, J.-G., Li, X., Li, Z.-X., Ahammed, G. J., Yan, P., et al. (2017). Altitudinal effects on the quality of green tea in east China: a climate change perspective. Eur. Food Res. Technol. 243, 323–330. doi: 10.1007/s00217-016-2746-5

Crossref Full Text | Google Scholar

Hao, X., Wang, B., Wang, L., Zeng, J.-M., Yang, Y., Wang, X. (2018). Comprehensive transcriptome analysis reveals common and specific genes and pathways involved in cold acclimation and cold stress in tea plant leaves. Scientia Hortic. 240, 354–368. doi: 10.1016/J.SCIENTA.2018.06.008

Crossref Full Text | Google Scholar

Hernández, I., Alegre, L., Munné-Bosch, S. (2006). Enhanced oxidation of flavan-3-ols and proanthocyanidin accumulation in water-stressed tea plants. Phytochemistry 67, 1120–1126. doi: 10.1016/j.phytochem.2006.04.002

PubMed Abstract | Crossref Full Text | Google Scholar

Jayasinghe, S. L., Kumar, L. (2019). Modeling the climate suitability of tea [Camellia sinensis(L.) O. Kuntze] in Sri Lanka in response to current and future climate change scenarios. Agric. For. Meteorol. 272-273, 102–117. doi: 10.1016/j.agrformet.2019.03.025

Crossref Full Text | Google Scholar

Li, X., Zhang, L., Ahammed, G. J., Li, Z.-X., Wei, J.-P., Shen, C., et al. (2017). Stimulation in primary and secondary metabolism by elevated carbon dioxide alters green tea quality in Camellia sinensis L. Sci. Rep. 7. doi: 10.1038/s41598-017-08465-1

PubMed Abstract | Crossref Full Text | Google Scholar

Li, N., Yue, C., Cao, H., Qian, W., Hao, X., Wang, Y., et al. (2018). Transcriptome sequencing dissection of the mechanisms underlying differential cold sensitivity in young and mature leaves of the tea plant (Camellia sinensis). J. Plant Physiol. 224–225, 144–155. doi: 10.1016/j.jplph.2018.03.017

PubMed Abstract | Crossref Full Text | Google Scholar

Li, X., Wei, J.-P., Scott, E., Liu, J.-W., Guo, S., Li, Y., et al. (2018). Exogenous melatonin alleviates cold stress by promoting antioxidant defense and redox homeostasis in camellia sinensis L. Molecules : A J. Synthetic Chem. Natural Product Chem. 23, 165. doi: 10.3390/molecules23010165

PubMed Abstract | Crossref Full Text | Google Scholar

Li, J., Yang, Y., Sun, K., Chen, Y., Chen, X., Li, X. (2019). Exogenous melatonin enhances cold, salt and drought stress tolerance by improving antioxidant defense in tea plant (Camellia sinensis (L.) O. Kuntze). Molecules 24. doi: 10.3390/molecules24091826

PubMed Abstract | Crossref Full Text | Google Scholar

Li, Y., Chen, Y., Chen, J., Shen, C. (2023). Flavonoid metabolites in tea plant (Camellia sinensis) stress response: Insights from bibliometric analysis. Plant Physiol. Biochem. 202, 107934. doi: 10.1016/j.plaphy.2023.107934

PubMed Abstract | Crossref Full Text | Google Scholar

Liu, S.-C., Jin, J.-Q., Ma, J.-Q., Yao, M.-Z., Ma, C.-L., Li, C.-F., et al. (2016). Transcriptomic analysis of tea plant responding to drought stress and recovery. PloS One 11. doi: 10.1371/journal.pone.0147306

PubMed Abstract | Crossref Full Text | Google Scholar

Liu, S., Fan, B., Li, X., Sun, G. (2024). Global hotspots and trends in tea anti-obesity research: a bibliometric analysis from 2004 to 2024. Front. Nutr. 11. doi: 10.3389/fnut.2024.1496582

PubMed Abstract | Crossref Full Text | Google Scholar

Muoki, C., Maritim, T., Oluoch, W. A., Kamunya, S., Bore, J. (2020). Combating climate change in the Kenyan tea industry. Front. Plant Sci. 11. doi: 10.3389/fpls.2020.00339

PubMed Abstract | Crossref Full Text | Google Scholar

Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., et al. (2021). The PRISMA 2020 statement: an updated guideline for reporting systematic reviews. BMJ 372, n71. doi: 10.1136/bmj.n71

PubMed Abstract | Crossref Full Text | Google Scholar

Ramakrishnan, M., Sudhama, V., Rajanna, L. (2023). A review on the genome-based approaches for the development of stress and climate resilient tea crops. Plant Sci. Today. 9 (sp3), 105–109. doi: 10.14719/pst.1758

Crossref Full Text | Google Scholar

Ramírez-Gottfried, R. I., Preciado-Rangel, P., Carrillo, M. G., García, A. B., González-Rodríguez, G., Espinosa-Palomeque, B. (2023). Compost tea as organic fertilizer and plant disease control: bibliometric analysis. Agronomy 13, 2340. doi: 10.3390/agronomy13092340

Crossref Full Text | Google Scholar

Sahu, N., Nayan, R., Panda, A., Varun, A., Kesharwani, R., Das, P. (2025). Impact of changes in rainfall and temperature on production of Darjeeling Tea in India. Atmosphere. 16, 1. doi: 10.3390/atmos16010001

Crossref Full Text | Google Scholar

Seth, R., Maritim, T., Parmar, R., Sharma, R. (2021). Underpinning the molecular programming attributing heat stress associated thermotolerance in tea (Camellia sinensis (L.) O. Kuntze). Horticulture Res. 8. doi: 10.1038/s41438-021-00532-z

PubMed Abstract | Crossref Full Text | Google Scholar

Singh, K., Rani, A., Kumar, S., Sood, P., Mahajan, M., Yadav, S. K., et al. (2008). An early gene of the flavonoid pathway, flavanone 3-hydroxylase, exhibits a positive relationship with the concentration of catechins in tea (Camellia sinensis). Tree Physiol. 28, 1349–1356. doi: 10.1093/treephys/28.9.1349

PubMed Abstract | Crossref Full Text | Google Scholar

Singh, K., Kumar, S., Rani, A., Gulati, A., Ahuja, P. S. (2009). Phenylalanine ammonia-lyase (PAL) and cinnamate 4-hydroxylase (C4H) and catechins (flavan-3-ols) accumulation in tea. Funct. Integr. Genomics 9, 125–134. doi: 10.1007/s10142-008-0092-9

PubMed Abstract | Crossref Full Text | Google Scholar

Sun, J., Qiu, C., Ding, Y., Wang, Y., Sun, L., Fan, K., et al. (2020). Fulvic acid ameliorates drought stress-induced damage in tea plants by regulating the ascorbate metabolism and flavonoids biosynthesis. BMC Genomics 21. doi: 10.1186/s12864-020-06815-4

PubMed Abstract | Crossref Full Text | Google Scholar

Thankappan, N. (2023). Evaluating the effects of climate change on tea and sustainable livelihood: A study of Sri Lankan tea plantation labours’. Nisha Thankappan - IJFMR 5. doi: 10.36948/ijfmr.2023.v05i06.9652

Crossref Full Text | Google Scholar

Upadhyaya, H., Panda, S. K., Dutta, B. K. (2008). Variation of physiological and antioxidative responses in tea cultivars subjected to elevated water stress followed by rehydration recovery. Acta Physiologiae Plantarum 30, 457–468. doi: 10.1007/s11738-008-0143-9

Crossref Full Text | Google Scholar

Upadhyaya, H., Panda, S. K., Dutta, B. K. (2011). CaCl2 improves post-drought recovery potential in Camellia sinensis (L) O. Kuntze. Plant Cell Rep. 30, 495–503. doi: 10.1007/s00299-010-0958-x

PubMed Abstract | Crossref Full Text | Google Scholar

van Eck, N. J., Waltman, L. (2010). Software survey: VOSviewer, a computer program for bibliometric mapping. Scientometrics 84, 523–538. doi: 10.1007/s11192-009-0146-3

PubMed Abstract | Crossref Full Text | Google Scholar

Wang, W., Xin, H., Wang, M., Ma, Q., Wang, L., Kaleri, N. A., et al. (2016). Transcriptomic analysis reveals the molecular mechanisms of drought-stress-induced decreases in Camellia sinensis leaf quality. Front. Plant Sci. 7. doi: 10.3389/fpls.2016.00385

PubMed Abstract | Crossref Full Text | Google Scholar

Wang, Y.-X., Liu, Z.-W., Wu, Z.-J., Li, H., Wang, W.-L., Cui, X., et al. (2018). Genome-wide identification and expression analysis of GRAS family transcription factors in tea plant (Camellia sinensis). Sci. Rep. 8. doi: 10.1038/s41598-018-22275-z

PubMed Abstract | Crossref Full Text | Google Scholar

Wang, S., Li, T., Zheng, Z., Chen, H. Y. H. (2019). Soil aggregate-associated bacterial metabolic activity and community structure in different aged tea plantations. Sci. Total Environ. 654, 1023–1032. doi: 10.1016/j.scitotenv.2018.11.032

PubMed Abstract | Crossref Full Text | Google Scholar

Wang, Y., Yao, Z., Pan, Z., Wang, R., Yan, G., Liu, C., et al. (2020). Tea-planted soils as global hotspots for N2O emissions from croplands. Environ. Res. Lett. 15. doi: 10.1088/1748-9326/aba5b2

Crossref Full Text | Google Scholar

Wang, P., Tang, J., Yuping, M., Wu, D., Yang, J., Jin, Z., et al. (2021). Mapping threats of spring frost damage to tea plants using satellite-based minimum temperature estimation in China. Remote. Sens. 13 p, 2713. doi: 10.3390/rs13142713

Crossref Full Text | Google Scholar

Wijeratne, M. A., Anandacoomaraswamy, A., Amarathunga, M. K. S. L. D., Ratnasiri, J., Basnayake, B. R. S. B., Kalra, N. (2007). Assessment of impact of climate change on productivity of tea (Camellia sinensis L.) plantations in Sri Lanka. J. Natl. Sci. Foundation Sri Lanka 35, 119–126. doi: 10.4038/jnsfsr.v35i2.3676

Crossref Full Text | Google Scholar

Yan, F., Qu, D., Chen, X., Yang, J., Zeng, H., Li, X. (2023). Transcriptome analysis of 5-aminolevulinic acid contributing to cold tolerance in tea leaves (Camellia sinensis L.). Forests. 14, 198. doi: 10.3390/f14020198

Crossref Full Text | Google Scholar

Yang, Y.-Z., Li, T., Teng, R., Han, M., Jing, Z. (2021). Low temperature effects on carotenoids biosynthesis in the leaves of green and albino tea plant (Camellia sinensis (L.) O. Kuntze). Scientia Hortic. 285, 110164. doi: 10.1016/J.SCIENTA.2021.110164

Crossref Full Text | Google Scholar

Zhang, Q., Cai, M., Yu, X., Wang, L., Guo, C., Ming, R., et al. (2017). Transcriptome dynamics of Camellia sinensis in response to continuous salinity and drought stress. Tree Genet. Genomes 13. doi: 10.1007/s11295-017-1161-9

Crossref Full Text | Google Scholar

Zhao, C., Nawaz, G., Cao, Q., Xu, T. (2022). Melatonin is a potential target for improving horticultural crop resistance to abiotic stress. Scientia Hortic. 291, 110560. doi: 10.1016/j.scienta.2021.110560

Crossref Full Text | Google Scholar

Zheng, C., Wang, Y., Ding, Z., Zhao, L. (2016). Global transcriptional analysis reveals the complex relationship between tea quality, leaf senescence and the responses to cold-drought combined stress in Camellia sinensis. Front. Plant Sci. 7. doi: 10.3389/fpls.2016.01858

PubMed Abstract | Crossref Full Text | Google Scholar

Zhou, L., Xu, H., Mischke, S., Meinhardt, L. W., Zhang, D., Zhu, X., et al. (2014). Exogenous abscisic acid significantly affects proteome in tea plant (Camellia sinensis) exposed to drought stress. Horticulture Res. 1. doi: 10.1038/hortres.2014.29

PubMed Abstract | Crossref Full Text | Google Scholar

Zou, Y., Hirono, Y., Yanai, Y., Hattori, S., Toyoda, S., Yoshida, N. (2014). Isotopomer analysis of nitrous oxide accumulated in soil cultivated with tea (Camellia sinensis) in Shizuoka, central Japan. Soil Biol. Biochem. 77, 276–291. doi: 10.1016/j.soilbio.2014.06.016

Crossref Full Text | Google Scholar

Keywords: tea cultivation, climate change, tea quality, antioxidants, secondary metabolites, adaptation strategies, sustainability, socioeconomic impacts

Citation: Ali Abaker Omer A, Zhang C-H, Liu J and Shan Z-g (2025) Comprehensive review of mapping climate change impacts on tea cultivation: bibliometric and content analysis of trends, influences, adaptation strategies, and future directions. Front. Plant Sci. 15:1542793. doi: 10.3389/fpls.2024.1542793

Received: 10 December 2024; Accepted: 31 December 2024;
Published: 24 January 2025.

Edited by:

Majid Sharifi-Rad, Zabol University, Iran

Reviewed by:

Litang Lu, Guizhou University, China
Lin Haiyan, Hunan Agricultural University, China
Shumao Wang, Xianghu Laboratory, China

Copyright © 2025 Ali Abaker Omer, Zhang, Liu and Shan. 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: Altyeb Ali Abaker Omer, YWx0eWViYWxpQHBldS5lZHUuY24=; Zhi-guo Shan, MzUzODc5MjMwQHFxLmNvbQ==

Disclaimer: 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.

Research integrity at Frontiers

Man ultramarathon runner in the mountains he trains at sunset

94% of researchers rate our articles as excellent or good

Learn more about the work of our research integrity team to safeguard the quality of each article we publish.


Find out more