Ling Weng1,2,3,4
Zhurui Tang1,2,3,4
Muhammad Fahad Sardar5
Ying Yu6Keyu Ai1Shurui Liang1
Jawaher Alkahtani7Dianqiu Lyv1,2,3,4*- 1College of Agronomy and Biotechnology, Southwest University, Chongqing, China
- 2Chongqing Key Laboratory of Biology and Genetic Breeding for Tuber and Root Crops, Chongqing, China
- 3Key Laboratory of Germplasm Innovation of Upper Yangtze River, Ministry of Agriculture and Rural Affairs, Chongqing, China
- 4Engineering Research Center of South Upland Agriculture, Ministry of Education, Chongqing, China
- 5Key Laboratory of Ecological Prewarning, Protection and Restoration of Bohai Sea, Ministry of Natural Resources, School of Life Sciences, Shandong University, Qingdao, China
- 6Soil and Fertilizer Institute, Anhui Academy of Agricultural Sciences (National Agricultural Experimental Station for Soil Quality, Taihe)/Key Laboratory of Nutrient Cycling and Arable Land Conservation of Anhui Province, Hefei, China
- 7Department of Botany and Microbiology, College of Science, King Saud University, Riyadh, Saudi Arabia
Research on potato diseases had been widely reported, but a systematic review of potato diseases was lacking. Here, bibliometrics was used to systematically analyze the progress of potato disease. The publications related to “potato” and “disease” were searched in the Web of Science (WOS) from 2014 to 2023. The results showed that a total of 2095 publications on potato diseases were retrieved, with the annual publication output increasing year by year at a growth rate of 8.52%. The main countries where publications were issued were the United States, China, and India. There was relatively close cooperation observed between China, the United States, and the United Kingdom in terms of international collaboration, while international cooperation by India was less extensive. Based on citation analysis and trending topics, potential future research directions include nanoparticles, which provides highly effective carriers for biologically active substances due to their small dimensions, extensive surface area, and numerous binding sites; machine learning, which facilitates rapid identification of relevant targets in extensive datasets, thereby accelerating the process of disease diagnosis and fungicide innovation; and synthetic communities composed of various functional microorganisms, which demonstrate more stable effects in disease prevention and control.
1 Introduction
Potatoes (Solanum tuberosum L.) were the fourth-largest food crop, playing a vital role in ensuring global food security. However, susceptibility to plant pathogenic bacteria, pathogenic fungi, and viruses during cultivation poses significant challenges, adversely affecting both the yield and quality of potatoes (Birch et al., 2012). Currently, potato diseases and pests can be classified into fungal, bacterial, viral, and insect categories based on their respective pathogens. Fungal diseases include late blight (Phytophthora infestans), black scurf (Rhizoctonia solani), and black dot (Colletotrichum coccodes) (Smirnov, 2003; van de Vossenberg et al., 2022; Sanzo-Miro et al., 2023). Bacterial infections include common scab (Streptomyces spp.) and bacterial wilt (Pectobacterium spp.), among others (Majeed and Muhammad, 2020; Tessema and Seid, 2023). Virus-related ailments mainly consist of mosaic virus, Y virus, and tobacco rattle virus (Moyo et al., 2022; Dupuis et al., 2023), with viroids emerging as a significant concern affecting potatoes (Flores et al., 2020). Pests primarily include nematodes, psyllids, whiteflies, which not only directly impact the quality of potato tubers but also facilitate the spread of pathogens, making potatoes more vulnerable to disease (Suffert and Ward, 2014; Gamarra et al., 2020; Prager et al., 2022; Dupuis et al., 2023). Overall, the quality and yield of potato tubers suffer significantly from the infestation of various pathogens, necessitating timely disease prevention and control measures to mitigate substantial economic losses.
Reasonable disease control strategies effectively suppressed the level of potato diseases. Current disease control strategies included field management, breeding resistant varieties, chemical pesticides, and biocontrol. Field management involved appropriate cultivation practices to reduce the number of pathogens and achieve disease control. For example, after continuous cropping of potatoes, harmful pathogens accumulated in the soil over the years, exacerbating the occurrence of diseases. Practices such as crop rotation and intercropping altered the structure of soil microbial communities, thereby reducing pathogen abundance to ensure potato productivity (Li et al., 2023). Chemical control involved applying chemical agents to kill pathogens and pests to achieve control. For example, in controlling bacterial diseases of potatoes, fungicides such as fluazinam, 2,4-dichlorophenoxyacetic acid benzothiazole, and mancozeb were applied in forms such as seed coating, sprays, and soil additives (Hosny et al., 2014; Yuliar and Toyota, 2015). Chemical control was the mainstream method in production, but excessive use of chemical agents could lead to pathogen resistance and serious soil and environmental pollution (Lin et al., 2021; Nadgir and Biswas, 2023). Biocontrol utilized various beneficial organisms and their bioactive substances to control disease and pest proliferation, aiming to suppress or even eliminate disease and pest damage. Common beneficial microorganisms included Bacillus, Pseudomonas, Trichoderma, and Streptomyces, which reduced the severity of diseases by secreting active antibacterial substances (Vejan et al., 2016). However, among the numerous control strategies, there was a lack of systematic review of potato diseases, including the types of diseases in major countries, current mainstream control measures, and future research directions, which would contribute to the advancement and rapid application of potato disease control technologies.
This problem can be solved with bibliometrics analysis, a discipline based on Bradford's, Lotka's, and Chipf's laws, as well as other empirical distribution laws. Through citation analysis, keyword analysis, and source analysis, the evolution of potato pests and diseases can be quantitatively described, as well as the current research hotspots and future research directions (Zupic and Cater, 2015). One of the key advantages of bibliometrics lies in its lack of geographical constraints, allowing for data collection and analysis across specific regions or timeframes. Moreover, specialized analysis software can process bibliometric results and present them in a visually accessible format. Presently, bibliometric analysis finds application across various disciplines, including medicine, chemistry, energy, computer science (Ariza-Guerrero and Blazquez, 2023; Baako and Abroampa, 2023; Huang et al., 2023; Tang et al., 2023; Xu et al., 2023).
In this study, we propose to use bibliometric to analyze the leading countries, authors, and author keywords in terms of the number of publications, with the aim of obtaining the current status of research on potato diseases, including the main types of diseases studied in each country, the main prevention and control ideas for the diseases, and the possible directions of research in the future.
2 Materials and methods
In this study, we conducted a bibliometric analysis of the literature published in the field of potato diseases from 2014 to 2023, choosing the Web of Science core collection as the data source. Because “disease” is not always used as a keyword in some articles on potato diseases, we used “potato” and “disease” as the search terms for keywords and abstracts, and the date range was set to 2014–2023.
In addition, searches for “potato” and “disease” also included literature related to potato and human diseases, such as the effects of potato and human intestinal diseases, so irrelevant literature was manually eliminated to form the analyzed literature set. Data analysis and visualization were performed using the bibliometrix, ggplot, visNetwork, and igraph packages in R_v4.3.2 and Cytospace_v3.10.1 (Aria and Cuccurullo, 2017).
3 Results
3.1 Overview of publications
During the period from 2014 to 2023, a total of 2,095 papers focusing on potato pests and diseases were published by authors from 103 countries. This corpus comprised 1,923 articles and 111 review articles. These publications were spanned across seven languages, with the majority, 2057 (98.19%), being in English, followed by 19 (0.91%) in Spanish, 7 (0.33%) in Chinese, 7 (0.33%) in German, 3 (0.14%) in Turkish, 1 (0.05%) in Polish, and 1 (0.05%) in Russian. The analysis of the total number of articles revealed an average annual growth rate of 8.52%, with a notable surge observed in the number of articles published between 2018 and 2022 (Figure 1). This result suggests that, with global food supply pressures increasing dramatically, ensuring potato yield and quality by mitigating pests and diseases had become the consensus of most people.
Figure 1. Trends in the number of published articles related to potato disease by year. TP, total papers.
3.2 Analysis of the issuance of documents and international cooperation by major countries
The United States led in the number of publications within the field of potato diseases, followed by China and India, comprising 23.01, 18.57, and 7.21% of the total publications, respectively. Despite shifts in the ranking of total citations, the United States remained at the forefront, followed by China, with the Netherlands securing third place (Table 1). It was also found that India was well-ahead of the UK, Canada, and New Zealand in terms of annual publications in 2021, but it was still far behind the US and China (Figure 1). After 2018, the gap in total publications between China and the United States continued to narrow. This could be attributed to the national policy support and increased research funding following the Chinese government's proposal of the strategy to promote potatoes as a staple food in 2016 (Ministry of Agriculture Rural Affairs of the People's Republic of China, 2016). Among the top 20 countries, seven were located in Europe, seven in Asia, four in the Americas, and one each in Australia and Africa, underscoring the global prominence of potato pests and diseases.
Table 1. Country ranking of the number of papers published.
International cooperation enhanced the impact of the discipline by facilitating the flow and integration of knowledge, as different countries and regions had different focuses in potato disease research. Cooperation led to the transfer of technology, inspired innovation, and ultimately fulfilled the scientific mission (Borodiyenko et al., 2023). Total numbers of cooperation between countries represented the total number of times the country has cooperated with other countries. The United States, China, the United Kingdom, and Germany were found to have better cooperation with other countries and to be more focused on international cooperation (Table 1). The highest frequency of cooperation was between China, the United States, and the United Kingdom, followed by cooperation between Canada and United States, was second only to the cooperation frequency between China, the United States (53) and China and Britain (30), while international cooperation by India was less extensive (Figure 2).
Figure 2. The top 20 national cooperation networks with the highest number of papers. The connection thickness represents the number of cooperation between countries, and the node size reflects the overall cooperation frequency of the country.
3.3 Contribution of leading authors
Statistics related to authors provided insight into the top experts in the field of potato diseases, and research by these experts shed light on the cutting-edge development direction of potato diseases. Out of 2095 articles, 7,814 authors were accounted for, including 5,942 authors who contributed only one article, 386 authors who contributed three articles, and 58 authors who contributed ten or more articles. The top 20 authors in terms of the number of articles published had contributed 394 articles, representing 17.86% of the total number of articles published (Table 2).
Table 2. Contributions from the top 20 authors in the field of potato diseases.
The most articles in the field were published by Sharma, who ranked second in the h-index, with the number of publications and the average annual number of citations by this author increasing year by year over the selected time period (Supplementary Figure S1). It was shown that the influence of this author was gradually increasing. Differentially expressed genes in nematodes, pathogenic oomycetes, and fusarium sporotrichum infested potatoes were screened for by this author, with the aim of finding resistance genes and breeding highly resistant varieties. Additionally, tools for automated and rapid pest and disease detection based on machine learning, image recognition, and other techniques were developed by the author.
Munyaneza was ranked first in h-index (15), despite having only 19 papers (Table 2). He contributed significantly to the prevention and control of zebra chip (ZC) caused by Candidatus Liberibacter solanacearum (CLso) carried by potato psyllid. The host preference of potato psyllid was investigated, revealing that potato psyllid infestation was influenced by host plant type, plant size, and planting density. Additionally, it was discovered that alternative hosts such as silverleaf nightshade (SLN) could sustain the population survival of psyllid and CLso. A control strategy was developed for the complete eradication of alternative hosts such as SLN from potato production fields. Tools for rapid detection of ZC were also developed based on near-infrared spectroscopy, and insecticides were utilized through Diaphorina citri picorna-like virus, present in the body of psyllid, to achieve timely detection and precise control of psyllid and CLso.
Ranked second only to the top two authors, Erik primarily delved into the analysis of plant systemic resistance mechanisms induced by disease-causing oomycetes prevalent in potatoes (Table 2). For instance, the effect of dl-aminobutyric acid treatment on potato plants was observed, directly activating defense responses by influencing hormone synthesis, amino acid metabolism, pathogenesis-related protein accumulation, and other processes. Additionally, various substances for killing disease-causing molds were developed and verified, such as biosurfactants produced by fluorescent pseudomonads, phosphite, etc., all of which contributed to the control of late blight.
BIRCH attained the highest average number of citations among the authors listed (Table 2). The primary focus of research was the investigation of the relationship between effectors produced by Phytophthora infestans and potato pathogen-associated molecular patterns-triggered immunity (PTI) and effector-triggered immunity (ETI). It was revealed that Phytophthora infestans augmented plant susceptibility to disease through the secretion of diverse effectors. Furthermore, the uptake of oomycete RxLR effectors into host cells was facilitated by clathrin-mediated endocytosis. Building upon the susceptibility mediated by effectors, nanobioprotectants were developed based on dsRNAs and phytoconjugates. These innovations provided protection by inhibiting the pathogen and enhancing the plant's defense mechanism simultaneously.
3.4 Author keyword analysis
A collection of keywords based on the rich academic results of a research field over a long period of time revealed the overall characteristics, development trends, and intrinsic connections in the field of potato diseases. By de-weighting the keywords and eliminating irrelevant words, Figure 3A showed the top 50 keywords in terms of frequency, among which biocontrol, machine learning, and zebra chip disease appeared more frequently (Figure 3A). The emergent analysis diagram of prevention and control strategies based on keywords showed a shift over time. During the period from 2014 to 2017, control strategies were primarily focused on the selection of resistant varieties, including “resistance breeding,” “phosphites,” “genetic engineering,” and “micronutrients,” alongside the development of new chemical fungicides. Subsequently, from 2018 to 2020, there was a shift toward placing more emphasis on the breeding of resistant varieties and the integration of “host resistance” with tillage management practices. Between 2021 and 2023, the strategy further shifted toward utilizing beneficial microorganisms, such as bacillus, for “biocontrol” and adopting machine learning based technologies for rapid disease detection (Figure 3C).
Figure 3. The keyword analysis of potato diseases. (A) Word cloud was generated based on the frequency of keywords after irrelevant words (such as disease, initial report, potato, etc.) were removed; (B) The proportion of disease types was calculated based on keyword statistics; (C) Keyword occurrences were analyzed. Circles of the same color represent the same time period, and the size of the circles represents the frequency of occurrence.
3.5 ESI highly cited papers and co-cited network
The analysis of reference citations and co-citations provided a clear picture of the knowledge structure in the field of potato diseases and pests. Table 4 lists the 10 most cited articles in the field of potato pests and diseases from 2014 to 2023, which could be divided into three categories according to their research content (Supplementary Figure S2). Firstly, the mechanism of the specific disease was initially analyzed, and late blight-related research constituted a significant part of the ten articles. It was found by Goss that the causal mold that triggered the Irish famine originated in central Mexico rather than in the Andes (Goss et al., 2014). Two teams, King et al. (2014) and Dagdas et al. (2016) found that effectors of Phytophthora infestans suppressed the potato immune system by inhibiting immune signaling and antagonizing host autophagy receptors. In addition to late blight, Charkowski discussed the changing face of bacterial soft rot, including newer detection methods and control methods. Wang et al. (2017) described the pathogenesis and control strategies for diseases caused by CLso (Charkowski, 2018). Secondly, in potato resistance breeding, the utilization of resistance gene enrichment sequencing and single-molecule real-time sequencing by Whitek et al. accelerated the cloning of potato late blight resistance genes. Schaart et al. (2016) described typical applications of various novel breeding techniques in potato (Witek et al., 2016). Finally, to assess the severity of the disease and its economic losses. Savary et al. (2019) found that national food security was related to population growth and the regional emergence of new diseases through quantitative analysis of crop losses.
The network of co-cited references can be used to analyze the relationships between the main potato diseases (Supplementary Figure S2). The purple cluster focuses on the relationship between potato psyllid and ZC, while the green cluster centers on the relationship between potato common scab and pathogenic Streptomyces. The blue clusters focus on the core topics of late blight and Phytophthora infestans, while the red clusters focus on the core topics of bacterial diseases such as blackleg and soft rot of potatoes caused by Pectobacterium and Dickeya species. We can find that research on late blight is highly popular, which could be attributed to several factors: the significant historical events caused by late blight; the more in-depth research facilitated by advances in molecular biotechnology; and the evolving causative molds, posing a new challenge for disease control (Fry et al., 2015). Compared to the other three clusters, the initial case of scab had a significantly lower number of co-citations, despite being reported over a century ago.
4 Discuss
4.1 The type of disease in the main issuing country
Potato pests and diseases were classified based on their pathogens, which included fungi, bacteria, viruses, viroid, and pests. Research findings indicated that bacterial and viral diseases received a significant share of scholarly attention, ~70%, while insect pests were the subject of fewer articles (Figure 3B). The predominant disease types in the top three countries (USA, China, and India) with the highest publication output were identified through author keywords to highlight the primary diseases under investigation (Table 3). Late blight emerged as a key focus of research in these nations due to various factors such as the pathogen's ability to evade plant defenses, its effector mechanisms that hindered host immunity and promoted susceptibility, the rapid dispersal of spores through adaptive evolution, and genetic diversity in its genome. Late blight was considered a significant threat to potato yields and quality in these regions (Leesutthiphonchai et al., 2018). In addition to late blight, fungal diseases were studied in the above countries, including black scurf, early blight, and dry rot. Bacterial diseases were the predominant focus of research in these regions, with potato common scab, bacterial wilt, and soft rot as typical diseases. Bacterial wilt was caused by R. pseudosolanacearum, which entered the xylem through roots or wounds and produced excessive polysaccharides that led to clogging of conduits, wilting, and ultimately death of the host plant, and the pathogen possessed a variety of alternative hosts, making it extremely difficult to control (Popa et al., 2016; Raza et al., 2016). The causal agents of soft rot, on the other hand, were Pectobacterium atrosepticum, P. carotovorum, and dickeya sp. Most of these causal agents were soil-borne and caused disease in potatoes under certain conditions of temperature and humidity (des Essarts et al., 2016).
Table 3. The top three countries with the highest number of publications mainly paper disease.
Table 4. The top 10 most cited publications of ESI in potato disease field during 2014–2023.
It is important to note that in addition to potato virus y, which was being studied in various countries, tomato leaf curl new delhi virus (tolcndv) was also being researched in India, a viral disease that occurred in the tropics and subtropics and could be transmitted through insect vectors such as whitefly vectors (Pant et al., 2018). Similar to the results shown in Figure 3B, insect pests were less studied in different countries and had regional characteristics. The main insect pests of potatoes included potato psyllid, whitefly, nematodes, etc. Insects were not only mechanically damaging potato plants but also transmitting pathogens such as bacteria and viruses to plant wounds. For example, in the United States, research was mainly focused on potato psyllid, which was the vector of CLso, and ultimately triggered the ZC affecting the commercialization of potatoes (Arad et al., 2023a), whereas research on pests in India was focused on whiteflies and the spread of viruses such as tolcndv. In other words, national research on pest suppression was also based, in part, on the reduction of alternative hosts for pathogens and thus the incidence of other diseases (Kumar et al., 2021).
4.2 Potential disease control strategies
4.2.1 Disease resistance breeding—An “opportunity” for potato breeding
Based on the highly cited analysis (Supplementary Figure S2), it can be found that breeding resistant varieties can reduce the use of pesticides while continuously resisting the invasion of pathogens, thus realizing more durable disease control and higher economic benefits. Currently, transgenic breeding, molecular marker-assisted breeding, gene silencing, and gene editing, have been applied to resistance breeding (Angmo et al., 2023; Mali et al., 2023). Hadiarto et al. incorporated the disease resistance gene RB, sourced from the wild potato species Solanum bulbocastanum, into the indigenous variety Granola through overexpression. Their study demonstrated that all hybrid asexual lines exhibited resistance to insects within 45–50 days post-planting (Hadiarto and Ambarwati, 2023). Of course, transgenic breeding faces challenges in its widespread adoption due to the influence of consumer populations and regional policies, hindering its rapid promotion. Traditional breeding techniques, like interspecific crosses and backcrosses, are effective but time-consuming in introducing R genes into cultivated potato varieties. In contrast, molecular marker-assisted breeding offers a solution by integrating molecular markers with specific traits to expedite the identification of target genes. Kuhl et al. (2016) had successfully created molecular markers associated with the potato leafroll virus resistance gene Rlr (etb), enabling the rapid selection of potato leafroll virus-resistant varieties through marker-assisted selection.
Gene editing technologies like the clustered regularly interspaced short palindromic repeat/CRISPR-associated protein (CRISPR/Cas) system had the potential to address public concerns regarding genetically modified (GM) products by enabling the development of GM-free alternatives. However, the efficacy of genome editing in crops utilizing the CRISPR/Cas system was contingent upon the accurate identification and targeting of specific genes (Ukhatova et al., 2023). For instance, the successful editing of the late blight susceptibility gene StERF3 using CRISPR/Cas9 technology was demonstrated by Razzaq et al. (2022), resulting in the functional suppression of the StERF3 gene and subsequently enhancing the resistance of late blight. Cas13a, a CRISPR protein that targeted RNA to provide defense against RNA phages, was utilized to cleave single-stranded RNA, resulting in the development of virus-resistant potatoes (Zhan et al., 2019). However, the challenge of polyploidy complicated genome editing in potatoes. Several optimizations for overcoming this obstacle were proposed by Mali et al. (2023), including the design of multiple gRNAs to target all alleles, targeting conserved sequences of alleles, optimizing Cas proteins, and effectively detecting off-target effects. Beyond directly editing resistance and susceptibility genes, modifying other metabolic pathways in plants could enhance disease resistance. For instance, editing the StCCoAOMT gene led to increased lignification of the potato cell wall, which restricted pathogen invasion and reduced disease severity as demonstrated by Hegde et al. (2021). Consequently, gene editing technology accelerates the breeding cycle without introducing foreign genes and stands as a key tool for developing resistant crop varieties in the future.
4.2.2 Field management is an effective way to inhibit the growth and spread of pathogens
Field management encompassed the complete range of activities involved in field production, from planting to harvesting, which included practices such as tillage, irrigation, fertilization, and various other processes. Adjusting tillage methods could be utilized to decrease the presence of soil pathogens or enhance disease suppression. A notable decline in the prevalence of the pathogenic bacterium Ralstonia solanacearum and a significant decrease in bacterial wilt occurrences were observed following crop rotation involving wheat, maize, and potato crops by Messiha et al. (2023). Researchers also found that the incidence of potato bacterial wilt in Rwanda was affected by planting density, intercropping rotation and sharing farm tools (Uwamahoro et al., 2018). Indeed, the efficacy of agricultural practices like intercropping and crop rotation in reducing disease occurrences could be attributed to the reduction in pathogen levels by disrupting their spread and increasing the population of natural predators. Fu et al. demonstrated that intercropping onions and tomatoes could decrease the occurrence of tomato yellow wilt. Their in vitro experiments on the antagonistic effects of onion root secretions revealed inhibition of Verticillium dahliae mycelium growth and spore germination, leading to a reduction in disease incidence (Fu et al., 2015). Furthermore, Degani (2022) highlighted that practices like shallow plowing and no-tillage had been associated with decreased disease severity in specific cases. Interestingly, prolonged continuous cropping of certain crops had also been linked to a significant reduction in disease prevalence, such as the observed decline in total blight in wheat (Cook, 2003).
Water and fertilizer were deemed essential for potato growth, with appropriate irrigation and fertilization practices considered to assist in mitigating disease incidence. In a study conducted by Johansen, the relationship between soil moisture levels and potato scab occurrence was explored, revealing a notable decrease in scab incidence caused by S. turgidiscabies in the majority of experimental plots with increasing soil moisture content. It was suggested that irrigation could play a role in reducing scab occurrence during the early stages of potato tuber development (Johansen et al., 2015). Additionally, the impact of irrigation method choice on disease management strategies was observed by Nasr-Esfahani (2022), who noted that both sprinkler and drip irrigation methods were more effective in reducing early blight incidence caused by Alternaria solani compared to traditional furrow irrigation systems. Fertilizers were found to contribute essential nutrients to crops, with their application influencing soil biodiversity. Messiha et al. investigated the impact of different fertilization practices on the suppression of potato brown rot, revealing that fields with low organic matter content and carbon-to-nitrogen ratios favored the pathogen Ralstonia solanacearum. However, the introduction of chicken manure compost led to an increase in antagonistic bacteria like Pseudomonas fluorescens, resulting in enhanced disease control (Messiha et al., 2021). The utilization of organic fertilizers was shown to supply essential nutrients to the soil while simultaneously enhancing the diversity of soil microorganisms and improving the stability of the soil microbial network structure (Mawarda et al., 2020). Researchers found that the application of organic manure, such as compost, not only increased soil fertility but also decreased the abundance of Ralstonia, leading to a reduction in disease incidence (Messiha et al., 2023). Consequently, effective field management practices were regarded as a valuable adjunct to disease control strategies and should be integrated with other control methods to maximize efficacy and efficiency.
4.2.3 Chemical control—Efficient and convenient mainstream control methods
Chemical control was the primary method utilized for disease management in agricultural practices due to its high efficacy in pest and disease eradication. Chemical pesticides, derived from natural sources like plants and microorganisms or synthetically produced, encompassed insecticides, fungicides, plant growth regulators, and other compounds (Zhan et al., 2019; Zhang et al., 2021). Notably, substances such as phosphite (Phi), essential oils, and wood vinegar solution had been extensively researched in the context of potato diseases (Figure 3C). Phi, in particular, was widely employed for controlling potato late blight, with significant inhibitory effects on oomycetes mycelial growth observed at varying concentrations (Liljeroth et al., 2020; Zhang et al., 2021; Sharma et al., 2023). Studies by Borza et al. (2019) also indicated the efficacy of Phi against potato yellow wilt, albeit requiring relatively higher concentrations for optimal results. Furthermore, aside from pesticide dosage, the method of pesticide application was crucial, and appropriate application strategies were selected based on the specific disease type. For instance, research by Hajian-Maleki et al. (2019) demonstrated that seed coating with novel essential oils resulted in a substantial reduction in the incidence of soft rot disease, while Tsror conducted a study to assess the impact of soil fumigants, specifically metam sodium (MS) and chloropicrin (PIC), on the mitigation of powdery scab in tubers. Their findings revealed a substantial reduction in both the occurrence and severity of powdery scab by 66–98% (Tsror et al., 2019). Although the application of pesticides was a prevalent method for disease management in potato cultivation, it was crucial to carefully consider the dosage and application techniques to mitigate environmental repercussions while effectively controlling diseases.
4.2.4 Biological control—Environmentally friendly control methods
Biocontrol was increasingly gaining attention as a prominent area of focus in global pest management. Essentially, biocontrol aimed to suppress the proliferation of pathogens by employing mechanisms such as antagonism, predation (parasitism), resource competition, and induced plant resistance to achieve disease resistance effects (O'Brien, 2017). The soil was served as a primary reservoir for potato pests and diseases, with the inter-root zone being a battleground for the competition between beneficial bacteria and pathogens. Plant growth promoting bacteria (PGPR) represented a group of advantageous microorganisms that could be classified into two functional categories. The first category directly promoted plant growth through activities such as nitrogen fixation, phosphate solubilization, phytohormone production, and ACC deaminase production, while the second category indirectly enhanced plant growth by inducing systemic resistance, generating iron carriers, antibiotics, extracellular polysaccharides, and volatile organic acids, among other functions (Ali et al., 2022; de Andrade et al., 2023). Often, these effects occurred simultaneously. For instance, biosurfactants produced by Pseudomonas fluorescens were shown to rapidly degrade free-living spores within a minute, leading to a notable decrease in late blight incidence and the stimulation of protein secretion (e.g., PR proteins) in the potato variety (ovatio) following treatment with 1 mg/ml of biosurfactant (Bengtsson et al., 2015).
Several biocontrol strains had been identified as effective in disease management through various mechanisms. Research had demonstrated that bacillus, for instance, could trigger the expression of genes associated with the JA pathway and enhance the production of secondary metabolites in plants to bolster their defense against pest attacks (Zebelo et al., 2016). Apart from Bacillus, other commonly utilized PGPR were included Xylaria, Streptomyces, Pseudomonas (Mark et al., 2006; Sun et al., 2022; Shi et al., 2023). Aspergillus spp., a prevalent group of fungi globally, had also been investigated for its potential in disease control. For instance, researchers had isolated HNA14 from Aspergillus spp. and observed that the antifungal metabolites produced by this isolate significantly inhibited the growth of pathogenic Aspergillus spp., leading to reduced disease severity, increased plant stem height, and enhanced foliar fresh dry weight (Yao et al., 2016). Streptomyces, a genus of actinomycetes, comprised both pathogenic and beneficial strains. While some Streptomyces species could cause diseases like potato scab, others could establish symbiotic relationships with plants, offering protective benefits (Alblooshi et al., 2022). Yandigeri et al. (2015) had investigated Streptomyces vinaceusdrappus S5MW2 and found that its chitinase production conferred plant defense against nematode diseases triggered by Rhizoctonia solani. Furthermore, disrupting group sensing among pathogens could help mitigate infestations. For example, the study had discovered that Rhodococcus pyridinivorans XN-36 could effectively degrade N-acyl homoserine lactone produced by Pectobacterium carotovorum, thereby reducing the severity of soft rot diseases in carrot and potato host plants as a population burst sterilizer (Zhou Z. et al., 2022).
Biocontrol methods had been utilized to manage potato nematodes, but their effectiveness had been hindered by the nematodes' ability to create protective cysts within a gelatinous substance and survive in soil without hosts (Stirling and Stirling, 2014). The biocontrol of nematodes typically involved inducing systemic resistance in plants, leading to cellulose deposition, phenolic accumulation, or strengthening of plant cell walls through the production of biochemical metabolites (Ramamoorthy et al., 2001; Pieterse et al., 2002). Additionally, nematode populations could be reduced by introducing natural enemies of the pests (Toshova et al., 2024). Plant viruses faced challenges in infecting plants independently due to physical barriers like the cuticle and cell wall, often relying on wounds or vectors such as insects, nematodes, or fungi to reach plant cells (Hogenhout et al., 2008). The biocontrol of plant viruses primarily involved limiting pathogen spread by reducing the availability of alternative hosts (Tsror et al., 2020). Bacillus sphaericus stood out as an early commercially available biocontrol agent that had demonstrated effective pest control in agricultural settings against various common pests like Diptera, Coleoptera, and Lepidoptera (Wachendorff-Neumann et al., 2017; Sauka et al., 2022). While microbial preparations offered numerous advantages, caution was advised throughout their processing and application, as their efficacy in the field was influenced by factors such as microbial activity, environmental conditions, and tillage practices.
In addition to beneficial microorganisms being utilized for biocontrol purposes, ongoing development was occurring in the field of phage-based biocontrol. A novel phage, SscP1EGY, was recently identified by Abdelrhim et al., demonstrating a high lytic capacity specifically targeting Streptomyces scabies strains in a potato field in Egypt. The study results indicated that SscP1EGY could significantly reduce scab severity and spot area, showcasing its potential for controlling Streptomyces scabies infections (Abdelrhim et al., 2021). Furthermore, RNA interference (RNAi) technology emerged as a promising strategy for disease management. RNAi was typically initiated by double-stranded RNA (dsRNA), which was subsequently broken down into small interfering RNAs (siRNAs) leading to the suppression of target gene expression (Del Mar Martinez-Prada et al., 2021). For instance, a spray-based delivery method for double-stranded RNA-induced gene silencing (SIGS) to combat potato Y virus infections was developed by Samarskaya et al. (2023). Additionally, Arad et al. (2023a) successfully silenced five genes related to sugar homeostasis in the gut of the potato woodlouse using RNAi technology, resulting in over 60% mortality of the potato psyllid, suggesting a potential application of RNAi as a biopesticide target. Although biocontrol was employed in various forms, its essence was still the pursuit of friendly biological products with high control efficiency and long-lasting effects, making it one of the main control strategies for the future.
5 Future research directions
5.1 Nanoparticles—Highly efficient carriers of biologically active substances
Nanoparticles (NPs) were recognized for their advantageous characteristics such as small dimensions, extensive surface area, and numerous binding sites, making them highly effective carriers for biologically active substances like plasmid DNA and double-stranded RNA. They were increasingly acknowledged as valuable tools for enhancing the efficacy of pesticides and reducing pesticide residues (Torney et al., 2007). Various formulations, including nanoemulsions, nanosuspensions, nanogels, nanocapsules, and nanopesticides based on metal compounds, were devised to enable the slow, controlled, and targeted release of active agents (Hernandez-Tenorio et al., 2022). A self-assembled multicomponent nanobioprotectant incorporating dsRNA and phytoinducer was developed for managing potato late blight, addressing the delivery challenges of dsRNA to combat the blight fungus and extending the protective duration of RNAi (Wang Y. et al., 2023). AgNPs were synthesized by Bibi et al. (2023) utilizing various ratios of silver nitrate and Nepalese ivy extracts, resulting in complete inhibition of Erwinia carotovora. Nanoparticles could be loaded with traditional agrochemicals or active ingredients and combined with bioactives. A nanocapsule pesticide enhancing pest control effectiveness was described by Nuruzzaman et al. (2016), safeguarding the encapsulated active ingredient from premature degradation or prolonging its activity duration. CuO and MgO metal oxide NPs were synthesized by Rabea et al. (2023), demonstrating significant inhibition of Ralstonia solanacearum growth by CuO and MgO NPs at a concentration of 3 mg/mL. Consequently, NPs were seen as a promising future control strategy with broad application potential.
5.2 Machine learning—Accelerate the identification of targets from vast amounts of data
Machine learning and related technologies were extensively applied in the automated identification of pests and diseases affecting potato crops. A sophisticated deep learning model designed by Rashid, was introduced for recognizing diseases in potato leaves. Specifically, a convolutional neural network-based deep learning approach was devised to facilitate the training of potato plants afflicted with early and late blight. The outcomes of this study demonstrated that the model achieved an impressive accuracy rate of 99.75% when tested on a dataset of potato leaf diseases (Rashid et al., 2021). Furthermore, apart from its utilization in disease detection, scholars are employing machine learning and other technologies for disease management. A group of researchers had devised a novel machine learning methodology to pinpoint genomic markers linked to bacterial bactericidal properties. These markers were then utilized to identify additional bacteria exhibiting the desired activity, thereby enhancing the efficacy of discovering antagonistic strains (Biggs et al., 2021). Taylor utilized a blend of machine learning techniques and epidemiological methods to identify the most effective fungicide that elicits bacterial resistance at minimal levels, with the fungal pathogen Zymoseptoria tritici serving as a case study (Taylor and Cunniffe, 2023). Likewise, Zhang et al. integrated metadata analysis with machine learning techniques to detect both diseased and disease-suppressive soils by utilizing 54 biomarker genera. This approach aimed to elucidate overarching trends in bacterial community structure within disease-suppressive soils (Zhang et al., 2022). Therefore, leveraging machine learning methodologies can facilitate expedited identification of pertinent targets within extensive datasets, thereby expediting the processes of disease diagnosis and fungicide innovation.
5.3 Synthetic communities—The preventive and control effects were more stable and long-lasting
Although not included in the bibliometric analysis of this study, it was noteworthy that synthetic communities (SynComs) were considered a promising strategy for future disease management (Li et al., 2024). In contrast to conventional single-antagonist products, SynComs, comprising multiple functional microorganisms, were shown to have enhanced sustainability and efficacy in enhancing plant growth, increasing yields, and mitigating diseases (de Souza et al., 2020; Shi et al., 2023). Nevertheless, the design of SynComs was acknowledged as posing a significant challenge. For instance, a study conducted by Yin found that 10 SynComs randomly assembled from strains isolated from wheat roots did not outperform a single antagonist bacterium in controlling wheat brown rot (Yin et al., 2022). Therefore, the formulation of SynComs was emphasized to adhere to specific principles, including biodiversity, microbial interactions, stable colony structure, and effective bacteriostatic properties (Wang Z. et al., 2023). For instance, a notable reduction in Fusarium wilt disease (FWD) incidence was observed with increasing bacterial and fungal diversity. Furthermore, 10 synthetic communities based on microbial taxonomy from a pool of 205 bacterial and fungal strains isolated from the tomato root zone were constructed, revealing that cross-domain SynComs (comprising both fungal and bacterial components) were more effective in suppressing FWD compared to fungal or bacterial SynComs alone (Zhou X. et al., 2022). In general, although the current utilization of synthetic microbial communities for potato disease management was limited, their potential for application was considered substantial.
6 Conclusions
This study conducted a bibliometric analysis focusing on potato diseases over the past decade. The research revealed an 8.52% annual increase in publications in this field, with the United States, China, and India emerging as the primary research countries. Notably, international collaboration was particularly prevalent between China, the United States, and the United Kingdom. Variations were observed in the main diseases studied by each country, although late blight remained a common focus across all regions. The study also examined prevalent control strategies such as the utilization of resistant varieties, field management practices, chemical interventions, and biological control methods, which garnered significant attention from researchers. Through citation analysis and trending topics, potential future research directions were highlighted, including NPs, machine learning, SynComs.
Data availability statement
The original contributions presented in the study are included in the article/Supplementary material, further inquiries can be directed to the corresponding author.
Author contributions
LW: Writing – review & editing, Writing – original draft. ZT: Validation, Project administration, Writing – review & editing, Writing – original draft, Supervision, Methodology. MS: Writing – review & editing, Supervision, Methodology. YY: Writing – review & editing, Supervision, Data curation. KA: Writing – original draft. SL: Writing – original draft. JA: Writing – review & editing, Supervision, Methodology, Data curation. DL: Investigation, Writing – review & editing, Supervision, Methodology, Funding acquisition, Data curation.
Funding
The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work was financially supported by the National Key Research and Development Program of China (2022YFD1201600 and 2022YFD1601404), China Postdoctoral Science Foundation (2023M742879), Chongqing Technology Innovation and Application Development Program (CSTB2022TIAD-CUX0012), and Chongqing Modern Agricultural Industry Technology System (CQMAITS202303).
Acknowledgments
The authors would like to thank all participants in the study. The authors extend their appreciation to the Researchers supporting project number (RSP2024R193), King Saud University, Riyadh, Saudi Arabia.
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.
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/fmicb.2024.1430066/full#supplementary-material
References
Abdelrhim, A. S., Ahmad, A. A., Omar, M. O. A., Hammad, A. M. M., and Huang, Q. (2021). A new Streptomyces scabies-infecting bacteriophage from Egypt with promising biocontrol traits. Arch. Microbiol. 203, 4233–4242. doi: 10.1007/s00203-021-02415-2
Alblooshi, A. A., Purayil, G. P., Saeed, E. E., Ramadan, G. A., Tariq, S., Altaee, A. S., et al. (2022). Biocontrol potential of endophytic actinobacteria against fusarium solani, the causal agent of sudden decline syndrome on date palm in the UAE. J. Fungi 8:8. doi: 10.3390/jof8010008
Ali, B., Wang, X., Saleem, M. H., Sumaira, A., Hafeez, A., Afridi, M. S., et al. (2022). PGPR-mediated salt tolerance in maize by modulating plant physiology, antioxidant defense, compatible solutes accumulation and bio-surfactant producing genes. Plants 11:345. doi: 10.3390/plants11030345
Angmo, D., Sharma, S. P., and Kalia, A. (2023). Breeding strategies for late blight resistance in potato crop: recent developments. Mol. Biol. Rep. 50, 7879–7891. doi: 10.1007/s11033-023-08577-0
Arad, N., Paredes-Montero, J. R., Mondal, M. H., Ponvert, N., and Brown, J. K. (2023a). RNA interference-mediated knockdown of genes involved in sugar transport and metabolism disrupts psyllid Bactericera cockerelli (Order: Hemiptera) gut physiology and results in high mortality. Front. Insect Sci. 3:13. doi: 10.3389/finsc.2023.1283334
Aria, M., and Cuccurullo, C. (2017). bibliometrix: an R-tool for comprehensive science mapping analysis. J. Informetr. 11, 959–975. doi: 10.1016/j.joi.2017.08.007
Ariza-Guerrero, A. M., and Blazquez, J. S. (2023). Evolution of number of citations per article in Materials Science: possible causes and effect on the impact factor of journals. Scientometrics 128, 6589–6609. doi: 10.1007/s11192-023-04863-7
Baako, I., and Abroampa, W. K. (2023). Research trends on ICT integration in education: a bibliometric analysis. Cogent. Educ. 10:1162. doi: 10.1080/2331186X.2023.2281162
Bengtsson, T., Holefors, A., Liljeroth, E., Hultberg, M., and Andreasson, E. (2015). Biosurfactants have the potential to induce defence against Phytophthora infestans in potato. Potato Research 58, 83–90. doi: 10.1007/s11540-015-9286-4
Bibi, Z., Ali, M., Abohashrh, M., Ahmad, I., Khan, H., Ali, M., et al. (2023). Biologically synthesized silver nanoparticles efficiently control plant pathogenic bacteria-Erwinia carotovora and Ralstonia solanacearum. Inorganics 11:309. doi: 10.3390/inorganics11070309
Biggs, M. B., Craig, K., Gachango, E., Ingham, D., and Twizeyimana, M. (2021). Genomics- and machine learning-accelerated discovery of biocontrol bacteria. Phytobiomes J. 5, 452–463. doi: 10.1094/PBIOMES-01-21-0003-R
Birch, P. R. J., Bryan, G., Fenton, B., Gilroy, E. M., Hein, I., Jones, J. T., et al. (2012). Crops that feed the world 8: Potato: are the trends of increased global production sustainable? Food Sec. 4, 477–508. doi: 10.1007/s12571-012-0220-1
Borodiyenko, O., Melnyk, O., and Nychkalo, N. (2023). The role of international cooperation in the development of vocational education in Ukraine. Eur. J. Educ. 58, 665–680. doi: 10.1111/ejed.12586
Borza, T., Peters, R. D., Gao, X., and Wang-Pruski, G. (2019). Effects of phosphite on the in vitro growth of Verticillium nonalfalfae and Verticillium dahliae and on their in vivo ability to infect potato plants. Eur. J. Plant Pathol. 155, 1333–1344. doi: 10.1007/s10658-019-01859-z
Charkowski, A. O. (2018). The changing face of bacterial soft-rot diseases. Ann. Rev. Phytopathol. 56, 269–288. doi: 10.1146/annurev-phyto-080417-045906
Cook, R. J. (2003). Take-all of wheat. Physiol. Mol. Plant Pathol. 62, 73–86. doi: 10.1016/S0885-5765(03)00042-0
Dagdas, Y. F., Belhaj, K., Maqbool, A., Chaparro-Garcia, A., Pandey, P., Petre, B., et al. (2016). An effector of the Irish potato famine pathogen antagonizes a host autophagy cargo receptor. Elife 5:23. doi: 10.7554/eLife.10856
de Andrade, L. A., Santos, C. H. B., Frezarin, E. T., Sales, L. R., and Rigobelo, E. C. (2023). Plant growth-promoting rhizobacteria for sustainable agricultural production. Microorganisms 11:1088. doi: 10.3390/microorganisms11041088
de Souza, R. S. C., Armanhi, J. S. L., and Arruda, P. (2020). From microbiome to traits: designing synthetic microbial communities for improved crop resiliency. Front. Plant Sci. 11:e01179. doi: 10.3389/fpls.2020.01179
Degani, O. (2022). Control strategies to cope with late wilt of maize. Pathogens 11:13. doi: 10.3390/pathogens11010013
Del Mar Martinez-Prada, M., Curtin, S. J., and Gutierrez-Gonzalez, J. J. (2021). Potato improvement through genetic engineering. Gm Crops Food Biotechnol. Agric. Food Chain 12, 479–496. doi: 10.1080/21645698.2021.1993688
des Essarts, Y. R., Cigna, J., Quetu-Laurent, A., Caron, A., Munier, E., Beury-Cirou, A., et al. (2016). Biocontrol of the potato blackleg and soft rot diseases caused by Dickeya dianthicola. Appl. Environ. Microbiol. 82, 268–278. doi: 10.1128/AEM.02525-15
Dupuis, B., Nkuriyingoma, P., and Ballmer, T. (2023). Economic impact of Potato Virus Y (PVY) in Europe. Potato Res. 18. doi: 10.1007/s11540-023-09623-x
Flores, R., Navarro, B., Delgado, S., Serra, P., and Di Serio, F. (2020). Viroid pathogenesis: a critical appraisal of the role of RNA silencing in triggering the initial molecular lesion. FEMS Microbiol. Rev. 44, 386–398. doi: 10.1093/femsre/fuaa011
Fry, W. E., Birch, P. R. J., Judelson, H. S., Gruenwald, N. J., Danies, G., Everts, K. L., et al. (2015). Five reasons to consider phytophthora infestans a reemerging pathogen. Phytopathology 105, 966–981. doi: 10.1094/PHYTO-01-15-0005-FI
Fu, X., Wu, X., Zhou, X., Liu, S., Shen, Y., and Wu, F. (2015). Companion cropping with potato onion enhances the disease resistance of tomato against Verticillium dahliae. Front. Plant Sci. 6:726. doi: 10.3389/fpls.2015.00726
Gamarra, H., Sporleder, M., Carhuapoma, P., Kroschel, J., and Kreuze, J. (2020). A temperature-dependent phenology model for the greenhouse whitefly Trialeurodes vaporariorum (Hemiptera: Aleyrodidae). Virus Res. 289:16. doi: 10.1016/j.virusres.2020.198107
Goss, E. M., Tabima, J. F., Cooke, D. E. L., Restrepo, S., Fry, W. E., Forbes, G. A., et al. (2014). The Irish potato famine pathogen Phytophthora infestans originated in central Mexico rather than the Andes. Proc. Natl. Acad. Sci. U. S. A. 111, 8791–8796. doi: 10.1073/pnas.1401884111
Hadiarto, T., and Ambarwati, A. D. (2023). Breeding of genetically engineered indonesian potato, bio granola, resistant to late blight pathogen Phytophthora infestans. Potato Res. 15. doi: 10.1063/5.0075612
Hajian-Maleki, H., Baghaee-Ravari, S., and Moghaddam, M. (2019). Efficiency of essential oils against Pectobacterium carotovorum subsp. carotovorum causing potato soft rot and their possible application as coatings in storage. Postharvest Biol. Technol. 156:2. doi: 10.1016/j.postharvbio.2019.06.002
Hegde, N., Joshi, S., Soni, N., and Kushalappa, A. C. (2021). The caffeoyl-CoA O-methyltransferase gene SNP replacement in Russet Burbank potato variety enhances late blight resistance through cell wall reinforcement. Plant Cell Rep. 40, 237–254. doi: 10.1007/s00299-020-02629-6
Hernandez-Tenorio, F., Miranda, A. M., Rodriguez, C. A., Giraldo-Estrada, C., and Saez, A. A. (2022). Potential strategies in the biopesticide formulations: a bibliometric analysis. Agronomy 12:2665. doi: 10.3390/agronomy12112665
Hogenhout, S. A., Oshima, K., Ammar, E.-D., Kakizawa, S., Kingdom, H. N., and Namba, S. (2008). Phytoplasmas: bacteria that manipulate plants and insects. Mol. Plant Pathol. 9, 403–423. doi: 10.1111/j.1364-3703.2008.00472.x
Hosny, M., Abo-Elyousr, K. A. M., Asran, M. R., and Saead, F. A. (2014). Chemical control of potato common scab disease under field conditions. Arch. Phytopathol. Plant Protect. 47, 2193–2199. doi: 10.1080/03235408.2013.870375
Huang, L., Ladikas, M., Schippl, J., He, G., and Hahn, J. (2023). Knowledge mapping of an artificial intelligence application scenario: a bibliometric analysis of the basic research of data-driven autonomous vehicles. Technol. Soc. 75:102360. doi: 10.1016/j.techsoc.2023.102360
Johansen, T. J., Dees, M. W., and Hermansen, A. (2015). High soil moisture reduces common scab caused by Streptomyces turgidiscabies and Streptomyces europaeiscabiei in potato. Acta Agric. Scand. Sect. B 65, 193–198. doi: 10.1080/09064710.2014.988641
King, S. R. F., McLellan, H., Boevink, P. C., Armstrong, M. R., Bukharova, T., Sukarta, O., et al. (2014). Phytophthora infestans RXLR effector PexRD2 interacts with host MAPKKKε to suppress plant immune signaling. Plant Cell 26, 1345–1359. doi: 10.1105/tpc.113.120055
Kuhl, J. C., Novy, R. G., Whitworth, J. L., Dibble, M. S., Schneider, B., and Hall, D. (2016). Development of molecular markers closely linked to the potato leafroll virus resistance gene, Rlretb, for use in marker-assisted selection. Am. J. Potato Res. 93, 203–212. doi: 10.1007/s12230-016-9496-6
Kumar, R., Tiwari, R. K., Jeevalatha, A., Siddappa, S., Shah, M. A., Sharma, S., et al. (2021). Potato apical leaf curl disease: current status and perspectives on a disease caused by tomato leaf curl New Delhi virus. J. Plant Dis. Protect. 128, 897–911. doi: 10.1007/s41348-021-00463-w
Leesutthiphonchai, W., Vu, A. L., Ah-Fong, A. M. V., and Judelson, H. S. (2018). How does Phytophthora infestans evade control efforts? Modern insight into the late blight disease. Phytopathology 108, 916–924. doi: 10.1094/PHYTO-04-18-0130-IA
Li, M., Hu, J., Wei, Z., Jousset, A., Pommier, T., Yu, X., et al. (2024). Synthetic microbial communities: sandbox and blueprint for soil health enhancement. Imeta. 3:e172. doi: 10.1002/imt2.172
Li, Q. M., Zhang, D., Zhang, J. Z., Zhou, Z. J., Pan, Y., Yang, Z. H., et al. (2023). Crop rotations increased soil ecosystem multifunctionality by improving keystone taxa and soil properties in potatoes. Front. Microbiol. 14:1034761. doi: 10.3389/fmicb.2023.1034761
Liljeroth, E., Lankinen, A., Andreasson, E., and Alexandersson, E. (2020). Phosphite integrated in late blight treatment strategies in starch potato does not cause residues in the starch product. Plant Dis. 104, 3026–3032. doi: 10.1094/PDIS-11-19-2296-RE
Lin, Z., Yuan, T., Zhou, L., Cheng, S., Qu, X., Lu, P., et al. (2021). Impact factors of the accumulation, migration and spread of antibiotic resistance in the environment. Environ. Geochem. Health 43, 1741–1758. doi: 10.1007/s10653-020-00759-0
Majeed, A., and Muhammad, Z. (2020). An overview of the common bacterial diseases of potato in Pakistan, associated crop losses and control stratagems. J. Plant Pathol. 102, 3–10. doi: 10.1007/s42161-019-00362-y
Mali, S., Dutta, M., and Zinta, G. (2023). Genome editing advancements in potato (Solanum tuberosum L.): operational challenges and solutions. J. Plant Biochem. Biotechnol. 32, 730–742. doi: 10.1007/s13562-022-00812-2
Mark, G. L., Morrissey, J. P., Higgins, P., and O'Gara, F. (2006). Molecular-based strategies to exploit Pseudomonas biocontrol strains for environmental biotechnology applications. FEMS Microbiol. Ecol. 56, 167–177. doi: 10.1111/j.1574-6941.2006.00056.x
Mawarda, P. C., Le Roux, X., Van Elsas, J. D., and Salles, J. F. (2020). Deliberate introduction of invisible invaders: a critical appraisal of the impact of microbial inoculants on soil microbial communities. Soil Biol. Biochem. 148:107874. doi: 10.1016/j.soilbio.2020.107874
Messiha, N. A. S., Elhalag, K. M. A., Abd El-Rahman, A. F., Abdelaziz, A. M. R. A., Elbadry, N., and Hussien, A. (2023). Enhancement of soil suppressive potential to bacterial wilt disease caused by Ralstonia solanacearum. Arch. Phytopathol. Plant Protect. 56, 1127–1165. doi: 10.1080/03235408.2023.2267668
Messiha, N. A. S., Elhalag, K. M. A., Balabel, N. M., Matar, H. A., Farag, S. M. A., Hagag, M. H., et al. (2021). Efficiency of organic manuring and mineral fertilization regimes in potato brown rot suppression and soil microbial biodiversity under field conditions. Arch. Phytopathol. Plant Protect. 54, 534–556. doi: 10.1080/03235408.2020.1844523
Ministry of Agriculture and Rural Affairs of the People's Republic of China (2016). Guidance on Promoting the Development of the Potato Industry by the Ministry of Agriculture. J. Bull. Minist. Agric. Peoples Republic China 4–7.
Moyo, L., Raikhy, G., Hamid, A., Mallik, I., Gudmestad, N. C., Gray, S., et al. (2022). Phylogenetics of tobacco rattle virus isolates from potato (Solanum tuberosum L.) in the USA: a multi-gene approach to evolutionary lineage. Virus Genes 58, 42–52. doi: 10.1007/s11262-021-01875-4
Nadgir, C. A., and Biswas, D. A. (2023). Antibiotic resistance and its impact on disease management. Cureus J. Med. Sci. 15:38251. doi: 10.7759/cureus.38251
Nasr-Esfahani, M. (2022). An IPM plan for early blight disease of potato Alternaria solani sorauer and A. alternata (Fries.) Keissler. Arch. Phytopathol. Plant Protect. 55, 785–796. doi: 10.1080/03235408.2018.1489600
Nuruzzaman, M., Rahman, M. M., Liu, Y., and Naidu, R. (2016). Nanoencapsulation, nano-guard for pesticides: a new window for safe application. J. Agric. Food Chem. 64, 1447–1483. doi: 10.1021/acs.jafc.5b05214
O'Brien, P. A. (2017). Biological control of plant diseases. Aust. Plant Pathol. 46, 293–304. doi: 10.1007/s13313-017-0481-4
Pant, R. P., Bhatnagar, A., and Lal, M. (2018). Role of alternate host plants in the transmission of apical leaf curl disease of potato caused by tomato leaf curl New Delhi virus - potato (ToLCNDV-pot.) in Northern India. Indian J. Agric. Sci. 88, 1258–1262. doi: 10.56093/ijas.v88i8.82565
Pieterse, C. M. J., Van Wees, S. C. M., Ton, J., Van Pelt, J. A., and Van Loon, L. C. (2002). Signalling in rhizobacteria-induced systemic resistance in Arabidopsis thaliana. Plant Biol. 4, 535–544. doi: 10.1055/s-2002-35441
Popa, C., Li, L., Gil, S., Tatjer, L., Hashii, K., Tabuchi, M., et al. (2016). The effector AWR5 from the plant pathogen Ralstonia solanacearum is an inhibitor of the TOR signalling pathway. Sci. Rep. 6:27058. doi: 10.1038/srep27058
Prager, S. M., Cohen, A., Cooper, W. R., Novy, R., Rashed, A., Wenninger, E. J., et al. (2022). A comprehensive review of zebra chip disease in potato and its management through breeding for resistance/tolerance to ‘Candidatus Liberibacter solanacearum' and its insect vector. Pest Manag. Sci. 78, 3731–3745. doi: 10.1002/ps.6913
Rabea, A., Naeem, E., Balabel, N. M., and Daigham, G. E. (2023). Management of potato brown rot disease using chemically synthesized CuO-NPs and MgO-NPs. Botanical Stud. 64:20. doi: 10.1186/s40529-023-00393-w
Ramamoorthy, V., Viswanathan, R., Raguchander, T., Prakasam, V., and Samiyappan, R. (2001). Induction of systemic resistance by plant growth promoting rhizobacteria in crop plants against pests and diseases. Crop Prot. 20, 1–11. doi: 10.1016/S0261-2194(00)00056-9
Rashid, J., Khan, I., Ali, G., Almotiri, S. H., AlGhamdi, M. A., and Masood, K. (2021). Multi-level deep learning model for potato leaf disease recognition. Electronics 10:2064. doi: 10.3390/electronics10172064
Raza, W., Ling, N., Yang, L., Huang, Q., and Shen, Q. (2016). Response of tomato wilt pathogen Ralstonia solanacearum to the volatile organic compounds produced by a biocontrol strain Bacillus amyloliquefaciens SQR-9. Sci. Rep. 6:24856. doi: 10.1038/srep24856
Razzaq, H. A., Ijaz, S., Ul Haq, I., and Khan, I. A. (2022). Functional inhibition of the StERF3 gene by dual targeting through CRISPR/Cas9 enhances resistance to the late blight disease in Solanum tuberosum L. Mol. Biol. Rep. 49, 11675–11684. doi: 10.1007/s11033-022-07958-1
Samarskaya, V. O., Spechenkova, N., Ilina, I., Suprunova, T. P., Kalinina, N. O., Love, A. J., et al. (2023). A non-canonical pathway induced by externally applied virus-specific dsRNA in potato plants. Int. J. Mol. Sci. 24:5769. doi: 10.3390/ijms242115769
Sanzo-Miro, M., Simms, D. M., Rezwan, F. I., Terry, L. A., and Alamar, M. C. (2023). An integrated approach to control and manage potato black dot disease: a review. Am. J. Potato Res. 100, 362–370. doi: 10.1007/s12230-023-09924-4
Sauka, D. H., Peralta, C., Perez, M. P., Onco, M. I., Fiodor, A., Caballero, J., et al. (2022). Bacillus toyonensis biovar Thuringiensis: a novel entomopathogen with insecticidal activity against lepidopteran and coleopteran pests. Biol. Control 167:104838. doi: 10.1016/j.biocontrol.2022.104838
Savary, S., Willocquet, L., Pethybridge, S. J., Esker, P., McRoberts, N., and Nelson, A. (2019). The global burden of pathogens and pests on major food crops. Nature Ecol. Evol. 3:430-+. doi: 10.1038/s41559-018-0793-y
Schaart, J. G., van de Wiel, C. C. M., Lotz, L. A. P., and Smulders, M. J. M. (2016). Opportunities for products of new plant breeding techniques. Trends Plant Sci. 21, 438–449. doi: 10.1016/j.tplants.2015.11.006
Sharma, S., Sundaresha, S., Tiwari, R. K., Sagar, V., and Lal, M. (2023). Effect of phosphorous acid on late blight disease mitigation and minimization of fungicide doses under field conditions. J. Plant Pathol. 105, 825–836. doi: 10.1007/s42161-023-01376-3
Shi, H., Li, W., Zhou, Y., Wang, J., and Shen, S. (2023). Can we control potato fungal and bacterial diseases? - microbial regulation. Heliyon 9:e22390. doi: 10.1016/j.heliyon.2023.e22390
Stirling, G. R., and Stirling, G. R. (2014). Biological Control of Plant-parasitic Nematodes: Soil Ecosystem Management in Sustainable Agriculture, 2nd Edn. Boston, MA: CABI.
Suffert, M., and Ward, M. (2014). Emerging pests of potato in Europe: early warning, risk analyses and regulation. Potato Res. 57, 263–271. doi: 10.1007/s11540-014-9273-1
Sun, Z., Yu, S., Hu, Y., and Wen, Y. (2022). Biological control of the cucumber Downy Mildew pathogen Pseudoperonospora cubensis. Horticulturae 8:410. doi: 10.3390/horticulturae8050410
Tang, J., Wang, L., Sun, Z., Liu, X., Li, H., Ma, J., et al. (2023). Publications on ultrasound-guided thermal ablation for thyroid nodules from 2000 to 2022: a bibliometric analysis. International Journal of Hyperthermia 40. doi: 10.1080/02656736.2023.2268874
Taylor, N. P., and Cunniffe, N. J. (2023). Coupling machine learning and epidemiological modelling to characterise optimal fungicide doses when fungicide resistance is partial or quantitative. J. R. Soc. Interface 20:685. doi: 10.1098/rsif.2022.0685
Tessema, G. L., and Seid, H. E. (2023). Potato bacterial wilt in Ethiopia: history, current status, and future perspectives. PeerJ 11:e14661. doi: 10.7717/peerj.14661
Torney, F., Trewyn, B. G., Lin, V. S. Y., and Wang, K. (2007). Mesoporous silica nanoparticles deliver DNA and chemicals into plants. Nat. Nanotechnol. 2, 295–300. doi: 10.1038/nnano.2007.108
Toshova, T. B., Velchev, D. I., Pilarska, D. K., Todorov, I. A., Esteves, I., Barth, M., et al. (2024). Biocontrol potential of entomopathogenic nematodes against the grey maize weevil Tanymecus dilaticollis (Coleoptera: Curculionidae) adults. Biol. Futura. 75. doi: 10.1007/s42977-024-00206-6
Tsror, L., Erlich, O., Hazanovsky, M., and Lebiush, S. (2019). Control of potato powdery scab (Spongospora subterranea) in Israel with chloropicrin, metam sodium or fluazinam. Crop Prot. 124:30. doi: 10.1016/j.cropro.2019.05.030
Tsror, L., Shapira, R., Erlich, O., Hazanovsky, M., and Lebiush, S. (2020). Characterization of weeds and rotational crops as alternative hosts of Spongospora subterranea, the causal agent of powdery scab in Israel. Plant Pathol. 69, 294–301. doi: 10.1111/ppa.13117
Ukhatova, Y. V., Erastenkova, M. V., Korshikova, E. S., Krylova, E. A., Mikhailova, A. S., Semilet, T. V., et al. (2023). Improvement of crops using the CRISPR/Cas system: new target genes. Mol. Biol. 57, 375–397. doi: 10.1134/S0026893323030135
Uwamahoro, F., Berlin, A., Bucagu, C., Bylund, H., and Yuen, J. (2018). Potato bacterial wilt in Rwanda: occurrence, risk factors, farmers' knowledge and attitudes. Food Sec. 10, 1221–1235. doi: 10.1007/s12571-018-0834-z
van de Vossenberg, B. T. L. H., Prodhomme, C., Vossen, J. H., and van der Lee, T. A. J. (2022). Synchytrium endobioticum, the potato wart disease pathogen. Mol. Plant Pathol. 23, 461–474. doi: 10.1111/mpp.13183
Vejan, P., Abdullah, R., Khadiran, T., Ismail, S., and Boyce, A. N. (2016). Role of plant growth promoting rhizobacteria in agricultural sustainability-a review. Molecules 21:573. doi: 10.3390/molecules21050573
Wachendorff-Neumann, U., Andersch, W., Stenzel, K., and Springer, B. (2017). Composition Comprising a Biological Control Agent and a Fungicide. Monheim: Bayer CropScience AG.
Wang, N., Pierson, E. A., Setubal, J. C., Xu, J., Levy, J. G., Zhang, Y. Z., et al. (2017). The Candidatus Liberibacter-host interface: insights into pathogenesis mechanisms and disease control. Ann. Rev. Phytopathol. 55, 451–482. doi: 10.1146/annurev-phyto-080516-035513
Wang, Y., Li, M., Ying, J., Shen, J., Dou, D., Yin, M., et al. (2023). High-efficiency green management of potato late blight by a self-assembled multicomponent nano-bioprotectant. Nat. Commun. 14:5622. doi: 10.1038/s41467-023-41447-8
Wang, Z., Hu, X., Solanki, M. K., and Pang, F. (2023). A synthetic microbial community of plant core microbiome can be a potential biocontrol tool. J. Agric. Food Chem. 71, 5030–5041. doi: 10.1021/acs.jafc.2c08017
Witek, K., Jupe, F., Witek, A. I., Baker, D., Clark, M. D., and Jones, J. D. G. (2016). Accelerated cloning of a potato late blight-resistance gene using RenSeq and SMRT sequencing. Nat. Biotechnol. 34, 656–660. doi: 10.1038/nbt.3540
Xu, Z., Li, X., and Zhang, L. (2023). A bibliometric analysis of research trends and hotspots in alpine grassland degradation on the Qinghai-Tibet Plateau. PeerJ 11:e16210. doi: 10.7717/peerj.16210
Yandigeri, M. S., Malviya, N., Solanki, M. K., Shrivastava, P., and Sivakumar, G. (2015). Chitinolytic Streptomyces vinaceusdrappus S5MW2 isolated from Chilika lake, India enhances plant growth and biocontrol efficacy through chitin supplementation against Rhizoctonia solani. World J. Microbiol. Biotechnol. 31, 1217–1225. doi: 10.1007/s11274-015-1870-x
Yao, Y., Li, Y., Chen, Z., Zheng, B., Zhang, L., Niu, B., et al. (2016). Biological control of potato late blight using isolates of trichoderma. Am. J. Potato Res. 93, 33–42. doi: 10.1007/s12230-015-9475-3
Yin, C., Hagerty, C. H., and Paulitz, T. C. (2022). Synthetic microbial consortia derived from rhizosphere soil protect wheat against a soilborne fungal pathogen. Front. Microbiol. 13:908981. doi: 10.3389/fmicb.2022.908981
Yuliar Nion, Y. A., and Toyota, K. (2015). Recent trends in control methods for bacterial wilt diseases caused by Ralstonia solanacearum. Microbes Environ. 30, 1–11. doi: 10.1264/jsme2.ME14144
Zebelo, S., Song, Y., Kloepper, J. W., and Fadamiro, H. (2016). Rhizobacteria activates (+)–cadinene synthase genes and induces systemic resistance in cotton against beet armyworm (Spodoptera exigua). Plant Cell Environ. 39, 935–943. doi: 10.1111/pce.12704
Zhan, X., Zhang, F., Zhong, Z., Chen, R., Wang, Y., Chang, L., et al. (2019). Generation of virus-resistant potato plants by RNA genome targeting. Plant Biotechnol. J. 17, 1814–1822. doi: 10.1111/pbi.13102
Zhang, W., Pang, S., Lin, Z., Mishra, S., Bhatt, P., and Chen, S. (2021). Biotransformation of perfluoroalkyl acid precursors from various environmental systems: advances and perspectives. Environ. Pollut. 272:115908. doi: 10.1016/j.envpol.2020.115908
Zhang, Z., Zhang, Q., Cui, H., Li, Y., Xu, N., Lu, T., et al. (2022). Composition identification and functional verification of bacterial community in disease-suppressive soils by machine learning. Environ. Microbiol. 24, 3405–3419. doi: 10.1111/1462-2920.15902
Zhou, X., Wang, J., Liu, F., Liang, J., Zhao, P., Tsui, C. K. M., et al. (2022). Cross-kingdom synthetic microbiota supports tomato suppression of Fusarium wilt disease. Nat. Commun. 13:7890. doi: 10.1038/s41467-022-35452-6
Zhou, Z., Wu, X., Li, J., Zhang, Y., Huang, Y., Zhang, W., et al. (2022). A novel quorum quencher, Rhodococcus pyridinivorans XN-36, is a powerful agent for the biocontrol of soft rot disease in various host plants. Biol. Control 169:104889. doi: 10.1016/j.biocontrol.2022.104889
Keywords: potato, disease, control strategies, bibliometrics, biocontrol
Citation: Weng L, Tang Z, Sardar MF, Yu Y, Ai K, Liang S, Alkahtani J and Lyv D (2024) Unveiling the frontiers of potato disease research through bibliometric analysis. Front. Microbiol. 15:1430066. doi: 10.3389/fmicb.2024.1430066
Received: 09 May 2024; Accepted: 06 June 2024;
Published: 03 July 2024.
Edited by:
Zhendong Yang, Chengdu University, ChinaReviewed by:
Junqiu Wu, Northeast Agricultural University, ChinaXiaohui Liu, Ocean University of China, China
Copyright © 2024 Weng, Tang, Sardar, Yu, Ai, Liang, Alkahtani and Lyv. 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: Dianqiu Lyv, bGRxMjAxODExMDImI3gwMDA0MDtzd3UuZWR1LmNu