Skip to main content
  • Review article
  • Open access
  • Published:

Molecular techniques for the improvement of microbial biocontrol agents against plant pathogens

Abstract

Biological control is a sustainable and ecologically effective method for bringing down pest population to an acceptable level. Implementing microbial biocontrol agents (MBCAs) to manage plant diseases necessitates the use of environmentally friendly practices that can increase global food production and guarantee the safety of food supply. Recent advancements in biotechnology have made it easier to find and characterize new beneficial microbes as well as to identify their genetic byproducts. These findings have made it possible to clone these microbes in plants in an effort to strengthen their resistance to biotic and abiotic stresses. The technological improvements have strengthened the symbiotic interaction between microbes and plants while also enabling the modification of the processes through which MBCAs exert their effects, ultimately enhancing their potential in managing plant diseases. The genome sequencing of MBCAs has yielded useful information about their genomes, which has helped to characterize them for efficiently. This article offers a thorough summary of the already existing and recent molecular advances used to increase the efficiency of MBCAs for managing plant diseases as well as to understand their biocontrol mechanisms through various omics technologies. These approaches are important for assuring food security and increasing agricultural outputs by minimizing yield loss due to plant diseases.

Background

Research on the use of beneficial microbes for managing plant pathogens has been going on for more than 70 years, and it has started to show promise as a viable alternative to chemical control. Despite the fact that chemical control strategies are still frequently used to manage plant diseases, their potential future use may be constrained by the emergence of pesticide-resistant strains, the deregistration of pesticides and public worries about the potential negative effects of agrochemicals on human health and the environment. The reduction of pathogen populations by the use of living organisms is known as "biocontrol" of plant diseases (Heimpel and Mills 2017). Understanding the processes of biocontrol has long been the focus of research in microbiology, microscopy and biochemistry. The discovery of novel methods that improve our comprehension of the antagonistic processes used by MBCAs has recently been made possible by the development of molecular techniques, relying on the knowledge obtained through microbiological, microscopic and biochemical research. Furthermore, a deeper understanding of biocontrol techniques is being made possible by the expanding area of knowledge gained via genome sequencing (Abdel-Salarn et al. 2007). The study of biocontrol techniques, improving biocontrol activity, and discovering genes and metabolites that have major effects can all be studied by researchers using modern techniques of microbial genetics and molecular methods, which is going to be the major focus in this review. This review was designed with a clear objective: to compile all the existing as well as recent developments made for improving the efficacy of MBCAs in a single article. Since there are not many resources available describing the same in a concise way, this review may provide a unique opportunity to access the progress made over the years in the area of molecular techniques (from protoplast fusion to omics!) for improving the efficacy and understanding the biocontrol mechanisms of MBCAs, which indeed paves the way for managing plant diseases in a sustainable manner.

Advanced techniques used for improving the efficacy of MBCAs

Protoplast fusion techniques

Researchers have used protoplast fusion techniques to combine desired traits from other strains in order to improve the biocontrol abilities of MBCAs. In various Trichoderma strains, protoplast isolation, fusion and regeneration have been successfully accomplished (Brunner et al. 2005). The production of fungal cell wall-degrading enzymes (chitinase, endoglucanases) is one of the major weapons of Trichoderma spp. in their biocontrol mechanisms. Trichoderma HF9 fusant was generated by protoplast fusion between Trichoderma harzianum and T. viride (Balasubramanian et al. 2012). This strain was significantly more active than the parent strains in terms of both total and specific chitinase activity. Similarly, fusant FU3, derived from protoplast fusion between endophytic T. harzianum strains, showed improved antagonistic activity against Aspergillus flavus, Sclerotinia sclerotiorum and Rhizoctonia solani (Dolatabad et al. 2019). Ghasemi et al. (2019) reported that T. harzianum gamma radiation mutants T.h M8 and T.h M15 showed higher chitinase and endoglucanase production (as compared to the wild type) to inhibit the growth of Rhizoctonia solani. Similarly, to increase their antagonistic activity against soilborne pathogens like R. solani, Sclerotium rolfsii, Fusarium oxysporum and Macrophomina phaseolina, which cause root rot and wilt diseases, protoplast fusion was performed between T. hazianum NBAII Th 1 and T. viride NBAII Tv 23 (Lakhani et al. 2016). They were successful in producing fusants with enhanced antagonistic capabilities. In a different study, Trichoderma interspecific protoplast fusants were also developed to provide multi-stress tolerance (Hirpara et al. 2019). They found that, twenty of the 36 fusants had characteristics inherited from either parent, whereas 14 were heterozygous, displaying characteristics inherited from both parents. Notably, the fusant Fu21 showed biocontrol potential for stem rot disease. Improved MBCAs have also been used for the management of plant pathogenic nematodes. In order to increase the nematicidal potential of Bacillus amyloliquefaciens and Lysinibacillus sphaericus against Meloidogyne incognita, protoplast fusion approaches were studied by Abdel-Salam et al. (2018). Their results showed that protoplast fusion might be successfully used to enhance these bacteria's nematicidal properties. In another study, the performance of fusants derived from parent Bacillus cereus and Pseudomonas aeruginosa was evaluated against root knot nematode and weed seed germination. Fusants F7, F20 and F35 showed more antagonistic capabilities against Meloidogyne incognita J2 than parent strains. Moreover, they completely inhibited the germination of weed species Portulaca oleracea and Echinochloa crus-galli (Mohamed et al. 2021). Recently, mycoviruses have also been used to attenuate the virulence of plant pathogenic fungi. Hypoviruses can be introduced into virulent fungal strain from hypovirulent strain through hyphal anastomosis, provided they are vegetatively compatible. Lee et al. (2011) through protoplast fusion technique, introduced hypovirus FgV11-DK21 dsRNA into Cryphonectria parasitica and other Fusarium spp, resulting in reduced virulence of these pathogens. Yang et al. (2021) via protoplast fusion, introduced Cryphonectria hypovirus 1 (CHV1) and Mycoreovirus 1 (MyRV1) into apple valsa canker pathogen Valsa mali. The results showed that CHV1 and MyRV1 infected the pathogen significantly, leading to reduced virulence. Collectively, these results show that protoplast fusion is a useful technique for increasing the biocontrol potential of MBCAs in a variety of species, including Trichoderma and bacterial strains.

Improving MBCAs via directed mutagenesis

Through chemical treatment or exposure to ultraviolet (UV) radiation, physical and/or chemical mutagens can cause mutations in bacterial and fungal MBCAs. Specific base changes that induce mismatches can be introduced into the double-stranded DNA molecule using compounds like ethyl methane sulfonate (EMS) or N-methyl-N′-nitro-N-nitrosoguanidine (NTG). On the other hand, UV radiation encourages the production of dimers from adjacent pyrimidines, which causes the insertion of an incorrect base at the dimer site. Additionally, frameshifts, duplications, or deletions in the DNA sequence can be brought on by either type of mutagens. In order to develop novel biotypes with improved skills as MBCAs or producers of antifungal metabolites, several authors have used mutagenesis techniques employing physical mutagens like gamma irradiation or UV radiation as well as chemical mutagens. One such gene tvk1 was cloned from Trichoderma virens, which codes for a mitogen-activated protein kinase. In the tvk1 null mutants, its function in terms of mycoparasitism, conidiation and biocontrol were examined. When exposed directly to the plant pathogen Rhizoctonia solani, these mutants showed a considerable increase in the expression of genes associated to mycoparasitism (Mukherjee et al. 2003). Additionally, compared to the wild-type strain, the null mutants showed increased protein production as shown by high amounts of lytic enzymes in the culture supernatant. Marzano et al. (2013) isolated strains of T. harzianum that exhibited significantly improved biological control activity following UV mutagenesis. Similar to this, Abbasi et al. (2014) generated T. harzianum mutants with the highest growth inhibition against Macrophomina phaseolina using gamma rays. According to the study, melon plants treated with Trichoderma mutants had a 28% lower incidence of charcoal rot disease than the control. In order to improve the antagonistic properties of T. harzianum-1432 and T. atroviride against Sclerotium rolfsii, the causative agent of chickpea collar rot, NTG as a mutagen was used by Singh et al. (2016). Additionally, chemical mutagenesis has been used to increase the effectiveness of bacterial MBCAs. For instance, Pseudomonas aurantiaca B-162's nitrosoguanidine mutagenesis led to the identification of a strain with increased biocontrol activity and three times greater phenazine synthesis (Feklistova and Maksimova 2008). Yadav et al. (2023) used chemical mutagenic agents, NTG and nitrous acid (HNO2) to improve the biocontrol efficacy of Bacillus amyloliquefaciens DSBA-11 against tomato bacterial wilt caused by Ralstonia solanacearum. The MHNO2 strain, derived by treating B. amyloliquefaciens with HNO2, was found to be more effective in controlling R. solanacearum. In another study, mutant strains of Bacillus velezensis, derived through UV radiation and EMS treatment, showed improved biocontrol efficacy. Mutant strain M3 caused the highest antagonistic activity against Helminthosporium maydis (causal agent of southern corn leaf blight in maize) and also showed increased biosurfactant production (Rahman et al. 2023). Similarly, Manikandan et al. (2022) reported gamma-induced mutants of Bacillus spp. and Streptomyces spp. effectively antagonized the pulse root rot and wilt pathogen (Macrophomina phaseolina & Fusarium oxysporum f. sp. udum), respectively. It is worth noting that the genetic techniques employed in these studies do not involve recombinant DNA and merely simulate natural processes. Consequently, they do not fall under the regulations governing the use of genetically modified organisms, making them more readily acceptable for disease management. Mutation induction was also done using various EMS concentrations in an effort to produce improved strains of Trichoderma viride. According to the percentage of growth inhibition, the resultant T. viride mutants were efficient antagonists against F. oxysporum f.sp. ciceris (Dhandale et al. 2017). Similar to this, Trichoderma harzianum was exposed to gamma radiation using a Co-60 gamma radiator to cause mutations that improved antagonistic efficiency. Similarly, increased antagonistic activity against Fusarium oxysporum f.sp. radicis-cucumerinum was seen in the mutant strain T. harzianum CS5 (Sahampoor et al. 2020). Genetic enhancement of Trichoderma asperellum strains for improved efficacy as well as carbendazim tolerance were performed via NTG-induced mutations (Naik et al. 2023). Among the mutants obtained, N2-1, N2-2, N2-3 and N1 showed the highest antagonistic activity against F. oxysporum f.sp. ciceri, Rhizoctonia bataticola and Botrytis cinerea. Mutants N2-1, N2-2 and N2-3 also succeeded in sporulating even at 2000 µg/ml of carbendazim, thus proving their ability to tolerate high fungicide concentrations.

Genetic recombination and transformation

It is possible to increase the biocontrol activity of a MBCA by integrating foreign DNA into its genome that precisely codes for the biocontrol metabolites. In some strains, inhibiting or removing genes from the biocontrol strain can enhance long-term biocontrol action. These methods have been successfully applied to the management of Agrobacterium tumefaciens mediated crown gall disease, where a modified strain of A. radiobacter K84 was used to prevent the emergence of agrocin 84-resistant Agrobacterium tumefaciens strains through the transfer of plasmid genes (de Boer et al. 2003). In another study, the genomic DNA of Trichoderma viride included a gene that codes for endochitinase. This DNA fragment, spanning 1672 base pairs, contains a promoter and coding region for mRNA. The gene was introduced to Chaetomium globosum CG10 after being combined with the Aspergillus nidulans Trp synthetase promoter and terminator sequences. About one-third of the transformed strains were observed to have a considerable increase in endochitinase activity (Schnider et al. 1995). A chiA gene encoding the major chitinase of Serratia marcescens was inserted into an endophytic strain of Pseudomonas fluorescens (isolated from micro-propagated apple plantlets) which effectively controlled Rhizoctonia solani on bean seedlings in a plant growth chamber (Downing and Thomson 2000). It was found that P. fluorescens Rif1 strain expressing the chiA gene caused improved chitinase activity, which led to the suppression of the pathogen on beans. Additionally, the competitive colonization ability of both the poor and good colonizer strains of P. fluorescens on tomato root tips was greatly improved by the insertion of the sss colonization gene from the F. oxysporum f. sp. radicis-lycopersici biocontrol strain. This suggests that genetic engineering can realistically improve colonization ability (Dekkers et al. 2000). Recently, Zhang et al. (2020) developed recombinant Pseudomonas synxantha strain ZHW 15 and ZHW 25, which exhibited improved biocontrol activity against several wheat pathogens. The recombinant strains were developed by introduction of pyrrolnitrin coding genes from Pseudomonas protegens Pf-5 to P. synxantha 2-79. Both of the recombinant strains showed improved biocontrol efficacy compared to the parent strain.

Mycoparasitism, a mode of action employed by antagonists, involves the degradation of pathogen cell walls through the production of lytic enzymes such as chitinases, proteases and glucanases. Genes encoding chitinases have been successfully cloned from various microorganisms, including Serratia marcescens (Sundheim et al. 1988), and T. harzianum. T. virens cotton strains with two copies of the ech42 gene and a defective ech42 gene fragment were shown to have enhanced and decreased antagonistic activity against Rhizoctonia solani respectively (Baek et al. 1999). On agar plates, constitutive expression of chit33 in T. harzianum caused enhanced biocontrol activity against R. solani (Limón et al. 1999). Likewise, the endochitinase-encoding gene Chi67-1 was introduced into Clonostachys rosea to increase its biological activity against Sclerotinia rot of soybean (Sun et al. 2017).

Transposon mutagenesis

A number of mutants have been produced by the random insertion of transposable elements such as Tn5 or Tn3 into the genome of an organism to improve its biocontrol activities (Simon et al. 1983). For instance, 2,4-diacetylphloroglucinol (2,4-DAPG) biosynthetic locus phlACBDE, which was cloned from Pseudomonas strain CPF-10, was successfully assembled into a mini-Tn5 transposon (Zhou et al. 2005). Then, this construct was inserted into the chromosome of the non-2,4-DAPG-producing strain Pseudomonas fluorescens P32. The resultant strains considerably increased resistance to bacterial wilt induced by Ralstonia solanacearum in tomato as well as resistance to take-all disease in wheat caused by Gaumannomyces graminis var. tritici. Likewise, a group of random transposon (Tn) mutants from Pseudomonas parafulva JBCS1880 were employed in a different study by Kakembo and Lee (2019). These mutants showed high antagonistic activity toward Xanthomonas axonopodis pv. glycines and Burkholderia glumae. This was the first time a P. parafulva strain, which is anticipated to produce a novel lipopeptide, was used to control bacterial pustules on soybeans. Additionally, Alsohim (2020) investigated on the effects of P. fluorescens mutants generated through transposon mutagenesis. Their research showed that these mutations efficiently reduced Rhizoctonia solani, Alternaria sp. and Colletotrichum sp. mycelial development, consequently enhancing the potency of the bacterial isolates to stimulate plant growth. In a recent study conducted by Luo et al. (2023), surfactin (a bioactive compound with antimicrobial properties) production was found to be increased by B. velezensis Bs916 through transposon mutagenesis. In this study, 20 derivatives with high surfactin production were selected via transposon mutagenesis. The derivative H5, mutated for GltB gene (δGltB), was found to produce seven times more surfactin than the wild type.

Cloning and insertion of genes responsible for antibiotic/antifungal enzymes, siderophore and bacteriocin production

To expand the range of biologically controlled pathogens, it is possible to transfer genes responsible for antibiotic biosynthesis from one antagonistic strain to another. For example, a genetically modified strain of Pseudomonas putida has been developed to enhance its activity against soilborne pathogens. According to Bakker et al. (2002), this transformed strain produced phenazine-1-carboxylate (PCA) or 2,4-diacetylphloroglucinol (DAPG) on a constitutive basis and contained the phz or phl biosynthetic gene loci. In another work, trichodermin was produced more abundantly after the trichodermin gene (tri5-trichodiene synthase) was cloned and expressed in T. brevicompactum. Trichodermin exhibits antifungal properties that are effective against Aspergillus fumigatus and Fusarium spp. (Ma et al. 2003).

Extracellular enzymes including chitinases, cellulases and β-1,3-glucanases, which break down the components of plant pathogenic fungal cell walls, are produced by both bacterial and fungal MBCAs. These lytic enzymes are often encoded by single genes, facilitating their isolation and transfer to other MBCAs. For example, when tested on agar plates, recombinant strains of T. harzianum transformed with the chit33 gene showed improved biocontrol activity against R. solani (Reino et al. 2008). In a study by Ellatif et al. (2022), genes encoding xylanase enzyme was cloned from T. harzianum kj81197. The xylanase-producing gene xyn2 exhibited largest xylanase activity compared to the wild type and showed superior antifungal activity against Alternaria spp., F. oxysporum, Corynespora cassiicola and Botrytis cinerea. Similarly, ChiA gene encoding chitinase was derived from Bacillus velezensis and was cloned into E.coli. The resulting recombinant protein, rBVChiA exhibited improved antifungal activity against black pepper pathogen Fusarium falciforme (Tran et al. 2022). Additionally, PCA-producing biocontrol strains like P. fluorescens and P. aureofaciens were able to produce phenazine-1-carboxamide (PCN) instead of PCA due to the transfer of the phzH gene from Pseudomonas chlororaphis, which is necessary for PCN biosynthesis and control of F. oxysporum f. sp. radicis-lycopersici. As a result, P. fluorescens and P. aureofaciens effectively suppressed tomato foot and root rot diseases through PCN production (Chin-A-Woeng et al. 2001).

Siderophore production is one of the many mechanisms through which MBCAs outcompete the pathogens for nutrients uptake. MBCAs may chelate iron with greater specificity and affinity using compounds called siderophores. Iron sequestration by siderophores reduces the amount of this crucial nutrient available to other microbes, which inhibits their development. Molecular approaches have been extensively used to study the role of siderophore synthesis by rhizosphere bacteria in biological control against phytopathogens. The use of heterologous siderophores can provide bacteria a competitive edge in the rhizosphere. For instance, Pseudomonas sp. B24, a fluorescent strain of Pseudomonas, was genetically altered to improve its capacity to use more ferric siderophores (Moënne-Loccoz et al. 1996). The plasmid pCUP2 containing the pbuA gene, which encodes the membrane receptor of ferric pseudobactin M114, was introduced into the engineered Pseudomonas strain, enabling it to utilize both its own siderophore and the pseudobactin siderophore produced by P. fluorescens M114. This genetic alteration expanded the siderophore production that the modified Pseudomonas strain could utilize, possibly giving it an advantage in the rhizosphere environment. Recently, siderophore-producing genes have been identified in Lysobacter enzymogenes, which encode the novel siderophore lysochelin (Miller et al. 2023). Similarly, siderophore-producing genes have been identified in Bacillus subtilis YB-04 through genome analysis (Xu et al. 2022). These genes can be cloned and transferred into other MBCAs for improving their siderophore-producing capabilities, ultimately leading to improved efficacy against plant pathogens.

Crown gall disease in pome and stone fruits is known to be caused by the soil bacteria Agrobacterium tumefaciens. Agrocin 84, a bacteriocin produced by its nonpathogenic counterpart Agrobacterium radiobacter strain K84, is essential for the biocontrol mechanism of crown gall disease (Kerr 1980). The plasmid pAgK84 contains the genes for agrocin 84 synthesis, bacteriocin immunity and conjugal transfer (tra). Through the use of recombinant DNA technology, a novel strain of A. radiobacter was produced in order to increase the effectiveness of biological management against crown gall disease. A. radiobacter strain K1026 was the result of the deletion of a 5.9 kb area that overlapped the transfer (tra) region of plasmid pAgK84 (Jones et al. 1988). This genetic modification was aimed to reduce the risk of breakdown in the biological control of crown gall. Currently, crown gall on stone fruits is being managed commercially using the genetically engineered strain K1026. Studies have demonstrated that it is equally effective to the parent strain K84 in terms of root colonization as well as managing the crown gall disease (Jones and Kerr 1989). Recently, a novel bacteriocin, Lcn972 was found in B. velezensis HN-Q-8 and expressed in E.coli to derive the bacteriocin. The bacteriocin (which is also stable against high UV radiation) caused satisfactory inhibition of the potato scab pathogen Streptomyces scabies (Zhao et al. 2022). Similarly, Wang et al. (2020) characterized a novel bacteriocin, carocin S3 (which also includes the killer protein carocin S3K and the immunity protein carocin S3I), from multiple bacteriocin-producing strains of Pectobacterium caratovorum subsp. caratovorum.

Gene identification techniques

The isolation and sequencing are the first step in the characterization of any gene. There are two types of gene identification strategies: targeted and open. The targeted approach focuses on precisely identifying one or a small number of relevant genes. The open strategy, on the other hand, is used to find more genes by methods like differential expression analysis, extensive sequencing, or random mutation. In the early molecular research on biocontrol mechanisms, the focus was primarily on genes encoding enzymes that directly impacted plant pathogens. Examples of such enzymes include glucanases, proteases and chitinases, which continue to make up a sizeable fraction of the identified genes. Later, researchers turned their focus to the genes that control the actions of the aforementioned enzymes. Thus far, the identification of genes in MBCAs has predominantly been limited to the Trichoderma genus, with only a few genes identified in other genera.

In the targeted strategy, the initial step involves designing degenerate primers that amplify specific segments of the gene sequence. These primers are carefully chosen based on factors such as the amino acid sequence of the protein being studied, sequence alignment of similar proteins from different microorganisms, or previous primer used for other MBCAs. Once the degenerate primers are in place, the DNA fragment is amplified through polymerized chain reaction (PCR) and subsequently isolated, cloned and sequenced. For instance, T. harzianum endo-1,3-glucanase (Donzelli et al. 2001) genes and T. harzianum exo-1,3-glucanase gene (Ait-Lahsen et al. 2001) have been successfully isolated using this method. Using degenerate primers that targeted conserved regions found by multiple amino acid alignment of known exoglucanase genes, Grevesse (2002) identified exoglucanase activity in culture filtrates. They effectively amplified exo-1,3-glucanase genes in post-harvest MBCAs, particularly Pichia anomala.

In the open strategy, one effective approach involves the utilization of techniques that examine differential gene expression. These techniques have been extensively employed in studies focused on identifying genes associated with biocontrol. Notably, methods such as cDNA amplified fragment length polymorphism analysis (cDNA-AFLP), differential display and subtractive hybridization have been utilized thoroughly. cDNA-AFLP was used in a study to identify genes that may be involved in the biological control of Botrytis cinerea by Pichia anomala strain Kh5 (Massart and Jijakli 2006). In a medium containing either glucose or the cell wall components of Botrytis cinerea, the strain Kh5 was cultured. By using this method, they were able to identify eleven cDNA fragments that were related to the genes overexpressed in the presence of B. cinerea cell wall components. These fragments were thought to have a possible role in the secretion of enzymes. Another study conducted by Liu and Yang (2005) focused on the sequencing of T. harzianum cDNAs using the expressed sequence tags (ESTs) technique. In this investigation, they found 55 cDNAs that had similar characteristics with proteins related to biocontrol. These cDNAs were further classified according to their possible modes of action, which included pathogen protease inactivation (5 cDNAs), mycoparasitism (22 cDNAs), competition for resources and space (5 cDNAs) and antifungal activity (23 cDNAs).

Biocontrol-related promoters

To achieve successful transformation and demonstrate biocontrol activity, it is necessary to identify appropriate promoters related to biocontrol activities. A modified version of the naturally occurring bacteria Erwinia ananas (NR1), which is present in rice, was developed in a study. The altered strain of the bacterium, as opposed to the original strain, contained genes from Serratia marcescens B2, particularly those that encoded antifungal components such as the 58-kDa endochitinase. These antifungal factor genes expression was regulated by promoters derived from the recipient E. ananas. The result of the study showed that the rice blast disease could be resisted by the genetically altered microbe. Therefore, using the host's own promoter to express foreign genes is a novel strategy to achieve expression of biocontrol associated genes (Wu et al. 2011).

Improved root colonizing abilities

Certain soil bacteria exhibit beneficial effects on plants without establishing a symbiotic relationship. These bacteria, referred to as plant growth-promoting rhizobacteria (PGPR), are widely present in the soil, around the roots and even inside plant roots. By preventing the establishment of plant pathogenic bacteria, PGPR boost plant growth in a significant way. Researchers have frequently assessed the possibilities of PGPR genetic modification to improve their capacity for biocontrol of phytopathogens. Enhancing the ability of PGPR strains to compete for limited nutritional resources including carbon, nitrogen and iron is one of the methods for increasing the ability of these strains to colonize plant roots. Manipulating genes associated with signaling pathways involved in colonization, such as those governing motility, chemotaxis and biofilm formation, can also enhance the colonization of biocontrol bacteria. Barahona et al. (2011), reported a hypermotile mutant strain of P. fluorescens that was developed by disrupting the kinB, sadB and wspR genes. This strain outperformed the wild-type strain in terms of rhizosphere colonization and demonstrated effective control over F. oxysporum and Phytophthora cactorum. The two-component signal transduction system DegU-DegS regulated flagellar motility and biofilm formation in Bacillus species, and the DegQ protein influenced these processes by increasing DegU phosphorylation. Xu et al. (2019) developed B. velezensis as a recombinant strain by substituting the degQ gene with a xylose-inducible degQ. They showed that xylose, a carbohydrate often produced by plant roots, stimulated biofilm formation by this recombinant strain. When compared to the wild-type strain, the recombinant strain greatly increased the portion of roots colonized by it on cucumber and tomato plants, and it was also more effective in preventing tomato bacterial wilt and cucumber Fusarium wilt diseases. In a recent study, Chi et al. (2023), functionally characterized glycosyltransferase Taugt17b1, which is known to enhance the root colonizing ability of Trichoderma species. They reported that the overexpression of Taugt17b1 increased Trichoderma atroviridae colony growth rates, improved its root colonizing ability and induced systemic defense responses in plants to prevent plant diseases.

Genome sequencing of MBCAs

Whole-genome sequencing has identified distinctive traits of several microbes with the potential to be developed as MBCAs. Using paired-end and whole-genome shotgun sequencing methods, Takeuchi et al. (2014) completed a comprehensive genome sequencing of the rhizospheric bacteria Pseudomonas sp. Cab57. Using gap-spanning PCR products, they were able to bridge the gaps between the contigs. They discovered four gene clusters (phl, prn, plt and hcn) that govern the generation of antibiotics, nitrite/nitrate absorption and the Gac/Rsm signal transduction pathway. Additionally, it was discovered that these genes improved the bacterium's capacity to inhibit the growth of pathogenic microbes. In a different work, Jiang et al. (2017) reported the whole-genome sequence of the naturally occurring MBCA Bacillus cereus AR156 that exhibits potential in managing soilborne diseases. The capacity of this MBCA to protect tomato plants from Meloidogyne incognita, a nematode that causes root knot disease, as well as Ralstonia solanacearum, the cause of bacterial wilt, was demonstrated. Piombo et al. (2018) demonstrated the genome sequencing, assembly and characterization of two yeast cells belonging to the species Metschnikowia fructicola. These yeast cells demonstrated great biocontrol efficiency against post-harvest infections that lead to produce spoiling in fruits and vegetables. The release of cell wall-degrading enzymes, stimulation of defense signaling genes, presence of iron-binding compounds and a wide generation of superoxide anions were identified by the researchers as the biocontrol activities of the yeast strain. Few of the potential microbial biocontrol agents whose genome have been sequenced recently are enlisted in Table 1.

Table 1 Recent complete genome sequences of potential microbial biocontrol agents (published in and after 2015)

Genomics

The term “omics” refers to a broad area that includes a number of scientific disciplines, including proteomics, metabolomics, peptidomics, transcriptomics, phenomics, interactomics, genomics and secretomics (Sharma et al. 2017). The metabolome and expressome of various MBCAs, including Trichoderma, have been identified and analyzed using these highly effective omics techniques. The importance of omics in understanding the complex and varied biotic interactions involved in MBCAs like Trichoderma was emphasized by Lorito et al. (2010). The complete study of genomes is called genomics and it is a subfield of omics. It has made a significant contribution to our comprehension and advancement about biological control. It is now feasible to limit pathogen activity and create new consortia of MBCAs by understanding their microbiomes. The identification of multiple genes present in Trichoderma biocontrol strains has benefited greatly from genomic data. A genome mining strategy has also discovered the novel orphan biosynthetic cluster genes and made it easier to find related secondary metabolites in biocontrol strains (Eyiwumi et al. 2015). Similarly, genome sequencing and annotated gene function studies of important bacterial MBCAs have yielded useful information regarding their biocontrol mechanisms. For example, eight gene clusters with the potential for antimicrobial secondary metabolite production were identified from B. atrophaeus GQJK17 (Ma et al. 2018). PacBio sequencing of B. velezensis YB-130 revealed 12 gene clusters responsible for secondary metabolite production, with special mention to lanthipeptide (Xu et al. 2020). Similarly, B. subtilis MBI600, with a genome size of 40,76,736 bp, exhibited higher root colonizing ability and antagonistic activity against both Pythium aphanidermatum and F. oxysporum f.sp. radicis cucumerinum in cucumber (Samaras et al. 2021). Thiruvengadam et al. (2022) conducted complete genome sequencing of B. subtilis Bbv57 (genome size of 4,302,465 bp), an important MBCA with nine gene clusters involved in the production of antimicrobial secondary metabolites. Additionally, Wang et al. (2023a, b) reported that Bacillus amyloliquefaciens TA-1 has a single circular chromosome with 4172 protein-coding genes. Through in vitro assays, they demonstrated that the TA-1 strain is a potent antagonist against the groundnut early leaf spot pathogen, Cercospora arachidicola.

Proteomics

Proteomics is essential for understanding how the host, pathogens and microbial biocontrol agents interact with each other. It allows for the identification of new proteins that can be isolated and used to combat plant diseases. In early days, proteomic investigations pertaining to biocontrol activities were mostly conducted using gel-based techniques. However, the accessibility of gel-free mass spectrometry-based techniques has increased the viability of proteomic research of MBCAs. In comparison to older gel-based approaches, these cutting-edge methodologies have greatly enhanced protein analysis studies (Otto et al. 2012). Liquid chromatography and tandem mass spectrometry (MS) analyses have widespread applications in studying MBCAs characteristics and to learn more about the MBCA proteomic fingerprints and its underlying biological processes. Proteomic techniques may be used to identify proteins that are involved in biocontrol processes, have biotechnological potential and have differential expression (Alfonso et al. 2016). For instance, Trichoderma proteomic analysis discovered the presence of fungal cell wall-degrading enzymes (CWDEs), including three novel proteins produced by T. atroviride in response to the plant pathogen R. solani: N-acetyl-b-d-glucosaminidase and endochitinase (Grinyer et al. 2005). T. harzianum stimulated the synthesis of various CWDEs, including b-1,6-glucanases, proteases, chitinases and xylanases in the growing medium when it interacted with the plant pathogen B. cinerea (Yang et al. 2009). Furthermore, proteomics can help in identifying the development of immunity in plants treated with MBCAs like Trichoderma. A study demonstrated the identification of numerous positive and negative protein effectors in the interaction between maize roots and T. virens. These effectors play a role in suppressing defense pathways and inducing systemic resistance (Lamdan et al. 2015).

In another context, studying the three-way interaction between the host, pathogen and MBCAs could enhance our understanding of MBCA-mediated defense responses in host plants. A proteomic study, involving two-dimensional gel electrophoresis–matrix-assisted laser desorption ionization time-of-flight mass spectrometry (2DE-MALDI-TOF-MS) by Prabhukartikeyan et al. (2019) showed that tripartite interactions between rice–Bipolaris oryzaeBacillus amyloliquefaciens led to the expression of proteins involved in plant metabolism and defense responses. Similarly, through 2DE-MALDI-TOF analysis in the three-way interaction between rice–Rhizoctonia solaniBacillus subtilis EPB24, upregulation of putative disease resistance proteins such as serine–threonine protein kinases, β-1,3-glucanases, nucleotide-binding site–leucine-rich repeats (NBS-LRR) proteins and peroxidases was observed (Durgadevi et al. 2021). Paranthaman et al. (2023), through 2DE-MALDI-TOF analysis, reported that tomato roots inoculated with P. fluorescens Pf1 showed upregulation of defense-related proteins such as phenylalanine ammonia lyase, serine–threonine protein kinase and nucleoside diphosphate kinase, which eventually contributed to host defense against F. oxysporum f.sp. lycopersici. Proteomic studies could also provide valuable information regarding the pathogen’s response to a particular MBCA, which is crucial for formulating effective management strategies. For example, acetyl-proteomic analysis of the apple valsa canker pathogen, Cytospora mali, revealed its lysine acyetylome in response to B. velezensis L-1 inoculation. Although B. velezensis L-1 could reduce the virulence of the pathogen, Cytospora mali, in turn, could alleviate MBCA suppression through the upregulation of acetylated proteins in autophagy, cytochrome P450 and heat-shock protein 70 (Sun et al. 2022).

Transcriptomics

Transcriptome studies offer an excellent approach for characterizing candidate transcripts involved in various biological functions. ESTs, subtractive libraries and cDNA micro-arrays are some of the tools that may be used to analyze the vast transcriptomic responses to various factors and relate it to certain biological processes (Herrera-Estrella 2014). On studying the relationships between Trichoderma spp., plants and pathogens, several transcriptome research have been conducted. For instance, Reithner et al. (2011) examined T. atroviride IMI206040 transcriptome at various phases of interaction with R. solani. Phytophthora capsici and B. cinerea. Through quantitative reverse transcription PCR, it was found that thirteen genes showed differential transcription (in the presence of R. solani), which mostly code for expansin-like proteins, acetyl xylan esterases, aspartyl proteases and trypsin-like proteases. Moreover, when relative gene expression analysis of these genes was studied at different stages of parasitism against B. cinerea and P. capsici, it revealed a synergistic transcription of several genes responsible for fungal cell wall degradation. Wang et al. (2023a, b) conducted a study on mycoparasitism-associated genes of T. harzianum T4 using transcriptomic analysis. The T. harzianum T4 strain effectively controlled the tomato gray mold pathogen B. cinerea. Approximately 2871 differentially expressed genes (DEGs) were identified in T. harzianum T4 at 12, 24, 48 and 72 h of growth in the presence of the pathogen’s cell wall. The top ten significantly upregulated genes across all time periods encoded for glycoside hydrolases, cutinases, proteases, secondary metabolite synthesis, signal transduction proteins, etc. Additionally, Zhao et al. (2020) conducted a comprehensive analysis of the genome and transcriptome of Coniothyrium minitans, a mycoparasite that targets the plant pathogen Sclerotinia sclerotiorum. The research aimed to gain a better understanding of the molecular processes underlying the mycoparasitic relationship. Transcriptomic profiling of bacterial MBCAs has also contributed deciphering their biocontrol strategies. In a recent study by Jiang et al. (2019), it was discovered that the plant growth-promoting strain B. velezensis F21 is an effective biocontrol agent capable of suppressing the development of Fusarium niveum in watermelon while enhancing resistance and immunity in the plant. Transcriptomic analysis revealed that nearly a thousand ripening-related genes were upregulated in watermelon roots treated with B. velezensis F21 and Fusarium niveum, demonstrating the establishment of systemic resistance in response to the infection. Another transcriptomic study involved tomato roots pre-treated with MBCA Paenibacillus polymyxa NSY50, which resulted in the upregulation of defense-related genes such as pathogenesis-related (PR) proteins and phenylalanine ammonia lyase. In plants inoculated with NSY50 and the Fusarium wilt pathogen, 390 DEGs were identified, with 294 genes upregulated and 96 genes downregulated (Du et al. 2022). Mu et al. (2023) reported the response of the tomato early blight pathogen Alternaria solani to the MBCA B. amyloliquefaciens XJ5 through transcriptomic analysis. They found that after MBCA inoculation, a total 174 DEGs were observed, including 60 upregulated genes and 114 downregulated genes. At 24 and 48 h post-inoculation with XJ5 crude protein extracts, there was significant downregulation of chitin and mannose synthesis genes in A. solani, potentially impacting its ability to synthesize cell walls and resulting in reduced growth.

Secretomics

Secretomics is a specific branch of proteomics that focuses on the analysis of secreted proteins. This analytical method is very useful for detecting the whole protein repertoire generated by MBCAs, such as Trichoderma. It is a well-established fact that different Trichoderma species colonize host plants and protect them from pathogen infections. In a study conducted by da Silva et al. (2022), secretomes were derived from culture filtrates following the growth of T. harzianum TR 274 in the presence or absence of Phaseolus vulgaris. Approximately 124 and 190 fungal proteins were identified in the presence and absence of the host, respectively. The main functional proteins identified were glycoside hydrolases, proteases and oxidoreductases, primarily responsible for modulating host defense responses. Secretome analyses have also been done to decipher the biocontrol mechanisms of MBCAs. For instance, the mycoparasitic activity of T. harzianum ALL42 is reported to be associated with a number of important proteins, including chitinases, glucoamylases, β-1,3-glucanases and proteases. After 24 h of incubation, these proteins were found to be activated when the cell wall of Fusarium solani was introduced to the culture medium (Ramada et al. 2016). Additionally, it was shown that T. harzianum secreted a large number of proteins during antagonistic interactions with the plant pathogen Guignardia citricarpa. These secreted proteins were responsible for inducing plant defense mechanisms and inhibiting the growth of the pathogen mycelium (de Lima et al. 2017). In a similar study, Rueda-Mejia et al. (2021) conducted a secretome analysis of Aureobasidium pullulans isolate NBB 7.2.1. in the presence of F. oxysporum. Among 10,925 annotated genes, 79 genes were detected at the protein level, which were predicted to be associated with glycosylases, esterases, proteases, as well as secondary metabolite synthesis. These antagonistic proteins eventually caused reduced growth of F. oxysporum in the media.

Conclusions and future directions

As stated above, this review highlights the various molecular techniques that have been applied to improve the efficacy of MBCAs and understand their biocontrol mechanisms to combat plant pathogens. However, there are still much to learn about the mechanisms underlying advantageous plant–microbe interactions. Despite the market potential, a number of issues including limitations in fermentation, formulation, registration and commercialization need to be solved. The developments in next-generation technologies have offered great information on the interactions between plants and beneficial microbes. Characterizing these MBCAs requires a thorough understanding of their genomes. So, to gain a comprehensive understanding of the biocontrol strains, it is preferable to first identify their properties using genomic, transcriptomic and proteomic approaches. This background information can help in finding pathways that are important in the biocontrol mechanisms. Recently, omics methods have provided opportunities to understand the mechanisms that are used by MBCAs, while genetic manipulation through molecular techniques has the potential to develop new biocontrol strains with improved tolerance to biotic stresses and increased production of toxic compounds toward plant pathogens. However, it is important to note that genetic manipulation of MBCAs is still in its early stages, and regulatory considerations significantly impact its acceptance. Global attention has been drawn to the rising necessity to monitor genetically modified organisms under different environmental conditions. The growing body of knowledge in biotechnology can aid in the development of methods for monitoring the genetic and environmental effects of genetically modified MBCAs, thus enabling their long-term usage in the management of plant diseases.

Availability of data and materials

Not applicable.

Abbreviations

MBCAs:

Microbial biocontrol agents

UV:

Ultraviolet

EMS:

Ethyl methane sulfonate

NTG:

N-Methyl-N′-nitro-N-nitrosoguanidine

2,4-DAPG:

2,4-Diacetylphloroglucinol

PCA:

Phenazine-1-carboxylate

PCN:

Phenazine-1-carboxamide

PCR:

Polymerase chain reaction

cDNA-AFLP:

CDNA amplified fragment length polymorphism

CWDEs:

Cell wall-degrading enzymes

ESTs:

Expressed sequence tags

2DE-MALDI-TOF-MS:

Two-dimensional gel electrophoresis–matrix-assisted laser desorption ionization time-of-flight mass spectrometry

NBS-LRR:

Nucleotide-binding site–leucine-rich repeats

DEGs:

Differentially expressed genes

References:

  • Abbasi S, Safaie N, Shams-bakhsh M (2014) Evaluation of gamma-induced mutants of Trichoderma harzianum for biological control of charcoal rot of melon (Macrophomina phaseolina) in laboratory and greenhouse conditions. J Crop Prot 3:509–521

    Google Scholar 

  • Abdel-Salam MS, Ameen HH, Soliman GM, Elkelany US, Asar AM (2018) Improving the nematicidal potential of Bacillus amyloliquefaciens and Lysinibacillus sphaericus against the root-knot nematode Meloidogyne incognita using protoplast fusion technique. Egypt J Biol Pest Control 28:1–6

    Google Scholar 

  • Abdel-Salarn MS, Abd El-Halim MM, El-Harnshary OIM (2007) Improvement of Pseudomonas antagonism against Fusarium oxysporum through protoplast fusion: I-fusants induction. Res J Cell Mol Biol 1:37–41

    Google Scholar 

  • Ait-Lahsen H, Soler A, Rey M, de la Cruz J, Monte E, Llobell A (2001) An antifungal exo-α-1, 3-glucanase (AGN13. 1) from the biocontrol fungus Trichoderma harzianum. Appl Environ Microbiol 67:5833–5839

    CAS  PubMed  PubMed Central  Google Scholar 

  • Alfonso E, Chiara C, Valentino R, Maria LC (2016) Bioinformatics for agriculture in the next-generation sequencing era. Chem Biol Technol Agric 3:9

    Google Scholar 

  • Alsohim AS (2020) Influence of Pseudomonas fluorescens mutants produced by transposon mutagenesis on in vitro and in vivo biocontrol and plant growth promotion. Egypt J Biol Pest Control 30:1–9

    Google Scholar 

  • Baek JM, Howell CR, Kenerley CM (1999) The role of an extracellular chitinase from Trichoderma virens Gv29-8 in the biocontrol of Rhizoctonia solani. Curr Genet 35:41–50

    CAS  PubMed  Google Scholar 

  • Bakker PA, Glandorf D, Viebahn M, Ouwens TW, Smit E, Leeflang P, van Loon LC (2002) Effects of Pseudomonas putida modified to produce phenazine-1-carboxylic acid and 2, 4-diacetylphloroglucinol on the microflora of field grown wheat. Antonie Van Leeuwenhoek 81:617–624

    CAS  PubMed  Google Scholar 

  • Balasubramanian N, Thamil Priya V, Gomathinayagam S, Lalithakumari D (2012) Fusant Trichoderma HF9 with enhanced extracellular chitinase and protein content. Appl Biochem Microbiol 48:409–415

    CAS  Google Scholar 

  • Barahona E, Navazo A, Martínez-Granero F, Zea-Bonilla T, Pérez-Jiménez RM, Martín M, Rivilla R (2011) Pseudomonas fluorescens F113 mutant with enhanced competitive colonization ability and improved biocontrol activity against fungal root pathogens. Appl Environ Microbiol 77:5412–5419

    CAS  PubMed  PubMed Central  Google Scholar 

  • Baroncelli R, Piaggeschi G, Fiorini L, Bertolini E, Zapparata A, Pè ME, Vannacci G (2015) Draft whole-genome sequence of the biocontrol agent Trichoderma harzianum T6776. Genome Announc 3:e00647-e715

    PubMed  PubMed Central  Google Scholar 

  • Baroncelli R, Zapparata A, Piaggeschi G, Sarrocco S, Vannacci G (2016) Draft whole-genome sequence of Trichoderma gamsii T6085, a promising biocontrol agent of Fusarium head blight on wheat. Genome Announc 4:e01747-e1815

    PubMed  PubMed Central  Google Scholar 

  • Brunner K, Zeilinger S, Ciliento R, Woo SL, Lorito M, Kubicek CP, Mach RL (2005) Improvement of the fungal biocontrol agent Trichoderma atroviride to enhance both antagonism and induction of plant systemic disease resistance. Appl Environ Microbiol 71:3959–3965

    CAS  PubMed  PubMed Central  Google Scholar 

  • Chandra A, Chandra P, Tripathi P (2021) Whole genome sequence insight of two plant growth-promoting bacteria (B. subtilis BS87 and B. megaterium BM89) isolated and characterized from sugarcane rhizosphere depicting better crop yield potentiality. Microbiol Res 247:126733

    CAS  PubMed  Google Scholar 

  • Chi S, Xue X, Zhang R, Zhang L, Yu J (2023) Taugt17b1 Overexpression in Trichoderma atroviride enhances its ability to colonize roots and induce systemic defense of plants. Pathogens 12:264

    CAS  PubMed  PubMed Central  Google Scholar 

  • Chin-A-Woeng TF, Thomas-Oates JE, Lugtenberg BJ, Bloemberg GV (2001) Introduction of the phzH gene of Pseudomonas chlororaphis PCL1391 extends the range of biocontrol ability of phenazine-1-carboxylic acid-producing Pseudomonas spp. strains. Mol Plant-Microbe Interact 14:1006–1015

    CAS  PubMed  Google Scholar 

  • Chlebek D, Pinski A, Żur J, Michalska J, Hupert-Kocurek K (2020) Genome mining and evaluation of the biocontrol potential of Pseudomonas fluorescens BRZ63, a new endophyte of oilseed rape (Brassica napus L.) against fungal pathogens. Int J Mol Sci 21:8740

    CAS  PubMed  PubMed Central  Google Scholar 

  • Chu D, Ilyas N, Peng L, Wang X, Wang D, Xu Z, Yuan Y (2022) Genomic insights on fighting bacterial wilt by a novel Bacillus amyloliquefaciens strain Cas02. Microb Biotechnol 15:1152–1167

    CAS  PubMed  Google Scholar 

  • Compant S, Gerbore J, Antonielli L, Brutel A, Schmoll M (2017) Draft genome sequence of the root-colonizing fungus Trichoderma harzianum B97. Genome Announc 5:e00137-e217

    PubMed  PubMed Central  Google Scholar 

  • da Silva FL, Aquino EN, da Cunha DC, Hamann PRV, Magalhães TB, Steindorff AS, Noronha EF (2022) Analysis of Trichoderma harzianum TR 274 secretome to assign candidate proteins involved in symbiotic interactions with Phaseolus vulgaris. Biocatal Agric Biotechnol 43:102380

    Google Scholar 

  • Dandale S, Ingle ST, Vyavhare GF, Mane SS (2017) Bio-control efficacy of Trichoderma viride mutants against Fusarium oxysporum f. Sp. ciceris. J Plant Dis Sci 12:108–113

    Google Scholar 

  • de Boer M, Bom P, Kindt F, Keurentjes JJ, van der Sluis I, Van Loon LC, Bakker PA (2003) Control of Fusarium wilt of radish by combining Pseudomonas putida strains that have different disease-suppressive mechanisms. Phytopathology 93:626–632

    PubMed  Google Scholar 

  • de Lima FB, Félix C, Osório N, Alves A, Vitorino R, Domingues P (2017) Trichoderma harzianum T1A constitutively secretes proteins involved in the biological control of Guignardia citricarpa. Biol Control 106:99–109

    Google Scholar 

  • Dekkers LC, Mulders IH, Phoelich CC, Chin-A-Woeng TF, Wijfjes AH, Lugtenberg BJ (2000) The sss colonization gene of the tomato-Fusarium oxysporum f. sp. radicis-lycopersici biocontrol strain Pseudomonas fluorescens WCS365 can improve root colonization of other wild-type Pseudomonas spp. bacteria. Mol Plant-Microbe Interact 13:1177–1183

    CAS  PubMed  Google Scholar 

  • Dolatabad HK, Javan-Nikkhah M, Safari M, Golafaie TP (2019) Effects of protoplast fusion on the antifungal activity of Trichoderma strains and their molecular characterisation. Arch Phytopathol Plant Prot 52:1255–1275

    CAS  Google Scholar 

  • Donzelli BGG, Lorito M, Scala F, Harman GE (2001) Cloning, sequence and structure of a gene encoding an antifungal glucan 1, 3-β-glucosidase from Trichoderma atroviride (T. harzianum). Gene 277:199–208

    CAS  PubMed  Google Scholar 

  • Downing KJ, Thomson JA (2000) Introduction of the Serratia marcescens chiA gene into an endophytic Pseudomonas fluorescens for the biocontrol of phytopathogenic fungi. Can J Microbiol 46:363–369

    CAS  PubMed  Google Scholar 

  • Du N, Guo H, Fu R, Dong X, Xue D, Piao F (2022) Comparative transcriptome analysis and genetic methods revealed the biocontrol mechanism of Paenibacillus polymyxa NSY50 against tomato fusarium wilt. Int J Mol Sci 23:10907

    CAS  PubMed  PubMed Central  Google Scholar 

  • Durgadevi D, Harish S, Manikandan R, Prabhukarthikeyan SR, Alice D, Raguchander T (2021) Proteomic profiling of defense/resistant genes induced during the tripartite interaction of Oryza sativa, Rhizoctonia solani AG1-1A, and Bacillus subtilis against rice sheath blight. Physiol Mol Plant Pathol 115:101669

    CAS  Google Scholar 

  • Ellatif SA, Abdel Razik ES, Al-Surhanee AA, Al-Sarraj F, Daigham GE, Mahfouz AY (2022) Enhanced production, cloning, and expression of a xylanase gene from endophytic fungal strain Trichoderma harzianum kj831197. 1: unveiling the in vitro anti-fungal activity against phytopathogenic fungi. J Fungi 8:447

    CAS  Google Scholar 

  • Eyiwumi Olorunleke F, Phuong Kieu N, Höfte M (2015) Recent advances in Pseudomonas biocontrol pp. Bacteria-plant interactions: advanced research and future trends. Caister Academic Press, Wymondham, pp 167–198

    Google Scholar 

  • Fanelli F, Liuzzi VC, Logrieco AF, Altomare C (2018) Genomic characterization of Trichoderma atrobrunneum (T. harzianum species complex) ITEM 908: insight into the genetic endowment of a multi-target biocontrol strain. BMC Genom 19:1–18

    Google Scholar 

  • Feklistova IN, Maksimova NP (2008) Obtaining Pseudomonas aurantiaca strains capable of overproduction of phenazine antibiotics. Microbiology 77:176–180

    CAS  Google Scholar 

  • Ghasemi S, Safaie N, Shahbazi S, Shams-Bakhsh M, Askari H (2019) Enhancement of lytic enzymes activity and antagonistic traits of Trichoderma harzianum using γ-radiation induced mutation. J Agric Sci Technol 21:1035–1048

    Google Scholar 

  • Grevesse C (2002) Study of the implication of exo-beta-1, 3-glucanase encoding genes in the biocontrol activity of Pichia anomala (Hansen) Kurtzman (strain K) against Botrytis cinerea on post-harvest apples

  • Grinyer J, Hunt S, McKay M, Herbert BR, Nevalainen H (2005) Proteomic response of the biological control fungus Trichoderma atroviride to growth on the cell walls of Rhizoctonia solani. Curr Genet 47:381–388

    CAS  PubMed  Google Scholar 

  • Heimpel GE, Mills N (2017) Biological control-ecology and applications. Cambridge University Press, Cambridge

    Google Scholar 

  • Herrera-Estrella A (2014) Genome-wide approaches toward understanding mycotrophic Trichoderma species. In: Gupta VK, Schmoll M, Herrera-Estrella A, Upadhyay RS, Druzhinina I, Tuohy M (eds) Biotechnology and biology of trichoderma, 1st edn. Elsevier, Netherlands, pp 455–464

    Google Scholar 

  • Hirpara DG, Gajera HP, Patel AK, Katakpara ZA, Golakiya BA (2019) Molecular insights into development of Trichoderma interfusants for multistress tolerance enhancing antagonism against Sclerotium rolfsii Sacc. J Cell Physiol 234:7368–7383

    CAS  PubMed  Google Scholar 

  • Jiang CH, Chen Y, Yan F, Fan ZH, Guo JH (2017) Whole-genome sequence of Bacillus cereus AR156, a potential biocontrol agent with high soilborne disease biocontrol efficacy and plant growth promotion. Genome Announc 5:e00886-e917

    PubMed  PubMed Central  Google Scholar 

  • Jiang CH, Yao XF, Mi DD, Li ZJ, Yang BY, Zheng Y, Ql YJ, Guo JH (2019) Comparative transcriptome analysis reveals the biocontrol mechanism of Bacillus velezensis F21 against Fusarium wilt on watermelon. Front Microbiol 10:652

    PubMed  PubMed Central  Google Scholar 

  • Jones DA, Kerr A (1989) Agrobacterium radiobacter strain K1026, a genetically engineered derivative of strain K84, for biological control of crown gall. Plant Dis 73:15–18

    Google Scholar 

  • Jones DA, Ryder MH, Clare BG, Farrand SK, Kerr A (1988) Construction of a Tra− deletion mutant of pAgK84 to safeguard the biological control of crown gall. Mol Gen Genet MGG 212:207–214

    CAS  Google Scholar 

  • Kakembo D, Lee YH (2019) Analysis of traits for biocontrol performance of Pseudomonas parafulva JBCS1880 against bacterial pustule in soybean plants. Biol Control 134:72–81

    CAS  Google Scholar 

  • Kerr A (1980) Biological control of crown gall through production of agrocin 84. Plant Dis 64:25–30

    Google Scholar 

  • Kim YS, Lee Y, Cheon W, Park J, Kwon HT, Balaraju K, Jeon Y (2021) Characterization of Bacillus velezensis AK-0 as a biocontrol agent against apple bitter rot caused by Colletotrichum gloeosporioides. Sci Rep 11:626

    CAS  PubMed  PubMed Central  Google Scholar 

  • Kubicek CP, Herrera-Estrella A, Seidl-Seiboth V, Martinez DA, Druzhinina IS, Grigoriev IV TM (2011) Comparative genome sequence analysis underscores mycoparasitism as the ancestral life style of Trichoderma. Genome Biol 12:1–15

    Google Scholar 

  • Kuo HC, Wang TY, Chen PP, Chen RS, Chen TY (2015) Genome sequence of Trichoderma virens FT-333 from tropical marine climate. FEMS Microbiol Lett 362:fnv036

    PubMed  Google Scholar 

  • Lakhani HN, Vakharia DN, Makhlouf AH, Eissa RA, Hassan MM (2016) Influence of protoplast fusion in Trichoderma spp. on controlling some soil borne diseases. J Plant Pathol Microbiol 7:370

    Google Scholar 

  • Lamdan NL, Shalaby S, Ziv T, Kenerley CM, Horwitz BA (2015) Secretome of Trichoderma interacting with maize roots: role in induced systemic resistance. Mol Cell Proteom 14:1054–1063

    CAS  Google Scholar 

  • Leal C, Fontaine F, Aziz A, Egas C, Clément C, Trotel-Aziz P (2021) Genome sequence analysis of the beneficial Bacillus subtilis PTA-271 isolated from a Vitis vinifera (cv. Chardonnay) rhizospheric soil: assets for sustainable biocontrol. Environ Microbiome 16:1–14

    Google Scholar 

  • Lee K, Yu J, Son M, Lee Y, Kim K (2011) Transmission of Fusarium boothii mycovirus via protoplast fusion causes hypovirulence in other phytopathogenic fungi. PLoS ONE 6:1–9

    Google Scholar 

  • Limón MC, Pintor-Toro JA, Benítez T (1999) Increased antifungal activity of Trichoderma harzianum transformants that overexpress a 33-kDa chitinase. Phytopathology 89:254–261

    PubMed  Google Scholar 

  • Liu PG, Yang Q (2005) Identification of genes with a biocontrol function in Trichoderma harzianum mycelium using the expressed sequence tag approach. Res Microbiol 156:416–423

    CAS  PubMed  Google Scholar 

  • Liu H, Zeng Q, Wang W, Zhang R, Yao J (2020) Complete genome sequence of Bacillus velezensis strain AL7, a biocontrol agent for suppression of cotton Verticillium wilt. Microbiol Resour Announc 9:e01595-e1619

    CAS  PubMed  PubMed Central  Google Scholar 

  • Lorito M, Woo SL, Harman GE, Monte E (2010) Translational research on Trichoderma: from omics to the field. Annu Rev Phytopathol 48:395–417

    CAS  PubMed  Google Scholar 

  • Lozano GL, Holt J, Ravel J, Rasko DA, Thomas MG, Handelsman J (2016) Draft genome sequence of biocontrol agent Bacillus cereus UW85. Genome Announc 4:e00910-e916

    PubMed  PubMed Central  Google Scholar 

  • Luo Y, Chen L, Lu Z, Zhang W, Liu W, Chen Y, Wu H (2022) Genome sequencing of biocontrol strain Bacillus amyloliquefaciens Bam1 and further analysis of its heavy metal resistance mechanism. Bioresour Bioprocessing 9:74

    Google Scholar 

  • Luo K, Chen Y, Qian X, Zhong H, Onchari MM, Liu X, Luo C (2023) Enhancing surfactin production in B. velezensis Bs916 combined cumulative mutagenesis and expression key enzymes. Appl Microbiol Biotechnol 107:1–12

    Google Scholar 

  • Ma W, Guinel FC, Glick BR (2003) Rhizobium leguminosarum biovar viciae 1-aminocyclopropane-1-carboxylate deaminase promotes nodulation of pea plants. Appl Environ Microbiol 69:4396–4402

    CAS  PubMed  PubMed Central  Google Scholar 

  • Ma J, Wang C, Wang H, Liu K, Zhang T, Yao L, Ding Y (2018) Analysis of the complete genome sequence of Bacillus atrophaeus GQJK17 reveals its biocontrol characteristics as a plant growth-promoting rhizobacterium. BioMed Res Int 2018:1–9

    Google Scholar 

  • Manikandan A, Johnson I, Jaivel N, Krishnamoorthy R, SenthilKumar M, Raghu R, Anandham R (2022) Gamma-induced mutants of Bacillus and Streptomyces display enhanced antagonistic activities and suppression of the root rot and wilt diseases in pulses. Biomol Concepts 13:103–118

    CAS  PubMed  Google Scholar 

  • Martinez D, Berka RM, Henrissat B, Saloheimo M, Arvas M, Baker SE, Brettin TS (2008) Genome sequencing and analysis of the biomass-degrading fungus Trichoderma reesei (syn. Hypocrea jecorina). Nat Biotechnol 26:553–560

    CAS  PubMed  Google Scholar 

  • Marzano M, Gallo A, Altomare C (2013) Improvement of biocontrol efficacy of Trichoderma harzianum vs. Fusarium oxysporum f. sp. lycopersici through UV-induced tolerance to fusaric acid. Biol Control 67:397–408

    CAS  Google Scholar 

  • Massart S, Jijakli MH (2006) Identification of differentially expressed genes by cDNA-amplified fragment length polymorphism in the biocontrol agent Pichia anomala (strain Kh5). Phytopathology 96:80–86

    CAS  PubMed  Google Scholar 

  • Miller AL, Li S, Eichhorn CD, Zheng Y, Du L (2023) Identification and biosynthetic study of the siderophore lysochelin in the biocontrol agent Lysobacter enzymogenes. J Agric Food Chem 71:7418–7426

    CAS  PubMed  Google Scholar 

  • Moënne-Loccoz Y, McHugh B, Stephens PM, McConnell FI, Glennon JD, Dowling DN, O’Gara F (1996) Rhizosphere competence of fluorescent Pseudomonas sp. B24 genetically modified to utilise additional ferric siderophores. FEMS Microbiol Ecol 19:215–225

    Google Scholar 

  • Mohamed SA, Ameen HH, Elkelany US, El Wakeel MA, Hammam M, Soliman GM (2021) Genetic improvement of Pseudomonas aeruginosa and Bacillus cereus for controlling root knot nematode and two weeds under laboratory conditions. Jordan J Biol Sci 14:859–865

    CAS  Google Scholar 

  • Mu F, Chen X, Fu Z, Wang X, Guo J, Zhao X, Zhang B (2023) Genome and transcriptome analysis to elucidate the biocontrol mechanism of Bacillus amyloliquefaciens XJ5 against Alternaria solani. Microorganisms 11:2055

    CAS  PubMed  PubMed Central  Google Scholar 

  • Mukherjee M, Hadar R, Mukherjee PK, Horwitz BA (2003) Homologous expression of a mutated beta-tubulin gene does not confer benomyl resistance on Trichoderma virens. J Appl Microbiol 95:861–867

    CAS  PubMed  Google Scholar 

  • Naik MK, Nitnavare RB, Yeshvekar R, Bhattacharya J, Bhatnagar-Mathur P, Sharma M (2023) Genetic enhancement of Trichoderma asperellum biocontrol potentials and carbendazim tolerance for chickpea dry root rot disease management. PLoS ONE 18:e0280064

    PubMed  PubMed Central  Google Scholar 

  • Olishevska S, Nickzad A, Déziel E (2019) Bacillus and Paenibacillus secreted polyketides and peptides involved in controlling human and plant pathogens. Appl Microbiol Biotechnol 103:1189–1215

    CAS  PubMed  Google Scholar 

  • Otto A, Bernhardt J, Hecker M, Becher D (2012) Global relative and absolute quantitation in microbial proteomics. Curr Opin Microbiol 15:364–372

    CAS  PubMed  Google Scholar 

  • Paranthaman L, Seethapathy P, Pandita D, Gopalakrishnan C, Sankaralingam S, Venkatesh S, Elansary HO (2023) Levering proteomic analysis of Pseudomonas fluorescens mediated resistance responses in tomato during pathogenicity of Fusarium oxysporum f. sp. oxysporum. Front Sustain Food Syst 7:1157575

    Google Scholar 

  • Piombo E, Sela N, Wisniewski M, Hoffmann M, Gullino ML, Allard MW, Droby S (2018) Genome sequence, assembly and characterization of two Metschnikowia fructicola strains used as MBCAs of postharvest diseases. Front Microbiol 9:593

    PubMed  PubMed Central  Google Scholar 

  • Prabhukarthikeyan SR, Yadav MK, Anandan A, Aravindan S, Keerthana U, Raghu S, Rath PC (2019) Bio-protection of brown spot disease of rice and insight into the molecular basis of interaction between Oryza sativa, Bipolaris oryzae and Bacillus amyloliquefaciens. Biol Control 137:104018

    CAS  Google Scholar 

  • Rahman MM, Paul S, Akter T, Tay ACY, Foysal MJ, Islam MT (2020) Whole-genome sequence of Bacillus subtilis WS1A, a promising fish probiotic strain isolated from marine sponge of the Bay of Bengal. Microbiol Resour Announc 9:10–1128

    Google Scholar 

  • Rahman V, Meena KR, Al-Ani LKT, Singh A, Kumar A (2023) Bacillus velezensis strain improvement to control Helminthosporium maydis causing southern corn leaf blight disease in maize. Eur J Plant Pathol 1–13

  • Ramada MHS, Steindorff AS, Bloch C Jr, Ulhoa CJ (2016) Secretome analysis of the mycoparasitic fungus Trichoderma harzianum ALL 42 cultivated in different media supplemented with Fusarium solani cell wall or glucose. Proteomics 16:477–490

    CAS  PubMed  Google Scholar 

  • Reino JL, Guerrero RF, Hernandez-Galan R, Collado IG (2008) Secondary metabolites from species of the biocontrol agent Trichoderma. Phytochem Rev 7:89–123

    CAS  Google Scholar 

  • Reithner B, Ibarra-Laclette E, Mach RL, Herrera-Estrella A (2011) Identifcation of mycoparasitism-related genes in Trichoderma atroviride. Appl Environ Microbiol 77:4361–4370

    CAS  PubMed  PubMed Central  Google Scholar 

  • Rueda-Mejia MP, Nägeli L, Lutz S, Hayes RD, Varadarajan AR, Grigoriev IV, Freimoser FM (2021) Genome, transcriptome and secretome analyses of the antagonistic, yeast-like fungus Aureobasidium pullulans to identify potential biocontrol genes. Microb Cell 8:184

    CAS  PubMed  PubMed Central  Google Scholar 

  • Sahampoor L, Zaker Tavallaie F, Fani SR, Shahbazi S (2020) In vitro efficiency of Trichoderma harzianum mutants in biocontrol of Fusarium oxysporum f. sp. radicis-cucumerinum. J Crop Prot 9:285–300

    Google Scholar 

  • Samaras A, Nikolaidis M, Antequera-Gómez ML, Cámara-Almirón J, Romero D, Moschakis T, Karaoglanidis GS (2021) Whole genome sequencing and root colonization studies reveal novel insights in the biocontrol potential and growth promotion by Bacillus subtilis MBI 600 on cucumber. Front Microbiol 11:600393

    PubMed  PubMed Central  Google Scholar 

  • Schnider U, Keel C, Voisard C, Défago G, Haas D (1995) Tn5-directed cloning of pqq genes from Pseudomonas fluorescens CHA0: mutational inactivation of the genes results in overproduction of the antibiotic pyoluteorin. Appl Environ Microbiol 61:3856–3864

    CAS  PubMed  Google Scholar 

  • Sharma V, Salwan R, Sharma PN, Gulati A (2017) Integrated translatome and proteome: approach for accurate portraying of widespread multifunctional aspects of Trichoderma. Front Microbiol 8:1602

    PubMed  PubMed Central  Google Scholar 

  • Simon RUPAP, Priefer U, Pühler A (1983) A broad host range mobilization system for in vivo genetic engineering: transposon mutagenesis in gram negative bacteria. Biotechnology 1:784–791

    CAS  Google Scholar 

  • Singh R, Maurya S, Upadhyay RS (2016) The improvement of competitive saprophytic capabilities of Trichoderma species through the use of chemical mutagens. Braz J Microbiol 47:10–17

    CAS  Google Scholar 

  • Studholme DJ, Harris B, Le Cocq K, Winsbury R, Perera V, Ryder L, Grant M (2013) Investigating the beneficial traits of Trichoderma hamatum GD12 for sustainable agriculture—insights from genomics. Front Plant Sci 4:258

    PubMed  PubMed Central  Google Scholar 

  • Sun ZB, Sun MH, Zhou M, Li SD (2017) Transformation of the endochitinase gene Chi67-1 in Clonostachys rosea 67-1 increases its biocontrol activity against Sclerotinia sclerotiorum. AMB Express 7:1–9

    PubMed  PubMed Central  Google Scholar 

  • Sun P, Ma Q, Zhan L (2022) Comprehensive acetyl-proteomic analysis of Cytospora mali provides insight into its response to the biocontrol agent Bacillus velezensis L-1. Front Sustain Food Syst 6:999510

    Google Scholar 

  • Sundheim L, Poplawsky AR, Ellingboe AH (1988) Molecular cloning of two chitinase genes from Serratia marcescens and their expression in Pseudomonas species. Physiol Mol Plant Pathol 33:483–491

    CAS  Google Scholar 

  • Takeuchi K, Noda N, Someya N (2014) Complete genome sequence of the biocontrol strain Pseudomonas protegens Cab57 discovered in Japan reveals strain-specific diversity of this species. PLoS ONE 9:e93683

    PubMed  PubMed Central  Google Scholar 

  • Thiruvengadam R, Gandhi K, Vaithiyanathan S, Sankarasubramanian H, Loganathan K, Lingan R, Kuppusami P (2022) Complete genome sequence analysis of Bacillus subtilis Bbv57, a promising biocontrol agent against phytopathogens. Int J Mol Sci 23:9732

    CAS  PubMed  PubMed Central  Google Scholar 

  • Tran DM, Huynh TU, Nguyen TH, Do TO, Pentekhina I, Nguyen QV, Nguyen AD (2022) Expression, purification, and basic properties of a novel domain structure possessing chitinase from Escherichia coli carrying the family 18 chitinase gene of Bacillus velezensis strain RB. IBE29. Mol Biol Rep 49:4141–4148

    CAS  PubMed  Google Scholar 

  • Wang JW, Derilo RC, Lagitnay RBJS, Wu HP, Chen KI, Chuang DY (2020) Identification and characterization of the bacteriocin Carocin S3 from the multiple bacteriocin producing strain of Pectobacterium carotovorum subsp. carotovorum. BMC Microbiol 20:1–13

    Google Scholar 

  • Wang C, Ahsan T, Ding A, Han D, Zang CQ, Huang YQ, Hussain K (2023a) Whole genome analysis of Bacillus amyloliquefaciens TA-1, a promising biocontrol agent against Cercospora arachidicola pathogen of early leaf spot in Arachis hypogaea L. BMC Plant Biol 23:410

    CAS  PubMed  PubMed Central  Google Scholar 

  • Wang Y, Zhu X, Wang J, Shen C, Wang W (2023b) Identification of mycoparasitism-related genes against the phytopathogen Botrytis cinerea via transcriptome analysis of Trichoderma harzianum T4. J Fungi 9:324

    Google Scholar 

  • Wu DQ, Ye J, Ou HY, Wei X, Huang X, He YW, Xu Y (2011) Genomic analysis and temperature-dependent transcriptome profles of the rhizosphere originating strain Pseudomonas aeruginosa M18. BMC Genome 12:438

    CAS  Google Scholar 

  • Xu Z, Zhang H, Sun X, Liu Y, Yan W, Xun W, Zhang R (2019) Bacillus velezensis wall teichoic acids are required for biofilm formation and root colonization. Appl Environ Microbiol 85:e02116-e2118

    CAS  PubMed  PubMed Central  Google Scholar 

  • Xu W, Zhang L, Goodwin PH, Xia M, Zhang J, Wang Q, Yang L (2020) Isolation, identification, and complete genome assembly of an endophytic Bacillus velezensis YB-130, potential biocontrol agent against Fusarium graminearum. Front Microbiol 11:598285

    PubMed  PubMed Central  Google Scholar 

  • Xu W, Yang Q, Yang F, Xie X, Goodwin PH, Deng X, Yang L (2022) Evaluation and genome analysis of Bacillus subtilis YB-04 as a potential biocontrol agent against Fusarium wilt and growth promotion agent of cucumber. Front Microbiol 13:885430

    PubMed Central  Google Scholar 

  • Yadav DK, Devappa V, Kashyap AS, Kumar N, Rana VS, Sunita K, Singh D (2023) Boosting the biocontrol efficacy of Bacillus amyloliquefaciens DSBA-11 through physical and chemical mutagens to control bacterial wilt disease of tomato caused by Ralstonia solanacearum. Microorganisms 11:1790

    CAS  PubMed  PubMed Central  Google Scholar 

  • Yang HH, Yang SL, Peng KC, Lo CT, Liu SY (2009) Induced proteome of Trichoderma harzianum by Botrytis cinerea. Mycol Res 113:924–932

    CAS  PubMed  Google Scholar 

  • Yang D, Pomraning K, Kopchinskiy A, Karimi Aghcheh R, Atanasova L, Chenthamara KM, Druzhinina IS (2015) Genome sequence and annotation of Trichoderma parareesei, the ancestor of the cellulase producer Trichoderma reesei. Genome Announc 3:10–1128

    Google Scholar 

  • Yang S, Dai R, Salaipeth L, Huang L, Liu J, Andika IB, Sun L (2021) Infection of two heterologous mycoviruses reduces the virulence of Valsa mali, a fungal agent of apple valsa canker disease. Front Microbiol 12:659210

    PubMed  PubMed Central  Google Scholar 

  • Zeng Q, Xie J, Li Y, Chen X, Wang Q (2019) Draft genome sequence of an endophytic biocontrol bacterium, Bacillus velezensis PG12, isolated from apple fruit. Microbiol Resour Announc 8:e00468-e519

    PubMed  PubMed Central  Google Scholar 

  • Zhang J, Mavrodi DV, Yang M, Thomashow LS, Mavrodi OV, Kelton J, Weller DM (2020) Pseudomonas synxantha 2–79 transformed with pyrrolnitrin biosynthesis genes has improved biocontrol activity against soilborne pathogens of wheat and canola. Phytopathology 110:1010–1017

    CAS  PubMed  PubMed Central  Google Scholar 

  • Zhao H, Zhou T, Xie J, Cheng J, Chen T, Jiang D, Fu Y (2020) Mycoparasitism illuminated by genome and transcriptome sequencing of Coniothyrium minitans, an important biocontrol fungus of the plant pathogen Sclerotinia sclerotiorum. Microb Genom 6(3):6

    CAS  Google Scholar 

  • Zhao J, Zhou Z, Bai X, Zhang D, Zhang L, Wang J, Yang Z (2022) A novel of new class II bacteriocin from Bacillus velezensis HN-Q-8 and its antibacterial activity on Streptomyces scabies. Front Microbiol 13:943232

    PubMed  PubMed Central  Google Scholar 

  • Zhou H, Wei H, Liu X, Wang Y, Zhang L, Tang W (2005) Improving biocontrol activity of Pseudomonas fluorescens through chromosomal integration of 2, 4-diacetylphloroglucinol biosynthesis genes. Chin Sci Bull 50:775–781

    CAS  Google Scholar 

  • Zhou Y, Wang Y, Chen K, Wu Y, Hu J, Wei Y, Denton MD (2020) Near-complete genomes of two Trichoderma species: A resource for biological control of plant pathogens. Mol Plant-Microbe Interact 33:1036–1039

    CAS  PubMed  Google Scholar 

Download references

Funding

This review received no external funding.

Author information

Authors and Affiliations

Authors

Contributions

AM designed the work and wrote the manuscript.

Corresponding author

Correspondence to Anik Majumdar.

Ethics declarations

Ethics approval and consent to participate

Not applicable.

Consent for publication

Not applicable.

Competing interests

The author declares no competing interests.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Majumdar, A. Molecular techniques for the improvement of microbial biocontrol agents against plant pathogens. Egypt J Biol Pest Control 33, 103 (2023). https://doi.org/10.1186/s41938-023-00746-4

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1186/s41938-023-00746-4

Keywords