Introduction
Crop quality is of increasing concern with the expanded demands from consumers. Recently, increasing attention has been paid on the crops rich in mineral nutrients, antioxidants, or other metabolites, as they represent high quality and reduce the risk of chronic diseases (Li and Eunice, 2015; Timmusk et al., 2017). Such high-quality crops are more profitable for farmers compared with conventional crops. However, the methods to improve crop quality are limited to breeding, fertilizing regimes, and farming practices.
Soil microbiome significantly contributes to the fitness improvement of plants, in facing abiotic/biotic stress and nutritional deficiency (Bakker et al., 2018; Oyserman et al., 2018). Crop quality can be potentially modified by the soil microbiome. However, conventional farming practices, e.g., tillage, over use of chemical fertilizers, pesticide and fungicide, and monoculture, disturb the soil microbiome. The overuse of agro-chemicals is especially detrimental to agricultural ecosystems, threatening soil quality and human health (Hartman et al., 2018). Crop quality may subsequently decline with the degradation of the soil microbiome. Hence, it is urgent to search for alternative methods to produce high-quality crops in an efficient, safe and environment-friendly manner.
Beneficial soil microbes, such as plant growth promoting bacteria (PGPB), actinomycetes, and arbuscular mycorrhizal fungi (AMF), can interact with plants and induce the accumulation of plants' metabolites which benefit people's health (Gianinazzi et al., 2010; Glick, 2012). Hence, using microbial biostimulants may be useful for producing high-quality crops sustainably (Bhardwaj et al., 2014). However, it is not easy to replace the agro-chemicals by biostimulants to produce nutritional crop safely. Natural rhizosphere communities are complex and diverse, comprising an entire food web (Bender et al., 2016). Commercially available biostimulants, however, are generally limited to one, or few, microbial taxa. While these products have yet to be thoroughly tested, it is unlikely that they will sufficiently compensate for reduced microbial diversity in farmlands due to human activity (Hart et al., 2018).
Borrowing from the ideas of synthetic biology, synthetic microbial consortia (SMC) could potentially replace and/or reshape the structure and function of plant microbiome. It is possible to construct SMC consisting of a microbial guild (rather than limited microbial taxa in the existing biofertilizers) with multiple functions to promote crop growth and quality (Wallenstein, 2017). In this regard, using SMC could potentially solve the drawbacks of traditional biofertilizers (Qin et al., 2016), such as ineffectiveness in competing with indigenous microbes, incompatibility with host plants and inadaptation to the local conditions (Hart et al., 2018). Here, we summarize how SMC may be used to produce high-quality crops, focusing on: (1) constructing the desired SMC; (2) assessing the efficacy of SMC; (3) assessing ecological impacts of SMC.
How to construct the desired SMC?
Previously, developing SMC was largely based on combining specific microbial genotypes with desirable traits (Whipps, 2001; Dodd and Ruiz-Lozano, 2012; Thijs et al., 2014). Currently, the typical SMC often include PGPB and AMF, targeting to enhance the metabolites contents (e.g., essential oil, zein, glucosinolate, sugar, ascorbic and folic acid, volatile compounds, vitamin, and anthocyanin) and nutrients (N, Ca, P, Mg, K, Na, Fe, Mn, Cu, Zn, and B), which represent higher nutraceutical values in crops (Hart and Forsythe, 2012; Berta et al., 2014; Cosme et al., 2014; Bona et al., 2015, 2017; Hart et al., 2015; Weisany et al., 2015; Battini et al., 2016; Torres et al., 2016; Avio et al., 2017). However, previous studies dealing with SMC have reported a range of plant responses and contradictory results (Lucas García et al., 2004; Estévez et al., 2009; Rosier et al., 2016), suggesting that different microbes may not have additive effects. Importantly, the compatibility within microbes and with new environment is an essential consideration for constructing SMC. Given the variability among microbes and soil heterogeneity, this is no small task. Clearly, the way forward must capitalize on existing co-adapted SMC.
Firstly, the origin of microbes is critical to construct SMC. Indigenous microbes were reported to be more efficient in augmenting plant stress tolerance (Estrada et al., 2013; Armada et al., 2014; Ortiz et al., 2015). The environmental adaptation of autochthonous microbes might underlie their ability to improve plant fitness. Thus it is expected that the soil microbiome from high-quality crops is an ideal origin for SMC to confer the same plants better growth and quality. Further, the rhizosphere is a hotspot for selecting members for SMC, due to their intensive interactions with plants. Moreover, the endophytes beneficial to plants can also be used to devise SMC (Huang et al., 2018), since they are more likely to persist in environments (Kong and Glick, 2017).
Secondly, how can we obtain the core microorganisms? Now, next generation sequencing (NGS) allows us to perceive the whole microbial community of crops using meta-genomics, which was previously impossible (Figure 1). However, it is unnecessary to inoculate the whole soil microbiome to target fields. The functional redundancy in microbial communities indicates that only the core microbes are needed to fulfill their ecological services to plants (Qin et al., 2016). Microbial network analysis is a powerful tool for identifying the “hubs” (also termed keystone operational taxonomic units), which are highly associated in a microbiome (Banerjee et al., 2018). When basic information about the topology of a microbial network is obtained using the package “igraph” (Csardi and Nepusz, 2006) in R software, the properties of the network structure can be evaluated. Microbial networks can be compartmentalized into several “network modules,” within which microbial species are highly connected with each other. Based on network topological properties, the “hub” species, which coexist with most other species in each module, can be further identified (Toju et al., 2018). These hub species of modules are the candidates of core microorganisms. The information on hub species provides us the very first step in core microorganisms screening.
The next step is to culture these core microbes. As is known, about 99% of the soil microbes cannot be artificially cultured, it is challenging to reproduce all the pure cultures included in SMC. Finding the proper culture media is the key to get the microbial inoculant. Web-based platforms, such as KOMODO (Known Media Database) can be used to predict the media components for culturing the core microbiome (Oberhardt et al., 2015).
Thirdly, the optimization of microbial interactions would be crucial for constructing stable, efficient, and controllable SMC. Cooperation among the SMC members is crucial to exert additive effect in promoting crop quality. Utilizing the positive interactions between fungi (Trichoderma reesei) and bacteria, Hu et al. (2017) devised a synergistic SMC with higher lignocellulolytic enzyme activity. The SMC composed of Enterococcus and Clostridium species degrade wheat straw into hydrogen and butanol in a two-step reaction (Valdez-Vazquez et al., 2015). Constructed SMC using multiple Escherichia coli strains successfully assemble 34 proteins in a single culturing, lysis, and purification procedure (Villarreal et al., 2018). The crop quality (metabolites, nutrients) should be integrated as a standard to test the synergistic effect of SMC. The SMC with larger effect than the sum effect of individual microbial taxa, can be regarded as a synergistic SMC. Besides, plant growth promotion activities (ACC deaminase, IAA, siderophores, phosphate solubilization, and etc.), dynamic changes of the core microbes provide reference for constructing a synergistic SMC. Under environmental stresses (such as salinity, drought, or acidity, commonly found worldwide), tolerance traits of the SMC should also be taken into consideration.
Assessing the efficacy of SMC
The challenges for utilizing SMC in field are the adaptation to new environments. As the SMC are usually isolated from one crop species, they can be expected to positively interact with the same plants in the original soils. A common assumption for field applications is that the microbial inoculants are effective and they have to adapt to a given soil or crop (Rodriguez and Sanders, 2015). Indeed, the variations of soil conditions, such as soil type, moisture, nutrients content, and pH, may affect the functioning and proliferation of SMC. Thus, the efficacy evaluation of SMC mainly focusing on the magnitude in improving crop quality should be conducted in the target field. The strategy from Hart et al. (2018), but also previously used by other authors, as Bona et al. (2016), can be referred to direct the evaluation. The evaluation should start from pot culture in greenhouse involving the factors e.g., soil properties, climatic factors and crop traits (including physiological and phenological traits). Meanwhile, the growth, mineral nutrients and metabolites of crops should be integrated to determine the efficacy of SMC (Figure 1). Following the greenhouse study, plots experiments are subsequently carried out to check the efficacy of the SMC in field. Moreover, the relative longer period (2–3 years) is needed to determine the consistency of the effect of SMC in practice. Based on the above observations, the efficacy of SMC can be obtained.
Assessing ecological impacts of SMC
In recent years, scientists have developed a much better understanding of how various beneficial soil microbes contribute to plant growth and health. For sustainable development of agricultural ecosystems, it is not only necessary to improve crop yield and quality, but also to ensure a good bioactivity and stability of the soil microbiome in farmland. In this regard, the ecological risks, including invasiveness and the interactions between SMC and indigenous soil microbes should be considered (Hart et al., 2017, 2018). Firstly, the invasiveness should be estimated before releasing SMC in farmland. It should be ascertained how the inoculated strains survive or colonize the rhizosphere of host crops, how the SMC interacts with the indigenous soil microbiome and function, and how the indigenous soil microbiome structurally and functionally responds to the exotic SMC. It is important to clarify all of these issues before implementing SMC on a larger scale in fields. For example, if the introduced soil microbes can inhibit the pathogen populations, the antagonistic interactions would enhance the beneficial effects of SMC to promote the crop health. On the other hand, if the antagonistic interactions occurred between SMC and indigenous beneficial microbes (like AMF and rhizobia), cautions must be taken for using this SMC. Extensive metagenomics and population genomics studies can help assess the environmental impacts of SMC (Rodriguez and Sanders, 2015). With this knowledge in hand, site assessment, potentially ecological risks and regulatory acceptability would all be simplified.
Concluding remarks
Using SMC is a promising way to improve crop quality in sustainable agriculture. Though abundant studies had shown the positive effects of beneficial soil microbes on the crop yield and quality, the employment of SMC in practices is still infant in developing countries. SMC possesses more merits than individual microbial inoculant. Here, we propose a technical flow of utilizing SMC to promote crop quality. The technical flow starts from how to construct the SMC. The microbes from one crop species with good quality potentially render the same plants higher quality. The core microbes can be isolated from the rhizospheric soils or the plant roots, predicted by next generation sequencing and network analysis. KOMODO can be used to predict the media components for culturing the core microbes. The members of core microbes should be tested for synergy, plant growth promoting activities, and population dynamic changes. The improved crop quality is a main principle for constructing SMC. Further, the efficacy of SMC is needed to test in consideration of the environmental impacts. Finally, the ecological risks evaluation of SMC is essential to maintain the environmental sustainability. The technical flow would be helpful for biostimulant manufacturers and farmers to enhance crop nutritional quality.
Author contributions
ZK and HL conceived the idea. ZK, HL, and MH prepared the manuscript.
Conflict of interest statement
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. The handling editor declared a past co-authorship with one of the authors ZK.
Footnotes
Funding. This work was supported by funds from the National Key Research and Development Program of China (2017YFC0505405), the Open Fund of Poyang Lake Water Resources and Water Ecological Environment Research Center of the Ministry of Water Resources of China (ZXKT201704), the National Science Foundation of China (41601337, 41807078), the Science and Technology Project of Jiangxi Water Resources Department (KT201719, KT201618, and 201820YBKT15) and the Open Fund of Jiangxi Academy of Forestry (2017541001).
References
- Armada E., Roldán A., Azcon R. (2014). Differential activity of autochthonous bacteria in controlling drought stress in native Lavandula and Salvia plants species under drought conditions in natural arid soil. Microb. Ecol. 67, 410–420. 10.1007/s00248-013-0326-9 [DOI] [PubMed] [Google Scholar]
- Avio L., Sbrana C., Giovannetti M., Frassinetti S. (2017). Arbuscular mycorrhizal fungi affect total phenolics content and antioxidant activity in leaves of oak leaf lettuce varieties. Sci. Hortic. 224, 265–271. 10.1016/j.scienta.2017.06.022 [DOI] [Google Scholar]
- Bakker P. A. H. M., Pieterse C. M. J., de Jonge R., Berendsen R. L. (2018). The soil-borne legacy. Cell 172, 1178–1180. 10.1016/j.cell.2018.02.024 [DOI] [PubMed] [Google Scholar]
- Banerjee S., Schlaeppi K., van der Heijden M. G. A. (2018). Keystone taxa as drivers of microbiome structure and functioning. Nat. Rev. Microbiol. 16, 567–576. 10.1038/s41579-018-0024-1 [DOI] [PubMed] [Google Scholar]
- Battini F., Bernardi R., Turrini A., Agnolucci M., Giovannetti M. (2016). Rhizophagus intraradices or its associated bacteria affect gene expression of key enzymes involved in the rosmarinic acid biosynthetic pathway of basil. Mycorrhiza 26, 699–707. 10.1007/s00572-016-0707-2 [DOI] [PubMed] [Google Scholar]
- Bender S. F., Wagg C., van der Heijden M. G. A. (2016). An underground revolution: biodiversity and soil ecological engineering for agricultural sustainability. Trends Ecol. Evol. 31, 440–452. 10.1016/j.tree.2016.02.016 [DOI] [PubMed] [Google Scholar]
- Berta G., Copetta A., Gamalero E., Bona E., Cesaro P., Scarafoni A., et al. (2014). Maize development and grain quality are differentially affected by mycorrhizal fungi and a growth-promoting pseudomonad in the field. Mycorrhiza 24, 161–170. 10.1007/s00572-013-0523-x [DOI] [PubMed] [Google Scholar]
- Bhardwaj D., Ansari M. W., Sahoo R. K., Tuteja N. (2014). Biofertilizers function as key player in sustainable agriculture by improving soil fertility, plant tolerance and crop productivity. Microb. Cell Fact. 13:66 10.1186/1475-2859-13-66 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Bona E., Cantamessa S., Massa N., Manassero P., Marsano F., Copetta A., et al. (2017). Arbuscular mycorrhizal fungi and plant growth-promoting pseudomonads improve yield, quality and nutritional value of tomato: a field study. Mycorrhiza 27, 1–11. 10.1007/s00572-016-0727-y [DOI] [PubMed] [Google Scholar]
- Bona E., Lingua G., Manassero P., Cantamessa S., Marsano F., Todeschini V., et al. (2015). AM fungi and PGP pseudomonads increase flowering, fruit production, and vitamin content in strawberry grown at low nitrogen and phosphorus levels. Mycorrhiza 25, 181–193. 10.1007/s00572-014-0599-y [DOI] [PubMed] [Google Scholar]
- Bona E., Lingua G., Todeschini V. (2016). Effect of bioinoculants on the quality of crops, in Bioformulations: for Sustainable Agriculture, eds Arora N. K., Mehnaz S., Balestrini R. (New Delhi: Springer India; ), 93–124. [Google Scholar]
- Cosme M., Franken P., Mewis I., Baldermann S., Wurst S. (2014). Arbuscular mycorrhizal fungi affect glucosinolate and mineral element composition in leaves of Moringa oleifera. Mycorrhiza 24, 565–570. 10.1007/s00572-014-0574-7 [DOI] [PubMed] [Google Scholar]
- Csardi G., Nepusz T. (2006). The igraph software package for complex network research. Interj. Complex Syst. 1695, 1–9. Available online at: http://igraph.sf.net [Google Scholar]
- Dodd I. C., Ruiz-Lozano J. M. (2012). Microbial enhancement of crop resource use efficiency. Curr. Opin. Biotechnol. 23, 236–242. 10.1016/j.copbio.2011.09.005 [DOI] [PubMed] [Google Scholar]
- Estévez J., Dardanelli M. S., Megías M., Rodríguez-Navarro D. N. (2009). Symbiotic performance of common bean and soybean co-inoculated with rhizobia and Chryseobacterium balustinum Aur9 under moderate saline conditions. Symbiosis 49, 29–36. 10.1007/s13199-009-0008-z [DOI] [Google Scholar]
- Estrada B., Aroca R., Maathuis F. J., Barea J. M., Ruiz-Lozano J. M. (2013). Arbuscular mycorrhizal fungi native from a Mediterranean saline area enhance maize tolerance to salinity through improved ion homeostasis. Plant Cell Environ. 36, 1771–1782. 10.1111/pce.12082 [DOI] [PubMed] [Google Scholar]
- Gianinazzi S., Gollotte A., Binet M. N., van Tuinen D., Redecker D., Wipf D. (2010). Agroecology: the key role of arbuscular mycorrhizas in ecosystem services. Mycorrhiza 20, 519–530. 10.1007/s00572-010-0333-3 [DOI] [PubMed] [Google Scholar]
- Glick B. R. (2012). Plant growth-promoting bacteria: mechanisms and applications. Scientifica 2012:963401 10.6064/2012/963401 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hart M., Antunes P., Chaudhary V. B., Abbott L. (2018). Fungal inoculants in the field: is the reward greater than the risk? Funct. Ecol. 32, 126–135. 10.1111/1365-2435.12976 [DOI] [Google Scholar]
- Hart M., Ehret D. L., Krumbein A., Leung C., Murch S., Turi C., et al. (2015). Inoculation with arbuscular mycorrhizal fungi improves the nutritional value of tomatoes. Mycorrhiza 25, 359–376. 10.1007/s00572-014-0617-0 [DOI] [PubMed] [Google Scholar]
- Hart M. M., Antunes P. M., Abbott L. K. (2017). Unknown risks to soil biodiversity from commercial fungal inoculants. Nat. Ecol. Evol. 1:0115. 10.1038/s41559-017-0115 [DOI] [PubMed] [Google Scholar]
- Hart M. M., Forsythe J. A. (2012). Using arbuscular mycorrhizal fungi to improve the nutrient quality of crops; nutritional benefits in addition to phosphorus. Sci. Hortic. 148, 206–214. 10.1016/j.scienta.2012.09.018 [DOI] [Google Scholar]
- Hartman K., van der Heijden M. G. A., Wittwer R. A., Banerjee S., Walser J.-C., Schlaeppi K. (2018). Cropping practices manipulate abundance patterns of root and soil microbiome members paving the way to smart farming. Microbiome 6:14 10.1186/s40168-017-0389-9 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hu J., Xue Y., Guo H., Gao M. T., Li J., Zhang S., et al. (2017). Design and composition of synthetic fungal-bacterial microbial consortia that improve lignocellulolytic enzyme activity. Bioresour. Technol. 227, 247–255. 10.1016/j.biortech.2016.12.058 [DOI] [PubMed] [Google Scholar]
- Huang L. H., Yuan M. Q., Ao X. J., Ren A. Y., Zhang H. B., Yang M. Z. (2018). Endophytic fungi specifically introduce novel metabolites into grape flesh cells in vitro. PLoS ONE 13:e0196996. 10.1371/journal.pone.0196996 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kong Z., Glick B. R. (2017). The role of plant growth-promoting bacteria in metal phytoremediation. Adv. Microb. Physiol. 71:97 10.1016/bs.ampbs.2017.04.001 [DOI] [PubMed] [Google Scholar]
- Li C., Eunice C. Y. (2015). Bioactive peptides and protein hydrolysates: research trends and challenges for application as nutraceuticals and functional food ingredients. Curr. Opin. Food Sci. 1, 28–37. 10.1016/j.cofs.2014.09.005 [DOI] [Google Scholar]
- Lucas García J. A., Probanza A., Ramos B., Barriuso J., Gutierrez Ma-ero F. J. (2004). Effects of inoculation with plant growth promoting rhizobacteria (PGPRs) and Sinorhizobium fredii on biological nitrogen fixation, nodulation and growth of Glycine max cv. Osumi. Plant Soil 267, 143–153. 10.1007/s11104-005-4885-5 [DOI] [Google Scholar]
- Oberhardt M. A., Zarecki R., Gronow S., Lang E., Klenk H. P., Gophna U., et al. (2015). Harnessing the landscape of microbial culture media to predict new organism-media pairings. Nat. Commun. 6:8493. 10.1038/ncomms9493 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Ortiz N., Armada E., Duque E., Roldán A., Azcón R. (2015). Contribution of arbuscular mycorrhizal fungi and/or bacteria to enhancing plant drought tolerance under natural soil conditions: effectiveness of autochthonous or allochthonous strains. J. Plant Physiol. 174, 87–96. 10.1016/j.jplph.2014.08.019 [DOI] [PubMed] [Google Scholar]
- Oyserman B. O., Medema M. H., Raaijmakers J. M. (2018). Road MAPs to engineer host microbiomes. Curr. Opin. Microbiol. 43, 46–54. 10.1016/j.mib.2017.11.023 [DOI] [PubMed] [Google Scholar]
- Qin Y., Druzhinina I. S., Pan X., Yuan Z. (2016). Microbially mediated plant salt tolerance and microbiome-based solutions for saline agriculture. Biotechnol. Adv. 34, 1245–1259. 10.1016/j.biotechadv.2016.08.005 [DOI] [PubMed] [Google Scholar]
- Rodriguez A., Sanders I. R. (2015). The role of community and population ecology in applying mycorrhizal fungi for improved food security. ISME J. 9, 1053–1061. 10.1038/ismej.2014.207 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Rosier A., Bishnoi U., Lakshmanan V., Sherrier D. J., Bais H. P. (2016). A perspective on inter-kingdom signaling in plant-beneficial microbe interactions. Plant Mol. Biol. 90, 537–548. 10.1007/s11103-016-0433-3 [DOI] [PubMed] [Google Scholar]
- Thijs S., Weyens N., Sillen W., Gkorezis P., Carleer R., Vangronsveld J. (2014). Potential for plant growth promotion by a consortium of stress-tolerant 2,4-dinitrotoluene-degrading bacteria: isolation and characterization of a military soil. Microb. Biotechnol. 7, 294–306. 10.1111/1751-7915.12111 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Timmusk S., Behers L., Muthoni J., Muraya A., Aronsson A.-C. (2017). Perspectives and challenges of microbial application for crop improvement. Front. Plant Sci. 8:49. 10.3389/fpls.2017.00049 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Toju H., Peay K. G., Yamamichi M., Narisawa K., Hiruma K., Naito K., et al. (2018). Core microbiomes for sustainable agroecosystems. Nat. Plants 4, 247–257. 10.1038/s41477-018-0139-4 [DOI] [PubMed] [Google Scholar]
- Torres N., Goicoechea N., Morales F., Antolín M. C. (2016). Berry quality and antioxidant properties in Vitis vinifera cv. Tempranillo as affected by clonal variability, mycorrhizal inoculation and temperature. Crop Pasture Sci. 67, 961–977. 10.1071/CP16038 [DOI] [Google Scholar]
- Valdez-Vazquez I., Pérez-Rangel M., Tapia A., Buitrón G., Molina C., Hernández G., et al. (2015). Hydrogen and butanol production from native wheat straw by synthetic microbial consortia integrated by species of Enterococcus and Clostridium. Fuel 159, 214–222. 10.1016/j.fuel.2015.06.052 [DOI] [Google Scholar]
- Villarreal F., Contreras-Llano L. E., Chavez M., Ding Y., Fan J., Pan T., et al. (2018). Synthetic microbial consortia enable rapid assembly of pure translation machinery. Nat. Chem. Biol. 14, 29–35. 10.1038/nchembio.2514 [DOI] [PubMed] [Google Scholar]
- Wallenstein M. D. (2017). Managing and manipulating the rhizosphere microbiome for plant health: a systems approach. Rhizosphere 3, 230–232. 10.1016/j.rhisph.2017.04.004 [DOI] [Google Scholar]
- Weisany W., Raei Y., Pertot I. (2015). Changes in the essential oil yield and composition of dill (Anethum graveolens L.) as response to arbuscular mycorrhiza colonization and cropping system. Ind. Crop Prod. 77, 295–306. 10.1016/j.indcrop.2015.09.003 [DOI] [Google Scholar]
- Whipps J. M. (2001). Microbial interactions and biocontrol in the rhizosphere. J. Exp. Bot. 52, 487–511. 10.1093/jxb/52.suppl_1.487 [DOI] [PubMed] [Google Scholar]