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Applied and Environmental Microbiology, February 2008, p. 738-744, Vol. 74, No. 3
0099-2240/08/$08.00+0 doi:10.1128/AEM.02188-07
Copyright © 2008, American Society for Microbiology. All Rights Reserved.

Department of Horticulture and Landscape Architecture, Colorado State University, Fort Collins, Colorado 80523,1 Center for Rhizosphere Biology, Colorado State University, Fort Collins, Colorado 80523,2 Graduate Program in Cell and Molecular Biology, Colorado State University, Fort Collins, Colorado 80523,3 Department of Ecology and Evolution, University of Chicago, Chicago, Illinois 60637,4 USDA-ARS Soil-Plant-Nutrient Research Unit, Fort Collins, Colorado 805265
Received 25 September 2007/ Accepted 28 November 2007
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Fungi are heterotrophic organisms, depending on exogenous carbon for growth, and different clades of fungi utilize different carbon substrates. Plant root exudates contain simple carbon substrates, including primary metabolites, such as sugars, amino acids, and organic acids, in addition to a diverse array of secondary metabolites that are released into the rhizosphere and surrounding soil (14).
Previous research suggests that secondary metabolites in root exudates are critical in specialized associations between plants and individual species of soil microbes ranging from mutualistic to pathogenic. For example, Rhizobium spp. are bacterial symbionts of legumes that are responsible for nitrogen fixation, and communication between the two organisms is mediated in part through root-secreted flavones (28). Saponin ginsenosides from American ginseng stimulate the growth of two specialist soilborne fungal pathogens, although these same compounds are identified as possessing general antifungal properties (24). A sesquiterpene from Lotus japonicus induces hyphal branching in an arbuscular mycorrhizal fungus, which is thought to be essential for the establishment of a symbiotic relationship between the two species (1). Many studies on the role of plant secondary metabolites or root exudates analyze only a specific group of fungal species (often mycorrhizal fungi or pathogenic fungi), making interpretation of the results challenging in the context of soil fungal biodiversity. A detailed analysis of the effects of novel plant species and the role of their root exudates in the soil fungal community is a necessary step in the investigation of how plants regulate biological diversity in the soil and the nature of the interactions between plants and intact fungal communities.
The purposes of this study were to (i) examine the effect of a novel plant species on an existing soil fungal community and (ii) determine the relative importance of root exudates in structuring the soil fungal community. The results of these experiments demonstrate that root exudates play a heretofore underappreciated role in shaping the soil fungal community.
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FIG. 1. Schematic representation of the experimental design. Two experiments were performed; experiment 1 consisted of four treatments (resident plant or exudates and nonresident plant or exudates) and one control, which received neither plants nor exudates. Experiment 1 was conducted for three generations (Gen I to III). Resident treatments included A. thaliana in Illinois soil and M. truncatula in Texas soil. Nonresident treatments included M. truncatula in Illinois soil, A. thaliana in Texas soil, or either plant species in Oregon soil. Experiment 2 was conducted on a subset of the pots from experiment 1 following the completion of experiment 1. Those pots in experiment 1 that received resident plant or resident exudate treatments were treated for an additional two generations with resident plants or resident plants supplemented with nonresident exudates. Soil samples were taken after each generation, and DNA was isolated from soil. DNA was subjected to real-time PCR with internal transcribed spacer primers to quantify fungal biomass, and amplified products were subjected to length heterogeneity analysis by capillary electrophoresis to estimate differences in phylotype richness, community similarity, and relative abundance via ANOVA.
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Experiment 2.
To examine whether the observed changes in soil fungal communities in experiment 1 were due to the loss of the resident plants/exudates or the addition of the nonresident plants/exudates, a second experiment was conducted (Fig. 1). For this experiment, only those pots that had been treated with resident plants or exudates were used. Resident plants (n = 10) were grown in either Illinois or Texas soil and amended with the root exudates of the nonresident plant. Controls (n = 10) consisted of resident plants only. All other conditions were the same as in experiment 1. The experiment was carried out for a total of two generations. The first generation was seeded in July 2006 and harvested in October 2006, and the second was seeded in late November 2006 and harvested in February 2007.
Description of soils.
The Texas soil was collected in 2005 from under M. truncatula plants that were seeded at that location in 2000. Loose litter and plant material were removed from the site, and the top 4 inches of soil were collected and shipped to Fort Collins, CO. The soil was collected in 2005 at 28° 36' 31.59" N, 97° 39' 21.43" W, elevation 322 feet. Other common species growing nearby included burr medic (Medicago polymorpha), Bermuda grass (Cynodon sp.), huisache (Acacia sp.), mesquite (Prosopis sp.), and live oak (Quercus virginiana) (William Ocumpaugh, Texas Agricultural Experiment Station, Beeville, TX, personal communication). The Texas soil contained 3.38% total carbon and 0.32% total nitrogen before treatment.
The Illinois soil was collected from under A. thaliana plants. The soil was collected in 2005 at 42° 05' 34" N, 86° 21' 19" W, elevation 630 feet. Common co-occurring species included chickweed (Stellaria media), mouse-ear chickweed (Cerastium vulgatum), vetch species (Vicia spp.), sand bittercress (Cardamine parviflora), shepherd's purse (Capsella bursa-pastoris), houstonia (Houstonia spp.), purple dead nettle (Lamium purpureum), whitlow grass (Draba verna), small-flowered cranesbill (Geranium pusillum), dandelion (Taraxacum officinale), asters (Aster spp.), curly dock (Rumex crispus), field peppergrass (Lepidium campestre), bedstraw (Galium spp.), hop clover (Trifolium agrarium), and field violet (Viola arvensis) (Joy Bergelson, Joel Kniskern, and Megan Dunning, University of Chicago, IL, personal communication). The Illinois soil contained 2.21% total carbon and 0.19% total nitrogen before treatment.
The Oregon soil was collected in 2005 from Trask Mountain, at 45° 26' 29" N, 123° 20' 39" W, elevation 2,000 ft. Co-occurring species included an overstory of coastal Douglas fir (Pseudotsuga menziesii) and Western hemlock (Tsuga heterophylla) and an understory consisting of salal (Gaultheria shallon), Oregon grape (Mahonia aquifolium), and sword fern (Polystichum munitum) (Rick Kelsey, USDA Forest Service, personal communication). The Oregon soil contained 5.13% total carbon and 0.21% total nitrogen before treatment.
Plant material.
Arabidopsis thaliana Col-0 and Medicago truncatula Jemalong were used as the resident or nonresident plant species for this study. A. thaliana seeds were surface sterilized for 5 min in 20% bleach solution, rinsed four times with sterile deionized water, and germinated directly in premoistened experimental soils. M. truncatula seeds were scarified in sulfuric acid for 5 min, rinsed until the rinsate pH measured >5.5, surface sterilized for 10 min in 20% bleach solution, rinsed four times with sterile deionized water, and directly seeded to premoistened experimental soils.
Root exudate preparation.
Plant root exudates were generated under sterile conditions in vitro. A. thaliana and M. truncatula seeds were surface sterilized as described above and plated on MS agar plates (0.8% agar, 1% sucrose; Caisson Laboratories), and the seedlings transferred to liquid MS medium (MS, 3% sucrose, pH 5.8) and allowed to grow for 2 weeks. After 2 weeks, the MS medium was removed, and the plants were rinsed with Hoagland's medium (a carbon-free and low-nitrogen medium, pH 5.8) and grown for 3 days in Hoagland's medium. After 3 days, the Hoagland's medium containing the exudates from each species was collected and held at –20°C until application. This medium was replaced with MS medium, in which the plants were grown for 4 days. After this time, the procedure was repeated, replacing MS medium with Hoagland's medium for exudate collection. This method was used to allow for rapid growth under laboratory conditions while preventing the application of excess carbon/nitrogen to the soil when root exudates were used as treatments. Though the exudate profiles of soil-grown plants are likely to be different than those of in vitro-grown plants, attempts were made to minimize this effect by using a number of plants for in vitro exudate generation that was equivalent to that used under greenhouse conditions. The exudate solution was then divided equally (typically, 2.0- to 3.0-ml amounts) among the replicates. Exudates were applied weekly, and watering was scheduled such that water was not applied to the pots within 24 h of exudate application, to prevent immediate exudate leaching through the soil.
Soil sampling.
The top 2.0 cm of soil within a 0.7-cm radius around the crown of the plant was collected by using a cork borer sterilized with 20% bleach and rinsed with deionized water. This sampling procedure was used to allow for multigenerational sampling without great soil disturbance between generations. Soil samples were transferred to scintillation vials and stored at –20°C until processing.
Fungal community analysis.
Soil samples (500 mg) were subjected to DNA extraction using an UltraClean soil DNA kit (Mo Bio, Carlsbad, CA) according to the manufacturer's instructions, except for the addition of one extra wash with ethanol to remove excess humic acid. The soil DNA was quantified by using a Nanodrop spectrophotometer (Nanodrop Technologies, Wilmington, DE) and diluted with distilled water to a concentration of 20 ng µl–1.
The fungal DNA in the soil samples was amplified by using fungus-specific primers (ITS1-F and ITS4) previously described (9, 19, 35). The quantity of total fungal DNA in the sample was determined by measuring Sybr green fluorescence (iCycler iQ; Bio-Rad, Hercules, CA) using an external standard curve generated from serial dilutions of fungal DNA obtained from five different fungal species (Fusarium equiseti, Alternaria solani, Verticillium sp., Rhizoctonia solani, and Scletorina sclerotium). All PCR mixtures contained 5 µl (100 ng) soil DNA, 10 µl 2x jumpstart reaction mix (Sigma, St. Louis, MO), 2.4 µl 25 mM MgCl2, 0.2 µl 1 µM fluorescein, and 0.4 µl 10 µM forward and reverse primers and were brought to 20 µl with distilled water. The PCR products were amplified for 32 cycles (at 95°C for 30 s, 55°C for 30 s, and 72°C for 60 s).
Length heterogeneity analysis of PCR amplicons was achieved by capillary electrophoresis (ABI Prism 310; Applied Biosystems) by means of a 5' 6-carboxyfluorescein-labeled ITS1-F primer. Briefly, PCR samples from the previously described amplification reactions were diluted with 80 µl of distilled water and 2 µl was added to 13 µl of a loading buffer (12 µl formamide, 0.5 µl 0.3 M NaOH, and 0.5 µl Genescan 2500 [6-carboxytetramethylrhodamine] size standard). The analysis conditions were as follows: Genescan POP4 polymer, 15-s 15-kV injection, and 60-min 10-kV electrophoresis. Scoring of amplicons into unique 2-bp bins (or fungal phylotypes) was performed by using Genemapper software (version 4). For each sample, the phylotype richness was determined as the number of unique fragments. The phylotype abundance was determined by measuring the capillary electrophoretic peak heights of individual phylotypes. Fragments with a peak height below 50 relative fluorescent units were not included in the analysis.
The PCR step of this method selectively amplifies internal transcribed spacer sequences from Ascomycetes, Basidiomycetes, and Zygomycetes. It does not amplify sequences from Oomycetes (19), bacteria, or plants (D. K. Manter, unpublished data). Its template heterogeneity prevents its use as an absolutely quantitative measure, but it is reliable in determining the relative abundances of phylotypes, as the amplicon quantity reflects the abundance of template in the original sample (19). During analysis by electrophoresis, one electrophoretic peak may represent one or more phylotypes. Fragment length heterogeneity analysis likely underestimates the phylotype diversity (19).
Soil carbon and nitrogen analysis.
The remaining soil samples not used for DNA extraction were dried at 70°C, and samples for C:N analysis were generated by pooling two to three replicates for each treatment and generating three replicates for C:N analysis. Dried soil (200 mg) was analyzed for total carbon and nitrogen using a LECO CHN1000 analyzer.
Statistical analysis.
All analyses were conducted with SAS 9.1 using the mixed model procedure. Significant changes in the measured fungal community characteristics over time (generations) were analyzed by using a repeated-measure analysis of variance (ANOVA), with soil a fixed effect, generation a repeated measure, and individual pots serving as the subjects. Since pretreatment (generation 0) samples were not available for all pots, the average pretreatment value of the six pretreatment subsamples was used. P values of <0.05 are considered significant for all tests. The community characteristics tested included total fungal abundance (quantitative PCR), phylotype richness (i.e., number of fragments), individual phylotype abundance (peak heights for each unique fragment), and Sorenson's similarity indices. Sorenson's similarity indices were calculated for each individual pot in PC-ORD 5.0.
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Real-time PCR analysis of soil DNA demonstrated that fungal biomass levels remained elevated through three generations when a resident plant species was present and that fungal biomass levels fell rapidly when a nonresident plant species or no plant was present (Fig. 2A). These effects were most apparent after two or more generations and were consistent for all three soil types: fungal biomass remained elevated only when a plant species that is a resident of that soil was present. However, even in resident treatments, fungal biomass decreased by the third generation.
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FIG. 2. Change in soil fungal community characteristics in response to A. thaliana and M. truncatula plants or their exudates. Total fungal DNA estimated from quantitative PCR for experiment 1 (A) and experiment 2 (B). Average phylotype richness for experiment 1 (C) and experiment 2 (D). Treatment codes: c, no plant/exudate control; rp and re, resident plants and resident exudates (A. thaliana in Illinois soil and M. truncatula in Texas soil); nrp and nre, nonresident plants and nonresident exudates (A. thaliana in Illinois or Oregon soil and M. truncatula in Texas or Oregon soil). DW, dry weight; G0, pretreatment generation; G1, G2, G3, posttreatment generations 1 to 3. Phylotype richness is based on peak counts following length heterogeneity analysis. Error bars show standard errors of the means. An asterisk indicates a significant difference (P < 0.05) from the pretreatment value.
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These results suggest two nonexclusive scenarios: (i) there is a net positive effect of resident plants or exudates on the biomass of soil fungi, or (ii) there is a net negative effect of nonresident plants or exudates on the biomass of soil fungi. To distinguish between the two, a second experiment was initiated (Fig. 1). This experiment was performed by using soils from experiment 1 that had been treated with resident plants or exudates and following them for two additional generations. In this experiment, resident plants were grown in all pots and half of the pots were supplemented with nonresident exudates. Using this design, one might expect to observe one of three alternative results: (i) the fungal biomass would be expected to accelerate its rate of decline if fungal-growth-inhibiting substances are present in the nonnative root exudates, (ii) the fungal biomass would maintain a comparable rate of decrease if the sole factor driving the results shown in Fig. 2A was the presence or absence of resident plants and their exudates, or (iii) the fungal biomass would be expected to increase if carbon substrate (metabolite) diversity is shaping the community. Resident plant treatments continued the trend as observed for the first three generations, with slightly decreasing fungal biomass over time (Fig. 2B). However, when resident plants were grown and supplemented with nonresident root exudates, the soil fungal biomass increased significantly (Fig. 2B).
Biomass is only one measure of the soil fungal community and not necessarily representative of community complexity. To gain further insight into the community structure, amplified PCR products from biomass measures were analyzed via capillary electrophoresis to gauge community diversity, as measured by phylotype richness. On average, the pretreatment soils had phylotype richnesses of 17, 14, and 11 (phylotype richnesses of Oregon, Illinois, and Texas soils, respectively). Nonresident plants and root exudates failed to support the diversity of the fungal community as much as resident plants and exudates (Fig. 2C). The examination of phylotype diversity in experiment 2, in which pots were treated with resident plants or resident plants supplemented with nonresident exudates, reveals that fungal phylotype richness tended to increase, though not significantly so (Fig. 2D), when nonresident exudates were applied.
Phylotype richness reports the number of taxa in the soil sample but provides no information on the quantitative trends for individual taxa. To better understand how the community changed quantitatively in response to the treatments, the Sorensen's similarity index was calculated, comparing each sample to generation zero. This index takes into account not only phylotype presence/absence but changes in relative abundance, as measured by capillary electrophoretic peak height, and can respond to both increases and decreases of individual phylotypes. Resident plants and exudates maintained a more-similar fungal community than did nonresident plants and exudates or controls (Fig. 3A). The second experiment revealed that the community similarity rapidly decreased if nonresident exudates were applied in addition to resident plants (Fig. 3B), indicating that the addition of nonresident exudates has a dramatic effect on fungal community structure.
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FIG. 3. Similarities (Sorenson's similarity index) of soil fungal communities exposed to A. thaliana and M. truncatula plants or their exudates to the pretreatment community. (A) Results for experiment 1. (B) Results for experiment 2. Treatment codes below the figure are defined in the Fig. 2 legend. Error bars show standard errors of the means. An asterisk indicates a significant difference (P < 0.05) from the pretreatment value.
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10 phylotypes while increasing the abundance of 7. Likewise, nonresident exudates reduced the abundance of eight phylotypes while increasing the abundance of six (Fig. 4A). Supplementing resident plants with nonresident exudates resulted in three phylotypes that decreased in abundance and seven phylotypes that increased in abundance (Fig. 4B).
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FIG. 4. Number of phylotypes significantly decreasing or increasing between pre- and posttreatment (generation 3) for experiment 1 (A) and experiment 2 (B). Treatment codes below the figure are defined in the Fig. 2 legend. Error bars show standard errors of the means. Means with different letters are significantly different (P < 0.05).
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In an effort to clarify the role of plants and root exudates in structuring the soil fungal community, multiple soils were treated with either resident plants or their root exudates, nonresident plants or their root exudates, or no-plant/no-exudate controls. The results of this experiment demonstrate that resident plants, or their root exudates in isolation, are capable of maintaining the soil fungal community to a much greater extent than nonresident plants over three generations and that the effect of plant species was apparent by the second plant generation. These data establish that root exudates of diverse plant species (an arbuscular mycorrhizal and nodulating legume and a nonmycorrhizal Brassicaceae) can influence the composition of soil fungal communities in diverse soil types in the absence of intact root biomass. However, even when resident plants or exudates were applied, soil fungal biomass declined slightly by the third generation. This could be due to depletion of nutrients in the soil other than nitrogen and carbon over multiple generations (13) or the reduction of plant species diversity influencing the fungal community. The observed changes in the soil fungal community may be a transient response toward a new stable community driven by the novel plant species. A similar effect has been observed under field conditions with invasive plant species (2, 29).
The first experiment displaced resident plant species for nonresident plant species, and therefore, confounding variables (loss of one species and gain of a novel species) limit the interpretation of the results. Experiment 2 was designed to distinguish between positive growth regulation by resident plants/exudates and negative growth regulation by nonresident plants/exudates. The data from this experiment indicate that plant root exudates regulate the soil fungal community by two mechanisms that act on specific fungal phylotypes. One mechanism serves to reduce relative abundance through either an antifungal effect of the exudates or a chemical signal that negatively impacts growth, while a second mechanism positively regulates relative abundance, either through growth-inducing chemical signals or the provision of a supply of an appropriate carbon substrate.
Root exudates are estimated to total between 2 and 10 percent of the total fixed carbon for a plant (14). The relatively minor absolute abundance of root exudates compared to total root biomass belies the importance of root exudates in structuring the soil fungal community. Recent evidence suggests that root exudation is an active, ATP-dependent process in A. thaliana (18) and soybeans (30). The active nature of root exudation, coupled with our data, suggests that root exudates do not represent a passive loss of carbon to the rhizosphere, as is commonly suggested, but that they play an active role in shaping the soil fungal community. A. thaliana is known to accumulate the ubiquitous phenylpropanoids, as well as more phylogenetically restricted glucosinolates, in its roots (3, 32), and many of these compounds and others are found in root exudates (23). M. truncatula is known to secrete flavonoids as root exudates (25, 28), and it accumulates numerous triterpene saponins, flavonoids, and isoflavonoids in its root tissue and as exudates from root-derived cell cultures (5, 8, 11, 12). This wealth of secondary metabolites offers ample opportunity for specificity in the response of fungi to plant root exudates, and our liquid chromatography-mass spectrometry profiling results (data not shown) document the qualitative differences between A. thaliana and M. truncatula exudates. Future studies should focus on identifying both the fungal taxa that are selectively responding and the exudate and/or root components that are responsible for this selection.
We thank William R. Ocumpaugh and Rick Kelsey for supplying soils from Texas and Oregon, respectively, and for providing helpful information on those soils. We also thank Dan Reuss and Colin Pinney for assistance in operating the Leco carbon and nitrogen analyzer and members of the Vivanco laboratory for helpful discussions.
The authors declare no conflict of interest.
Published ahead of print on 14 December 2007. ![]()
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