| Literature DB >> 30285730 |
R D Manzanedo1, F R Schanz2, M Fischer2, E Allan2.
Abstract
BACKGROUND: Understanding and predicting the response of tree populations to climate change requires understanding the pattern and scale of their adaptation. Climate is often considered the major driver of local adaptation but, although biotic factors such as soil pathogens or mutualists could be as important, their role has typically been neglected. Biotic drivers might also interact with climate to affect performance and mycorrhizae, in particular, are likely to play a key role in determining drought resistance, which is important in the context of adaptation to future environmental change. To address these questions, we performed a fully reciprocal soil-plant transplant experiment using Fagus sylvatica seedlings and soils from three regions in Germany. To separate the biotic and abiotic effects of inoculation, half of the plants were inoculated with natural soil from the different origins, while the rest were grown on sterilized substrate. We also imposed a drought stress treatment to test for interactions between soil biota and climate. After 1 year of growth, we measured aboveground biomass of all seedlings, and quantified mycorrhizal colonization for a subset of the seedlings, which included all soil-plant combinations, to disentangle the effect of mycorrhiza from other agents.Entities:
Keywords: Drought resistance; Ectomycorrhizae; Genetic adaptation; Plant-fungal interactions; Reciprocal transplant; Soil
Mesh:
Substances:
Year: 2018 PMID: 30285730 PMCID: PMC6171197 DOI: 10.1186/s12898-018-0197-5
Source DB: PubMed Journal: BMC Ecol ISSN: 1472-6785 Impact factor: 2.964
Mean climatic parameters for each Biodiversity Exploratory region, as measured directly on the monocultural Fagus sylvatica plots from 2009 to 2016
| Exploratory site | Code | Summer P (mm) | Summer T (°C) | Annual P (mm) | Annual T (°C) | Soil moisture at 10 cm (%) | Soil moisture at 20 cm (%) |
|---|---|---|---|---|---|---|---|
| Schorfheide-Chorin | Low | 177 | 16.96 | 623 | 8.57 | 13.67 | 10.49 |
| Hainich-Dün | Middle | 169 | 15.40 | 512 | 7.67 | 26.19 | 25.62 |
| Schwäbische Alb | High | 273 | 15.27 | 808 | 7.45 | 32.49 | 28.21 |
| Bern | CG | 358 | 17.00 | 986 | 8.60 | – | – |
Annual values for precipitation and temperature (Annual P, Annual T) express whole-year average across plots, while seasonal values (Summer P and Summer T) are June–August averages. Soil moisture 10 cm and Soil moisture 20 cm are June to August mean percentages of volumetric water content at the specified depth. The temperature and precipitation conditions for the location of the common garden experiment (Bern, CG) are also shown
Fig. 1Dried aboveground biomass by soil origin and plant origin in the common garden experiment. Open symbols are model predictions after standardizing by initial size. Mean values are displayed as filled symbols with letter code per region. Means of local combinations are displayed as darker colour and with double symbol border. Regions names coded as in Table 1. F-value and significance of the interaction are also displayed
Model selection and levels of significance in the linear mixed model analysing seedling aboveground biomass
| Aboveground biomass | |||||
|---|---|---|---|---|---|
| Explanatory variable | numDF | F-value | p-value | ΔAIC | |
|
| 1668.74 | < 0.0001 | *** | ||
|
| 1 | 165.20 | < 0.0001 | *** | |
|
| 1 | 3.44 | 0.08 | n.s. | |
|
| 2 | 2.84 | 0.06 | n.s. | |
|
| 2 | 254.28 | < 0.0001 | *** | |
|
| 2 | 3.78 | 0.02 | * | |
|
| 4 | 4.81 | 0.0009 | ** | |
| Inoculum | 1 | 0.24 | n.s. | − 0.61 | |
| Soil.origin : inoculum | 2 | 0.10 | n.s. | + 0.60 | |
| Drought : soil.origin | 2 | 0.36 | n.s. | − 1.96 | |
| Drought : inoculum | 1 | 0.65 | n.s. | − 1.79 | |
| Drought : soil.origin : inoculum | 2 | 0.45 | n.s. | − 2.42 | |
| Drought : soil.origin : plant.origin | 4 | 0.80 | n.s. | − 6.35 | |
| Plant.origin : inoculum | 2 | 0.91 | n.s. | − 3.81 | |
| Drought : plant.origin : inoculum | 2 | 0.80 | n.s. | − 3.54 | |
| Soil.origin : plant.origin : inoculum | 4 | 0.80 | n.s. | − 6.38 | |
| Drought : soil.origin : plant.origin : inoculum | 4 | 0.86 | n.s. | − 6.69 | |
Variables are shown in reverse order of the backward variable selection (i.e. variables at the bottom of the table were deleted first from the full model). Variables retained in the minimal model are shown in bolditalics on top. numDF specifies the number of degrees of freedom for each variable. The difference in Akaike’s Information Criterion (ΔAIC) is shown for the variables that were deleted from the model. Both the p value from the likelihood ratio test (p-value) and the ΔAIC values were considered and variables were only retained in the model if their deletion resulted in a significant p-value and a ΔAIC > 2. In the minimal model, fixed factors alone explained 66% of the deviance (R2m = 0.66), while both fixed and random increased the deviance explained by 4% (R2c = 0.70)
Fig. 2Effect of drought on aboveground biomass for each provenance. Open symbols are model predictions after standardizing by initial size. Mean values are displayed as filled symbols with letter code per region as in Fig. 1. F-value and significance of the interaction are displayed
Model selection and levels of significance in the generalized linear model analysing the percentage of mycorrhizal root tips
| Mycorrhizal root tips (%) | ||||
|---|---|---|---|---|
| Explanatory variable | numDF | F-value | p-value | |
|
| 2 | 0.18 | 0.84 | – |
|
| 2 | 2.26 | 0.11 | – |
|
| 1 | 0.28 | 0.60 | – |
|
| 1 | 1.82 | 0.18 | – |
|
| 1 | 1.47 | 0.23 | – |
|
| 2 | 3.15 | 0.04 | * |
|
| 2 | 3.54 | 0.03 | * |
| Drought: inoculum | 1 | 0.09 | n.s. | |
| Plant.origin: inoculum | 2 | 0.21 | n.s. | |
| Drought: soil.origin | 2 | 0.30 | n.s. | |
| Soil.origin: plant origin | 4 | 0.73 | n.s. | |
| Drought: plant.origin : inoculum | 2 | 0.05 | n.s. | |
| Soil.origin: plant.origin : inoculum | 4 | 0.11 | n.s. | |
| Drought: soil.origin : plant.origin | 4 | 0.11 | n.s. | |
| Drought: soil origin : inoculum | 2 | 0.49 | n.s. | |
| Drought: soil.origin : plant.origin : inoculum | 4 | 0.09 | n.s. | |
Variables are shown in reverse order of the backward variable selection (i.e. variables at the bottom of the table were deleted first from the full model). Variables retained in the minimal model are shown in bolditalics on top. numDF specifies the number of degrees of freedom of each variable
Fig. 3Effects of drought on the percentage of mycorrhizal root tips. Small symbols denote raw measurements while mean values per provenance are displayed as big symbols with standard error bars. F-value and significance of the interaction are also displayed