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Rivière M, Meroz Y. Plants sum and subtract stimuli over different timescales. Proc Natl Acad Sci U S A 2023; 120:e2306655120. [PMID: 37816057 PMCID: PMC10589710 DOI: 10.1073/pnas.2306655120] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2023] [Accepted: 09/03/2023] [Indexed: 10/12/2023] Open
Abstract
Mounting evidence suggests that plants engage complex computational processes to quantify and integrate sensory information over time, enabling remarkable adaptive growth strategies. However, quantitative understanding of these computational processes is limited. We report experiments probing the dependence of gravitropic responses of wheat coleoptiles on previous stimuli. First, building on a mathematical model that identifies this dependence as a form of memory, or a filter, we use experimental observations to reveal the mathematical principles of how coleoptiles integrate multiple stimuli over time. Next, we perform two-stimulus experiments, informed by model predictions, to reveal fundamental computational processes. We quantitatively show that coleoptiles respond not only to sums but also to differences between stimuli over different timescales, constituting evidence that plants can compare stimuli-crucial for search and regulation processes. These timescales also coincide with oscillations observed in gravitropic responses of wheat coleoptiles, suggesting shoots may combine memory and movement in order to enhance posture control and sensing capabilities.
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Affiliation(s)
- Mathieu Rivière
- Faculty of Life Sciences, School of Plant Science and Food Security, Tel Aviv University, Tel Aviv6997801, Israel
| | - Yasmine Meroz
- Faculty of Life Sciences, School of Plant Science and Food Security, Tel Aviv University, Tel Aviv6997801, Israel
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2
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Zhang X, Yan J, Wu F. Response of Cucumis sativus to Neighbors in a Species-Specific Manner. Plants (Basel) 2022; 12:139. [PMID: 36616268 PMCID: PMC9824612 DOI: 10.3390/plants12010139] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/28/2022] [Revised: 12/22/2022] [Accepted: 12/23/2022] [Indexed: 06/17/2023]
Abstract
Plants exhibit various behaviors of growth and allocation that play an important role in plant performance and social interaction as they grow together. However, it is unclear how Cucumis sativus plants respond to different neighbors. Here, we performed 5 neighbor combinations with C. sativus as the focal species. The selected materials of C. sativus responded to neighbors and exhibited different behavior strategies in a species-specific manner. All competition treatments reduced the growth of C. sativus seedlings to a certain extent, but only the Eruca sativa neighbor treatment reached a significant level in total root length and shoot biomass. Compared with growing under solitary conditions, focal plants avoided, tended to and did not change their allocation to their nearby plants. The larger the biomass of their neighbors, the stronger the inhibition of the focal plants. In addition, no significant correlations between growth and allocation variables were found, suggesting that growth and allocation are two important aspects of C. sativus behavioral strategies. Our findings provide reference and support for agricultural production of C. sativus, but further research and practice are still needed.
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Affiliation(s)
- Xiu Zhang
- Department of Horticulture, Northeast Agricultural University, Harbin 150030, China
- Key Laboratory of Cold Area Vegetable Biology, Northeast Agricultural University, Harbin 150030, China
| | - Jingfan Yan
- Department of Horticulture, Northeast Agricultural University, Harbin 150030, China
- Key Laboratory of Cold Area Vegetable Biology, Northeast Agricultural University, Harbin 150030, China
| | - Fengzhi Wu
- Department of Horticulture, Northeast Agricultural University, Harbin 150030, China
- Key Laboratory of Cold Area Vegetable Biology, Northeast Agricultural University, Harbin 150030, China
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3
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Bhugra S, Mukherjee P, Kaushik V, Jha R, Lall B, Chaudhury S. TARSNet: Topology Aware Root Segmentation Network for plant phenotyping. Proceedings of the Thirteenth Indian Conference on Computer Vision, Graphics and Image Processing 2022. [DOI: 10.1145/3571600.3571660] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/19/2023]
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4
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Vora SM, Ankati S, Patole C, Podile AR, Archana G. Alterations of Primary Metabolites in Root Exudates of Intercropped Cajanus cajan-Zea mays Modulate the Adaptation and Proteome of Ensifer (Sinorhizobium) fredii NGR234. Microb Ecol 2022; 83:1008-1025. [PMID: 34351469 DOI: 10.1007/s00248-021-01818-4] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/26/2021] [Accepted: 07/07/2021] [Indexed: 05/22/2023]
Abstract
Legume-cereal intercropping systems, in the context of diversity, ecological function, and better yield have been widely studied. Such systems enhance nutrient phytoavailability by balancing root-rhizosphere interactions. Root exudates (RE) play an important role in the rhizospheric interactions of plant-plant and/or plant-microbiome interaction. However, the influence of the primary metabolites of RE on plant-rhizobia interactions in a legume-cereal intercrop system is not known. To understand the plant communication with rhizobia, Cajanus cajan-Zea mays intercropped plants and the broad host range legume nodulating Ensifer fredii NGR234 as the model plants and rhizobium used respectively. A metabolomics-based approach revealed a clear separation between intercropped and monocropped RE of the two plants. Intercropped C. cajan showed an increase in the myo-inositol, and proline, while intercropped Z. mays showed enhanced galactose, D-glucopyranoside, and arginine in the RE. Physiological assays of NGR234 with the RE of intercropped C. cajan exhibited a significant enhancement in biofilm formation, while intercropped Z. mays RE accelerated the bacterial growth in the late log phase. Further, using label-free proteomics, we identified a total of 2570 proteins of NGR234 covering 50% annotated protein sequences upon exposure to Z. mays RE. Furthermore, intercropped Z. mays RE upregulated bacterioferritin comigratory protein (BCP), putative nitroreductase, IlvD, LeuC, D (branched-chain amino acid proteins), and chaperonin proteins GroEL2. Identification offered new insights into the metabolome of the legume-cereal intercrop and proteome of NGR234-Z. mays interactions that underline the new molecular candidates likely to be involved in the fitness of rhizobium in the intercropping system.
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Affiliation(s)
- Siddhi M Vora
- Department of Microbiology and Biotechnology Centre, The Maharaja Sayajirao University of Baroda, Vadodara, Gujarat, India
| | - Sravani Ankati
- Department of Plant Sciences, University of Hyderabad, Hyderabad, Telangana, India
| | - Chhaya Patole
- Institute for Stem Cell Science and Regenerative Medicine, NCBS-TIFR Campus, Bellary Road, Bangalore, Karnataka, India
| | - Appa Rao Podile
- Department of Plant Sciences, University of Hyderabad, Hyderabad, Telangana, India
| | - G Archana
- Department of Microbiology and Biotechnology Centre, The Maharaja Sayajirao University of Baroda, Vadodara, Gujarat, India.
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Griffiths M, Delory BM, Jawahir V, Wong KM, Bagnall GC, Dowd TG, Nusinow DA, Miller AJ, Topp CN. Optimisation of root traits to provide enhanced ecosystem services in agricultural systems: A focus on cover crops. Plant Cell Environ 2022; 45:751-770. [PMID: 34914117 PMCID: PMC9306666 DOI: 10.1111/pce.14247] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Revised: 11/05/2021] [Accepted: 12/01/2021] [Indexed: 05/26/2023]
Abstract
Roots are the interface between the plant and the soil and play a central role in multiple ecosystem processes. With intensification of agricultural practices, rhizosphere processes are being disrupted and are causing degradation of the physical, chemical and biotic properties of soil. However, cover crops, a group of plants that provide ecosystem services, can be utilised during fallow periods or used as an intercrop to restore soil health. The effectiveness of ecosystem services provided by cover crops varies widely as very little breeding has occurred in these species. Improvement of ecosystem service performance is rarely considered as a breeding trait due to the complexities and challenges of belowground evaluation. Advancements in root phenotyping and genetic tools are critical in accelerating ecosystem service improvement in cover crops. In this study, we provide an overview of the range of belowground ecosystem services provided by cover crop roots: (1) soil structural remediation, (2) capture of soil resources and (3) maintenance of the rhizosphere and building of organic matter content. Based on the ecosystem services described, we outline current and promising phenotyping technologies and breeding strategies in cover crops that can enhance agricultural sustainability through improvement of root traits.
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Affiliation(s)
| | | | | | - Kong M. Wong
- Donald Danforth Plant Science CenterSt. LouisMissouriUSA
| | | | - Tyler G. Dowd
- Donald Danforth Plant Science CenterSt. LouisMissouriUSA
| | | | - Allison J. Miller
- Donald Danforth Plant Science CenterSt. LouisMissouriUSA
- Department of BiologySaint Louis UniversitySt. LouisMissouriUSA
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Lopez G, Ahmadi SH, Amelung W, Athmann M, Ewert F, Gaiser T, Gocke MI, Kautz T, Postma J, Rachmilevitch S, Schaaf G, Schnepf A, Stoschus A, Watt M, Yu P, Seidel SJ. Nutrient deficiency effects on root architecture and root-to-shoot ratio in arable crops. Front Plant Sci 2022; 13:1067498. [PMID: 36684760 PMCID: PMC9846339 DOI: 10.3389/fpls.2022.1067498] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/11/2022] [Accepted: 12/12/2022] [Indexed: 05/10/2023]
Abstract
Plant root traits play a crucial role in resource acquisition and crop performance when soil nutrient availability is low. However, the respective trait responses are complex, particularly at the field scale, and poorly understood due to difficulties in root phenotyping monitoring, inaccurate sampling, and environmental conditions. Here, we conducted a systematic review and meta-analysis of 50 field studies to identify the effects of nitrogen (N), phosphorous (P), or potassium (K) deficiencies on the root systems of common crops. Root length and biomass were generally reduced, while root length per shoot biomass was enhanced under N and P deficiency. Root length decreased by 9% under N deficiency and by 14% under P deficiency, while root biomass was reduced by 7% in N-deficient and by 25% in P-deficient soils. Root length per shoot biomass increased by 33% in N deficient and 51% in P deficient soils. The root-to-shoot ratio was often enhanced (44%) under N-poor conditions, but no consistent response of the root-to-shoot ratio to P-deficiency was found. Only a few K-deficiency studies suited our approach and, in those cases, no differences in morphological traits were reported. We encountered the following drawbacks when performing this analysis: limited number of root traits investigated at field scale, differences in the timing and severity of nutrient deficiencies, missing data (e.g., soil nutrient status and time of stress), and the impact of other conditions in the field. Nevertheless, our analysis indicates that, in general, nutrient deficiencies increased the root-length-to-shoot-biomass ratios of crops, with impacts decreasing in the order deficient P > deficient N > deficient K. Our review resolved inconsistencies that were often found in the individual field experiments, and led to a better understanding of the physiological mechanisms underlying root plasticity in fields with low nutrient availability.
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Affiliation(s)
- Gina Lopez
- Crop Science, Institute of Crop Science and Resource Conservation, University of Bonn, Bonn, Germany
- *Correspondence: Gina Lopez, ; Sabine Julia Seidel,
| | - Seyed Hamid Ahmadi
- Crop Science, Institute of Crop Science and Resource Conservation, University of Bonn, Bonn, Germany
- Water Engineering Department, School of Agriculture, Shiraz University, Shiraz, Iran
- Drought Research Center, Shiraz University, Shiraz, Iran
| | - Wulf Amelung
- Soil Science, Institute of Crop Science and Resource Conservation, University of Bonn, Bonn, Germany
| | - Miriam Athmann
- Organic Farming and Cropping Systems, University of Kassel, Witzenhausen, Germany
| | - Frank Ewert
- Crop Science, Institute of Crop Science and Resource Conservation, University of Bonn, Bonn, Germany
- Directorate, Leibniz Centre for Agricultural Landscape Research (ZALF), Müncheberg, Germany
| | - Thomas Gaiser
- Crop Science, Institute of Crop Science and Resource Conservation, University of Bonn, Bonn, Germany
| | - Martina I. Gocke
- Soil Science, Institute of Crop Science and Resource Conservation, University of Bonn, Bonn, Germany
| | - Timo Kautz
- Crop Science, Thaer-Institute of Agricultural and Horticultural Sciences, Humboldt-University of Berlin, Berlin, Germany
| | - Johannes Postma
- Institute of Bio-Geosciences (IBG-2, Plant Sciences), Forschungszentrum Jülich GmbH, Jülich, Germany
| | - Shimon Rachmilevitch
- Blaustein Institutes for Desert Research, Ben Gurion University of the Negev, Beer Sheva, Israel
| | - Gabriel Schaaf
- Plant Nutrition Group, Institute of Crop Science and Resource Conservation, University of Bonn, Bonn, Germany
| | - Andrea Schnepf
- Institute for Bio- and Geosciences (IBG-3, Agrosphere), Forschungszentrum Jülich GmbH, Jülich, Germany
| | - Alixandrine Stoschus
- Crop Science, Institute of Crop Science and Resource Conservation, University of Bonn, Bonn, Germany
| | - Michelle Watt
- School of BioSciences, Faculty of Science, University of Melbourne, Melbourne, VIC, Australia
| | - Peng Yu
- Crop Functional Genomics, Institute of Crop Science and Resource Conservation, University of Bonn, Bonn, Germany
- Emmy Noether Group Root Functional Biology, Institute of Crop Science and Resource Conservation, University of Bonn, Bonn, Germany
| | - Sabine Julia Seidel
- Crop Science, Institute of Crop Science and Resource Conservation, University of Bonn, Bonn, Germany
- *Correspondence: Gina Lopez, ; Sabine Julia Seidel,
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Cseresnyés I, Kelemen B, Takács T, Füzy A, Kovács R, Megyeri M, Parádi I, Mikó P. Electrical Capacitance versus Minirhizotron Technique: A Study of Root Dynamics in Wheat-Pea Intercrops. Plants (Basel) 2021; 10:1991. [PMID: 34685800 DOI: 10.3390/plants10101991] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/01/2021] [Revised: 09/20/2021] [Accepted: 09/22/2021] [Indexed: 11/17/2022]
Abstract
This study evaluated the concurrent application and the results of the root electrical capacitance (CR) and minirhizotron (MR) methods in the same plant populations. The container experiment involved three winter wheat cultivars, grown as sole crops or intercropped with winter pea under well-watered or drought-stressed conditions. The wheat root activity (characterized by CR) and the MR-based root length (RL) and root surface area (RSA) were monitored during the vegetation period, the flag leaf chlorophyll content was measured at flowering, and the wheat shoot dry mass (SDM) and grain yield (GY) were determined at maturity. CR, RL and RSA exhibited similar seasonal patterns with peaks around the flowering. The presence of pea reduced the maximum CR, RL and RSA. Drought significantly decreased CR, but increased the MR-based root size. Both intercropping and drought reduced wheat chlorophyll content, SDM and GY. The relative decrease caused by pea or drought in the maximum CR was proportional to the rate of change in SDM or GY. Significant linear correlations (R2: 0.77-0.97) were found between CR and RSA, with significantly smaller specific root capacitance (per unit RSA) for the drought-stress treatments. CR measurements tend to predict root function and the accompanying effect on above-ground production and grain yield. The parallel application of the two in situ methods improves the evaluation of root dynamics and plant responses.
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Kurogane T, Tamaoki D, Yano S, Tanigaki F, Shimazu T, Kasahara H, Yamauchi D, Uesugi K, Hoshino M, Kamisaka S, Mineyuki Y, Karahara I. Visualization of Arabidopsis Root System Architecture in 3D by Refraction-Contrast X-Ray Micro-Computed Tomography. Microscopy (Oxf) 2021; 70:536-544. [PMID: 34264299 DOI: 10.1093/jmicro/dfab027] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2021] [Revised: 07/12/2021] [Accepted: 07/15/2021] [Indexed: 11/14/2022] Open
Abstract
Plant roots change their morphological traits in order to adapt themselves to different environmental conditions, resulting in alteration of the root system architecture. To understand this mechanism, it is essential to visualize morphology of the entire root system. To reveal effects of long-term alteration of gravity environment on root system development, we have performed an experiment in the International Space Station using Arabidopsis plants and obtained dried root systems grown in rockwool slabs. X-ray computed tomography (CT) technique using industrial X-ray scanners has been introduced to visualize root system architecture of crop species grown in soil in 3D non-invasively. In the case of the present study, however, root system of Arabidopsis is composed of finer roots compared with typical crop plants and rockwool is also composed of fibers having similar dimension to that of the roots. A higher spatial resolution imaging method is required for distinguishing roots from rockwool. Therefore, in the present study, we tested refraction-contrast X-ray micro-CT using coherent X-ray optics available at the beamline of the synchrotron radiation facility SPring-8 for bio-imaging. We have found that wide field of view but with low resolution obtained at the experimental Hutch 3 of this beamline provided an overview map of the root systems, while narrow field of view but with high resolution obtained at the experimental Hutch 1 provided extended architecture of the secondary roots, by clear distinction between roots and individual rockwool fibers, resulting in successful tracing of these roots from their basal regions.
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Affiliation(s)
- Tomofumi Kurogane
- Graduate School of Science and Engineering for Education, University of Toyama, 3190 Gofuku, Toyama 930-8555, Japan
| | - Daisuke Tamaoki
- Faculty of Science, University of Toyama, 3190 Gofuku, Toyama 930-8555, Japan
| | - Sachiko Yano
- Japan Aerospace Exploration Agency, 2-1-1 Sengen, Tsukuba 305-8505, Japan
| | - Fumiaki Tanigaki
- Japan Aerospace Exploration Agency, 2-1-1 Sengen, Tsukuba 305-8505, Japan
| | - Toru Shimazu
- Japan Space Forum, 3-2-1 Kandasurugadai, Tokyo 101-0062, Japan
| | - Haruo Kasahara
- Japan Manned Space Systems Corp., 1-1-26 Kawaguchi, Tsuchiura 300-0033, Japan
| | - Daisuke Yamauchi
- Graduate School of Life Science, University of Hyogo, 2167 Shosha, Himeji, Hyogo 671-2280, Japan
| | - Kentaro Uesugi
- Japan Synchrotron Radiation Research Institute, 1-1-1 Kouto, Sayo, Sayo-gun, Hyogo 679-5198, Japan
| | - Masato Hoshino
- Japan Synchrotron Radiation Research Institute, 1-1-1 Kouto, Sayo, Sayo-gun, Hyogo 679-5198, Japan
| | - Seiichiro Kamisaka
- Faculty of Science, University of Toyama, 3190 Gofuku, Toyama 930-8555, Japan
| | - Yoshinobu Mineyuki
- Graduate School of Life Science, University of Hyogo, 2167 Shosha, Himeji, Hyogo 671-2280, Japan
| | - Ichirou Karahara
- Faculty of Science, University of Toyama, 3190 Gofuku, Toyama 930-8555, Japan
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9
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Wang S, Callaway RM. Plasticity in response to plant-plant interactions and water availability. Ecology 2021; 102:e03361. [PMID: 33829488 DOI: 10.1002/ecy.3361] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/07/2020] [Revised: 12/02/2020] [Accepted: 01/13/2021] [Indexed: 01/13/2023]
Abstract
The plastic responses of plants to abiotic and biotic environmental factors have generally been addressed separately; thus we have a poor understanding of how these factors interact. For example, little is known about the effects of plant-plant interactions on the plasticity of plants in response to water availability. Furthermore, few studies have compared the effects of intra- and interspecific interactions on plastic responses to abiotic factors. To explore the effects of intraspecific and interspecific plant-plant interactions on plant responses to water availability, we grew Leucanthemum vulgare and Potentilla recta with a conspecific or the other species, and grew pairs of each species as controls in pots with the roots, but not shoots, physically separated. We subjected these competitive arrangements to mesic and dry conditions, and then measured shoot mass, root mass, total mass and root : shoot ratio and calculated plasticity in these traits. The total biomass of both species was highly suppressed by both intra- and interspecific interactions in mesic soil conditions. However, in drier soil, intraspecific interactions for both species and the effect of P. recta on L. vulgare were facilitative. For plasticity in response to water supply, when adjusted for total biomass, drought increased shoot mass, and decreased root mass and root : shoot ratios for both species in intraspecific interactions. When grown alone, there were no plastic responses in any trait except total mass, for either species. Our results suggested that plants interacting with other plants often show improved tolerance for drought than those grown alone, perhaps because of neighbor-induced shifts in plasticity in biomass allocation. Facilitative effects might also be promoted by plasticity to drought in root : shoot ratios.
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Affiliation(s)
- Shu Wang
- College of Forestry, Guizhou University, Guiyang, 550025, China.,Division of Biological Sciences and the Institute on Ecosystems, University of Montana, Missoula, Montana, 59812, USA
| | - Ragan M Callaway
- Division of Biological Sciences and the Institute on Ecosystems, University of Montana, Missoula, Montana, 59812, USA
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Cui X, Quan Z, Chen X, Zhang Z, Zhou J, Liu X, Chen J, Cao X, Guo L. GPR-Based Automatic Identification of Root Zones of Influence Using HDBSCAN. Remote Sensing 2021; 13:1227. [DOI: 10.3390/rs13061227] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
The belowground root zone of influence (ZOI) is fundamental to the study of the root–root and root–soil interaction mechanisms of plants and is vital for understanding changes in plant community compositions and ecosystem processes. However, traditional root research methods have a limited capacity to measure the actual ZOIs within plant communities without destroying them in the process. This study has developed a new approach to determining the ZOIs within natural plant communities. First, ground-penetrating radar (GPR), a non-invasive near-surface geophysical tool, was used to obtain a dataset of the actual spatial distribution of the coarse root system in a shrub quadrat. Second, the root dataset was automatically clustered and analyzed using the hierarchical density-based spatial clustering of applications with noise (HDBSCAN) algorithm to determine the ZOIs of different plants. Finally, the shape, size, and other characteristics of each ZOI were extracted based on the clustering results. The proposed method was validated using GPR-obtained root data collected in two field shrub plots and one simulation on a dataset from existing literature. The results show that the shrubs within the studied community exhibited either segregated and aggregated ZOIs, and the two types of ZOIs were distinctly in terms of shape and size, demonstrating the complexity of root growth in response to changes in the surrounding environment. The ZOIs extracted based on GPR survey data were highly consistent with the actual growth pattern of shrub roots and can thus be used to reveal the spatial competition strategies of plant roots responding to changes in the soil environment and the influence of neighboring plants.
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11
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Bourke PM, Evers JB, Bijma P, van Apeldoorn DF, Smulders MJM, Kuyper TW, Mommer L, Bonnema G. Breeding Beyond Monoculture: Putting the "Intercrop" Into Crops. Front Plant Sci 2021; 12:734167. [PMID: 34868116 PMCID: PMC8636715 DOI: 10.3389/fpls.2021.734167] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Accepted: 10/22/2021] [Indexed: 05/15/2023]
Abstract
Intercropping is both a well-established and yet novel agricultural practice, depending on one's perspective. Such perspectives are principally governed by geographic location and whether monocultural practices predominate. Given the negative environmental effects of monoculture agriculture (loss of biodiversity, reliance on non-renewable inputs, soil degradation, etc.), there has been a renewed interest in cropping systems that can reduce the impact of modern agriculture while maintaining (or even increasing) yields. Intercropping is one of the most promising practices in this regard, yet faces a multitude of challenges if it is to compete with and ultimately replace the prevailing monocultural norm. These challenges include the necessity for more complex agricultural designs in space and time, bespoke machinery, and adapted crop cultivars. Plant breeding for monocultures has focused on maximizing yield in single-species stands, leading to highly productive yet specialized genotypes. However, indications suggest that these genotypes are not the best adapted to intercropping systems. Re-designing breeding programs to accommodate inter-specific interactions and compatibilities, with potentially multiple different intercropping partners, is certainly challenging, but recent technological advances offer novel solutions. We identify a number of such technology-driven directions, either ideotype-driven (i.e., "trait-based" breeding) or quantitative genetics-driven (i.e., "product-based" breeding). For ideotype breeding, plant growth modeling can help predict plant traits that affect both inter- and intraspecific interactions and their influence on crop performance. Quantitative breeding approaches, on the other hand, estimate breeding values of component crops without necessarily understanding the underlying mechanisms. We argue that a combined approach, for example, integrating plant growth modeling with genomic-assisted selection and indirect genetic effects, may offer the best chance to bridge the gap between current monoculture breeding programs and the more integrated and diverse breeding programs of the future.
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Affiliation(s)
- Peter M. Bourke
- Plant Breeding, Wageningen University & Research, Wageningen, Netherlands
- Peter M. Bourke,
| | - Jochem B. Evers
- Centre for Crops Systems Analysis, Wageningen University & Research, Wageningen, Netherlands
| | - Piter Bijma
- Animal Breeding and Genomics, Wageningen University & Research, Wageningen, Netherlands
| | - Dirk F. van Apeldoorn
- Farming Systems Ecology Group, Wageningen University & Research, Wageningen, Netherlands
- Field Crops, Wageningen University & Research, Lelystad, Netherlands
| | | | - Thomas W. Kuyper
- Soil Biology, Wageningen University & Research, Wageningen, Netherlands
| | - Liesje Mommer
- Plant Ecology and Nature Conservation, Wageningen University & Research, Wageningen, Netherlands
| | - Guusje Bonnema
- Plant Breeding, Wageningen University & Research, Wageningen, Netherlands
- *Correspondence: Guusje Bonnema,
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12
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Teste FP, Dixon KW, Lambers H, Zhou J, Veneklaas EJ. The potential for phosphorus benefits through root placement in the rhizosphere of phosphorus-mobilising neighbours. Oecologia 2020; 193:843-55. [PMID: 32816111 DOI: 10.1007/s00442-020-04733-6] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2019] [Accepted: 08/13/2020] [Indexed: 10/23/2022]
Abstract
Plants that produce specialised cluster roots, which mobilise large quantities of poorly available nutrients such as phosphorus (P), can provide a benefit to neighbouring plants that produce roots in the cluster rhizosphere, as demonstrated previously in pot studies. To be effective, such roots must be present within the short time of peak cluster activity. We tested if this requirement is met, and quantified potential P benefits, in a hyperdiverse Mediterranean woodland of southwest Australia where cluster-rooted species are prominent. Using minirhizotrons, we monitored root dynamics during the wet season in the natural habitat. We found non-cluster roots intermingling with all 57 of the observed cluster roots of the studied tree species, Banksia attenuata. Almost all (95%) of these cases were observed in a high-moisture treatment simulating the 45-year average, but not present when we intercepted some of the rainfall. We estimate that cluster-root activity can increase P availability to intermingling roots to a theoretical maximum of 80% of total P in the studied soil. Due to their high P-remobilisation efficiency (89%), which results from P rapidly being relocated from cluster roots within the plant, senesced Banksia cluster roots are a negligible P source for other roots. We conclude that, rather than serving as a P source, it is the cluster-root activity, particularly the exudation of carboxylates, that may improve the coexistence of interacting species that are capable of root intermingling, thus potentially promoting species diversity in nutrient-poor habitats, and that this mechanism will be less effective in a drying climate.
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13
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Wu C, Huan Y, Yang L, Lin L, Liao M, Wang J, Wang Z, Liang D, Xia H, Tang Y, Lv X, Wang X. Effects of intercropping with two Solanum species on the growth and cadmium accumulation of Cyphomandra betacea seedlings. Int J Phytoremediation 2020; 22:1242-1248. [PMID: 32393060 DOI: 10.1080/15226514.2020.1759505] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
The contamination of orchard by cadmium (Cd) has recently increased in severity. To decrease the Cd content in fruit tree, a pot-based experiment was conducted to study the effects of intercropping with two Solanum species (Solanum alatum and Solanum diphyllum) on the growth and Cd accumulation of Cyphomandra betacea seedlings. The data revealed that intercropping with two Solanum species significantly increased the biomass, photosynthetic pigment contents, antioxidant enzyme activities, and soluble protein contents of C. betacea seedlings under Cd stress condition. The intercropping significantly decreased the Cd content in C. betacea seedlings. However, the intercropping significantly decreased the S. alatum and S. diphyllum biomasses, while increased the Cd content and accumulation in the roots and shoots of two Solanum species, and the Cd uptake by S. alatum was lower than that of S. diphyllum. Therefore, intercropping with these two Solanum species, especially S. diphyllum, may promote the growth and decrease the Cd content in C. betacea.
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Affiliation(s)
- Caifang Wu
- Institute of Pomology and Olericulture, Sichuan Agricultural University, Chengdu, China
| | - Yunmin Huan
- College of Horticulture, Sichuan Agricultural University, Chengdu, China
| | - Liu Yang
- College of Horticulture, Sichuan Agricultural University, Chengdu, China
| | - Lijin Lin
- Institute of Pomology and Olericulture, Sichuan Agricultural University, Chengdu, China
| | - Ming'an Liao
- College of Horticulture, Sichuan Agricultural University, Chengdu, China
| | - Jin Wang
- Institute of Pomology and Olericulture, Sichuan Agricultural University, Chengdu, China
| | - Zhihui Wang
- College of Horticulture, Sichuan Agricultural University, Chengdu, China
| | - Dong Liang
- Institute of Pomology and Olericulture, Sichuan Agricultural University, Chengdu, China
| | - Hui Xia
- Institute of Pomology and Olericulture, Sichuan Agricultural University, Chengdu, China
| | - Yi Tang
- Institute of Pomology and Olericulture, Sichuan Agricultural University, Chengdu, China
| | - Xiulan Lv
- Institute of Pomology and Olericulture, Sichuan Agricultural University, Chengdu, China
| | - Xun Wang
- Institute of Pomology and Olericulture, Sichuan Agricultural University, Chengdu, China
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14
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Abstract
Although root traits play a critical role in mediating plant-plant interactions and resource acquisition from the soil environment, research examining whether and how belowground competition can influence the evolution of root traits remains largely unexplored. Here we examine the possibility that root traits may evolve as a target of selection from interspecific competition using Ipomoea purpurea and I. hederacea, two closely related morning glory species that commonly co-occur in the United States, as a model system. We show that belowground competitive interactions between the two species can alter the pattern of selection on root traits in each species. Specifically, competition with I. purpurea changes the pattern of selection on root angle in I. hederacea, and competitive interactions with I. hederacea change the pattern of selection on root size in I. purpurea. However, we did not uncover evidence that intraspecific competition altered the pattern of selection on any root traits within I. hederacea. Overall, our results suggest that belowground competition between closely related species can influence the phenotypic evolution of root traits in natural populations. Our findings provide a microevolutionary perspective of how competitive belowground interactions may impact plant fitness, potentially leading to patterns of plant community structure.
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15
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Justamante MS, Acosta-Motos JR, Cano A, Villanova J, Birlanga V, Albacete A, Cano EÁ, Acosta M, Pérez-Pérez JM. Integration of Phenotype and Hormone Data during Adventitious Rooting in Carnation ( Dianthus caryophyllus L.) Stem Cuttings. Plants (Basel) 2019; 8:E226. [PMID: 31311180 PMCID: PMC6681402 DOI: 10.3390/plants8070226] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/29/2019] [Revised: 07/04/2019] [Accepted: 07/12/2019] [Indexed: 01/24/2023]
Abstract
The rooting of stem cuttings is a highly efficient procedure for the vegetative propagation of ornamental plants. In cultivated carnations, an increased auxin level in the stem cutting base produced by active auxin transport from the leaves triggers adventitious root (AR) formation from the cambium. To provide additional insight into the physiological and genetic basis of this complex trait, we studied AR formation in a collection of 159 F1 lines derived from a cross between two hybrid cultivars (2003 R 8 and 2101-02 MFR) showing contrasting rooting performances. In three different experiments, time-series for several stem and root architectural traits were quantified in detail in a subset of these double-cross hybrid lines displaying extreme rooting phenotypes and their parental genotypes. Our results indicate that the water content and area of the AR system directly contributed to the shoot water content and shoot growth. Moreover, morphometric data and rooting quality parameters were found to be associated with some stress-related metabolites such as 1-aminocyclopropane-1-carboxylic acid (ACC), the ethylene precursor, and the conjugated auxin indol-3-acetic acid-aspartic acid (IAA-Asp).
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Affiliation(s)
| | - José Ramón Acosta-Motos
- Universidad Católica San Antonio de Murcia, Campus de los Jerónimos, 30107 Guadalupe, Spain
- CEBAS-CSIC, Campus Universitario de Espinardo, 30100 Murcia, Spain
| | - Antonio Cano
- Departamento de Biología Vegetal, Universidad de Murcia, 30100 Murcia, Spain
| | - Joan Villanova
- Instituto de Bioingeniería, Universidad Miguel Hernández, 03202 Elche, Spain
| | - Virginia Birlanga
- Instituto de Bioingeniería, Universidad Miguel Hernández, 03202 Elche, Spain
| | - Alfonso Albacete
- CEBAS-CSIC, Campus Universitario de Espinardo, 30100 Murcia, Spain
| | | | - Manuel Acosta
- Departamento de Biología Vegetal, Universidad de Murcia, 30100 Murcia, Spain
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16
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Sattler J, Bartelheimer M. Root responses to legume plants integrate information on nitrogen availability and neighbour identity. Basic Appl Ecol 2018. [DOI: 10.1016/j.baae.2018.01.001] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
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17
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Bazakos C, Hanemian M, Trontin C, Jiménez-Gómez JM, Loudet O. New Strategies and Tools in Quantitative Genetics: How to Go from the Phenotype to the Genotype. Annu Rev Plant Biol 2017; 68:435-455. [PMID: 28226236 DOI: 10.1146/annurev-arplant-042916-040820] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/20/2023]
Abstract
Quantitative genetics has a long history in plants: It has been used to study specific biological processes, identify the factors important for trait evolution, and breed new crop varieties. These classical approaches to quantitative trait locus mapping have naturally improved with technology. In this review, we show how quantitative genetics has evolved recently in plants and how new developments in phenotyping, population generation, sequencing, gene manipulation, and statistics are rejuvenating both the classical linkage mapping approaches (for example, through nested association mapping) as well as the more recently developed genome-wide association studies. These strategies are complementary in most instances, and indeed, one is often used to confirm the results of the other. Despite significant advances, an emerging trend is that the outcome and efficiency of the different approaches depend greatly on the genetic architecture of the trait in the genetic material under study.
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Affiliation(s)
- Christos Bazakos
- Institut Jean-Pierre Bourgin, INRA, AgroParisTech, CNRS, Université Paris-Saclay, 78026 Versailles Cedex, France;
| | - Mathieu Hanemian
- Institut Jean-Pierre Bourgin, INRA, AgroParisTech, CNRS, Université Paris-Saclay, 78026 Versailles Cedex, France;
| | - Charlotte Trontin
- Institut Jean-Pierre Bourgin, INRA, AgroParisTech, CNRS, Université Paris-Saclay, 78026 Versailles Cedex, France;
| | - José M Jiménez-Gómez
- Institut Jean-Pierre Bourgin, INRA, AgroParisTech, CNRS, Université Paris-Saclay, 78026 Versailles Cedex, France;
| | - Olivier Loudet
- Institut Jean-Pierre Bourgin, INRA, AgroParisTech, CNRS, Université Paris-Saclay, 78026 Versailles Cedex, France;
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18
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Mairhofer S, Sturrock CJ, Bennett MJ, Mooney SJ, Pridmore TP. Extracting multiple interacting root systems using X-ray microcomputed tomography. Plant J 2015; 84:1034-43. [PMID: 26461469 PMCID: PMC4949686 DOI: 10.1111/tpj.13047] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/29/2015] [Revised: 09/21/2015] [Accepted: 09/28/2015] [Indexed: 05/19/2023]
Abstract
Root system interactions and competition for resources are active areas of research that contribute to our understanding of how roots perceive and react to environmental conditions. Recent research has shown this complex suite of processes can now be observed in a natural environment (i.e. soil) through the use of X-ray microcomputed tomography (μCT), which allows non-destructive analysis of plant root systems. Due to their similar X-ray attenuation coefficients and densities, the roots of different plants appear as similar greyscale intensity values in μCT image data. Unless they are manually and carefully traced, it has not previously been possible to automatically label and separate different root systems grown in the same soil environment. We present a technique, based on a visual tracking approach, which exploits knowledge of the shape of root cross-sections to automatically recover from X-ray μCT data three-dimensional descriptions of multiple, interacting root architectures growing in soil. The method was evaluated on both simulated root data and real images of two interacting winter wheat Cordiale (Triticumaestivum L.) plants grown in a single soil column, demonstrating that it is possible to automatically segment different root systems from within the same soil sample. This work supports the automatic exploration of supportive and competitive foraging behaviour of plant root systems in natural soil environments.
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Affiliation(s)
- Stefan Mairhofer
- School of Computer Science, University of Nottingham, Jubilee Campus, Nottingham, NG8 1BB, UK
- Centre for Plant Integrative Biology, University of Nottingham, Sutton Bonington Campus, Loughborough, LE12 5RD, UK
| | - Craig J Sturrock
- Centre for Plant Integrative Biology, University of Nottingham, Sutton Bonington Campus, Loughborough, LE12 5RD, UK
- School of Biosciences, University of Nottingham, Sutton Bonington Campus, Loughborough, LE12 5RD, UK
| | - Malcolm J Bennett
- Centre for Plant Integrative Biology, University of Nottingham, Sutton Bonington Campus, Loughborough, LE12 5RD, UK
- School of Biosciences, University of Nottingham, Sutton Bonington Campus, Loughborough, LE12 5RD, UK
| | - Sacha J Mooney
- Centre for Plant Integrative Biology, University of Nottingham, Sutton Bonington Campus, Loughborough, LE12 5RD, UK
- School of Biosciences, University of Nottingham, Sutton Bonington Campus, Loughborough, LE12 5RD, UK
| | - Tony P Pridmore
- School of Computer Science, University of Nottingham, Jubilee Campus, Nottingham, NG8 1BB, UK
- Centre for Plant Integrative Biology, University of Nottingham, Sutton Bonington Campus, Loughborough, LE12 5RD, UK
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19
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Downie HF, Adu MO, Schmidt S, Otten W, Dupuy LX, White PJ, Valentine TA. Challenges and opportunities for quantifying roots and rhizosphere interactions through imaging and image analysis. Plant Cell Environ 2015; 38:1213-32. [PMID: 25211059 DOI: 10.1111/pce.12448] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/29/2014] [Revised: 08/02/2014] [Accepted: 08/25/2014] [Indexed: 05/19/2023]
Abstract
The morphology of roots and root systems influences the efficiency by which plants acquire nutrients and water, anchor themselves and provide stability to the surrounding soil. Plant genotype and the biotic and abiotic environment significantly influence root morphology, growth and ultimately crop yield. The challenge for researchers interested in phenotyping root systems is, therefore, not just to measure roots and link their phenotype to the plant genotype, but also to understand how the growth of roots is influenced by their environment. This review discusses progress in quantifying root system parameters (e.g. in terms of size, shape and dynamics) using imaging and image analysis technologies and also discusses their potential for providing a better understanding of root:soil interactions. Significant progress has been made in image acquisition techniques, however trade-offs exist between sample throughput, sample size, image resolution and information gained. All of these factors impact on downstream image analysis processes. While there have been significant advances in computation power, limitations still exist in statistical processes involved in image analysis. Utilizing and combining different imaging systems, integrating measurements and image analysis where possible, and amalgamating data will allow researchers to gain a better understanding of root:soil interactions.
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Affiliation(s)
- H F Downie
- The SIMBIOS Centre, Abertay University, Dundee, DD1 1HG, UK
- Ecological Sciences, The James Hutton Institute, Dundee, DD2 5DA, UK
| | - M O Adu
- Ecological Sciences, The James Hutton Institute, Dundee, DD2 5DA, UK
- Plant and Crop Sciences Division, School of Biosciences, University of Nottingham, Leicestershire, LE12 5RD, UK
| | - S Schmidt
- The SIMBIOS Centre, Abertay University, Dundee, DD1 1HG, UK
| | - W Otten
- The SIMBIOS Centre, Abertay University, Dundee, DD1 1HG, UK
| | - L X Dupuy
- Ecological Sciences, The James Hutton Institute, Dundee, DD2 5DA, UK
| | - P J White
- Ecological Sciences, The James Hutton Institute, Dundee, DD2 5DA, UK
- King Saud University, Riyadh, Saudi Arabia
| | - T A Valentine
- Ecological Sciences, The James Hutton Institute, Dundee, DD2 5DA, UK
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20
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Abstract
Root-root interaction research gained more and more attention over the past few years. Roots are pivotal for plant survival because they ensure uptake of water and nutrients. Therefore, detection of adjacent roots might lead to competitive advantages. Several lines of experimental evidence suggest that roots have ways to discriminate non-related roots, kin, and-importantly-that they can sense self/non-self roots to avoid intra-plant competition. In this mini-review, the existence of self/non-self recognition in plant roots will be discussed and the current knowledge on the mechanisms that could be involved will be summarized. Although the process of identity recognition is still not completely understood, interesting data are available and emerging new technologies will certainly aid to better understand this research field that can have an important biological, ecological, and agricultural impact.
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Affiliation(s)
- Stephen Depuydt
- Ghent University Global Campus, Incheon, South Korea
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium
- Department of Plant Systems Biology, Flanders Institute for Biotechnology, Ghent, Belgium
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21
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Abstract
BACKGROUND Auxin is a versatile plant hormone with important roles in many essential physiological processes. In recent years, significant progress has been made towards understanding the roles of this hormone in plant growth and development. Recent evidence also points to a less well-known but equally important role for auxin as a mediator of environmental adaptation in plants. SCOPE This review briefly discusses recent findings on how plants utilize auxin signalling and transport to modify their root system architecture when responding to diverse biotic and abiotic rhizosphere signals, including macro- and micro-nutrient starvation, cold and water stress, soil acidity, pathogenic and beneficial microbes, nematodes and neighbouring plants. Stress-responsive transcription factors and microRNAs that modulate auxin- and environment-mediated root development are also briefly highlighted. CONCLUSIONS The auxin pathway constitutes an essential component of the plant's biotic and abiotic stress tolerance mechanisms. Further understanding of the specific roles that auxin plays in environmental adaptation can ultimately lead to the development of crops better adapted to stressful environments.
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Affiliation(s)
- Kemal Kazan
- Commonwealth Scientific and Industrial Organization (CSIRO) Plant Industry, Queensland Bioscience Precinct (QBP), Brisbane, Queensland 4067, Australia
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22
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Faget M, Blossfeld S, von Gillhaussen P, Schurr U, Temperton VM. Disentangling who is who during rhizosphere acidification in root interactions: combining fluorescence with optode techniques. Front Plant Sci 2013; 4:392. [PMID: 24137168 PMCID: PMC3797519 DOI: 10.3389/fpls.2013.00392] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/28/2013] [Accepted: 09/13/2013] [Indexed: 05/04/2023]
Abstract
Plant-soil interactions can strongly influence root growth in plants. There is now increasing evidence that root-root interactions can also influence root growth, affecting architecture and root traits such as lateral root formation. Both when species grow alone or in interaction with others, root systems are in turn affected by as well as affect rhizosphere pH. Changes in soil pH have knock-on effects on nutrient availability. A limitation until recently has been the inability to assign species identity to different roots in soil. Combining the planar optode technique with fluorescent plants enables us to distinguish between plant species grown in natural soil and in parallel study pH dynamics in a non-invasive way at the same region of interest (ROI). We measured pH in the rhizosphere of maize and bean in rhizotrons in a climate chamber, with ROIs on roots in proximity to the roots of the other species as well as not-close to the other species. We found clear dynamic changes of pH over time and differences between the two species in rhizosphere acidification. Interestingly, when roots of the two species were interacting, the degree of acidification or alkalization compared to bulk soil was less strong then when roots were not growing in the vicinity of the other species. This cutting-edge approach can help provide a better understanding of plant-plant and plant-soil interactions.
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Affiliation(s)
- Marc Faget
- Institute of Bio- and Geosciences, IBG-2: Plant Sciences, Forschungszentrum Jülich GmbH Jülich, Germany
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23
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Postma JA, Schurr U, Fiorani F. Dynamic root growth and architecture responses to limiting nutrient availability: linking physiological models and experimentation. Biotechnol Adv 2013; 32:53-65. [PMID: 24012600 DOI: 10.1016/j.biotechadv.2013.08.019] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2013] [Revised: 08/28/2013] [Accepted: 08/29/2013] [Indexed: 11/28/2022]
Abstract
In recent years the study of root phenotypic plasticity in response to sub-optimal environmental factors and the genetic control of these responses have received renewed attention. As a path to increased productivity, in particular for low fertility soils, several applied research projects worldwide target the improvement of crop root traits both in plant breeding and biotechnology contexts. To assist these tasks and address the challenge of optimizing root growth and architecture for enhanced mineral resource use, the development of realistic simulation models is of great importance. We review this research field from a modeling perspective focusing particularly on nutrient acquisition strategies for crop production on low nitrogen and low phosphorous soils. Soil heterogeneity and the dynamics of nutrient availability in the soil pose a challenging environment in which plants have to forage efficiently for nutrients in order to maintain their internal nutrient homeostasis throughout their life cycle. Mathematical models assist in understanding plant growth strategies and associated root phenes that have potential to be tested and introduced in physiological breeding programs. At the same time, we stress that it is necessary to carefully consider model assumptions and development from a whole plant-resource allocation perspective and to introduce or refine modules simulating explicitly root growth and architecture dynamics through ontogeny with reference to key factors that constrain root growth. In this view it is important to understand negative feedbacks such as plant-plant competition. We conclude by briefly touching on available and developing technologies for quantitative root phenotyping from lab to field, from quantification of partial root profiles in the field to 3D reconstruction of whole root systems. Finally, we discuss how these approaches can and should be tightly linked to modeling to explore the root phenome.
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Affiliation(s)
- Johannes A Postma
- Institute of Bio- and Geosciences, IBG-2: Plant Sciences, Forschungszentrum Jülich, Leo Brandt Strasse, 52425 Jülich, Germany.
| | - Ulrich Schurr
- Institute of Bio- and Geosciences, IBG-2: Plant Sciences, Forschungszentrum Jülich, Leo Brandt Strasse, 52425 Jülich, Germany.
| | - Fabio Fiorani
- Institute of Bio- and Geosciences, IBG-2: Plant Sciences, Forschungszentrum Jülich, Leo Brandt Strasse, 52425 Jülich, Germany.
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24
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Barlow PW, Fisahn J. Swarms, swarming and entanglements of fungal hyphae and of plant roots. Commun Integr Biol 2013; 6:e25299. [PMID: 24255743 PMCID: PMC3829901 DOI: 10.4161/cib.25299] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2013] [Revised: 06/06/2013] [Accepted: 06/06/2013] [Indexed: 11/24/2022] Open
Abstract
There has been recent interest in the possibility that plant roots can show oriented collective motion, or swarming behavior. We examine the evidence supportive of root swarming and we also present new observations on this topic. Seven criteria are proposed for the definition of a swarm, whose application can help identify putative swarming behavior in plants. Examples where these criteria are fulfilled, at many levels of organization, are presented in relation to plant roots and root systems, as well as to the root-like mycelial cords (rhizomorphs) of fungi. The ideas of both an "active" swarming, directed by a signal which imposes a common vector on swarm element aggregation, and a "passive" swarming, where aggregation results from external constraint, are introduced. Active swarming is a pattern of cooperative behavior peculiar to the sporophyte generation of vascular plants and is the antithesis of the competitive behavior shown by the gametophyte generation of such plants, where passive swarming may be found. Fungal mycelial cords could serve as a model example of swarming in a multi-cellular, non-animal system.
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Affiliation(s)
- Peter W. Barlow
- School of Biological Sciences; University of Bristol; Bristol, United Kingdom
| | - Joachim Fisahn
- Max Planck Institute of Molecular Plant Physiology; Potsdam, Germany
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25
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Schmid C, Bauer S, Müller B, Bartelheimer M. Belowground neighbor perception in Arabidopsis thaliana studied by transcriptome analysis: roots of Hieracium pilosella cause biotic stress. Front Plant Sci 2013; 4:296. [PMID: 23967000 PMCID: PMC3743015 DOI: 10.3389/fpls.2013.00296] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/27/2013] [Accepted: 07/16/2013] [Indexed: 05/23/2023]
Abstract
Root-root interactions are much more sophisticated than previously thought, yet the mechanisms of belowground neighbor perception remain largely obscure. Genome-wide transcriptome analyses allow detailed insight into plant reactions to environmental cues. A root interaction trial was set up to explore both morphological and whole genome transcriptional responses in roots of Arabidopsis thaliana in the presence or absence of an inferior competitor, Hieracium pilosella. Neighbor perception was indicated by Arabidopsis roots predominantly growing away from the neighbor (segregation), while solitary plants placed more roots toward the middle of the pot. Total biomass remained unaffected. Database comparisons in transcriptome analysis revealed considerable similarity between Arabidopsis root reactions to neighbors and reactions to pathogens. Detailed analyses of the functional category "biotic stress" using MapMan tools found the sub-category "pathogenesis-related proteins" highly significantly induced. A comparison to a study on intraspecific competition brought forward a core of genes consistently involved in reactions to neighbor roots. We conclude that beyond resource depletion roots perceive neighboring roots or their associated microorganisms by a relatively uniform mechanism that involves the strong induction of pathogenesis-related proteins. In an ecological context the findings reveal that belowground neighbor detection may occur independently of resource depletion, allowing for a time advantage for the root to prepare for potential interactions.
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Affiliation(s)
- Christoph Schmid
- Faculty of Biology and Preclinical Medicine, Institute of Botany, University of RegensburgRegensburg, Germany
| | - Sibylle Bauer
- Faculty of Biology and Preclinical Medicine, Institute of Botany, University of RegensburgRegensburg, Germany
| | - Benedikt Müller
- Faculty of Biology and Preclinical Medicine, Institute of Botany, University of RegensburgRegensburg, Germany
- Faculty of Biology and Preclinical Medicine, Cell Biology and Plant Biochemistry, University of RegensburgRegensburg, Germany
| | - Maik Bartelheimer
- Faculty of Biology and Preclinical Medicine, Institute of Botany, University of RegensburgRegensburg, Germany
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26
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White PJ, George TS, Gregory PJ, Bengough AG, Hallett PD, McKenzie BM. Matching roots to their environment. Ann Bot 2013; 112:207-22. [PMID: 23821619 PMCID: PMC3698393 DOI: 10.1093/aob/mct123] [Citation(s) in RCA: 106] [Impact Index Per Article: 9.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/07/2013] [Accepted: 02/28/2013] [Indexed: 05/03/2023]
Abstract
BACKGROUND Plants form the base of the terrestrial food chain and provide medicines, fuel, fibre and industrial materials to humans. Vascular land plants rely on their roots to acquire the water and mineral elements necessary for their survival in nature or their yield and nutritional quality in agriculture. Major biogeochemical fluxes of all elements occur through plant roots, and the roots of agricultural crops have a significant role to play in soil sustainability, carbon sequestration, reducing emissions of greenhouse gasses, and in preventing the eutrophication of water bodies associated with the application of mineral fertilizers. SCOPE This article provides the context for a Special Issue of Annals of Botany on 'Matching Roots to Their Environment'. It first examines how land plants and their roots evolved, describes how the ecology of roots and their rhizospheres contributes to the acquisition of soil resources, and discusses the influence of plant roots on biogeochemical cycles. It then describes the role of roots in overcoming the constraints to crop production imposed by hostile or infertile soils, illustrates root phenotypes that improve the acquisition of mineral elements and water, and discusses high-throughput methods to screen for these traits in the laboratory, glasshouse and field. Finally, it considers whether knowledge of adaptations improving the acquisition of resources in natural environments can be used to develop root systems for sustainable agriculture in the future.
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