1
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Manandhar A, Rimer IM, Soares Pereira T, Pichaco J, Rockwell FE, McAdam SAM. Dynamic soil hydraulic resistance regulates stomata. THE NEW PHYTOLOGIST 2024. [PMID: 39096020 DOI: 10.1111/nph.20020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/06/2024] [Accepted: 07/05/2024] [Indexed: 08/04/2024]
Abstract
The onset of stomatal closure reduces transpiration during drought. In seed plants, drought causes declines in plant water status which increases leaf endogenous abscisic acid (ABA) levels required for stomatal closure. There are multiple possible points of increased belowground resistance in the soil-plant atmospheric continuum that could decrease leaf water potential enough to trigger ABA production and the subsequent decreases in transpiration. We investigate the dynamic patterns of leaf ABA levels, plant hydraulic conductance and the point of failure in the soil-plant conductance in the highly embolism-resistant species Callitris tuberculata using continuous dendrometer measurements of leaf water potential during drought. We show that decreases in transpiration and ABA biosynthesis begin before any permanent decreases in predawn water potential, collapse in soil-plant hydraulic pathway and xylem embolism spread. We find that a dynamic but recoverable increases in hydraulic resistance in the soil in close proximity to the roots is the most likely driver of declines in midday leaf water potential needed for ABA biosynthesis and the onset of decreases in transpiration.
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Affiliation(s)
- Anju Manandhar
- Department of Botany and Plant Pathology, Purdue University, West Lafayette, IN, 47907, USA
| | - Ian M Rimer
- Department of Botany and Plant Pathology, Purdue University, West Lafayette, IN, 47907, USA
| | - Talitha Soares Pereira
- Department of Botany and Plant Pathology, Purdue University, West Lafayette, IN, 47907, USA
| | - Javier Pichaco
- Irrigation and Crop Ecophysiology Group, Instituto de Recursos Naturales y Agrobiología de Sevilla (IRNAS, CSIC), Ave Reina Mercedes 10, 41012, Seville, Spain
| | - Fulton E Rockwell
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, 02138, USA
| | - Scott A M McAdam
- Department of Botany and Plant Pathology, Purdue University, West Lafayette, IN, 47907, USA
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2
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Selzner T, Horn J, Landl M, Pohlmeier A, Helmrich D, Huber K, Vanderborght J, Vereecken H, Behnke S, Schnepf A. 3D U-Net Segmentation Improves Root System Reconstruction from 3D MRI Images in Automated and Manual Virtual Reality Work Flows. PLANT PHENOMICS (WASHINGTON, D.C.) 2023; 5:0076. [PMID: 37519934 PMCID: PMC10381537 DOI: 10.34133/plantphenomics.0076] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/20/2022] [Accepted: 07/10/2023] [Indexed: 08/01/2023]
Abstract
Magnetic resonance imaging (MRI) is used to image root systems grown in opaque soil. However, reconstruction of root system architecture (RSA) from 3-dimensional (3D) MRI images is challenging. Low resolution and poor contrast-to-noise ratios (CNRs) hinder automated reconstruction. Hence, manual reconstruction is still widely used. Here, we evaluate a novel 2-step work flow for automated RSA reconstruction. In the first step, a 3D U-Net segments MRI images into root and soil in super-resolution. In the second step, an automated tracing algorithm reconstructs the root systems from the segmented images. We evaluated the merits of both steps for an MRI dataset of 8 lupine root systems, by comparing the automated reconstructions to manual reconstructions of unaltered and segmented MRI images derived with a novel virtual reality system. We found that the U-Net segmentation offers profound benefits in manual reconstruction: reconstruction speed was doubled (+97%) for images with low CNR and increased by 27% for images with high CNR. Reconstructed root lengths were increased by 20% and 3%, respectively. Therefore, we propose to use U-Net segmentation as a principal image preprocessing step in manual work flows. The root length derived by the tracing algorithm was lower than in both manual reconstruction methods, but segmentation allowed automated processing of otherwise not readily usable MRI images. Nonetheless, model-based functional root traits revealed similar hydraulic behavior of automated and manual reconstructions. Future studies will aim to establish a hybrid work flow that utilizes automated reconstructions as scaffolds that can be manually corrected.
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Affiliation(s)
- Tobias Selzner
- Forschungszentrum Juelich GmbH, Agrosphere (IBG-3), Juelich, Germany
| | - Jannis Horn
- Autonomous Intelligence Systems Group,
University of Bonn, Bonn, Germany
| | - Magdalena Landl
- Forschungszentrum Juelich GmbH, Agrosphere (IBG-3), Juelich, Germany
| | - Andreas Pohlmeier
- Forschungszentrum Juelich GmbH, Agrosphere (IBG-3), Juelich, Germany
| | - Dirk Helmrich
- Forschungszentrum Juelich GmbH, Juelich Supercomputing Center, Juelich, Germany
| | - Katrin Huber
- Forschungszentrum Juelich GmbH, Agrosphere (IBG-3), Juelich, Germany
| | - Jan Vanderborght
- Forschungszentrum Juelich GmbH, Agrosphere (IBG-3), Juelich, Germany
| | - Harry Vereecken
- Forschungszentrum Juelich GmbH, Agrosphere (IBG-3), Juelich, Germany
| | - Sven Behnke
- Autonomous Intelligence Systems Group,
University of Bonn, Bonn, Germany
| | - Andrea Schnepf
- Forschungszentrum Juelich GmbH, Agrosphere (IBG-3), Juelich, Germany
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3
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Bauget F, Protto V, Pradal C, Boursiac Y, Maurel C. A root functional-structural model allows assessment of the effects of water deficit on water and solute transport parameters. JOURNAL OF EXPERIMENTAL BOTANY 2023; 74:1594-1608. [PMID: 36515073 PMCID: PMC10010609 DOI: 10.1093/jxb/erac471] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/22/2022] [Accepted: 12/13/2022] [Indexed: 06/17/2023]
Abstract
Root water uptake is driven by a combination of hydrostatic and osmotic forces. Water transport was characterized in primary roots of maize seedlings grown hydroponically under standard and water deficit (WD) conditions, as induced by addition of 150 g l-1 polyethylene glycol 8000 (water potential= -0.336 MPa). Flow measurements were performed using the pressure chamber technique in intact roots or on progressively cut root system architectures. To account for the concomitant transport of water and solutes in roots under WD, we developed within realistic root system architectures a hydraulic tree model integrating both solute pumping and leak. This model explains the high spontaneous sap exudation of roots grown in standard conditions, the non-linearity of pressure-flow relationships, and negative fluxes observed under WD conditions at low external hydrostatic pressure. The model also reveals the heterogeneity of driving forces and elementary radial flows throughout the root system architecture, and how this heterogeneity depends on both plant treatment and water transport mode. The full set of flow measurement data obtained from individual roots grown under standard or WD conditions was used in an inverse modeling approach to determine their respective radial and axial hydraulic conductivities. This approach allows resolution of the dramatic effects of WD on these two components.
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Affiliation(s)
- Fabrice Bauget
- Institute for Plant Sciences of Montpellier (IPSiM), Univ Montpellier, CNRS, INRAE, Institut Agro, Montpellier, France
| | - Virginia Protto
- Institute for Plant Sciences of Montpellier (IPSiM), Univ Montpellier, CNRS, INRAE, Institut Agro, Montpellier, France
| | - Christophe Pradal
- CIRAD, UMR AGAP Institute, Montpellier, France
- Inria & LIRMM, Univ Montpellier, CNRS, Montpellier, France
| | - Yann Boursiac
- Institute for Plant Sciences of Montpellier (IPSiM), Univ Montpellier, CNRS, INRAE, Institut Agro, Montpellier, France
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4
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Dubbert M, Couvreur V, Kübert A, Werner C. Plant water uptake modelling: added value of cross-disciplinary approaches. PLANT BIOLOGY (STUTTGART, GERMANY) 2023; 25:32-42. [PMID: 36245305 DOI: 10.1111/plb.13478] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/28/2022] [Accepted: 10/10/2022] [Indexed: 06/16/2023]
Abstract
In recent years, research interest in plant water uptake strategies has rapidly increased in many disciplines, such as hydrology, plant ecology and ecophysiology. Quantitative modelling approaches to estimate plant water uptake and spatiotemporal dynamics have significantly advanced through different disciplines across scales. Despite this progress, major limitations, for example, predicting plant water uptake under drought or drought impact at large scales, remain. These are less attributed to limitations in process understanding, but rather to a lack of implementation of cross-disciplinary insights into plant water uptake model structure. The main goal of this review is to highlight how the four dominant model approaches, that is, Feddes approach, hydrodynamic approach, optimality and statistical approaches, can be and have been used to create interdisciplinary hybrid models enabling a holistic system understanding that, among other things, embeds plant water uptake plasticity into a broader conceptual view of soil-plant feedbacks of water, nutrient and carbon cycling, or reflects observed drought responses of plant-soil feedbacks and their dynamics under, that is, drought. Specifically, we provide examples of how integration of Bayesian and hydrodynamic approaches might overcome challenges in interpreting plant water uptake related to different travel and residence times of different plant water sources or trade-offs between root system optimization to forage for water and nutrients during different seasons and phenological stages.
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Affiliation(s)
- M Dubbert
- Isotope Biogeochemistry and Gasfluxes, Leibniz Institute of Agricultural Landscape Research (ZALF), Müncheberg, Germany
- Ecosystem Physiology, University of Freiburg, Freiburg, Germany
| | - V Couvreur
- Earth and Life Institute, Université catholique de Louvain, Louvain-la-Neuve, Belgium
| | - A Kübert
- Ecosystem Physiology, University of Freiburg, Freiburg, Germany
- Institute for Atmospheric and Earth System Research (INAR), University of Helsinki, Helsinki, Finland
| | - C Werner
- Ecosystem Physiology, University of Freiburg, Freiburg, Germany
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5
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Boursiac Y, Pradal C, Bauget F, Lucas M, Delivorias S, Godin C, Maurel C. Phenotyping and modeling of root hydraulic architecture reveal critical determinants of axial water transport. PLANT PHYSIOLOGY 2022; 190:1289-1306. [PMID: 35708646 PMCID: PMC9516777 DOI: 10.1093/plphys/kiac281] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/24/2022] [Accepted: 05/15/2022] [Indexed: 05/26/2023]
Abstract
Water uptake by roots is a key adaptation of plants to aerial life. Water uptake depends on root system architecture (RSA) and tissue hydraulic properties that, together, shape the root hydraulic architecture. This work investigates how the interplay between conductivities along radial (e.g. aquaporins) and axial (e.g. xylem vessels) pathways determines the water transport properties of highly branched RSAs as found in adult Arabidopsis (Arabidopsis thaliana) plants. A hydraulic model named HydroRoot was developed, based on multi-scale tree graph representations of RSAs. Root water flow was measured by the pressure chamber technique after successive cuts of a same root system from the tip toward the base. HydroRoot model inversion in corresponding RSAs allowed us to concomitantly determine radial and axial conductivities, providing evidence that the latter is often overestimated by classical evaluation based on the Hagen-Poiseuille law. Organizing principles of Arabidopsis primary and lateral root growth and branching were determined and used to apply the HydroRoot model to an extended set of simulated RSAs. Sensitivity analyses revealed that water transport can be co-limited by radial and axial conductances throughout the whole RSA. The number of roots that can be sectioned (intercepted) at a given distance from the base was defined as an accessible and informative indicator of RSA. The overall set of experimental and theoretical procedures was applied to plants mutated in ESKIMO1 and previously shown to have xylem collapse. This approach will be instrumental to dissect the root water transport phenotype of plants with intricate alterations in root growth or transport functions.
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Affiliation(s)
| | | | | | | | - Stathis Delivorias
- Institute for Plant Sciences of Montpellier (IPSiM), Univ Montpellier, CNRS, INRAE, Institut Agro, Montpellier 34060, France
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6
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Clément C, Schneider HM, Dresbøll DB, Lynch JP, Thorup-Kristensen K. Root and xylem anatomy varies with root length, root order, soil depth and environment in intermediate wheatgrass (Kernza®) and alfalfa. ANNALS OF BOTANY 2022; 130:367-382. [PMID: 35468194 PMCID: PMC9486898 DOI: 10.1093/aob/mcac058] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/27/2022] [Accepted: 04/25/2022] [Indexed: 06/08/2023]
Abstract
BACKGROUND AND AIMS Deep roots (i.e. >1 m depth) are important for crops to access water when the topsoil is dry. Root anatomy and hydraulic conductance play important roles in the uptake of soil water, particularly water located deep in the soil. We investigated whether root and xylem anatomy vary as a function of root type, order and length, or with soil depth in roots of two deep-rooted perennial crops: intermediate wheatgrass [Thinopyrum intermedium (Kernza®)] and alfalfa (Medicago sativa). We linked the expression of these anatomical traits to the plants' capacity to take up water from deep soil layers. METHODS Using laser ablation tomography, we compared the roots of the two crops for cortical area, number and size of metaxylem vessels, and their estimated root axial hydraulic conductance (ERAHCe). The deepest roots investigated were located at soil depths of 2.25 and at 3.5 m in the field and in rhizoboxes, respectively. Anatomical differences were characterized along 1-m-long individual roots, among root types and orders, as well as between environmental conditions. KEY RESULTS For both crops, a decrease in the number and diameter, or both, of metaxylem vessels along individual root segments and with soil depth in the field resulted in a decrease in ERAHCe. Alfalfa, with a greater number of metaxylem vessels per root throughout the soil profile and, on average, a 4-fold greater ERAHCe, took up more water from the deep soil layers than intermediate wheatgrass. Root anatomical traits were significantly different across root types, classes and growth conditions. CONCLUSIONS Root anatomical traits are important tools for the selection of crops with enhanced exploitation of deep soil water. The development and breeding of perennial crops for improved subsoil exploitation will be aided by greater understanding of root phenotypes linked to deep root growth and activity.
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Affiliation(s)
| | - Hannah M Schneider
- Department of Plant Science, Pennsylvania State University, University Park, PA 16802, USA
| | - Dorte Bodin Dresbøll
- Department of Plant and Environmental Science, University of Copenhagen, 1871 Frederiksberg, Denmark
| | - Jonathan P Lynch
- Department of Plant Science, Pennsylvania State University, University Park, PA 16802, USA
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7
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Cai G, Tötzke C, Kaestner A, Ahmed MA. Quantification of root water uptake and redistribution using neutron imaging: a review and future directions. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2022; 111:348-359. [PMID: 35603461 DOI: 10.1111/tpj.15839] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/16/2021] [Revised: 05/12/2022] [Accepted: 05/19/2022] [Indexed: 06/15/2023]
Abstract
Quantifying root water uptake is essential to understanding plant water use and responses to different environmental conditions. However, non-destructive measurement of water transport and related hydraulics in the soil-root system remains a challenge. Neutron imaging, with its high sensitivity to hydrogen, has become an unparalleled tool to visualize and quantify root water uptake in vivo. In combination with isotopes (e.g., deuterated water) and a diffusion-convection model, root water uptake and hydraulic redistribution in root and soil can be quantified. Here, we review recent advances in utilizing neutron imaging to visualize and quantify root water uptake, hydraulic redistribution in roots and soil, and root hydraulic properties of different plant species. Under uniform soil moisture distributions, neutron radiographic studies have shown that water uptake was not uniform along the root and depended on both root type and age. For both tap (e.g., lupine [Lupinus albus L.]) and fibrous (e.g., maize [Zea mays L.]) root systems, water was mainly taken up through lateral roots. In mature maize, the location of water uptake shifted from seminal roots and their laterals to crown/nodal roots and their laterals. Under non-uniform soil moisture distributions, part of the water taken up during the daytime maintained the growth of crown/nodal roots in the upper, drier soil layers. Ultra-fast neutron tomography provides new insights into 3D water movement in soil and roots. We discuss the limitations of using neutron imaging and propose future directions to utilize neutron imaging to advance our understanding of root water uptake and soil-root interactions.
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Affiliation(s)
- Gaochao Cai
- Chair of Soil Physics, Bayreuth Center of Ecology and Environmental Research (BayCEER), University of Bayreuth, Universitätsstraße 30, 95447, Bayreuth, Germany
| | - Christian Tötzke
- Institute of Environmental Science and Geography, University of Potsdam, Karl-Liebknecht-Str. 24-25, 14476, Potsdam, Germany
| | - Anders Kaestner
- Laboratory for Neutron Scattering and Imaging, Paul Scherrer Institute, Forschungsstrasse 111, 5232, Villigen, Switzerland
| | - Mutez Ali Ahmed
- Chair of Soil Physics, Bayreuth Center of Ecology and Environmental Research (BayCEER), University of Bayreuth, Universitätsstraße 30, 95447, Bayreuth, Germany
- Department of Land, Air and Water Resources, University of California Davis, Davis, CA, 95616, USA
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8
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Beyer CP, Barrientos-Sanhueza C, Ponce E, Pedreschi R, Cuneo IF, Alvaro JE. Differential Hydraulic Properties and Primary Metabolism in Fine Root of Avocado Trees Rootstocks. PLANTS (BASEL, SWITZERLAND) 2022; 11:1059. [PMID: 35448786 PMCID: PMC9031253 DOI: 10.3390/plants11081059] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Revised: 03/30/2022] [Accepted: 03/31/2022] [Indexed: 06/14/2023]
Abstract
Avocados (Persea americana Mill.) are one of the crops with the highest water footprints in Chile and the production is at risk due to severe and frequent droughts. The current production is mostly based on sexually (seed) propagated rootstocks, while clonally propagated rootstocks are on the rise. In a recent study, we found differences in aerial, root growth and water use efficiency between trees grown on these two different rootstocks under controlled continuous fertigation and environmental conditions. In this study, we further describe possible mechanisms which drive the differences. Avocado cv. "Hass" grafted on "Dusa" (D, clonally propagated) and "Mexicola" (M, sexually propagated) rootstocks and different root segments (3, 5 and 8 cm from root tip) were investigated using a combination of hydraulic measurements and polar metabolite (GC-MS) techniques. The results show significant differences in root hydraulic properties, indicating that "Mexicola" fine roots have higher water uptake capacity. The polar metabolites analysis revealed 13 compounds significantly different between rootstocks while nine were found significantly different among root segments. Principal component analysis (PCA) revealed differences between rootstocks and root segments. The data presented here highlight the importance of considering key physiological knowledge in avocado rootstocks breeding programs to be better prepared for future challenging environmental conditions.
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9
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Boursiac Y, Protto V, Rishmawi L, Maurel C. Experimental and conceptual approaches to root water transport. PLANT AND SOIL 2022; 478:349-370. [PMID: 36277078 PMCID: PMC9579117 DOI: 10.1007/s11104-022-05427-z] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/05/2022] [Accepted: 04/03/2022] [Indexed: 05/05/2023]
Abstract
BACKGROUND Root water transport, which critically contributes to the plant water status and thereby plant productivity, has been the object of extensive experimental and theoretical studies. However, root systems represent an intricate assembly of cells in complex architectures, including many tissues at distinct developmental stages. Our comprehension of where and how molecular actors integrate their function in order to provide the root with its hydraulic properties is therefore still limited. SCOPE Based on current literature and prospective discussions, this review addresses how root water transport can be experimentally measured, what is known about the underlying molecular actors, and how elementary water transport processes are scaled up in numerical/mathematical models. CONCLUSIONS The theoretical framework and experimental procedures on root water transport that are in use today have been established a few decades ago. However, recent years have seen the appearance of new techniques and models with enhanced resolution, down to a portion of root or to the tissue level. These advances pave the way for a better comprehension of the dynamics of water uptake by roots in the soil.
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Affiliation(s)
- Yann Boursiac
- IPSiM, Univ Montpellier, CNRS, INRAE, Institut Agro, 34060 Montpellier, France
| | - Virginia Protto
- IPSiM, Univ Montpellier, CNRS, INRAE, Institut Agro, 34060 Montpellier, France
| | - Louai Rishmawi
- IPSiM, Univ Montpellier, CNRS, INRAE, Institut Agro, 34060 Montpellier, France
| | - Christophe Maurel
- IPSiM, Univ Montpellier, CNRS, INRAE, Institut Agro, 34060 Montpellier, France
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10
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Meunier F, Couvreur V, Draye X, Lobet G, Huber K, Schroeder N, Jorda H, Koch A, Landl M, Schnepf A, Vanderborght J, Vereecken H, Javaux M. Investigating Soil-Root Interactions with the Numerical Model R-SWMS. Methods Mol Biol 2022; 2395:259-283. [PMID: 34822158 DOI: 10.1007/978-1-0716-1816-5_13] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
In this chapter, we present the Root and Soil Water Movement and Solute transport model R-SWMS, which can be used to simulate flow and transport in the soil-plant system. The equations describing water flow in soil-root systems are presented and numerical solutions are provided. An application of R-SWMS is then briefly discussed, in which we combine in vivo and in silico experiments in order to decrypt water flow in the soil-root domain. More precisely, light transmission imaging experiments were conducted to generate data that can serve as input for the R-SWMS model. These data include the root system architecture, the soil hydraulic properties and the environmental conditions (initial soil water content and boundary conditions, BC). Root hydraulic properties were not acquired experimentally, but set to theoretical values found in the literature. In order to validate the results obtained by the model, the simulated and experimental water content distributions were compared. The model was then used to estimate variables that were not experimentally accessible, such as the actual root water uptake distribution and xylem water potential.
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Affiliation(s)
- Félicien Meunier
- Earth and Life Institute/Environmental Sciences, Université catholique de Louvain, Louvain, Belgium
| | - Valentin Couvreur
- Earth and Life Institute/Environmental Sciences, Université catholique de Louvain, Louvain, Belgium
| | - Xavier Draye
- Earth and Life Institute/Environmental Sciences, Université catholique de Louvain, Louvain, Belgium
| | - Guillaume Lobet
- Earth and Life Institute/Environmental Sciences, Université catholique de Louvain, Louvain, Belgium
- Agrosphere (IBG-3), Forschungszentrum Juelich GmbH, Jülich, Germany
| | - Katrin Huber
- Agrosphere (IBG-3), Forschungszentrum Juelich GmbH, Jülich, Germany
| | - Nathalie Schroeder
- Earth and Life Institute/Environmental Sciences, Université catholique de Louvain, Louvain, Belgium
- Department of Hydromechanics and Modelling of Hydrosystems, University of Stuttgart, Stuttgart, Germany
| | - Helena Jorda
- Agrosphere (IBG-3), Forschungszentrum Juelich GmbH, Jülich, Germany
| | - Axelle Koch
- Earth and Life Institute/Environmental Sciences, Université catholique de Louvain, Louvain, Belgium
| | - Magdalena Landl
- Agrosphere (IBG-3), Forschungszentrum Juelich GmbH, Jülich, Germany
| | - Andrea Schnepf
- Agrosphere (IBG-3), Forschungszentrum Juelich GmbH, Jülich, Germany
| | - Jan Vanderborght
- Agrosphere (IBG-3), Forschungszentrum Juelich GmbH, Jülich, Germany
| | - Harry Vereecken
- Agrosphere (IBG-3), Forschungszentrum Juelich GmbH, Jülich, Germany
| | - Mathieu Javaux
- Earth and Life Institute/Environmental Sciences, Université catholique de Louvain, Louvain, Belgium.
- Agrosphere (IBG-3), Forschungszentrum Juelich GmbH, Jülich, Germany.
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11
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Heymans A, Couvreur V, Lobet G. Combining cross-section images and modeling tools to create high-resolution root system hydraulic atlases in Zea mays. PLANT DIRECT 2021; 5:e334. [PMID: 34355112 PMCID: PMC8320656 DOI: 10.1002/pld3.334] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/15/2020] [Revised: 05/28/2021] [Accepted: 06/04/2021] [Indexed: 05/09/2023]
Abstract
Root hydraulic properties play a central role in the global water cycle, in agricultural systems productivity, and in ecosystem survival as they impact the canopy water supply. However, the existing experimental methods to quantify root hydraulic conductivities, such as the root pressure probing, are particularly challenging, and their applicability to thin roots and small root segments is limited. Therefore, there is a gap in methods enabling easy estimations of root hydraulic conductivities in diverse root types. Here, we present a new pipeline to quickly estimate root hydraulic conductivities across different root types, at high resolution along root axes. Shortly, free-hand root cross-sections were used to extract a selected number of key anatomical traits. We used these traits to parametrize the Generator of Root Anatomy in R (GRANAR) model to simulate root anatomical networks. Finally, we used these generated anatomical networks within the Model of Explicit Cross-section Hydraulic Anatomy (MECHA) to compute an estimation of the root axial and radial hydraulic conductivities (k x and k r , respectively). Using this combination of anatomical data and computational models, we were able to create a root hydraulic conductivity atlas at the root system level, for 14-day-old pot-grown Zea mays (maize) plants of the var. B73. The altas highlights the significant functional variations along and between different root types. For instance, predicted variations of radial conductivity along the root axis were strongly dependent on the maturation stage of hydrophobic barriers. The same was also true for the maturation rates of the metaxylem vessels. Differences in anatomical traits along and across root types generated substantial variations in radial and axial conductivities estimated with our novel approach. Our methodological pipeline combines anatomical data and computational models to turn root cross-section images into a detailed hydraulic atlas. It is an inexpensive, fast, and easily applicable investigation tool for root hydraulics that complements existing complex experimental methods. It opens the way to high-throughput studies on the functional importance of root types in plant hydraulics, especially if combined with novel phenotyping techniques such as laser ablation tomography.
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Affiliation(s)
- Adrien Heymans
- Earth and Life InstituteUCLouvainLouvain‐la‐NeuveBelgium
| | | | - Guillaume Lobet
- Earth and Life InstituteUCLouvainLouvain‐la‐NeuveBelgium
- Agrosphere InstituteForschungszentrum JuelichJülichGermany
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12
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van Dusschoten D, Kochs J, Kuppe CW, Sydoruk VA, Couvreur V, Pflugfelder D, Postma JA. Spatially Resolved Root Water Uptake Determination Using a Precise Soil Water Sensor. PLANT PHYSIOLOGY 2020; 184:1221-1235. [PMID: 32887733 PMCID: PMC7608171 DOI: 10.1104/pp.20.00488] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/29/2020] [Accepted: 08/09/2020] [Indexed: 06/08/2023]
Abstract
To answer long-standing questions about how plants use and regulate water, an affordable, noninvasive way to determine local root water uptake (RWU) is required. Here, we present a sensor, the soil water profiler (SWaP), which can determine local soil water content (θ) with a precision of 6.10-5 cm3 ⋅ cm-3, an accuracy of 0.002 cm3 ⋅ cm-3, a temporal resolution of 24 min, and a one-dimensional spatial resolution of 1 cm. The sensor comprises two copper sheets, integrated into a sleeve and connected to a coil, which form a resonant circuit. A vector network analyzer, inductively coupled to the resonant circuit, measures the resonance frequency, against which θ was calibrated. The sensors were integrated into a positioning system, which measures θ along the depth of cylindrical tubes. When combined with modulating light (4-h period) and resultant modulating plant transpiration, the SWaP enables quantification of the component of RWU distribution that varies proportionally with total plant water uptake, and distinguishes it from soil water redistribution via soil pores and roots. Additionally, as a young, growing maize (Zea mays) plant progressively tapped its soil environment dry, we observed clear changes in plant-driven RWU and soil water redistribution profiles. Our SWaP setup can measure the RWU and redistribution of sandy-soil water content with unprecedented precision. The SWaP is therefore a promising device offering new insights into soil-plant hydrology, with applications for functional root phenotyping in nonsaline, temperature-controlled conditions, at low cost.
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Affiliation(s)
- Dagmar van Dusschoten
- Forschungszentrum Jülich, Institute of Bio- and Geosciences-Plant Sciences, 52425 Jülich, Germany
| | - Johannes Kochs
- Forschungszentrum Jülich, Institute of Bio- and Geosciences-Plant Sciences, 52425 Jülich, Germany
| | - Christian W Kuppe
- Forschungszentrum Jülich, Institute of Bio- and Geosciences-Plant Sciences, 52425 Jülich, Germany
| | - Viktor A Sydoruk
- Forschungszentrum Jülich, Institute of Bio- and Geosciences-Plant Sciences, 52425 Jülich, Germany
| | - Valentin Couvreur
- University of Louvain, Earth and Life Institute, 1348 Louvain-la-Neuve, Belgium
| | - Daniel Pflugfelder
- Forschungszentrum Jülich, Institute of Bio- and Geosciences-Plant Sciences, 52425 Jülich, Germany
| | - Johannes A Postma
- Forschungszentrum Jülich, Institute of Bio- and Geosciences-Plant Sciences, 52425 Jülich, Germany
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13
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Strock CF, Lynch JP. Root secondary growth: an unexplored component of soil resource acquisition. ANNALS OF BOTANY 2020; 126:205-218. [PMID: 32588876 PMCID: PMC7523590 DOI: 10.1093/aob/mcaa068] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/17/2020] [Indexed: 05/06/2023]
Abstract
BACKGROUND AND AIMS Despite recent progress in elucidating the molecular basis of secondary growth (cambial growth), the functional implications of this developmental process remain poorly understood. Targeted studies exploring how abiotic and biotic factors affect this process, as well as the relevance of secondary growth to fitness of annual dicotyledonous crop species under stress, are almost entirely absent from the literature. Specifically, the physiological role of secondary growth in roots has been completely neglected yet entails a unique array of implications for plant performance that are distinct from secondary growth in shoot tissue. SCOPE Since roots are directly responsible for soil resource capture, understanding of the fitness landscape of root phenotypes is important in both basic and applied plant biology. Interactions between root secondary growth, edaphic conditions and soil resource acquisition may have significant effects on plant fitness. Our intention here is not to provide a comprehensive review of a sparse and disparate literature, but rather to highlight knowledge gaps, propose hypotheses and identify opportunities for novel and agriculturally relevant research pertaining to secondary growth of roots. This viewpoint: (1) summarizes evidence from our own studies and other published work; (2) proposes hypotheses regarding the fitness landscape of secondary growth of roots in annual dicotyledonous species for abiotic and biotic stress; and (3) highlights the importance of directing research efforts to this topic within an agricultural context. CONCLUSIONS Secondary growth of the roots of annual dicots has functional significance with regards to soil resource acquisition and transport, interactions with soil organisms and carbon sequestration. Research on these topics would contribute significantly toward understanding the agronomic value of secondary growth of roots for crop improvement.
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Affiliation(s)
- Christopher F Strock
- Department of Plant Science, The Pennsylvania State University, University Park, PA, USA
| | - Jonathan P Lynch
- Department of Plant Science, The Pennsylvania State University, University Park, PA, USA
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14
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Schnepf A, Black CK, Couvreur V, Delory BM, Doussan C, Koch A, Koch T, Javaux M, Landl M, Leitner D, Lobet G, Mai TH, Meunier F, Petrich L, Postma JA, Priesack E, Schmidt V, Vanderborght J, Vereecken H, Weber M. Call for Participation: Collaborative Benchmarking of Functional-Structural Root Architecture Models. The Case of Root Water Uptake. FRONTIERS IN PLANT SCIENCE 2020; 11:316. [PMID: 32296451 PMCID: PMC7136536 DOI: 10.3389/fpls.2020.00316] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/23/2019] [Accepted: 03/03/2020] [Indexed: 05/22/2023]
Abstract
Three-dimensional models of root growth, architecture and function are becoming important tools that aid the design of agricultural management schemes and the selection of beneficial root traits. However, while benchmarking is common in many disciplines that use numerical models, such as natural and engineering sciences, functional-structural root architecture models have never been systematically compared. The following reasons might induce disagreement between the simulation results of different models: different representation of root growth, sink term of root water and solute uptake and representation of the rhizosphere. Presently, the extent of discrepancies is unknown, and a framework for quantitatively comparing functional-structural root architecture models is required. We propose, in a first step, to define benchmarking scenarios that test individual components of complex models: root architecture, water flow in soil and water flow in roots. While the latter two will focus mainly on comparing numerical aspects, the root architectural models have to be compared at a conceptual level as they generally differ in process representation. Therefore, defining common inputs that allow recreating reference root systems in all models will be a key challenge. In a second step, benchmarking scenarios for the coupled problems are defined. We expect that the results of step 1 will enable us to better interpret differences found in step 2. This benchmarking will result in a better understanding of the different models and contribute toward improving them. Improved models will allow us to simulate various scenarios with greater confidence and avoid bugs, numerical errors or conceptual misunderstandings. This work will set a standard for future model development.
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Affiliation(s)
- Andrea Schnepf
- Institut für Bio- und Geowissenschaften: Agrosphäre (IBG-3), Forschungszentrum Jülich GmbH, Jülich, Germany
- International Soil Modelling Consortium ISMC, Jülich, Germany
| | - Christopher K. Black
- Department of Plant Science, The Pennsylvania State University, University Park, PA, United States
| | - Valentin Couvreur
- Earth and Life Institute, Agronomy, Université Catholique de Louvain, Louvain-la-Neuve, Belgium
| | | | | | - Axelle Koch
- Earth and Life Institute, Environmental Sciences, Université Catholique de Louvain, Louvain-la-Neuve, Belgium
| | - Timo Koch
- Department of Hydromechanics and Modelling of Hydrosystems, University of Stuttgart, Stuttgart, Germany
| | - Mathieu Javaux
- Institut für Bio- und Geowissenschaften: Agrosphäre (IBG-3), Forschungszentrum Jülich GmbH, Jülich, Germany
- Earth and Life Institute, Agronomy, Université Catholique de Louvain, Louvain-la-Neuve, Belgium
| | - Magdalena Landl
- Institut für Bio- und Geowissenschaften: Agrosphäre (IBG-3), Forschungszentrum Jülich GmbH, Jülich, Germany
- International Soil Modelling Consortium ISMC, Jülich, Germany
| | | | - Guillaume Lobet
- Institut für Bio- und Geowissenschaften: Agrosphäre (IBG-3), Forschungszentrum Jülich GmbH, Jülich, Germany
- International Soil Modelling Consortium ISMC, Jülich, Germany
| | - Trung Hieu Mai
- Institut für Bio- und Geowissenschaften: Agrosphäre (IBG-3), Forschungszentrum Jülich GmbH, Jülich, Germany
| | - Félicien Meunier
- CAVElab–Computational and Applied Vegetation Ecology, Ghent University, Ghent, Belgium
- Department of Earth and Environment, Boston University, Boston, MA, United States
| | - Lukas Petrich
- Institute of Stochastics, Ulm University, Ulm, Germany
| | - Johannes A. Postma
- Institut für Bio- und Geowissenschaften: Plant Sciences (IBG-2), Forschungszentrum Jülich GmbH, Jülich, Germany
| | - Eckart Priesack
- Institute of Biochemical Plant Pathology, Helmholtz Zentrum München, Neuherberg, Germany
| | | | - Jan Vanderborght
- Institut für Bio- und Geowissenschaften: Agrosphäre (IBG-3), Forschungszentrum Jülich GmbH, Jülich, Germany
- International Soil Modelling Consortium ISMC, Jülich, Germany
| | - Harry Vereecken
- Institut für Bio- und Geowissenschaften: Agrosphäre (IBG-3), Forschungszentrum Jülich GmbH, Jülich, Germany
- International Soil Modelling Consortium ISMC, Jülich, Germany
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15
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Caroline Silva Lopes E, Pereira Rodrigues W, Ruas Fraga K, Machado Filho JA, Rangel da Silva J, Menezes de Assis-Gomes M, Moura Assis Figueiredo FAM, Gresshoff PM, Campostrini E. Hypernodulating soybean mutant line nod4 lacking 'Autoregulation of Nodulation' (AON) has limited root-to-shoot water transport capacity. ANNALS OF BOTANY 2019; 124:979-991. [PMID: 30955042 PMCID: PMC6881229 DOI: 10.1093/aob/mcz040] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/18/2018] [Accepted: 03/01/2019] [Indexed: 05/09/2023]
Abstract
BACKGROUND AND AIMS Although hypernodulating phenotype mutants of legumes, such as soybean, possess a high leaf N content, the large number of root nodules decreases carbohydrate availability for plant growth and seed yield. In addition, under conditions of high air vapour pressure deficit (VPD), hypernodulating plants show a limited capacity to replace water losses through transpiration, resulting in stomatal closure, and therefore decreased net photosynthetic rates. Here, we used hypernodulating (nod4) (282.33 ± 28.56 nodules per plant) and non-nodulating (nod139) (0 nodules per plant) soybean mutant lines to determine explicitly whether a large number of nodules reduces root hydraulic capacity, resulting in decreased stomatal conductance and net photosynthetic rates under high air VPD conditions. METHODS Plants were either inoculated or not inoculated with Bradyrhizobium diazoefficiens (strain BR 85, SEMIA 5080) to induce nitrogen-fixing root nodules (where possible). Absolute root conductance and root conductivity, plant growth, leaf water potential, gas exchange, chlorophyll a fluorescence, leaf 'greenness' [Soil Plant Analysis Development (SPAD) reading] and nitrogen content were measured 37 days after sowing. KEY RESULTS Besides the reduced growth of hypernodulating soybean mutant nod4, such plants showed decreased root capacity to supply leaf water demand as a consequence of their reduced root dry mass and root volume, which resulted in limited absolute root conductance and root conductivity normalized by leaf area. Thereby, reduced leaf water potential at 1300 h was observed, which contributed to depression of photosynthesis at midday associated with both stomatal and non-stomatal limitations. CONCLUSIONS Hypernodulated plants were more vulnerable to VPD increases due to their limited root-to-shoot water transport capacity. However, greater CO2 uptake caused by the high N content can be partly compensated by the stomatal limitation imposed by increased VPD conditions.
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Affiliation(s)
- Emile Caroline Silva Lopes
- Setor de Fisiologia Vegetal, Centro de Biotecnologia e Genética, Universidade Estadual de Santa Cruz, CEP, Ilhéus, Bahia, Braz il
- Setor de Fisiologia Vegetal, LMGV, Centro de Ciências e Tecnologias Agropecuárias, Universidade Estadual do Norte Fluminense, Campos dos Goytacazes, Rio de Janeiro, Brazil
| | - Weverton Pereira Rodrigues
- Setor de Fisiologia Vegetal, LMGV, Centro de Ciências e Tecnologias Agropecuárias, Universidade Estadual do Norte Fluminense, Campos dos Goytacazes, Rio de Janeiro, Brazil
| | - Katherine Ruas Fraga
- Setor de Fisiologia Vegetal, LMGV, Centro de Ciências e Tecnologias Agropecuárias, Universidade Estadual do Norte Fluminense, Campos dos Goytacazes, Rio de Janeiro, Brazil
| | - José Altino Machado Filho
- Setor de Fisiologia Vegetal, LMGV, Centro de Ciências e Tecnologias Agropecuárias, Universidade Estadual do Norte Fluminense, Campos dos Goytacazes, Rio de Janeiro, Brazil
- Instituto Capixaba de Pesquisa, Assistência Técnica e Extensão Rural, Vitória, ES, Brazil
| | - Jefferson Rangel da Silva
- Setor de Fisiologia Vegetal, LMGV, Centro de Ciências e Tecnologias Agropecuárias, Universidade Estadual do Norte Fluminense, Campos dos Goytacazes, Rio de Janeiro, Brazil
- Centro de Citricultura Sylvio Moreira, Instituto Agronômico, Cordeirópolis, São Paulo, Brazil
| | - Mara Menezes de Assis-Gomes
- Setor de Fisiologia Vegetal, LMGV, Centro de Ciências e Tecnologias Agropecuárias, Universidade Estadual do Norte Fluminense, Campos dos Goytacazes, Rio de Janeiro, Brazil
| | | | - Peter M Gresshoff
- Integrative Legume Research Group, The University of Queensland, St. Lucia, Brisbane, QLD, Australia
| | - Eliemar Campostrini
- Setor de Fisiologia Vegetal, LMGV, Centro de Ciências e Tecnologias Agropecuárias, Universidade Estadual do Norte Fluminense, Campos dos Goytacazes, Rio de Janeiro, Brazil
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16
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Koch A, Meunier F, Vanderborght J, Garré S, Pohlmeier A, Javaux M. Functional-structural root-system model validation using a soil MRI experiment. JOURNAL OF EXPERIMENTAL BOTANY 2019; 70:2797-2809. [PMID: 30799498 PMCID: PMC6509106 DOI: 10.1093/jxb/erz060] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/22/2018] [Accepted: 02/05/2019] [Indexed: 05/04/2023]
Abstract
For the first time, a functional-structural root-system model is validated by combining a tracer experiment monitored with magnetic resonance imaging and three-dimensional modeling of water and solute transport.
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Affiliation(s)
- Axelle Koch
- Earth and Life Institute – Environmental Sciences, UCLouvain, Louvain-la-Neuve, Belgium
| | - Félicien Meunier
- Earth and Life Institute – Environmental Sciences, UCLouvain, Louvain-la-Neuve, Belgium
- Computational and Applied Vegetation Ecology Lab, Ghent University, Ghent, Belgium
| | - Jan Vanderborght
- Institute of Bio- and Geosciences, IBG-3 Agrosphere, Forschungszentrum Jülich GmbH, Jülich, Germany
- Earth and Environmental Sciences, KU Leuven, Celestijnenlaan, Leuven, Belgium
| | - Sarah Garré
- Gembloux Agro-Bio Tech, Université de Liège, Passage des déportés, Gembloux, Belgium
| | - Andreas Pohlmeier
- Institute of Bio- and Geosciences, IBG-3 Agrosphere, Forschungszentrum Jülich GmbH, Jülich, Germany
| | - Mathieu Javaux
- Earth and Life Institute – Environmental Sciences, UCLouvain, Louvain-la-Neuve, Belgium
- Institute of Bio- and Geosciences, IBG-3 Agrosphere, Forschungszentrum Jülich GmbH, Jülich, Germany
- Correspondence:
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17
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Scharwies JD, Dinneny JR. Water transport, perception, and response in plants. JOURNAL OF PLANT RESEARCH 2019; 132:311-324. [PMID: 30747327 DOI: 10.1007/s10265-019-01089-8] [Citation(s) in RCA: 59] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/12/2018] [Accepted: 01/16/2019] [Indexed: 05/09/2023]
Abstract
Sufficient water availability in the environment is critical for plant survival. Perception of water by plants is necessary to balance water uptake and water loss and to control plant growth. Plant physiology and soil science research have contributed greatly to our understanding of how water moves through soil, is taken up by roots, and moves to leaves where it is lost to the atmosphere by transpiration. Water uptake from the soil is affected by soil texture itself and soil water content. Hydraulic resistances for water flow through soil can be a major limitation for plant water uptake. Changes in water supply and water loss affect water potential gradients inside plants. Likewise, growth creates water potential gradients. It is known that plants respond to changes in these gradients. Water flow and loss are controlled through stomata and regulation of hydraulic conductance via aquaporins. When water availability declines, water loss is limited through stomatal closure and by adjusting hydraulic conductance to maintain cell turgor. Plants also adapt to changes in water supply by growing their roots towards water and through refinements to their root system architecture. Mechanosensitive ion channels, aquaporins, proteins that sense the cell wall and cell membrane environment, and proteins that change conformation in response to osmotic or turgor changes could serve as putative sensors. Future research is required to better understand processes in the rhizosphere during soil drying and how plants respond to spatial differences in water availability. It remains to be investigated how changes in water availability and water loss affect different tissues and cells in plants and how these biophysical signals are translated into chemical signals that feed into signaling pathways like abscisic acid response or organ development.
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Affiliation(s)
- Johannes Daniel Scharwies
- Department of Plant Biology, Carnegie Institution for Science, 260 Panama Street, Stanford, CA, 94305, USA
- Department of Biology, Stanford University, 371 Serra Mall, Stanford, CA, 94305, USA
| | - José R Dinneny
- Department of Plant Biology, Carnegie Institution for Science, 260 Panama Street, Stanford, CA, 94305, USA.
- Department of Biology, Stanford University, 371 Serra Mall, Stanford, CA, 94305, USA.
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18
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Passot S, Couvreur V, Meunier F, Draye X, Javaux M, Leitner D, Pagès L, Schnepf A, Vanderborght J, Lobet G. Connecting the dots between computational tools to analyse soil-root water relations. JOURNAL OF EXPERIMENTAL BOTANY 2019; 70:2345-2357. [PMID: 30329081 DOI: 10.1093/jxb/ery361] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/07/2018] [Accepted: 10/10/2018] [Indexed: 05/20/2023]
Abstract
In recent years, many computational tools, such as image analysis, data management, process-based simulation, and upscaling tools, have been developed to help quantify and understand water flow in the soil-root system, at multiple scales (tissue, organ, plant, and population). Several of these tools work together or at least are compatible. However, for the uninformed researcher, they might seem disconnected, forming an unclear and disorganized succession of tools. In this article, we show how different studies can be further developed by connecting them to analyse soil-root water relations in a comprehensive and structured network. This 'explicit network of soil-root computational tools' informs readers about existing tools and helps them understand how their data (past and future) might fit within the network. We also demonstrate the novel possibilities of scale-consistent parameterizations made possible by the network with a set of case studies from the literature. Finally, we discuss existing gaps in the network and how we can move forward to fill them.
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Affiliation(s)
- Sixtine Passot
- Earth and Life Institute, Université catholique de Louvain, Louvain-la-Neuve, Belgium
| | - Valentin Couvreur
- Earth and Life Institute, Université catholique de Louvain, Louvain-la-Neuve, Belgium
| | - Félicien Meunier
- Earth and Life Institute, Université catholique de Louvain, Louvain-la-Neuve, Belgium
- Computational and Applied Vegetation Ecology lab, Ghent University, Gent, Belgium
- Department of Earth and Environment, Boston University, Boston, MA, USA
| | - Xavier Draye
- Earth and Life Institute, Université catholique de Louvain, Louvain-la-Neuve, Belgium
| | - Mathieu Javaux
- Earth and Life Institute, Université catholique de Louvain, Louvain-la-Neuve, Belgium
- Agrosphere, IBG3, Forschungszentrum Jülich, GmbH Jülich, Germany
| | | | | | - Andrea Schnepf
- Agrosphere, IBG3, Forschungszentrum Jülich, GmbH Jülich, Germany
| | - Jan Vanderborght
- Agrosphere, IBG3, Forschungszentrum Jülich, GmbH Jülich, Germany
| | - Guillaume Lobet
- Earth and Life Institute, Université catholique de Louvain, Louvain-la-Neuve, Belgium
- Agrosphere, IBG3, Forschungszentrum Jülich, GmbH Jülich, Germany
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19
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Couvreur V, Faget M, Lobet G, Javaux M, Chaumont F, Draye X. Going with the Flow: Multiscale Insights into the Composite Nature of Water Transport in Roots. PLANT PHYSIOLOGY 2018; 178:1689-1703. [PMID: 30366980 PMCID: PMC6288756 DOI: 10.1104/pp.18.01006] [Citation(s) in RCA: 45] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/20/2018] [Accepted: 10/12/2018] [Indexed: 05/04/2023]
Abstract
As water often limits crop production, a more complete understanding of plant water capture and transport is necessary. Here, we developed MECHA, a mathematical model that computes the flow of water across the root at the scale of walls, membranes, and plasmodesmata of individual cells, and used it to test hypotheses related to root water transport in maize (Zea mays). The model uses detailed root anatomical descriptions and a minimal set of experimental cell properties, including the conductivity of plasma membranes, cell walls, and plasmodesmata, which yield quantitative and scale-consistent estimations of water pathways and root radial hydraulic conductivity (k r). MECHA revealed that the mainstream hydraulic theories derived independently at the cell and root segment scales are compatible only if osmotic potentials within the apoplastic domains are uniform. The results suggested that the convection-diffusion of apoplastic solutes explained most of the offset between estimated k r in pressure clamp and osmotic experiments, while the contribution of water-filled intercellular spaces was limited. Furthermore, sensitivity analyses quantified the relative impact of cortex and endodermis cell conductivity of plasma membranes on root k r and suggested that only the latter contributed substantially to k r due to the composite nature of water flow across roots. The explicit root hydraulic anatomy framework brings insights into contradictory interpretations of experiments from the literature and suggests experiments to efficiently address questions pertaining to root water relations. Its scale consistency opens avenues for cross-scale communication in the world of root hydraulics.
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Affiliation(s)
- Valentin Couvreur
- Earth and Life Institute, Agronomy, UCLouvain, 1348 Louvain-la-Neuve, Belgium
| | - Marc Faget
- Earth and Life Institute, Agronomy, UCLouvain, 1348 Louvain-la-Neuve, Belgium
| | - Guillaume Lobet
- Earth and Life Institute, Agronomy, UCLouvain, 1348 Louvain-la-Neuve, Belgium
- Forschungszentrum Juelich GmbH, IBG3 Agrosphere, Juelich, Germany 52428
| | - Mathieu Javaux
- Forschungszentrum Juelich GmbH, IBG3 Agrosphere, Juelich, Germany 52428
- Earth and Life Institute, Environmental Sciences, UCLouvain, 1348 Louvain-la-Neuve, Belgium
| | - François Chaumont
- Louvain Institute of Biomolecular Science and Technology, UCLouvain, 1348 Louvain-la-Neuve, Belgium
| | - Xavier Draye
- Earth and Life Institute, Agronomy, UCLouvain, 1348 Louvain-la-Neuve, Belgium
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20
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Bouda M, Brodersen C, Saiers J. Whole root system water conductance responds to both axial and radial traits and network topology over natural range of trait variation. J Theor Biol 2018; 456:49-61. [PMID: 30055183 DOI: 10.1016/j.jtbi.2018.07.033] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2017] [Revised: 05/30/2018] [Accepted: 07/24/2018] [Indexed: 01/16/2023]
Abstract
Current theory and supporting research suggests that radial transport is the most limiting factor to root water uptake, raising the question whether only absorbing root length and radial conductivity matter to water uptake. Here, we extended the porous pipe analytical model of root water uptake to entire root networks in 3D and analysed the relative importance of axial and radial characteristics to total uptake over parameter ranges reported in the literature. We found that network conductance can be more sensitive to axial than radial conductance of absorbing roots. When axial transport limits uptake, more dichotomous topology, especially towards the base of the network, increases water uptake efficiency, while the effect of root length is reduced. Whole root system conductance was sensitive to radial transport and length in model lupin (Lupinus angustifolius L.), but to axial transport and topology in wheat (Triticum aestivum L.), suggesting the root habit niche space of monocots may be constrained by their loss of secondary growth. A deep tap root calibrated to oak (Quercus fusiformis J. Buchholz) hydraulic parameters required 15 times more xylem volume to transport comparable amounts of water once recalibrated to parameters from juniper (Juniperus ashei Small 1901), showing that anatomical constraints on axial conductance can lead to significant trade-offs in woody roots as well. Root system water uptake responds to axial transport and can be limited by it in a biologically meaningful way.
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Affiliation(s)
- Martin Bouda
- School of Forestry and Environmental Studies, Yale University, 370 Prospect St., New Haven, CT, USA.
| | - Craig Brodersen
- School of Forestry and Environmental Studies, Yale University, 370 Prospect St., New Haven, CT, USA
| | - James Saiers
- School of Forestry and Environmental Studies, Yale University, 370 Prospect St., New Haven, CT, USA
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21
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Meunier F, Zarebanadkouki M, Ahmed MA, Carminati A, Couvreur V, Javaux M. Hydraulic conductivity of soil-grown lupine and maize unbranched roots and maize root-shoot junctions. JOURNAL OF PLANT PHYSIOLOGY 2018; 227:31-44. [PMID: 29395124 DOI: 10.1016/j.jplph.2017.12.019] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/24/2017] [Revised: 12/19/2017] [Accepted: 12/20/2017] [Indexed: 05/14/2023]
Abstract
Improving or maintaining crop productivity under conditions of long term change of soil water availability and atmosphere demand for water is one the big challenges of this century. It requires a deep understanding of crop water acquisition properties, i.e. root system architecture and root hydraulic properties among other characteristics of the soil-plant-atmosphere continuum. A root pressure probe technique was used to measure the root hydraulic conductances of seven-week old maize and lupine plants grown in sandy soil. Unbranched root segments were excised in lateral, seminal, crown and brace roots of maize, and in lateral roots of lupine. Their total hydraulic conductance was quantified under steady-state hydrostatic gradient for progressively shorter segments. Furthermore, the axial conductance of proximal root regions removed at each step of root shortening was measured as well. Analytical solutions of the water flow equations in unbranched roots developed recently and relating root total conductance profiles to axial and radial conductivities were used to retrieve the root radial hydraulic conductivity profile along each root type, and quantify its uncertainty. Interestingly, the optimized root radial conductivities and measured axial conductances displayed significant differences across root types and species. However, the measured root total conductances did not differ significantly. As compared to measurements reported in the literature, our axial and radial conductivities concentrate in the lower range of herbaceous species hydraulic properties. In a final experiment, the hydraulic conductances of root junctions to maize stem were observed to highly depend on root type. Surprisingly maize brace root junctions were an order of magnitude more conductive than the other crown and seminal roots, suggesting potential regulation mechanism for root water uptake location and a potential role of the maize brace roots for water uptake more important than reported in the literature.
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Affiliation(s)
- Félicien Meunier
- Earth and Life Institute, Environmental sciences, Université catholique de Louvain, B-1348 Louvain-la-Neuve, Belgium
| | | | - Mutez A Ahmed
- Division of Soil Physics, University of Bayreuth, Bayreuth, Germany; Division of Soil Hydrology, University of Goettingen, D-37077 Göttingen, Germany; Department of Agricultural Engineering, Faculty of Agriculture, University of Khartoum, Khartoum, Sudan
| | - Andrea Carminati
- Division of Soil Physics, University of Bayreuth, Bayreuth, Germany
| | - Valentin Couvreur
- Earth and Life Institute, Agronomic sciences, Université catholique de Louvain, B-1348 Louvain-la-Neuve, Belgium
| | - Mathieu Javaux
- Earth and Life Institute, Environmental sciences, Université catholique de Louvain, B-1348 Louvain-la-Neuve, Belgium; Institute of Bio- and Geosciences, IBG-3 Agrosphere, Forschungszentrum Jülich GmbH, D-52425 Jülich, Germany
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Ryan PR, Delhaize E, Watt M, Richardson AE. Plant roots: understanding structure and function in an ocean of complexity. ANNALS OF BOTANY 2016; 118:555-559. [PMCID: PMC5055641 DOI: 10.1093/aob/mcw192] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/03/2016] [Revised: 08/06/2016] [Accepted: 08/19/2016] [Indexed: 05/17/2023]
Abstract
Background The structure and function of plant roots and their interactions with soil are exciting scientific frontiers that will ultimately reveal much about our natural systems, global water and mineral and carbon cycles, and help secure food supplies into the future. This Special Issue presents a collection of papers that address topics at the forefront of our understanding of root biology. Scope These papers investigate how roots cope with drought, nutrient deficiencies, toxicities and soil compaction as well as the interactions that roots have with soil microorganisms. Roots of model plant species, annual crops and perennial species are studied in short-term experiments through to multi-year trials. Spatial scales range from the gene up to farming systems and nutrient cycling. The diverse, integrated approaches described by these studies encompass root genetics as applied to soil management, as well as documenting the signalling processes occurring between roots and shoots and between roots and soil. Conclusions This Special Issue on roots presents invited reviews and research papers covering a span of topics ranging from fundamental aspects of anatomy, growth and water uptake to roots in crop and pasture systems. Understanding root structure and function and adaptation to the abiotic and biotic stresses encountered in field conditions is important for sustainable agricultural production and better management of natural systems.
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Affiliation(s)
- Peter R. Ryan
- CSIRO Agriculture and Food, GPO Box 1600, Canberra, ACT 2601, Australia
- *For correspondence. E-mail
| | - Emmanuel Delhaize
- CSIRO Agriculture and Food, GPO Box 1600, Canberra, ACT 2601, Australia
| | - Michelle Watt
- Plant Sciences Institute, Bio and Geo Sciences, Forschungszentrum Jülich GmbH, 52425 Jülich, Germany
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