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Wu G, Guan K, Kimm H, Miao G, Yang X, Jiang C. Ground far-red sun-induced chlorophyll fluorescence and vegetation indices in the US Midwestern agroecosystems. Sci Data 2024; 11:228. [PMID: 38388559 PMCID: PMC10883924 DOI: 10.1038/s41597-024-03004-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2023] [Accepted: 01/26/2024] [Indexed: 02/24/2024] Open
Abstract
Sun-induced chlorophyll fluorescence (SIF) provides an opportunity to study terrestrial ecosystem photosynthesis dynamics. However, the current coarse spatiotemporal satellite SIF products are challenging for mechanistic interpretations of SIF signals. Long-term ground SIF and vegetation indices (VIs) are important for satellite SIF validation and mechanistic understanding of the relationship between SIF and photosynthesis when combined with leaf- and canopy-level auxiliary measurements. In this study, we present and analyze a total of 15 site-years of ground far-red SIF (SIF at 760 nm, SIF760) and VIs datasets from soybean, corn, and miscanthus grown in the U.S. Corn Belt from 2016 to 2021. We introduce a comprehensive data processing protocol, including different retrieval methods, calibration coefficient adjustment, and nadir SIF footprint upscaling to match the eddy covariance footprint. This long-term ground far-red SIF and VIs dataset provides important and first-hand data for far-red SIF interpretation and understanding the mechanistic relationship between far-red SIF and canopy photosynthesis across various crop species and environmental conditions.
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Affiliation(s)
- Genghong Wu
- Agroecosystem Sustainability Center, Institute for Sustainability, Energy, and Environment, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USA
- Department of Natural Resources and Environmental Sciences, College of Agricultural, Consumers, and Environmental Sciences, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USA
- DOE Center for Advanced Bioenergy and Bioproducts Innovation, Urbana, IL, 61801, USA
| | - Kaiyu Guan
- Agroecosystem Sustainability Center, Institute for Sustainability, Energy, and Environment, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USA.
- Department of Natural Resources and Environmental Sciences, College of Agricultural, Consumers, and Environmental Sciences, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USA.
- DOE Center for Advanced Bioenergy and Bioproducts Innovation, Urbana, IL, 61801, USA.
- National Center of Supercomputing Applications, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USA.
| | - Hyungsuk Kimm
- Department of Natural Resources and Environmental Sciences, College of Agricultural, Consumers, and Environmental Sciences, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USA
- Research Institute of Agriculture and Life Sciences, Seoul National University, Seoul, 08826, Republic of Korea
| | - Guofang Miao
- Department of Natural Resources and Environmental Sciences, College of Agricultural, Consumers, and Environmental Sciences, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USA
| | - Xi Yang
- Department of Environmental Sciences, University of Virginia, Charlottesville, VA, 22903, USA
| | - Chongya Jiang
- Agroecosystem Sustainability Center, Institute for Sustainability, Energy, and Environment, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USA
- Department of Natural Resources and Environmental Sciences, College of Agricultural, Consumers, and Environmental Sciences, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USA
- DOE Center for Advanced Bioenergy and Bioproducts Innovation, Urbana, IL, 61801, USA
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2
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Wu G, Guan K, Ainsworth EA, Martin DG, Kimm H, Yang X. Solar-induced chlorophyll fluorescence captures the effects of elevated ozone on canopy structure and acceleration of senescence in soybean. J Exp Bot 2024; 75:350-363. [PMID: 37702411 DOI: 10.1093/jxb/erad356] [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] [Subscribe] [Scholar Register] [Received: 03/14/2023] [Accepted: 09/11/2023] [Indexed: 09/14/2023]
Abstract
Solar-induced chlorophyll fluorescence (SIF) provides an opportunity to rapidly and non-destructively investigate how plants respond to stress. Here, we explored the potential of SIF to detect the effects of elevated O3 on soybean in the field where soybean was subjected to ambient and elevated O3 throughout the growing season in 2021. Exposure to elevated O3 resulted in a significant decrease in canopy SIF at 760 nm (SIF760), with a larger decrease in the late growing season (36%) compared with the middle growing season (13%). Elevated O3 significantly decreased the fraction of absorbed photosynthetically active radiation by 8-15% in the middle growing season and by 35% in the late growing stage. SIF760 escape ratio (fesc) was significantly increased under elevated O3 by 5-12% in the late growth stage due to a decrease of leaf chlorophyll content and leaf area index. Fluorescence yield of the canopy was reduced by 5-11% in the late growing season depending on the fesc estimation method, during which leaf maximum carboxylation rate and maximum electron transport were significantly reduced by 29% and 20% under elevated O3. These results demonstrated that SIF could capture the elevated O3 effect on canopy structure and acceleration of senescence in soybean and provide empirical support for using SIF for soybean stress detection and phenotyping.
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Affiliation(s)
- Genghong Wu
- Agroecosystem Sustainability Center, Institute for Sustainability, Energy, and Environment, University of Illinois Urbana Champaign, Urbana, IL 61801, USA
- Department of Natural Resources and Environmental Sciences, College of Agricultural, Consumers, and Environmental Sciences, University of Illinois Urbana Champaign, Urbana, IL 61801, USA
- Institute of Bio- and Geosciences, IBG-2: Plant Sciences, Forschungszentrum Jülich GmbH, Jülich 52425, Germany
| | - Kaiyu Guan
- Agroecosystem Sustainability Center, Institute for Sustainability, Energy, and Environment, University of Illinois Urbana Champaign, Urbana, IL 61801, USA
- Department of Natural Resources and Environmental Sciences, College of Agricultural, Consumers, and Environmental Sciences, University of Illinois Urbana Champaign, Urbana, IL 61801, USA
- National Center for Supercomputing Applications, University of Illinois Urbana Champaign, Urbana, IL 61801, USA
| | - Elizabeth A Ainsworth
- Agroecosystem Sustainability Center, Institute for Sustainability, Energy, and Environment, University of Illinois Urbana Champaign, Urbana, IL 61801, USA
- Department of Plant Biology, University of Illinois Urbana Champaign, Urbana, IL 61801, USA
- USDA-ARS, Global Change and Photosynthesis Research Unit, Urbana, IL 61801, USA
| | - Duncan G Martin
- Department of Plant Biology, University of Illinois Urbana Champaign, Urbana, IL 61801, USA
| | - Hyungsuk Kimm
- Department of Natural Resources and Environmental Sciences, College of Agricultural, Consumers, and Environmental Sciences, University of Illinois Urbana Champaign, Urbana, IL 61801, USA
- Research Institute of Agriculture and Life Sciences, Seoul National University, Seoul 08826, South Korea
| | - Xi Yang
- Department of Environmental Sciences, University of Virginia, Charlottesville, VA 22903, USA
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3
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Burroughs CH, Montes CM, Moller CA, Mitchell NG, Michael AM, Peng B, Kimm H, Pederson TL, Lipka AE, Bernacchi CJ, Guan K, Ainsworth EA. Reductions in leaf area index, pod production, seed size, and harvest index drive yield loss to high temperatures in soybean. J Exp Bot 2023; 74:1629-1641. [PMID: 36571807 DOI: 10.1093/jxb/erac503] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/29/2022] [Accepted: 12/23/2022] [Indexed: 06/17/2023]
Abstract
Improvements in genetics, technology, and agricultural intensification have increased soybean yields; however, adverse climate conditions may prevent these gains from being fully realized in the future. Higher growing season temperatures reduce soybean yields in key production regions including the US Midwest, and better understanding of the developmental and physiological mechanisms that constrain soybean yield under high temperature conditions is needed. This study tested the response of two soybean cultivars to four elevated temperature treatments (+1.7, +2.6, +3.6, and +4.8 °C) in the field over three growing seasons and identified threshold temperatures for response and linear versus non-linear trait responses to temperature. Yield declined non-linearly to temperature, with decreases apparent when canopy temperature exceeded 20.9 °C for the locally adapted cultivar and 22.7°C for a cultivar adapted to more southern locations. While stem node number increased with increasing temperature, leaf area index decreased substantially. Pod production, seed size, and harvest index significantly decreased with increasing temperature. The seasonal average temperature of even the mildest treatment exceeded the threshold temperatures for yield loss, emphasizing the importance of improving temperature tolerance in soybean germplasm with intensifying climate change.
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Affiliation(s)
- Charles H Burroughs
- Department of Plant Biology, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA
| | - Christopher M Montes
- Department of Plant Biology, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA
- Global Change and Photosynthesis Research Unit, USDA-ARS, Urbana, IL 61801, USA
| | - Christopher A Moller
- Department of Plant Biology, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA
- Global Change and Photosynthesis Research Unit, USDA-ARS, Urbana, IL 61801, USA
| | - Noah G Mitchell
- Department of Plant Biology, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA
- Global Change and Photosynthesis Research Unit, USDA-ARS, Urbana, IL 61801, USA
| | - Anne Marie Michael
- Department of Plant Biology, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA
| | - Bin Peng
- College of Agricultural, Consumer and Environmental Sciences, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA
| | - Hyungsuk Kimm
- College of Agricultural, Consumer and Environmental Sciences, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA
| | - Taylor L Pederson
- Global Change and Photosynthesis Research Unit, USDA-ARS, Urbana, IL 61801, USA
- Carl R. Woese Institute for Genomic Biology, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA
| | - Alexander E Lipka
- Department of Natural Resources & Environmental Sciences, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA
| | - Carl J Bernacchi
- Department of Plant Biology, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA
- Global Change and Photosynthesis Research Unit, USDA-ARS, Urbana, IL 61801, USA
- Carl R. Woese Institute for Genomic Biology, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA
| | - Kaiyu Guan
- College of Agricultural, Consumer and Environmental Sciences, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA
- National Center for Supercomputing Applications, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA
| | - Elizabeth A Ainsworth
- Department of Plant Biology, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA
- Global Change and Photosynthesis Research Unit, USDA-ARS, Urbana, IL 61801, USA
- Carl R. Woese Institute for Genomic Biology, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA
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4
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Kumagai E, Burroughs CH, Pederson TL, Montes CM, Peng B, Kimm H, Guan K, Ainsworth EA, Bernacchi CJ. Predicting biochemical acclimation of leaf photosynthesis in soybean under in-field canopy warming using hyperspectral reflectance. Plant Cell Environ 2022; 45:80-94. [PMID: 34664281 DOI: 10.1111/pce.14204] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [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: 06/16/2021] [Revised: 10/04/2021] [Accepted: 10/05/2021] [Indexed: 06/13/2023]
Abstract
Traditional gas exchange measurements are cumbersome, which makes it difficult to capture variation in biochemical parameters, namely the maximum rate of carboxylation measured at a reference temperature (Vcmax25 ) and the maximum electron transport at a reference temperature (Jmax25 ), in response to growth temperature over time from days to weeks. Hyperspectral reflectance provides reliable measures of Vcmax25 and Jmax25 ; however, the capability of this method to capture biochemical acclimations of the two parameters to high growth temperature over time has not been demonstrated. In this study, Vcmax25 and Jmax25 were measured over multiple growth stages during two growing seasons for field-grown soybeans using both gas exchange techniques and leaf spectral reflectance under ambient and four elevated canopy temperature treatments (ambient+1.5, +3, +4.5, and +6°C). Spectral vegetation indices and machine learning methods were used to build predictive models for Vcmax25 and Jmax25 , based on the leaf reflectance. Results showed that these models yielded an R2 of 0.57-0.65 and 0.48-0.58 for Vcmax25 and Jmax25 , respectively. Hyperspectral reflectance captured biochemical acclimation of leaf photosynthesis to high temperature in the field, improving spatial and temporal resolution in the ability to assess the impact of future warming on crop productivity.
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Affiliation(s)
- Etsushi Kumagai
- Tohoku Agricultural Research Center, National Agriculture and Food Research Organization, Morioka, Japan
- Department of Plant Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
| | - Charles H Burroughs
- Department of Plant Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
| | - Taylor L Pederson
- Department of Plant Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
| | - Christopher M Montes
- Department of Plant Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
| | - Bin Peng
- College of Agricultural, Consumer and Environmental Sciences, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
| | - Hyungsuk Kimm
- College of Agricultural, Consumer and Environmental Sciences, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
| | - Kaiyu Guan
- College of Agricultural, Consumer and Environmental Sciences, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
- National Center for Supercomputing Applications, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
| | - Elizabeth A Ainsworth
- Department of Plant Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
- Global Change and Photosynthesis Research Unit, USDA-ARS, Urbana, Illinois, USA
| | - Carl J Bernacchi
- Department of Plant Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
- Global Change and Photosynthesis Research Unit, USDA-ARS, Urbana, Illinois, USA
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5
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Zhang J, Guan K, Peng B, Pan M, Zhou W, Jiang C, Kimm H, Franz TE, Grant RF, Yang Y, Rudnick DR, Heeren DM, Suyker AE, Bauerle WL, Miner GL. Sustainable irrigation based on co-regulation of soil water supply and atmospheric evaporative demand. Nat Commun 2021; 12:5549. [PMID: 34545076 PMCID: PMC8452748 DOI: 10.1038/s41467-021-25254-7] [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] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2021] [Accepted: 07/13/2021] [Indexed: 11/25/2022] Open
Abstract
Irrigation is an important adaptation to reduce crop yield loss due to water stress from both soil water deficit (low soil moisture) and atmospheric aridity (high vapor pressure deficit, VPD). Traditionally, irrigation has primarily focused on soil water deficit. Observational evidence demonstrates that stomatal conductance is co-regulated by soil moisture and VPD from water supply and demand aspects. Here we use a validated hydraulically-driven ecosystem model to reproduce the co-regulation pattern. Specifically, we propose a plant-centric irrigation scheme considering water supply-demand dynamics (SDD), and compare it with soil-moisture-based irrigation scheme (management allowable depletion, MAD) for continuous maize cropping systems in Nebraska, United States. We find that, under current climate conditions, the plant-centric SDD irrigation scheme combining soil moisture and VPD, could significantly reduce irrigation water use (-24.0%) while maintaining crop yields, and increase economic profits (+11.2%) and irrigation water productivity (+25.2%) compared with MAD, thus SDD could significantly improve water sustainability.
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Affiliation(s)
- Jingwen Zhang
- Agroecosystem Sustainability Center, Institute for Sustainability, Energy, and Environment, University of Illinois at Urbana Champaign, Urbana, IL, USA.
- College of Agricultural, Consumer and Environmental Sciences, University of Illinois at Urbana Champaign, Urbana, IL, USA.
| | - Kaiyu Guan
- Agroecosystem Sustainability Center, Institute for Sustainability, Energy, and Environment, University of Illinois at Urbana Champaign, Urbana, IL, USA.
- College of Agricultural, Consumer and Environmental Sciences, University of Illinois at Urbana Champaign, Urbana, IL, USA.
- National Center for Supercomputing Applications, University of Illinois at Urbana Champaign, Urbana, IL, USA.
| | - Bin Peng
- Agroecosystem Sustainability Center, Institute for Sustainability, Energy, and Environment, University of Illinois at Urbana Champaign, Urbana, IL, USA.
- College of Agricultural, Consumer and Environmental Sciences, University of Illinois at Urbana Champaign, Urbana, IL, USA.
- National Center for Supercomputing Applications, University of Illinois at Urbana Champaign, Urbana, IL, USA.
| | - Ming Pan
- Department of Civil and Environmental Engineering, Princeton University, Princeton, NJ, USA
- Center for Western Weather and Water Extremes, Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA, USA
| | - Wang Zhou
- Agroecosystem Sustainability Center, Institute for Sustainability, Energy, and Environment, University of Illinois at Urbana Champaign, Urbana, IL, USA
- College of Agricultural, Consumer and Environmental Sciences, University of Illinois at Urbana Champaign, Urbana, IL, USA
| | - Chongya Jiang
- Agroecosystem Sustainability Center, Institute for Sustainability, Energy, and Environment, University of Illinois at Urbana Champaign, Urbana, IL, USA
- College of Agricultural, Consumer and Environmental Sciences, University of Illinois at Urbana Champaign, Urbana, IL, USA
| | - Hyungsuk Kimm
- Agroecosystem Sustainability Center, Institute for Sustainability, Energy, and Environment, University of Illinois at Urbana Champaign, Urbana, IL, USA
- College of Agricultural, Consumer and Environmental Sciences, University of Illinois at Urbana Champaign, Urbana, IL, USA
| | - Trenton E Franz
- School of Natural Resources, University of Nebraska-Lincoln, Lincoln, NE, USA
| | - Robert F Grant
- Department of Renewable Resources, University of Alberta, Edmonton, Alberta, Canada
| | - Yi Yang
- Agroecosystem Sustainability Center, Institute for Sustainability, Energy, and Environment, University of Illinois at Urbana Champaign, Urbana, IL, USA
- College of Agricultural, Consumer and Environmental Sciences, University of Illinois at Urbana Champaign, Urbana, IL, USA
| | - Daran R Rudnick
- Department of Biological Systems Engineering, University of Nebraska-Lincoln, Lincoln, NE, USA
| | - Derek M Heeren
- Department of Biological Systems Engineering, University of Nebraska-Lincoln, Lincoln, NE, USA
| | - Andrew E Suyker
- School of Natural Resources, University of Nebraska-Lincoln, Lincoln, NE, USA
| | - William L Bauerle
- Department of Horticulture and Landscape Architecture, Colorado State University, Fort Collins, CO, USA
| | - Grace L Miner
- Soil Management and Sugarbeet Research Unit, USDA-ARS, Fort Collins, CO, USA
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6
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Kimm H, Guan K, Burroughs CH, Peng B, Ainsworth EA, Bernacchi CJ, Moore CE, Kumagai E, Yang X, Berry JA, Wu G. Quantifying high-temperature stress on soybean canopy photosynthesis: The unique role of sun-induced chlorophyll fluorescence. Glob Chang Biol 2021; 27:2403-2415. [PMID: 33844873 DOI: 10.1111/gcb.15603] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [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: 10/01/2020] [Revised: 01/15/2021] [Accepted: 03/07/2021] [Indexed: 06/12/2023]
Abstract
High temperature and accompanying high vapor pressure deficit often stress plants without causing distinctive changes in plant canopy structure and consequential spectral signatures. Sun-induced chlorophyll fluorescence (SIF), because of its mechanistic link with photosynthesis, may better detect such stress than remote sensing techniques relying on spectral reflectance signatures of canopy structural changes. However, our understanding about physiological mechanisms of SIF and its unique potential for physiological stress detection remains less clear. In this study, we measured SIF at a high-temperature experiment, Temperature Free-Air Controlled Enhancement, to explore the potential of SIF for physiological investigations. The experiment provided a gradient of soybean canopy temperature with 1.5, 3.0, 4.5, and 6.0°C above the ambient canopy temperature in the open field environments. SIF yield, which is normalized by incident radiation and the fraction of absorbed photosynthetically active radiation, showed a high correlation with photosynthetic light use efficiency (r = 0.89) and captured dynamic plant responses to high-temperature conditions. SIF yield was affected by canopy structural and plant physiological changes associated with high-temperature stress (partial correlation r = 0.60 and -0.23). Near-infrared reflectance of vegetation, only affected by canopy structural changes, was used to minimize the canopy structural impact on SIF yield and to retrieve physiological SIF yield (ΦF ) signals. ΦF further excludes the canopy structural impact than SIF yield and indicates plant physiological variability, and we found that ΦF outperformed SIF yield in responding to physiological stress (r = -0.37). Our findings highlight that ΦF sensitively responded to the physiological downregulation of soybean gross primary productivity under high temperature. ΦF , if reliably derived from satellite SIF, can support monitoring regional crop growth and different ecosystems' vegetation productivity under environmental stress and climate change.
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Affiliation(s)
- Hyungsuk Kimm
- Agroecosystem Sustainability Center, Institute for Sustainability, Energy, and Environment (iSEE), University of Illinois at Urbana-Champaign, Urbana, IL, USA
- College of Agricultural, Consumers, and Environmental Sciences, University of Illinois Urbana-Champaign, Urbana, IL, USA
| | - Kaiyu Guan
- Agroecosystem Sustainability Center, Institute for Sustainability, Energy, and Environment (iSEE), University of Illinois at Urbana-Champaign, Urbana, IL, USA
- College of Agricultural, Consumers, and Environmental Sciences, University of Illinois Urbana-Champaign, Urbana, IL, USA
- National Center for Supercomputing Applications, University of Illinois Urbana-Champaign, Urbana, IL, USA
| | - Charles H Burroughs
- Department of Plant Biology, University of Illinois Urbana-Champaign, Urbana, IL, USA
| | - Bin Peng
- Agroecosystem Sustainability Center, Institute for Sustainability, Energy, and Environment (iSEE), University of Illinois at Urbana-Champaign, Urbana, IL, USA
- College of Agricultural, Consumers, and Environmental Sciences, University of Illinois Urbana-Champaign, Urbana, IL, USA
- National Center for Supercomputing Applications, University of Illinois Urbana-Champaign, Urbana, IL, USA
| | - Elizabeth A Ainsworth
- Department of Plant Biology, University of Illinois Urbana-Champaign, Urbana, IL, USA
- USDA-ARS, Global Change and Photosynthesis Research Unit, Urbana, IL, USA
| | - Carl J Bernacchi
- Department of Plant Biology, University of Illinois Urbana-Champaign, Urbana, IL, USA
- USDA-ARS, Global Change and Photosynthesis Research Unit, Urbana, IL, USA
| | - Caitlin E Moore
- Institute for Sustainability Energy and Environment, University of Illinois Urbana-Champaign, Urbana, IL, USA
- School of Agriculture and Environment, University of Western Australia, Crawley, WA, Australia
| | - Etsushi Kumagai
- Tohoku Agricultural Research Center, National Agriculture and Food Research Organization, Morioka, Iwate, Japan
| | - Xi Yang
- Department of Environmental Sciences, University of Virginia, Charlottesville, VA, USA
| | - Joseph A Berry
- Department of Global Ecology, Carnegie Institution for Science, Stanford, CA, USA
| | - Genghong Wu
- Agroecosystem Sustainability Center, Institute for Sustainability, Energy, and Environment (iSEE), University of Illinois at Urbana-Champaign, Urbana, IL, USA
- College of Agricultural, Consumers, and Environmental Sciences, University of Illinois Urbana-Champaign, Urbana, IL, USA
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7
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Peng B, Guan K, Tang J, Ainsworth EA, Asseng S, Bernacchi CJ, Cooper M, Delucia EH, Elliott JW, Ewert F, Grant RF, Gustafson DI, Hammer GL, Jin Z, Jones JW, Kimm H, Lawrence DM, Li Y, Lombardozzi DL, Marshall-Colon A, Messina CD, Ort DR, Schnable JC, Vallejos CE, Wu A, Yin X, Zhou W. Towards a multiscale crop modelling framework for climate change adaptation assessment. Nat Plants 2020; 6:338-348. [PMID: 32296143 DOI: 10.1038/s41477-020-0625-3] [Citation(s) in RCA: 53] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/08/2019] [Accepted: 02/24/2020] [Indexed: 05/18/2023]
Abstract
Predicting the consequences of manipulating genotype (G) and agronomic management (M) on agricultural ecosystem performances under future environmental (E) conditions remains a challenge. Crop modelling has the potential to enable society to assess the efficacy of G × M technologies to mitigate and adapt crop production systems to climate change. Despite recent achievements, dedicated research to develop and improve modelling capabilities from gene to global scales is needed to provide guidance on designing G × M adaptation strategies with full consideration of their impacts on both crop productivity and ecosystem sustainability under varying climatic conditions. Opportunities to advance the multiscale crop modelling framework include representing crop genetic traits, interfacing crop models with large-scale models, improving the representation of physiological responses to climate change and management practices, closing data gaps and harnessing multisource data to improve model predictability and enable identification of emergent relationships. A fundamental challenge in multiscale prediction is the balance between process details required to assess the intervention and predictability of the system at the scales feasible to measure the impact. An advanced multiscale crop modelling framework will enable a gene-to-farm design of resilient and sustainable crop production systems under a changing climate at regional-to-global scales.
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Affiliation(s)
- Bin Peng
- Department of Natural Resources and Environmental Sciences, University of Illinois at Urbana-Champaign, Urbana, IL, USA.
- National Center for Supercomputing Applications, University of Illinois at Urbana-Champaign, Urbana, IL, USA.
| | - Kaiyu Guan
- Department of Natural Resources and Environmental Sciences, University of Illinois at Urbana-Champaign, Urbana, IL, USA.
- National Center for Supercomputing Applications, University of Illinois at Urbana-Champaign, Urbana, IL, USA.
- Institute for Sustainability, Energy, and Environment, University of Illinois at Urbana-Champaign, Urbana, IL, USA.
- Center for Advanced Bioenergy and Bioproducts Innovation, University of Illinois at Urbana-Champaign, Urbana, IL, USA.
| | - Jinyun Tang
- Climate Sciences Department, Climate and Ecosystem Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Elizabeth A Ainsworth
- Center for Advanced Bioenergy and Bioproducts Innovation, University of Illinois at Urbana-Champaign, Urbana, IL, USA
- Department of Plant Biology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
- USDA ARS Global Change and Photosynthesis Research Unit, Urbana, IL, USA
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | - Senthold Asseng
- Agricultural and Biological Engineering Department, University of Florida, Gainesville, FL, USA
| | - Carl J Bernacchi
- Institute for Sustainability, Energy, and Environment, University of Illinois at Urbana-Champaign, Urbana, IL, USA
- Center for Advanced Bioenergy and Bioproducts Innovation, University of Illinois at Urbana-Champaign, Urbana, IL, USA
- Department of Plant Biology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
- USDA ARS Global Change and Photosynthesis Research Unit, Urbana, IL, USA
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | - Mark Cooper
- Centre for Crop Science, Queensland Alliance for Agriculture and Food Innovation, The University of Queensland, Brisbane, Queensland, Australia
| | - Evan H Delucia
- Department of Natural Resources and Environmental Sciences, University of Illinois at Urbana-Champaign, Urbana, IL, USA
- National Center for Supercomputing Applications, University of Illinois at Urbana-Champaign, Urbana, IL, USA
- Institute for Sustainability, Energy, and Environment, University of Illinois at Urbana-Champaign, Urbana, IL, USA
- Center for Advanced Bioenergy and Bioproducts Innovation, University of Illinois at Urbana-Champaign, Urbana, IL, USA
- Department of Plant Biology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | - Joshua W Elliott
- Department of Computer Science, University of Chicago, Chicago, IL, USA
| | - Frank Ewert
- Crop Science Group, INRES, University of Bonn, Bonn, Germany
- Leibniz Centre for Agricultural Landscape Research (ZALF), Müncheberg, Germany
| | - Robert F Grant
- Department of Renewable Resources, University of Alberta, Edmonton, Alberta, Canada
| | | | - Graeme L Hammer
- Centre for Crop Science, Queensland Alliance for Agriculture and Food Innovation, The University of Queensland, Brisbane, Queensland, Australia
- Australian Research Council Centre of Excellence for Translational Photosynthesis, The University of Queensland, Brisbane, Queensland, Australia
| | - Zhenong Jin
- Department of Bioproducts and Biosystems Engineering, University of Minnesota-Twin Cities, St. Paul, MN, USA
| | - James W Jones
- Agricultural and Biological Engineering Department, University of Florida, Gainesville, FL, USA
| | - Hyungsuk Kimm
- Department of Natural Resources and Environmental Sciences, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | | | - Yan Li
- State Key Laboratory of Earth Surface Processes and Resources Ecology, Faculty of Geographical Science, Beijing Normal University, Beijing, China
| | | | - Amy Marshall-Colon
- National Center for Supercomputing Applications, University of Illinois at Urbana-Champaign, Urbana, IL, USA
- Institute for Sustainability, Energy, and Environment, University of Illinois at Urbana-Champaign, Urbana, IL, USA
- Center for Advanced Bioenergy and Bioproducts Innovation, University of Illinois at Urbana-Champaign, Urbana, IL, USA
- Department of Plant Biology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | | | - Donald R Ort
- Center for Advanced Bioenergy and Bioproducts Innovation, University of Illinois at Urbana-Champaign, Urbana, IL, USA
- Department of Plant Biology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
- Department of Crop Science, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | - James C Schnable
- Department of Agronomy & Horticulture, University of Nebraska-Lincoln, Lincoln, NE, USA
- Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, NE, USA
| | - C Eduardo Vallejos
- Horticultural Sciences Department, University of Florida, Gainesville, FL, USA
| | - Alex Wu
- Centre for Crop Science, Queensland Alliance for Agriculture and Food Innovation, The University of Queensland, Brisbane, Queensland, Australia
- Australian Research Council Centre of Excellence for Translational Photosynthesis, The University of Queensland, Brisbane, Queensland, Australia
| | - Xinyou Yin
- Centre for Crop Systems Analysis, Department of Plant Sciences, Wageningen University & Research, Wageningen, The Netherlands
| | - Wang Zhou
- Department of Natural Resources and Environmental Sciences, University of Illinois at Urbana-Champaign, Urbana, IL, USA
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Kimm H, Lee P, Shin Y, Park K, Jo J, Lee Y, Kang H, Jee S. Mid-life and late-life vascular risk factors and dementia in Korean men and women. Arch Gerontol Geriatr 2011; 52:e117-22. [DOI: 10.1016/j.archger.2010.09.004] [Citation(s) in RCA: 55] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2010] [Revised: 08/31/2010] [Accepted: 09/02/2010] [Indexed: 11/25/2022]
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Azuma M, Kashiwagi T, Ohata H, Naito M, Okuno A, Kimm H, Matsuda H, Fujita S, Mitsutani N, Koizumi T. [Relationship between recurrence of esophageal varices and changes of portal circulation after endoscopic injection sclerotherapy: evaluation by single photon emission CT]. Nihon Shokakibyo Gakkai Zasshi 1992; 89:498-502. [PMID: 1569703] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
The relationship between recurrence of esophageal varices after endoscopic injection sclerotherapy (EIS) and changes of the blood pool of portosystemic collaterals was studied in 36 patients with liver cirrhosis. Examination of the blood pool of portosystemic collaterals was performed by single photon emission CT (SPECT). Seven hundreds and forty MBq of 99mTc-RBCs, labeled by an in vivo technique, were given intravenously, and tomographic imaging of the intraabdominal vascular blood pool was performed. Before EIS, the blood pool images of the coronary vein were demonstrated in 34 cases (94.4%). According to changes of SPECT images, the patients were divided into 3 groups, that is, the groups showing a disappearance, decrease, and no changes of the blood pool images of the coronary vein. The recurrence rates of esophageal varices after EIS were 11.1% (1 of 9 patients), 40.0% (6 of 15 patients), and 90.0% (9 of 10 patients) in the disappeared, decreased and unchanged groups respectively. These values were significantly different between the disappeared group and the unchanged group (P less than 0.01), and between the decreased group and the unchanged group (P less than 0.05). These results indicate that the abdominal blood pool SPECT is useful for evaluating the therapeutic effectiveness of EIS.
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Affiliation(s)
- M Azuma
- Department of Medicine, Osaka Kosei-Nenkin Hospital
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10
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Azuma M, Kashiwagi T, Sawaoka H, Kimm H, Takehara T, Matsuda H, Fujita S, Mitsutani N, Koizumi T. [Evaluation of changes in portal collaterals by single photon emission CT: effects of endoscopic injection sclerotherapy]. Kaku Igaku 1989; 26:171-5. [PMID: 2786582] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
The changes in portal collaterals before and after Endoscopic Injection Sclerotherapy (EIS) for esophageal varices were studied by Single Photon Emission CT (SPECT). SPECT was performed for the intra-abdominal blood pool with 99mTc autologous red blood cells (RBC) in 17 patients with liver cirrhosis before and after EIS. Twenty mCi of 99mTc-RBC labeled by in vivo technique were administered intra-venously and tomographic imaging of the intra-abdominal vascular blood pool was performed as follows. For each subjects, 64 views were obtained over 360 degrees of elliptic rotation at 30 seconds per view. In 15 of 17 patients, blood pool images over coronary vein and/or short gastric vein area were clearly demonstrated on coronary images. In 9 of 15 patients, the pool of coronary vein or short gastric vein was disappeared or decreased after EIS. It is considered that intra-abdominal blood pool SPECT study is clinically useful for following up of hemodynamics of portal collaterals before and after EIS.
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