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Coast O, Shah S, Ivakov A, Gaju O, Wilson PB, Posch BC, Bryant CJ, Negrini ACA, Evans JR, Condon AG, Silva-Pérez V, Reynolds MP, Pogson BJ, Millar AH, Furbank RT, Atkin OK. Predicting dark respiration rates of wheat leaves from hyperspectral reflectance. PLANT, CELL & ENVIRONMENT 2019; 42:2133-2150. [PMID: 30835839 DOI: 10.1111/pce.13544] [Citation(s) in RCA: 42] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/16/2018] [Revised: 02/18/2019] [Accepted: 02/24/2019] [Indexed: 05/22/2023]
Abstract
Greater availability of leaf dark respiration (Rdark ) data could facilitate breeding efforts to raise crop yield and improve global carbon cycle modelling. However, the availability of Rdark data is limited because it is cumbersome, time consuming, or destructive to measure. We report a non-destructive and high-throughput method of estimating Rdark from leaf hyperspectral reflectance data that was derived from leaf Rdark measured by a destructive high-throughput oxygen consumption technique. We generated a large dataset of leaf Rdark for wheat (1380 samples) from 90 genotypes, multiple growth stages, and growth conditions to generate models for Rdark . Leaf Rdark (per unit leaf area, fresh mass, dry mass or nitrogen, N) varied 7- to 15-fold among individual plants, whereas traits known to scale with Rdark , leaf N, and leaf mass per area (LMA) only varied twofold to fivefold. Our models predicted leaf Rdark , N, and LMA with r2 values of 0.50-0.63, 0.91, and 0.75, respectively, and relative bias of 17-18% for Rdark and 7-12% for N and LMA. Our results suggest that hyperspectral model prediction of wheat leaf Rdark is largely independent of leaf N and LMA. Potential drivers of hyperspectral signatures of Rdark are discussed.
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Affiliation(s)
- Onoriode Coast
- ARC Centre of Excellence in Plant Energy Biology, Research School of Biology, Australian National University, Canberra, Australian Capital Territory, 2601, Australia
| | - Shahen Shah
- ARC Centre of Excellence in Plant Energy Biology, Research School of Biology, Australian National University, Canberra, Australian Capital Territory, 2601, Australia
- The University of Agriculture Peshawar, Peshawar, 25130, Pakistan
| | - Alexander Ivakov
- ARC Centre of Excellence for Translational Photosynthesis, Research School of Biology, Australian National University, Canberra, Australian Capital Territory, 2601, Australia
| | - Oorbessy Gaju
- ARC Centre of Excellence in Plant Energy Biology, Research School of Biology, Australian National University, Canberra, Australian Capital Territory, 2601, Australia
| | - Philippa B Wilson
- ARC Centre of Excellence in Plant Energy Biology, Research School of Biology, Australian National University, Canberra, Australian Capital Territory, 2601, Australia
| | - Bradley C Posch
- ARC Centre of Excellence in Plant Energy Biology, Research School of Biology, Australian National University, Canberra, Australian Capital Territory, 2601, Australia
| | - Callum J Bryant
- ARC Centre of Excellence in Plant Energy Biology, Research School of Biology, Australian National University, Canberra, Australian Capital Territory, 2601, Australia
| | - Anna Clarissa A Negrini
- ARC Centre of Excellence in Plant Energy Biology, Research School of Biology, Australian National University, Canberra, Australian Capital Territory, 2601, Australia
| | - John R Evans
- ARC Centre of Excellence for Translational Photosynthesis, Research School of Biology, Australian National University, Canberra, Australian Capital Territory, 2601, Australia
| | - Anthony G Condon
- ARC Centre of Excellence for Translational Photosynthesis, Research School of Biology, Australian National University, Canberra, Australian Capital Territory, 2601, Australia
- CSIRO Agriculture, Canberra, Australian Capital Territory, 2601, Australia
| | - Viridiana Silva-Pérez
- ARC Centre of Excellence for Translational Photosynthesis, Research School of Biology, Australian National University, Canberra, Australian Capital Territory, 2601, Australia
- CSIRO Agriculture, Canberra, Australian Capital Territory, 2601, Australia
| | - Matthew P Reynolds
- International Maize and Wheat Improvement Centre (CIMMYT), México, 06600, Mexico
| | - Barry J Pogson
- ARC Centre of Excellence in Plant Energy Biology, Research School of Biology, Australian National University, Canberra, Australian Capital Territory, 2601, Australia
| | - A Harvey Millar
- ARC Centre of Excellence in Plant Energy Biology, University of Western Australia, Perth, Western Australia, 6009, Australia
| | - Robert T Furbank
- ARC Centre of Excellence for Translational Photosynthesis, Research School of Biology, Australian National University, Canberra, Australian Capital Territory, 2601, Australia
- CSIRO Agriculture, Canberra, Australian Capital Territory, 2601, Australia
| | - Owen K Atkin
- ARC Centre of Excellence in Plant Energy Biology, Research School of Biology, Australian National University, Canberra, Australian Capital Territory, 2601, Australia
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Fan R, Sun J, Yang F, Li M, Zheng Y, Zhong Q, Cheng D. Divergent scaling of respiration rates to nitrogen and phosphorus across four woody seedlings between different growing seasons. Ecol Evol 2017; 7:8761-8769. [PMID: 29152175 PMCID: PMC5677492 DOI: 10.1002/ece3.3419] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2017] [Revised: 07/27/2017] [Accepted: 08/03/2017] [Indexed: 11/19/2022] Open
Abstract
Empirical studies indicate that the exponents governing the scaling of plant respiration rates (R) with respect to biomass (M) numerically vary between three-fourth for adult plants and 1.0 for seedlings and saplings and are affected by nitrogen (N) and phosphorus (P) content. However, whether the scaling of R with respect to M (or N and P) varies among different phylogenetic groups (e.g., gymnosperms vs. angiosperms) or during the growing and dormant seasons remains unclear. We measured the whole-plant R and M, and N and P content of the seedlings of four woody species during the growing season (early October) and the dormant season (January). The data show that (i) the scaling exponents of R versus M, R versus N, and R versus P differed significantly among the four species, but (ii), not between the growing and dormant seasons for each of the four species, although (iii) the normalization constants governing the scaling relationships were numerically greater for the growing season compared to the dormant season. In addition, (iv) the scaling exponents of R versus M, R versus N, and R versus P were numerically larger for the two angiosperm species compared to those of the two gymnosperm species, (v) the interspecific scaling exponents for the four species were greater during the growing season than in the dormant season, and (vi), interspecifically, P scaled nearly isometric with N content. Those findings indicate that the metabolic scaling relationships among R, M, N, and P manifest seasonal variation and differ between angiosperm and gymnosperm species, that is, there is no single, canonical scaling exponent for the seedlings of woody species.
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Affiliation(s)
- Ruirui Fan
- Fujian Provincial Key Laboratory of Plant EcophysiologyFujian Normal UniversityFuzhouFujianChina
- Key Laboratory of Humid Subtropical Eco‐geographical ProcessMinistry of EducationFuzhouFujianChina
| | - Jun Sun
- Fujian Provincial Key Laboratory of Plant EcophysiologyFujian Normal UniversityFuzhouFujianChina
- Key Laboratory of Humid Subtropical Eco‐geographical ProcessMinistry of EducationFuzhouFujianChina
| | - Fuchun Yang
- Fujian Provincial Key Laboratory of Plant EcophysiologyFujian Normal UniversityFuzhouFujianChina
- Key Laboratory of Humid Subtropical Eco‐geographical ProcessMinistry of EducationFuzhouFujianChina
| | - Man Li
- Fujian Provincial Key Laboratory of Plant EcophysiologyFujian Normal UniversityFuzhouFujianChina
- Key Laboratory of Humid Subtropical Eco‐geographical ProcessMinistry of EducationFuzhouFujianChina
| | - Yuan Zheng
- Fujian Provincial Key Laboratory of Plant EcophysiologyFujian Normal UniversityFuzhouFujianChina
- Key Laboratory of Humid Subtropical Eco‐geographical ProcessMinistry of EducationFuzhouFujianChina
| | - Quanlin Zhong
- Key Laboratory of Humid Subtropical Eco‐geographical ProcessMinistry of EducationFuzhouFujianChina
| | - Dongliang Cheng
- Fujian Provincial Key Laboratory of Plant EcophysiologyFujian Normal UniversityFuzhouFujianChina
- Key Laboratory of Humid Subtropical Eco‐geographical ProcessMinistry of EducationFuzhouFujianChina
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