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Xu J, Han B, Liu D, Pang J, Guo H, Zhou X, Zhang P. Another perspective of strain selection based on functional traits: construction and evaluation of a key complex index for endangered species plantation. FRONTIERS IN PLANT SCIENCE 2025; 16:1511693. [PMID: 40161230 PMCID: PMC11949928 DOI: 10.3389/fpls.2025.1511693] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/15/2024] [Accepted: 02/24/2025] [Indexed: 04/02/2025]
Abstract
Introduction Endangered species can achieve population growth through utilization. Juglans mandshurica is an endangered species, which can be used in gardens and street trees. To avoid population degradation caused by long-term nursery cultivation, we need to introduce high-quality wild sources of germplasm for hybridization. In the past, when the selection of strains was carried out, attention was often paid to the performance of different traits of each strain. The strains with advantages in many more traits were selected as the target. In this paper, we proposed that excellent strains should be selected based on the needs of managers. Methods We constructed a complex index composed of insect resistance and growth amount, which was concerned by plantation managers, for the selection of excellent strains. Its availability was confirmed as well. We cultivated 16 wild-sourced J. mandshurica strains in a homogeneous garden and carried out experiments for 3 years. We measured 28 functional traits. Through collinearity diagnostics, 15 functional traits in 4 dimensions (morphology, leaf economy, stoichiometry and reproduction) were selected for analysis and construction of complex index. The influence of environmental factors on traits was excluded by comparing the trait matrix calculated based on Euclidean distance with the geographical distance matrix. Results Excellent strains (No. 15 from Dazeshan) selected based on the key complex index may not be outstanding in each trait, but have a more balanced performance among the trade-offs of trait combinations. We also explored the visualization of this key complex index by correlating with leaf carbon content (its ecologically relevant trait), so as to realize rapid and early selection of J. mandshurica strains by using LCC (an easily measurable trait). Discussion To construct key complex index, appropriate functional traits should be selected according to the needs of managers or different species. The measurable traits with clear ecological links with complex index should be selected as "agents" to realize visualization of complex index.
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Affiliation(s)
- Jinshi Xu
- School of Life Sciences, Ludong University, Yantai, Shandong, China
| | - Biao Han
- Shandong Provincial Center of Forest and Grass Germplasm Resources, Jinan, Shandong, China
| | - Dan Liu
- Shandong Provincial Center of Forest and Grass Germplasm Resources, Jinan, Shandong, China
| | - Jintao Pang
- Kunyu Mountain Forest Farm, Yantai, Shandong, China
| | - Huixin Guo
- School of Life Sciences, Ludong University, Yantai, Shandong, China
| | - Xiang Zhou
- Kunyu Mountain Forest Farm, Yantai, Shandong, China
| | - Ping Zhang
- School of Life Sciences, Ludong University, Yantai, Shandong, China
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Yu G, Wang Y, Li A, Wang S, Chen J, Mo J, Zheng M. Root functional traits are important predictors for plant resource acquisition strategies in subtropical forests. ECOLOGICAL APPLICATIONS : A PUBLICATION OF THE ECOLOGICAL SOCIETY OF AMERICA 2025; 35:e3082. [PMID: 39831732 DOI: 10.1002/eap.3082] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/20/2024] [Revised: 10/11/2024] [Accepted: 11/05/2024] [Indexed: 01/22/2025]
Abstract
Intercorrelated aboveground traits associated with costs and plant growth have been widely used to predict vegetation in response to environmental changes. However, whether underground traits exhibit consistent responses remains unclear, particularly in N-rich subtropical forests. Responses of foliar and root morphological and physiological traits of tree and herb species after 8-year N, P, and combined N and P treatments (50 kg N, P, N and P ha-1 year-1) were examined in leguminous Acacia auriculiformis (AA) and nonleguminous Eucalyptus urophylla (EU) forests in southern China. N addition did not significantly impact all leaf and root traits except root N concentration per root length. Root traits responded to P addition more than leaf traits in trees; however, both traits responded similarly to P addition in herbs. Tree species deviated from the expected leaf economics spectrum; however, all species aligned with the root economics spectrum. The P and combined N and P treatments significantly altered the position of principal components analysis of root functional traits for herb species compared to the control. However, these changes did not reflect a classic shift in nutrient acquisition strategy within the root economics spectrum. As leguminous species experienced greater P limitation, AA responded more to P addition than EU; their understories indicated no significant differences. This study reveals how plant aboveground and underground traits adapt to nutrient-rich environments. These findings highlight the importance of incorporating plant underground traits, which show significant and specific responses to nutrient additions, into Earth system models for accurately predicting plant responses to global change.
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Affiliation(s)
- Guangcan Yu
- Key Laboratory of Vegetation Restoration and Management of Degraded Ecosystems, Guangdong Provincial Key Laboratory of Applied Botany, South China Botanical Garden, Chinese Academy of Sciences, Guangzhou, China
- South China National Botanical Garden, Guangzhou, China
| | - Yufang Wang
- Key Laboratory of Vegetation Restoration and Management of Degraded Ecosystems, Guangdong Provincial Key Laboratory of Applied Botany, South China Botanical Garden, Chinese Academy of Sciences, Guangzhou, China
- South China National Botanical Garden, Guangzhou, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Andi Li
- Key Laboratory of Vegetation Restoration and Management of Degraded Ecosystems, Guangdong Provincial Key Laboratory of Applied Botany, South China Botanical Garden, Chinese Academy of Sciences, Guangzhou, China
- South China National Botanical Garden, Guangzhou, China
| | - Senhao Wang
- Key Laboratory of Vegetation Restoration and Management of Degraded Ecosystems, Guangdong Provincial Key Laboratory of Applied Botany, South China Botanical Garden, Chinese Academy of Sciences, Guangzhou, China
- South China National Botanical Garden, Guangzhou, China
| | - Jing Chen
- Key Laboratory of Vegetation Restoration and Management of Degraded Ecosystems, Guangdong Provincial Key Laboratory of Applied Botany, South China Botanical Garden, Chinese Academy of Sciences, Guangzhou, China
- South China National Botanical Garden, Guangzhou, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Jiangming Mo
- Key Laboratory of Vegetation Restoration and Management of Degraded Ecosystems, Guangdong Provincial Key Laboratory of Applied Botany, South China Botanical Garden, Chinese Academy of Sciences, Guangzhou, China
- South China National Botanical Garden, Guangzhou, China
| | - Mianhai Zheng
- Key Laboratory of Vegetation Restoration and Management of Degraded Ecosystems, Guangdong Provincial Key Laboratory of Applied Botany, South China Botanical Garden, Chinese Academy of Sciences, Guangzhou, China
- South China National Botanical Garden, Guangzhou, China
- Key Laboratory of National Forestry and Grassland Administration on Plant Conservation and Utilization in Southern China, Guangzhou, China
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Ma J, Wang T, Wang H, Chen Y, Yang J, Xie T, Shan L. Discrepancy in coordination and variation of root and leaf traits among herbaceous and shrub species in the desert, China. FRONTIERS IN PLANT SCIENCE 2024; 15:1485542. [PMID: 39600905 PMCID: PMC11589817 DOI: 10.3389/fpls.2024.1485542] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/24/2024] [Accepted: 10/21/2024] [Indexed: 11/29/2024]
Abstract
Introduction Alterations in life forms could simultaneously influence the variability of fine root and leaf traits. However, our understanding of the organ-level coordination and patterns of variation in fine root and leaf traits among desert herbs and shrubs with distinct habits remains limited. Methods Consequently, this study examined the leaf and fine root traits of 9 shrubs and 9 herbs across three desert habitats through Sperman's correlation analysis, principal component analysis (PCA), and standardized major axis (SMA) analysis as a means of identifying the hub traits and the resource trade-off strategies employed by desert plants to adapt to their environment. Results The results showed that the extent of coordination between leaf and root traits, defined as similarity, was contingent upon the life form. While the traits in shrubs were completely decoupled, those in herbs exhibited a high degree of coordination. The traits related to water acquisition and storage are highly connected and do not depend on traits and life forms. Most leaves and fine roots were primarily loaded along the PC1 and PC2 axes of principal component analysis. Discussion Suggesting that herbs and shrubs each adopt the most advantageous trait syndrome in accordance with their life form to acquire and conserve resources. The leaf economic spectrum and the root economic spectrum evolved independently, showing no dependence on the variations in life form. In conclusion, in desert plants, leaf and root variations occur independently along two axes, with traits associated with water acquisition playing a neutral role in their ecological strategy.
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Affiliation(s)
- Jing Ma
- College of Forestry, Gansu Agricultural University, Lanzhou, China
| | - Taotao Wang
- State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, China
- Xinjiang Key Laboratory of Desert Plant Roots Ecology and Vegetation Restoration, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, China
- Cele National Station of Observation and Research for Desert-Grassland Ecosystems, Hotan City, Cele, Xinjiang Uygur Autonomous Region, China
| | - Hongyong Wang
- College of Forestry, Gansu Agricultural University, Lanzhou, China
| | - Yiming Chen
- College of Forestry, Gansu Agricultural University, Lanzhou, China
| | - Jie Yang
- College of Forestry, Gansu Agricultural University, Lanzhou, China
| | - Tingting Xie
- College of Forestry, Gansu Agricultural University, Lanzhou, China
| | - Lishan Shan
- College of Forestry, Gansu Agricultural University, Lanzhou, China
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Westgeest AJ, Vasseur F, Enquist BJ, Milla R, Gómez-Fernández A, Pot D, Vile D, Violle C. An allometry perspective on crops. THE NEW PHYTOLOGIST 2024; 244:1223-1237. [PMID: 39288438 DOI: 10.1111/nph.20129] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/27/2024] [Accepted: 08/27/2024] [Indexed: 09/19/2024]
Abstract
Understanding trait-trait coordination is essential for successful plant breeding and crop modeling. Notably, plant size drives variation in morphological, physiological, and performance-related traits, as described by allometric laws in ecology. Yet, as allometric relationships have been limitedly studied in crops, how they influence and possibly limit crop performance remains unknown. Here, we review how an allometry perspective on crops gains insights into the phenotypic evolution during crop domestication, the breeding of varieties adapted to novel conditions, and the prediction of crop yields. As allometry is an active field of research, modeling and manipulating crop allometric relationships can help to develop more resilient and productive agricultural systems to face future challenges.
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Affiliation(s)
- Adrianus J Westgeest
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, Montpellier, 34090, France
- Département Biologie et Ecologie, Institut Agro, Montpellier, 34060, France
| | - François Vasseur
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, Montpellier, 34090, France
| | - Brian J Enquist
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, AZ, 85719, USA
- Santa Fe Institute, 1399 Hyde Park Rd, Santa Fe, NM, 87501, USA
| | - Rubén Milla
- Departamento de Biología y Geología, Física y Química Inorgánica, Universidad Rey Juan Carlos, C/Tulipán s/n, Móstoles, 28933, Spain
| | - Alicia Gómez-Fernández
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, Montpellier, 34090, France
- Departamento de Biología y Geología, Física y Química Inorgánica, Universidad Rey Juan Carlos, C/Tulipán s/n, Móstoles, 28933, Spain
| | - David Pot
- CIRAD, UMR AGAP Institut, Montpellier, 34980, France
- AGAP Institut, Univ Montpellier, CIRAD, INRAE, Institut Agro, Montpellier, 34980, France
| | - Denis Vile
- LEPSE, Univ Montpellier, INRAE, Institut Agro, Montpellier, 34060, France
| | - Cyrille Violle
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, Montpellier, 34090, France
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Huanca-Nunez N, Chazdon RL, Russo SE. Trait-Mediated Variation in Seedling Performance in Costa Rican Successional Forests: Comparing Above-Ground, Below-Ground, and Allocation-Based Traits. PLANTS (BASEL, SWITZERLAND) 2024; 13:2378. [PMID: 39273863 PMCID: PMC11397573 DOI: 10.3390/plants13172378] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/15/2024] [Revised: 08/21/2024] [Accepted: 08/22/2024] [Indexed: 09/15/2024]
Abstract
The interspecific relationship between functional traits and tree seedling performance can be inconsistent, potentially due to site-to-site or microsite variation in environmental conditions. Studies of seedling traits and performance often focus on above-ground traits, despite the importance of below-ground resource acquisition and biomass allocation to above versus below-ground functions. Here we investigate how varying environmental conditions across sites induce intraspecific variation in organ-level (above-ground, below-ground) and biomass allocation traits, affecting interspecific relationships between these traits and seedling performance. We analyzed trait expression for 12 organ-level and three allocation traits and their relationships with height growth (1716 seedlings) and mortality (15,862 seedlings) for 26 tree species across three sites along a forest successional gradient in Costa Rica. We found significant intraspecific differences across sites in all allocation traits, but only in three of seven above-ground and three of five below-ground organ-level traits. Allocation traits were better predictors of seedling performance than organ-level traits. Relationships between allocation traits and both growth and mortality varied among all sites, but for organ-level traits, only relationships with growth varied among sites. These results underscore that biomass allocation plays a key role in the earliest life stages of trees and that site-specific conditions can influence how functional traits mediate seedling establishment during succession.
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Affiliation(s)
- Nohemi Huanca-Nunez
- Yale Institute for Biospheric Studies, Yale University, New Haven, CT 06511-8934, USA
- Yale School of the Environment, Yale University, New Haven, CT 06511-2104, USA
| | - Robin L Chazdon
- Department of Ecology and Evolutionary Biology, University of Connecticut, Storrs, CT 06269-3043, USA
- Forest Research Institute, University of the Sunshine Coast, 90 Sippy Downs Drive, Sippy Downs, QLD 4556, Australia
| | - Sabrina E Russo
- School of Biological Sciences, University of Nebraska, Lincoln, NE 68588-0118, USA
- Center for Plant Science Innovation, University of Nebraska, Lincoln, NE 68588-0660, USA
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Golan G, Weiner J, Zhao Y, Schnurbusch T. Agroecological genetics of biomass allocation in wheat uncovers genotype interactions with canopy shade and plant size. THE NEW PHYTOLOGIST 2024; 242:107-120. [PMID: 38326944 DOI: 10.1111/nph.19576] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/09/2023] [Accepted: 01/21/2024] [Indexed: 02/09/2024]
Abstract
How plants distribute biomass among organs influences resource acquisition, reproduction and plant-plant interactions, and is essential in understanding plant ecology, evolution, and yield production in agriculture. However, the genetic mechanisms regulating allocation responses to the environment are largely unknown. We studied recombinant lines of wheat (Triticum spp.) grown as single plants under sunlight and simulated canopy shade to investigate genotype-by-environment interactions in biomass allocation to the leaves, stems, spikes, and grains. Size-corrected mass fractions and allometric slopes were employed to dissect allocation responses to light limitation and plant size. Size adjustments revealed light-responsive alleles associated with adaptation to the crop environment. Combined with an allometric approach, we demonstrated that polymorphism in the DELLA protein is associated with the response to shade and size. While a gibberellin-sensitive allelic effect on stem allocation was amplified when plants were shaded, size-dependent effects of this allele drive allocation to reproduction, suggesting that the ontogenetic trajectory of the plant affects the consequences of shade responses for allocation. Our approach provides a basis for exploring the genetic determinants underlying investment strategies in the face of different resource constraints and will be useful in predicting social behaviours of individuals in a crop community.
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Affiliation(s)
- Guy Golan
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), OT Gatersleben, 06466, Seeland, Germany
| | - Jacob Weiner
- Department of Plant and Environmental Sciences, University of Copenhagen, DK-1871, Frederiksberg, Denmark
| | - Yusheng Zhao
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), OT Gatersleben, 06466, Seeland, Germany
| | - Thorsten Schnurbusch
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), OT Gatersleben, 06466, Seeland, Germany
- Martin Luther University Halle-Wittenberg, Faculty of Natural Sciences III, Institute of Agricultural and Nutritional Sciences, 06120, Halle, Germany
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Zhou Y, Ma H, Lu Q, Ma J, Shen Y, Wang G. Different responses of leaf and root economics spectrum to grazing time at the community level in desert steppe, China. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 909:168547. [PMID: 37981138 DOI: 10.1016/j.scitotenv.2023.168547] [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: 07/25/2023] [Revised: 10/30/2023] [Accepted: 11/11/2023] [Indexed: 11/21/2023]
Abstract
The plant economic spectrum can explain the trade-off strategies of vascular plants between resource acquisition and storage. Grazing can alter the plant functional characteristics of grassland ecosystems, resulting in a shift in plant resource acquisition strategies. Taking fenced grassland as a control, in this study we quantified six leaf traits and four root traits of 14 plant species (those that comprised >85 % of the species community abundance) of different grazing time grasslands in desert grasslands in Ningxia. We examined how grazing time shapes the functional structure of plant communities and the resource acquisition strategy. The results revealed an inverse pattern of the fast-slow economic spectrum of leaf and root traits; that is, as grazing time increased, the leaf traits shifted from an acquisitive type to a conservative type of resource acquisition strategy. In contrast, the root traits showed a shift from a conservative type to an acquisitive type of resource acquisition strategy. Grazing time leads to a whole plant economic spectrum, and plant functional traits may facilitate their response to environmental change, the study of which can hereby deepen our understanding of the plant economics spectrum. Our study provides new evidence that leaf and root resource acquisition and utilization are relatively independent under grazing pressure.
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Affiliation(s)
- Yao Zhou
- College of Forestry and Prataculture, Ningxia University, Yinchuan 750021, China; Key Laboratory for Model Innovation in Forage Production Efficiency, Ministry of Agriculture and Rural Affairs, Ningxia University, Yinchuan 750021, China; Grassland and Animal Husbandry Engineering Technology Research Center of Ningxia Province, Ningxia University, Yinchuan 750021, China; Breeding Base for State Key Laboratory of Land Degradation and Ecological Restoration of Northwest China, Ningxia University, Yinchuan 750021, China
| | - Hongbin Ma
- College of Forestry and Prataculture, Ningxia University, Yinchuan 750021, China; Key Laboratory for Model Innovation in Forage Production Efficiency, Ministry of Agriculture and Rural Affairs, Ningxia University, Yinchuan 750021, China; Grassland and Animal Husbandry Engineering Technology Research Center of Ningxia Province, Ningxia University, Yinchuan 750021, China; Breeding Base for State Key Laboratory of Land Degradation and Ecological Restoration of Northwest China, Ningxia University, Yinchuan 750021, China.
| | - Qi Lu
- College of Forestry and Prataculture, Ningxia University, Yinchuan 750021, China; Key Laboratory for Model Innovation in Forage Production Efficiency, Ministry of Agriculture and Rural Affairs, Ningxia University, Yinchuan 750021, China; Grassland and Animal Husbandry Engineering Technology Research Center of Ningxia Province, Ningxia University, Yinchuan 750021, China
| | - Jingli Ma
- College of Forestry and Prataculture, Ningxia University, Yinchuan 750021, China; Key Laboratory for Model Innovation in Forage Production Efficiency, Ministry of Agriculture and Rural Affairs, Ningxia University, Yinchuan 750021, China; Grassland and Animal Husbandry Engineering Technology Research Center of Ningxia Province, Ningxia University, Yinchuan 750021, China
| | - Yan Shen
- College of Forestry and Prataculture, Ningxia University, Yinchuan 750021, China; Key Laboratory for Model Innovation in Forage Production Efficiency, Ministry of Agriculture and Rural Affairs, Ningxia University, Yinchuan 750021, China; Grassland and Animal Husbandry Engineering Technology Research Center of Ningxia Province, Ningxia University, Yinchuan 750021, China; Breeding Base for State Key Laboratory of Land Degradation and Ecological Restoration of Northwest China, Ningxia University, Yinchuan 750021, China
| | - Guohui Wang
- College of Forestry and Prataculture, Ningxia University, Yinchuan 750021, China; Key Laboratory for Model Innovation in Forage Production Efficiency, Ministry of Agriculture and Rural Affairs, Ningxia University, Yinchuan 750021, China; Grassland and Animal Husbandry Engineering Technology Research Center of Ningxia Province, Ningxia University, Yinchuan 750021, China; Breeding Base for State Key Laboratory of Land Degradation and Ecological Restoration of Northwest China, Ningxia University, Yinchuan 750021, China
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Lemoine T, Violle C, Montazeaud G, Isaac ME, Rocher A, Fréville H, Fort F. Plant trait relationships are maintained within a major crop species: lack of artificial selection signal and potential for improved agronomic performance. THE NEW PHYTOLOGIST 2023; 240:2227-2238. [PMID: 37771248 DOI: 10.1111/nph.19279] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/17/2023] [Accepted: 09/05/2023] [Indexed: 09/30/2023]
Abstract
The exploration of phenotypic spaces of large sets of plant species has considerably increased our understanding of diversification processes in the plant kingdom. Nevertheless, such advances have predominantly relied on interspecific comparisons that hold several limitations. Here, we grew in the field a unique set of 179 inbred lines of durum wheat, Triticum turgidum spp. durum, characterized by variable degrees of artificial selection. We measured aboveground and belowground traits as well as agronomic traits to explore the functional and agronomic trait spaces and to investigate trait-to-agronomic performance relationships. We showed that the wheat functional trait space shared commonalities with global cross-species spaces previously described, with two main axes of variation: a root foraging axis and a slow-fast trade-off axis. Moreover, we detected a clear signature of artificial selection on the variation of agronomic traits, unlike functional traits. Interestingly, we identified alternative phenotypic combinations that can optimize crop performance. Our work brings insightful knowledge about the structure of phenotypic spaces of domesticated plants and the maintenance of phenotypic trade-offs in response to artificial selection, with implications for trade-off-free and multi-criteria selection in plant breeding.
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Affiliation(s)
- Taïna Lemoine
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, Montpellier, 34000, France
- AGAP, Univ Montpellier, CIRAD, INRAE, Institut Agro, Montpellier, 34000, France
| | - Cyrille Violle
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, Montpellier, 34000, France
| | - Germain Montazeaud
- Department of Ecology and Evolution, University of Lausanne, Lausanne, CH-1015, Switzerland
| | - Marney E Isaac
- Department of Physical and Environmental Sciences, University of Toronto, Toronto, M1C 1A4, ON, Canada
| | - Aline Rocher
- AGAP, Univ Montpellier, CIRAD, INRAE, Institut Agro, Montpellier, 34000, France
| | - Hélène Fréville
- AGAP, Univ Montpellier, CIRAD, INRAE, Institut Agro, Montpellier, 34000, France
| | - Florian Fort
- CEFE, Univ Montpellier, Institut Agro, CNRS, EPHE, IRD, Montpellier, 34000, France
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Hai X, Shangguan Z, Peng C, Deng L. Leaf trait responses to global change factors in terrestrial ecosystems. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 898:165572. [PMID: 37454860 DOI: 10.1016/j.scitotenv.2023.165572] [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: 03/09/2023] [Revised: 07/08/2023] [Accepted: 07/14/2023] [Indexed: 07/18/2023]
Abstract
Global change influences plant growth by affecting plant morphology and physiology. However, the effects of global change factors vary based on the climate gradient. Here, we established a global database of leaf traits from 192 experiments on elevated CO2 concentrations (eCO2), drought, N deposition, and warming. The results showed that the leaf mass per area (LMA) significantly increased under eCO2 and drought conditions but decreased with N deposition, whereas eCO2 levels and drought conditions reduced stomatal conductance and increased and decreased photosynthetic rates, respectively. Leaf dark respiration (Rd) increased in response to global change, excluding N deposition. Leaf N concentrations declined with eCO2 but increased with N deposition. Leaf area increased with eCO2, N deposition, and warming but decreased with drought. Leaf thickness increased with eCO2 but decreased with warming. eCO2 and N deposition enhanced plant water-use efficiency (WUE), eCO2 and warming increased photosynthetic N-use efficiency (PNUE), while N fertilization reduced PNUE significantly. eCO2 produced a positive relationship between WUE and PNUE, which were limited under drought but increased in areas with high humidity and high temperature. Trade-offs were observed between WUE and PNUE under drought, N deposition, and warming. These findings suggest that the effects of global change factors on plants can be altered by complex environmental changes; moreover, diverse plant water and nutrient strategy responses can be interpreted against the background of their functional traits.
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Affiliation(s)
- Xuying Hai
- State Key Laboratory of Soil Erosion and Dryland Farming on the Loess Plateau, Northwest A&F University, Yangling, Shaanxi 712100, China
| | - Zhouping Shangguan
- Institute of Soil and Water Conservation, Chinese Academy of Sciences and Ministry of Water Resources, Yangling, Shaanxi 712100, China
| | - Changhui Peng
- Center of CEF/ESCER, Department of Biological Science, University of Quebec at Montreal, Montreal H3C 3P8, Canada
| | - Lei Deng
- State Key Laboratory of Soil Erosion and Dryland Farming on the Loess Plateau, Northwest A&F University, Yangling, Shaanxi 712100, China; Institute of Soil and Water Conservation, Chinese Academy of Sciences and Ministry of Water Resources, Yangling, Shaanxi 712100, China; Key Laboratory of low-carbon green Agriculture in Northwestern China, Ministry of Agriculture and Rural Affairs, China.
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10
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Nguyen NN, Lamotte O, Alsulaiman M, Ruffel S, Krouk G, Berger N, Demolombe V, Nespoulous C, Dang TMN, Aimé S, Berthomieu P, Dubos C, Wendehenne D, Vile D, Gosti F. Reduction in PLANT DEFENSIN 1 expression in Arabidopsis thaliana results in increased resistance to pathogens and zinc toxicity. JOURNAL OF EXPERIMENTAL BOTANY 2023; 74:5374-5393. [PMID: 37326591 DOI: 10.1093/jxb/erad228] [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: 07/11/2022] [Accepted: 06/14/2023] [Indexed: 06/17/2023]
Abstract
Ectopic expression of defensins in plants correlates with their increased capacity to withstand abiotic and biotic stresses. This applies to Arabidopsis thaliana, where some of the seven members of the PLANT DEFENSIN 1 family (AtPDF1) are recognised to improve plant responses to necrotrophic pathogens and increase seedling tolerance to excess zinc (Zn). However, few studies have explored the effects of decreased endogenous defensin expression on these stress responses. Here, we carried out an extensive physiological and biochemical comparative characterization of (i) novel artificial microRNA (amiRNA) lines silenced for the five most similar AtPDF1s, and (ii) a double null mutant for the two most distant AtPDF1s. Silencing of five AtPDF1 genes was specifically associated with increased aboveground dry mass production in mature plants under excess Zn conditions, and with increased plant tolerance to different pathogens - a fungus, an oomycete and a bacterium, while the double mutant behaved similarly to the wild type. These unexpected results challenge the current paradigm describing the role of PDFs in plant stress responses. Additional roles of endogenous plant defensins are discussed, opening new perspectives for their functions.
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Affiliation(s)
- Ngoc Nga Nguyen
- IPSiM, CNRS, INRAE, Institut Agro, Université de Montpellier, 2, Place P. Viala, F-34 060 Montpellier Cedex 2, France
| | - Olivier Lamotte
- Agroécologie, CNRS, INRAE, Institut Agro, Université de Bourgogne, Université Bourgogne-Franche Comté, F-21 000 Dijon, France
| | - Mohanad Alsulaiman
- IPSiM, CNRS, INRAE, Institut Agro, Université de Montpellier, 2, Place P. Viala, F-34 060 Montpellier Cedex 2, France
| | - Sandrine Ruffel
- IPSiM, CNRS, INRAE, Institut Agro, Université de Montpellier, 2, Place P. Viala, F-34 060 Montpellier Cedex 2, France
| | - Gabriel Krouk
- IPSiM, CNRS, INRAE, Institut Agro, Université de Montpellier, 2, Place P. Viala, F-34 060 Montpellier Cedex 2, France
| | - Nathalie Berger
- IPSiM, CNRS, INRAE, Institut Agro, Université de Montpellier, 2, Place P. Viala, F-34 060 Montpellier Cedex 2, France
| | - Vincent Demolombe
- IPSiM, CNRS, INRAE, Institut Agro, Université de Montpellier, 2, Place P. Viala, F-34 060 Montpellier Cedex 2, France
| | - Claude Nespoulous
- IPSiM, CNRS, INRAE, Institut Agro, Université de Montpellier, 2, Place P. Viala, F-34 060 Montpellier Cedex 2, France
| | - Thi Minh Nguyet Dang
- IPSiM, CNRS, INRAE, Institut Agro, Université de Montpellier, 2, Place P. Viala, F-34 060 Montpellier Cedex 2, France
| | - Sébastien Aimé
- Agroécologie, CNRS, INRAE, Institut Agro, Université de Bourgogne, Université Bourgogne-Franche Comté, F-21 000 Dijon, France
| | - Pierre Berthomieu
- IPSiM, CNRS, INRAE, Institut Agro, Université de Montpellier, 2, Place P. Viala, F-34 060 Montpellier Cedex 2, France
| | - Christian Dubos
- IPSiM, CNRS, INRAE, Institut Agro, Université de Montpellier, 2, Place P. Viala, F-34 060 Montpellier Cedex 2, France
| | - David Wendehenne
- Agroécologie, CNRS, INRAE, Institut Agro, Université de Bourgogne, Université Bourgogne-Franche Comté, F-21 000 Dijon, France
| | - Denis Vile
- LEPSE, INRAE, Institut Agro, Université de Montpellier, 2 Place P. Viala, F-34 060 Montpellier Cedex 2, France
| | - Françoise Gosti
- IPSiM, CNRS, INRAE, Institut Agro, Université de Montpellier, 2, Place P. Viala, F-34 060 Montpellier Cedex 2, France
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11
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de Tombeur F, Pélissier R, Shihan A, Rahajaharilaza K, Fort F, Mahaut L, Lemoine T, Thorne SJ, Hartley SE, Luquet D, Fabre D, Lambers H, Morel JB, Ballini E, Violle C. Growth-defence trade-off in rice: fast-growing and acquisitive genotypes have lower expression of genes involved in immunity. JOURNAL OF EXPERIMENTAL BOTANY 2023; 74:3094-3103. [PMID: 36840921 PMCID: PMC10199124 DOI: 10.1093/jxb/erad071] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Accepted: 02/23/2023] [Indexed: 05/21/2023]
Abstract
Plant ecologists and molecular biologists have long considered the hypothesis of a trade-off between plant growth and defence separately. In particular, how genes thought to control the growth-defence trade-off at the molecular level relate to trait-based frameworks in functional ecology, such as the slow-fast plant economics spectrum, is unknown. We grew 49 phenotypically diverse rice genotypes in pots under optimal conditions and measured growth-related functional traits and the constitutive expression of 11 genes involved in plant defence. We also quantified the concentration of silicon (Si) in leaves to estimate silica-based defences. Rice genotypes were aligned along a slow-fast continuum, with slow-growing, late-flowering genotypes versus fast-growing, early-flowering genotypes. Leaf dry matter content and leaf Si concentrations were not aligned with this axis and negatively correlated with each other. Live-fast genotypes exhibited greater expression of OsNPR1, a regulator of the salicylic acid pathway that promotes plant defence while suppressing plant growth. These genotypes also exhibited greater expression of SPL7 and GH3.2, which are also involved in both stress resistance and growth. Our results do not support the hypothesis of a growth-defence trade-off when leaf Si and leaf dry matter content are considered, but they do when hormonal pathway genes are considered. We demonstrate the benefits of combining ecological and molecular approaches to elucidate the growth-defence trade-off, opening new avenues for plant breeding and crop science.
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Affiliation(s)
- Felix de Tombeur
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, Montpellier, France
- School of Biological Sciences and Institute of Agriculture, The University of Western Australia, Perth, Australia
| | - Rémi Pélissier
- PHIM Plant Health Institute, Univ Montpellier, Institut Agro, INRAE, CIRAD, Montpellier, France
| | - Ammar Shihan
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, Montpellier, France
| | - Koloina Rahajaharilaza
- Faculty of Sciences, DS Life and Environmental Sciences, University of Antananarivo 101, Antananarivo, Madagascar
- CIRAD, UMR AGAP Institut, F-34398 Montpellier, France
| | - Florian Fort
- CEFE, Univ Montpellier, Institut Agro, CNRS, EPHE, IRD, Univ Valéry, Montpellier, France
| | - Lucie Mahaut
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, Montpellier, France
| | - Taïna Lemoine
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, Montpellier, France
| | - Sarah J Thorne
- School of Biosciences, University of Sheffield, Sheffield, UK
| | - Sue E Hartley
- School of Biosciences, University of Sheffield, Sheffield, UK
| | - Delphine Luquet
- CIRAD, UMR AGAP Institut, F-34398 Montpellier, France
- UMR AGAP Institut, Univ Montpellier, CIRAD, INRAE, Institut Agro, Montpellier, France
| | - Denis Fabre
- CIRAD, UMR AGAP Institut, F-34398 Montpellier, France
- UMR AGAP Institut, Univ Montpellier, CIRAD, INRAE, Institut Agro, Montpellier, France
| | - Hans Lambers
- School of Biological Sciences and Institute of Agriculture, The University of Western Australia, Perth, Australia
| | - Jean-Benoît Morel
- PHIM Plant Health Institute, Univ Montpellier, Institut Agro, INRAE, CIRAD, Montpellier, France
| | - Elsa Ballini
- PHIM Plant Health Institute, Univ Montpellier, Institut Agro, INRAE, CIRAD, Montpellier, France
| | - Cyrille Violle
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, Montpellier, France
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12
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Vasseur F, Westgeest AJ, Vile D, Violle C. Solving the grand challenge of phenotypic integration: allometry across scales. Genetica 2022; 150:161-169. [PMID: 35857239 PMCID: PMC9355930 DOI: 10.1007/s10709-022-00158-6] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Accepted: 06/13/2022] [Indexed: 11/26/2022]
Abstract
Phenotypic integration is a concept related to the cascade of trait relationships from the lowest organizational levels, i.e. genes, to the highest, i.e. whole-organism traits. However, the cause-and-effect linkages between traits are notoriously difficult to determine. In particular, we still lack a mathematical framework to model the relationships involved in the integration of phenotypic traits. Here, we argue that allometric models developed in ecology offer testable mathematical equations of trait relationships across scales. We first show that allometric relationships are pervasive in biology at different organizational scales and in different taxa. We then present mechanistic models that explain the origin of allometric relationships. In addition, we emphasized that recent studies showed that natural variation does exist for allometric parameters, suggesting a role for genetic variability, selection and evolution. Consequently, we advocate that it is time to examine the genetic determinism of allometries, as well as to question in more detail the role of genome size in subsequent scaling relationships. More broadly, a possible-but so far neglected-solution to understand phenotypic integration is to examine allometric relationships at different organizational levels (cell, tissue, organ, organism) and in contrasted species.
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Affiliation(s)
- François Vasseur
- CEFE, University Montpellier, CNRS, EPHE, IRD, Montpellier, France.
| | | | - Denis Vile
- LEPSE, University Montpellier, INRAE, Institut Agro, Montpellier, France
| | - Cyrille Violle
- CEFE, University Montpellier, CNRS, EPHE, IRD, Montpellier, France
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13
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Vasseur F, Cornet D, Beurier G, Messier J, Rouan L, Bresson J, Ecarnot M, Stahl M, Heumos S, Gérard M, Reijnen H, Tillard P, Lacombe B, Emanuel A, Floret J, Estarague A, Przybylska S, Sartori K, Gillespie LM, Baron E, Kazakou E, Vile D, Violle C. A Perspective on Plant Phenomics: Coupling Deep Learning and Near-Infrared Spectroscopy. FRONTIERS IN PLANT SCIENCE 2022; 13:836488. [PMID: 35668791 PMCID: PMC9163986 DOI: 10.3389/fpls.2022.836488] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/03/2022] [Accepted: 03/09/2022] [Indexed: 05/31/2023]
Abstract
The trait-based approach in plant ecology aims at understanding and classifying the diversity of ecological strategies by comparing plant morphology and physiology across organisms. The major drawback of the approach is that the time and financial cost of measuring the traits on many individuals and environments can be prohibitive. We show that combining near-infrared spectroscopy (NIRS) with deep learning resolves this limitation by quickly, non-destructively, and accurately measuring a suite of traits, including plant morphology, chemistry, and metabolism. Such an approach also allows to position plants within the well-known CSR triangle that depicts the diversity of plant ecological strategies. The processing of NIRS through deep learning identifies the effect of growth conditions on trait values, an issue that plagues traditional statistical approaches. Together, the coupling of NIRS and deep learning is a promising high-throughput approach to capture a range of ecological information on plant diversity and functioning and can accelerate the creation of extensive trait databases.
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Affiliation(s)
| | - Denis Cornet
- CIRAD, UMR AGAP Institut, Montpellier, France
- UMR AGAP Institut, Univ Montpellier, CIRAD, INRAE, Institut Agro, Montpellier, France
| | - Grégory Beurier
- CIRAD, UMR AGAP Institut, Montpellier, France
- UMR AGAP Institut, Univ Montpellier, CIRAD, INRAE, Institut Agro, Montpellier, France
| | - Julie Messier
- Department of Biology, University of Waterloo, Waterloo, ON, Canada
| | - Lauriane Rouan
- CIRAD, UMR AGAP Institut, Montpellier, France
- UMR AGAP Institut, Univ Montpellier, CIRAD, INRAE, Institut Agro, Montpellier, France
| | - Justine Bresson
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, Montpellier, France
| | - Martin Ecarnot
- UMR AGAP Institut, Univ Montpellier, CIRAD, INRAE, Institut Agro, Montpellier, France
| | - Mark Stahl
- Center for Plant Molecular Biology (ZMBP), University of Tübingen, Tübingen, Germany
| | - Simon Heumos
- Quantitative Biology Center (QBiC), University of Tübingen, Quantitative Biology Center (QBiC), University of Tübingen, Germany
- Biomedical Data Science, Department of Computer Science, University of Tübingen, Tübingen, Germany
| | - Marianne Gérard
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, Montpellier, France
| | - Hans Reijnen
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, Montpellier, France
| | - Pascal Tillard
- BPMP, Univ Montpellier, CNRS, INRAE, Montpellier, France
| | - Benoît Lacombe
- BPMP, Univ Montpellier, CNRS, INRAE, Montpellier, France
| | - Amélie Emanuel
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, Montpellier, France
- BPMP, Univ Montpellier, CNRS, INRAE, Montpellier, France
| | - Justine Floret
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, Montpellier, France
- LEPSE, Univ Montpellier, INRAE, Institut Agro, Montpellier, France
| | | | | | - Kevin Sartori
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, Montpellier, France
| | | | - Etienne Baron
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, Montpellier, France
| | - Elena Kazakou
- CEFE, Univ Montpellier, CNRS, EPHE, Institut Agro, IRD, Montpellier, France
| | - Denis Vile
- LEPSE, Univ Montpellier, INRAE, Institut Agro, Montpellier, France
| | - Cyrille Violle
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, Montpellier, France
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14
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Gorné LD, Díaz S, Minden V, Onoda Y, Kramer K, Muir C, Michaletz ST, Lavorel S, Sharpe J, Jansen S, Slot M, Chacon E, Boenisch G. The acquisitive-conservative axis of leaf trait variation emerges even in homogeneous environments. ANNALS OF BOTANY 2022; 129:709-722. [PMID: 33245747 PMCID: PMC9113165 DOI: 10.1093/aob/mcaa198] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/14/2020] [Accepted: 11/18/2020] [Indexed: 05/12/2023]
Abstract
BACKGROUND AND AIMS The acquisitive-conservative axis of plant ecological strategies results in a pattern of leaf trait covariation that captures the balance between leaf construction costs and plant growth potential. Studies evaluating trait covariation within species are scarcer, and have mostly dealt with variation in response to environmental gradients. Little work has been published on intraspecific patterns of leaf trait covariation in the absence of strong environmental variation. METHODS We analysed covariation of four leaf functional traits [specific leaf area (SLA) leaf dry matter content (LDMC), force to tear (Ft) and leaf nitrogen content (Nm)] in six Poaceae and four Fabaceae species common in the dry Chaco forest of Central Argentina, growing in the field and in a common garden. We compared intraspecific covariation patterns (slopes, correlation and effect size) of leaf functional traits with global interspecific covariation patterns. Additionally, we checked for possible climatic and edaphic factors that could affect the intraspecific covariation pattern. KEY RESULTS We found negative correlations for the LDMC-SLA, Ft-SLA, LDMC-Nm and Ft-Nm trait pairs. This intraspecific covariation pattern found both in the field and in the common garden and not explained by climatic or edaphic variation in the field follows the expected acquisitive-conservative axis. At the same time, we found quantitative differences in slopes among different species, and between these intraspecific patterns and the interspecific ones. Many of these differences seem to be idiosyncratic, but some appear consistent among species (e.g. all the intraspecific LDMC-SLA and LDMC-Nm slopes tend to be shallower than the global pattern). CONCLUSIONS Our study indicates that the acquisitive-conservative leaf functional trait covariation pattern occurs at the intraspecific level even in the absence of relevant environmental variation in the field. This suggests a high degree of variation-covariation in leaf functional traits not driven by environmental variables.
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Affiliation(s)
- Lucas D Gorné
- Universidad Nacional de Córdoba, Facultad de Ciencias Exactas Físicas y Naturales, Córdoba, Argentina
- Consejo Nacional de Investigaciones Científicas y Técnicas, CONICET, IMBiV, Córdoba, Argentina
| | - Sandra Díaz
- Universidad Nacional de Córdoba, Facultad de Ciencias Exactas Físicas y Naturales, Córdoba, Argentina
- Consejo Nacional de Investigaciones Científicas y Técnicas, CONICET, IMBiV, Córdoba, Argentina
| | - Vanessa Minden
- Institute of Biology and Environmental Sciences, Landscape Ecology Group, University of Oldenburg, Oldenburg, Germany
- Department of Biology, Ecology and Biodiversity, Vrije Universiteit Brussel, Brussels, Belgium
| | - Yusuke Onoda
- Division of Forest and Biomaterials Science, Graduate School of Agriculture, Kyoto University, Oiwake, Kitashirakawa, Kyoto, Japan
| | - Koen Kramer
- Wageningen University & Research, Wageningen University, The Netherlands
| | | | - Sean T Michaletz
- Department of Botany and Biodiversity Research Centre, University of British Columbia, Vancouver, British Columbia, Canada
| | | | | | - Steven Jansen
- Institute of Systematic Botany and Ecology, Ulm University, Ulm, Germany
| | - Martijn Slot
- Smithsonian Tropical Research Institute, Panama City, Republic of Panama
| | - Eduardo Chacon
- School of Biology, Universidad de Costa Rica, San José, Costa Rica
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15
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Careau V, Glazier DS. A quantitative genetics perspective on the body-mass scaling of metabolic rate. J Exp Biol 2022; 225:274354. [PMID: 35258615 DOI: 10.1242/jeb.243393] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2021] [Accepted: 01/13/2022] [Indexed: 12/20/2022]
Abstract
Widely observed allometric scaling (log-log slope<1) of metabolic rate (MR) with body mass (BM) in animals has been frequently explained using functional mechanisms, but rarely studied from the perspective of multivariate quantitative genetics. This is unfortunate, given that the additive genetic slope (bA) of the MR-BM relationship represents the orientation of the 'line of least genetic resistance' along which MR and BM may most likely evolve. Here, we calculated bA in eight species. Although most bA values were within the range of metabolic scaling exponents reported in the literature, uncertainty of each bA estimate was large (only one bA was significantly lower than 3/4 and none were significantly different from 2/3). Overall, the weighted average for bA (0.667±0.098 95% CI) is consistent with the frequent observation that metabolic scaling exponents are negatively allometric in animals (b<1). Although bA was significantly positively correlated with the phenotypic scaling exponent (bP) across the sampled species, bP was usually lower than bA, as reflected in a (non-significantly) lower weighted average for bP (0.596±0.100). This apparent discrepancy between bA and bP resulted from relatively shallow MR-BM scaling of the residuals [weighted average residual scaling exponent (be)=0.503±0.128], suggesting regression dilution (owing to measurement error and within-individual variance) causing a downward bias in bP. Our study shows how the quantification of the genetic scaling exponent informs us about potential constraints on the correlated evolution of MR and BM, and by doing so has the potential to bridge the gap between micro- and macro-evolutionary studies of scaling allometry.
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Affiliation(s)
- Vincent Careau
- Department of Biology, University of Ottawa, 30 Marie Curie, Ottawa, ON, Canada, K1N 6N5
| | - Douglas S Glazier
- Department of Biology, Juniata College, 1700 Moore Street, Huntingdon, PA 16652, USA
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16
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Estarague A, Vasseur F, Sartori K, Bastias CC, Cornet D, Rouan L, Beurier G, Exposito-Alonso M, Herbette S, Bresson J, Vile D, Violle C. Into the range: a latitudinal gradient or a center-margins differentiation of ecological strategies in Arabidopsis thaliana? ANNALS OF BOTANY 2022; 129:343-356. [PMID: 34918027 PMCID: PMC8835660 DOI: 10.1093/aob/mcab149] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/20/2021] [Revised: 12/07/2021] [Accepted: 12/14/2021] [Indexed: 05/28/2023]
Abstract
BACKGROUND AND AIMS Determining within-species large-scale variation in phenotypic traits is central to elucidate the drivers of species' ranges. Intraspecific comparisons offer the opportunity to understand how trade-offs and biogeographical history constrain adaptation to contrasted environmental conditions. Here we test whether functional traits, ecological strategies from the CSR scheme and phenotypic plasticity in response to abiotic stress vary along a latitudinal or a center- margins gradient within the native range of Arabidopsis thaliana. METHODS We experimentally examined the phenotypic outcomes of plant adaptation at the center and margins of its geographic range using 30 accessions from southern, central and northern Europe. We characterized the variation of traits related to stress tolerance, resource use, colonization ability, CSR strategy scores, survival and fecundity in response to high temperature (34 °C) or frost (- 6 °C), combined with a water deficit treatment. KEY RESULTS We found evidence for both a latitudinal and a center-margins differentiation for the traits under scrutiny. Age at maturity, leaf dry matter content, specific leaf area and leaf nitrogen content varied along a latitudinal gradient. Northern accessions presented a greater survival to stress than central and southern accessions. Leaf area, C-scores, R-scores and fruit number followed a center-margins differentiation. Central accessions displayed a higher phenotypic plasticity than northern and southern accessions for most studied traits. CONCLUSIONS Traits related to an acquisitive/conservative resource-use trade-off followed a latitudinal gradient. Traits associated with a competition/colonization trade-off differentiated along the historic colonization of the distribution range and then followed a center-margins differentiation. Our findings pinpoint the need to consider the joint effect of evolutionary history and environmental factors when examining phenotypic variation across the distribution range of a species.
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Affiliation(s)
- Aurélien Estarague
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, F-34293, Montpellier, France
- Laboratoire d’Ecophysiologie des Plantes sous Stress Environnementaux (LEPSE), INRAE, Montpellier SupAgro, UMR759, F-34060, Montpellier, France
| | - François Vasseur
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, F-34293, Montpellier, France
| | - Kevin Sartori
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, F-34293, Montpellier, France
- Department of Plant Biology, Swedish University of Agricultural Sciences, Uppsala, Sweden
| | | | - Denis Cornet
- CIRAD, UMR AGAP Institut, F-34398, Montpellier, France
- UMR AGAP Institut, Univ Montpellier, CIRAD, INRAE, Institut Agro, F-34398, Montpellier, France
| | - Lauriane Rouan
- CIRAD, UMR AGAP Institut, F-34398, Montpellier, France
- UMR AGAP Institut, Univ Montpellier, CIRAD, INRAE, Institut Agro, F-34398, Montpellier, France
| | - Gregory Beurier
- CIRAD, UMR AGAP Institut, F-34398, Montpellier, France
- UMR AGAP Institut, Univ Montpellier, CIRAD, INRAE, Institut Agro, F-34398, Montpellier, France
| | - Moises Exposito-Alonso
- Department of Plant Biology, Carnegie Institution for Science, Stanford University, Stanford, CA 94305, USA
- Department of Biology, Stanford University, Stanford, CA 94305, USA
| | | | - Justine Bresson
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, F-34293, Montpellier, France
| | - Denis Vile
- Laboratoire d’Ecophysiologie des Plantes sous Stress Environnementaux (LEPSE), INRAE, Montpellier SupAgro, UMR759, F-34060, Montpellier, France
| | - Cyrille Violle
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, F-34293, Montpellier, France
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17
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Levionnois S, Salmon C, Alméras T, Clair B, Ziegler C, Coste S, Stahl C, González-Melo A, Heinz C, Heuret P. Anatomies, vascular architectures, and mechanics underlying the leaf size-stem size spectrum in 42 Neotropical tree species. JOURNAL OF EXPERIMENTAL BOTANY 2021; 72:7957-7969. [PMID: 34390333 DOI: 10.1093/jxb/erab379] [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: 02/05/2021] [Accepted: 08/13/2021] [Indexed: 06/13/2023]
Abstract
The leaf size-stem size spectrum is one of the main dimensions of plant ecological strategies. Yet the anatomical, mechanical, and hydraulic implications of small versus large shoots are still poorly understood. We investigated 42 tropical rainforest tree species in French Guiana, with a wide range of leaf areas at the shoot level. We quantified the scaling of hydraulic and mechanical constraints with shoot size, estimated as the water potential difference (ΔΨ) and the bending angle (ΔΦ), respectively. We investigated how anatomical tissue area, flexural stiffness and xylem vascular architecture affect such scaling by deviating (or not) from theoretical isometry with shoot size variation. Vessel diameter and conductive path length were found to be allometrically related to shoot size, thereby explaining the independence between ΔΨ and shoot size. Leaf mass per area, stem length, and the modulus of elasticity were allometrically related to shoot size, explaining the independence between ΔΦ and shoot size. Our study also shows that the maintenance of both water supply and mechanical stability across the shoot size range are not in conflict.
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Affiliation(s)
- Sébastien Levionnois
- UMR EcoFoG, AgroParisTech, CIRAD, CNRS, INRAE, Université des Antilles, Université de Guyane, 97310 Kourou, France
- UMR AMAP, Université de Montpellier, CIRAD, CNRS, INRAE, IRD, Université de Montpellier, 34000 Montpellier, France
| | - Camille Salmon
- UMR AMAP, Université de Montpellier, CIRAD, CNRS, INRAE, IRD, Université de Montpellier, 34000 Montpellier, France
| | - Tancrède Alméras
- LMGC, CNRS, Université de Montpellier, 34090 Montpellier, France
| | - Bruno Clair
- LMGC, CNRS, Université de Montpellier, 34090 Montpellier, France
| | - Camille Ziegler
- UMR EcoFoG, AgroParisTech, CIRAD, CNRS, INRAE, Université des Antilles, Université de Guyane, 97310 Kourou, France
- UMR SILVA, INRAE, Université de Lorraine, 54000 Nancy, France
| | - Sabrina Coste
- UMR EcoFoG, AgroParisTech, CIRAD, CNRS, INRAE, Université des Antilles, Université de Guyane, 97310 Kourou, France
| | - Clément Stahl
- UMR EcoFoG, AgroParisTech, CIRAD, CNRS, INRAE, Université des Antilles, Université de Guyane, 97310 Kourou, France
| | | | - Christine Heinz
- UMR AMAP, Université de Montpellier, CIRAD, CNRS, INRAE, IRD, Université de Montpellier, 34000 Montpellier, France
| | - Patrick Heuret
- UMR AMAP, Université de Montpellier, CIRAD, CNRS, INRAE, IRD, Université de Montpellier, 34000 Montpellier, France
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18
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The genetic basis of the root economics spectrum in a perennial grass. Proc Natl Acad Sci U S A 2021; 118:2107541118. [PMID: 34799444 DOI: 10.1073/pnas.2107541118] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/09/2021] [Indexed: 11/18/2022] Open
Abstract
Construction economics of plant roots exhibit predictable relationships with root growth, death, and nutrient uptake strategies. Plant taxa with inexpensively constructed roots tend to more precisely explore nutrient hotspots than do those with costly constructed roots but at the price of more frequent tissue turnover. This trade-off underlies an acquisitive to conservative continuum in resource investment, described as the "root economics spectrum (RES)." Yet the adaptive role and genetic basis of RES remain largely unclear. Different ecotypes of switchgrass (Panicum virgatum) display root features exemplifying the RES, with costly constructed roots in southern lowland and inexpensively constructed roots in northern upland ecotypes. We used an outbred genetic mapping population derived from lowland and upland switchgrass ecotypes to examine the genetic architecture of the RES. We found that absorptive roots (distal first and second orders) were often "deciduous" in winter. The percentage of overwintering absorptive roots was decreased by northern upland alleles compared with southern lowland alleles, suggesting a locally-adapted conservative strategy in warmer and acquisitive strategy in colder regions. Relative turnover of absorptive roots was genetically negatively correlated with their biomass investment per unit root length, suggesting that the key trade-off in framing RES is genetically facilitated. We also detected strong genetic correlations among root morphology, root productivity, and shoot size. Overall, our results reveal the genetic architecture of multiple traits that likely impacts the evolution of RES and plant aboveground-belowground organization. In practice, we provide genetic evidence that increasing switchgrass yield for bioenergy does not directly conflict with enhancing its root-derived carbon sequestration.
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Jevon F, Lang A, Ayres M, Matthes JH. Limited evidence that larger acorns buffer Quercus rubra seedlings from density-dependent biotic stressors. AMERICAN JOURNAL OF BOTANY 2021; 108:1861-1872. [PMID: 34596895 DOI: 10.1002/ajb2.1740] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/06/2020] [Revised: 05/21/2021] [Accepted: 05/24/2021] [Indexed: 06/13/2023]
Abstract
PREMISE Plant performance and functional traits vary considerably within species, particularly in response to environmental variation. Plant responses may reflect life-history trade-offs, such as between resource acquisition and resource conservation. Larger seeds may buffer young plants from the negative effects of environmental variation, such as limitations in nutrients or water. However, whether seed size plays a similar role in how plants respond to variation in their biotic environment, including competition and soil microbial communities, remains poorly understood. METHODS We used a greenhouse experiment to test the interactive effects of intraspecific competition, the origin of the soil microbial community, and seed size on performance and functional traits in Quercus rubra L. seedlings. RESULTS Intraspecific variation in seedling traits weakly aligned with a resource acquisition-conservation trade-off. Across the wide range of initial acorn mass, competition decreased seedling biomass by about 35%. Competition directly decreased the root mass ratio and indirectly increased specific leaf area and specific root length, via the negative effects on total biomass. In contrast, soil microbial communities had minor effects on seedlings, and we found no differences between plants receiving soil originating from a conspecific adult and plants receiving soil originating from a heterospecific adult. CONCLUSIONS Competition is a more important driver of intraspecific variation in young Quercus rubra seedling performance and traits, both directly and by delaying ontogenetic development, than soil microbial communities. Seed size is an important predictor of seedling biomass, but a larger seed does not necessarily buffer seedlings from the effects of competition.
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Affiliation(s)
- Fiona Jevon
- Department of Biological Sciences, Dartmouth College, Hanover, NH, 03755, USA
| | - Ashley Lang
- Department of Biology, Indiana University, Bloomington, IN, 47405, USA
| | - Matthew Ayres
- Department of Biological Sciences, Dartmouth College, Hanover, NH, 03755, USA
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Gaudio N, Violle C, Gendre X, Fort F, Mahmoud R, Pelzer E, Médiène S, Hauggaard‐Nielsen H, Bedoussac L, Bonnet C, Corre‐Hellou G, Couëdel A, Hinsinger P, Steen Jensen E, Journet E, Justes E, Kammoun B, Litrico I, Moutier N, Naudin C, Casadebaig P. Interspecific interactions regulate plant reproductive allometry in cereal–legume intercropping systems. J Appl Ecol 2021. [DOI: 10.1111/1365-2664.13979] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Affiliation(s)
- Noémie Gaudio
- AGIRUniversité de ToulouseINRAE Castanet‐Tolosan France
| | - Cyrille Violle
- UMR 5175 CEFE Univ. MontpellierCNRSEPHEIRD Montpellier France
| | | | - Florian Fort
- UMR 5175 CEFE Univ. MontpellierCNRSEPHEInstitut AgroIRD Montpellier France
| | - Rémi Mahmoud
- AGIRUniversité de ToulouseINRAE Castanet‐Tolosan France
| | - Elise Pelzer
- Université Paris‐SaclayAgroParisTechINRAEUMR Agronomie Thiverval‐Grignon France
| | - Safia Médiène
- Université Paris‐SaclayAgroParisTechINRAEUMR Agronomie Thiverval‐Grignon France
| | | | | | | | | | | | - Philippe Hinsinger
- Eco&SolsUniversité de MontpellierINRAE, CIRADInstitut AgroIRD Montpellier France
| | - Erik Steen Jensen
- Cropping Systems EcologyDepartment of Biosystems and Technology Alnarp Sweden
| | - Etienne‐Pascal Journet
- AGIRUniversité de ToulouseINRAE Castanet‐Tolosan France
- LIPMEUniversité de ToulouseCNRS Castanet‐Tolosan France
| | - Eric Justes
- AGIRUniversité de ToulouseINRAE Castanet‐Tolosan France
- CIRADPersyst Department Montpellier France
| | | | | | | | - Christophe Naudin
- USC ESA‐INRAE LEVAEcole Supérieure d’Agricultures Angers Cedex France
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21
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Nelson TC, Muir CD, Stathos AM, Vanderpool DD, Anderson K, Angert AL, Fishman L. Quantitative trait locus mapping reveals an independent genetic basis for joint divergence in leaf function, life-history, and floral traits between scarlet monkeyflower (Mimulus cardinalis) populations. AMERICAN JOURNAL OF BOTANY 2021; 108:844-856. [PMID: 34036561 DOI: 10.1002/ajb2.1660] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/15/2020] [Accepted: 01/12/2021] [Indexed: 06/12/2023]
Abstract
PREMISE Across taxa, vegetative and floral traits that vary along a fast-slow life-history axis are often correlated with leaf functional traits arrayed along the leaf economics spectrum, suggesting a constrained set of adaptive trait combinations. Such broad-scale convergence may arise from genetic constraints imposed by pleiotropy (or tight linkage) within species, or from natural selection alone. Understanding the genetic basis of trait syndromes and their components is key to distinguishing these alternatives and predicting evolution in novel environments. METHODS We used a line-cross approach and quantitative trait locus (QTL) mapping to characterize the genetic basis of twenty leaf functional/physiological, life history, and floral traits in hybrids between annualized and perennial populations of scarlet monkeyflower (Mimulus cardinalis). RESULTS We mapped both single and multi-trait QTLs for life history, leaf function and reproductive traits, but found no evidence of genetic co-ordination across categories. A major QTL for three leaf functional traits (thickness, photosynthetic rate, and stomatal resistance) suggests that a simple shift in leaf anatomy may be key to adaptation to seasonally dry habitats. CONCLUSIONS Our results suggest that the co-ordination of resource-acquisitive leaf physiological traits with a fast life-history and more selfing mating system results from environmental selection rather than functional or genetic constraint. Independent assortment of distinct trait modules, as well as a simple genetic basis to leaf physiological traits associated with drought escape, may facilitate adaptation to changing climates.
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Affiliation(s)
- Thomas C Nelson
- Division of Biological Sciences, University of Montana, Missoula, Montana, 59812, USA
| | - Christopher D Muir
- Departments of Botany and Zoology and Biodiversity Research Centre, University of British Columbia, Vancouver, British Columbia, V6T 1Z4, Canada
- School of Life Sciences, University of Hawai'i, Honolulu, Hawai'i, 96822, USA
| | - Angela M Stathos
- Division of Biological Sciences, University of Montana, Missoula, Montana, 59812, USA
| | - Daniel D Vanderpool
- Division of Biological Sciences, University of Montana, Missoula, Montana, 59812, USA
| | - Kayli Anderson
- Division of Biological Sciences, University of Montana, Missoula, Montana, 59812, USA
| | - Amy L Angert
- Departments of Botany and Zoology and Biodiversity Research Centre, University of British Columbia, Vancouver, British Columbia, V6T 1Z4, Canada
| | - Lila Fishman
- Division of Biological Sciences, University of Montana, Missoula, Montana, 59812, USA
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Frances DN, Barber AJ, Tucker CM. Trait-density relationships explain performance in cladoceran zooplankton. Ecology 2021; 102:e03294. [PMID: 33559149 DOI: 10.1002/ecy.3294] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/17/2020] [Revised: 10/23/2020] [Accepted: 11/13/2020] [Indexed: 11/08/2022]
Abstract
Traits have been used extensively to predict and understand performance in response to the abiotic environment, but their role for understanding competitive interactions is less understood, especially in nonplant systems. In this study, we evaluate how traits interact with intraspecific density to modulate performance (per capita birth rate) and whether the traits associated with intraspecific competitive ability are similar across multiple species. We used an experimental system of four cladoceran zooplankton species, experimentally manipulated the density of conspecifics, and measured a range of morphological and life history characteristics (body mass, body length, second antenna length, eye diameter, relative growth rate, age at first reproduction, and birth rate). With causal modeling, we identified significant trait-density relationships for three out of four species, although the specific traits that predicted birth rate varied from species to species. In general, individuals at higher densities displayed smaller morphological traits and shifts towards slower relative growth rates and delayed onset of reproduction. We also asked more generally if there are consistent trait-mediated impacts of density across multiple species. The interspecific model identified significant trait-density relationships for body length, age at first reproduction, and relative growth rate. Unexpectedly, we found little evidence for trait-based competition due to mechanisms such as limiting similarity or hierarchical competition, and rather noted the potential for trait plasticity and constraints on plasticity affecting performance in response to the competitive environment.
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Affiliation(s)
- Dachin N Frances
- Department of Biology, University of North Carolina-Chapel Hill, North Carolina, Chapel Hill, 27599-3280, USA
| | - Amelia J Barber
- Department of Biology, University of North Carolina-Chapel Hill, North Carolina, Chapel Hill, 27599-3280, USA
| | - Caroline M Tucker
- Department of Biology, University of North Carolina-Chapel Hill, North Carolina, Chapel Hill, 27599-3280, USA.,Environment, Ecology and Energy Program, University of North Carolina at Chapel Hill, North Carolina, Murray/Venable Hall, CB 3275, Chapel Hill, 3202, 27599-3280, USA
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Fajardo A, Mora JP, Robert E. Corner's rules pass the test of time: little effect of phenology on leaf-shoot and other scaling relationships. ANNALS OF BOTANY 2020; 126:1129-1139. [PMID: 32598449 PMCID: PMC7684704 DOI: 10.1093/aob/mcaa124] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/27/2020] [Accepted: 06/22/2020] [Indexed: 06/11/2023]
Abstract
BACKGROUND AND AIMS Twig cross-sectional area and the surface area of leaves borne on it are expected to be isometrically correlated across species (Corner's rules). However, how stable this relationship remains in time is not known. We studied inter- and intraspecific twig leaf area-cross-sectional area (la-cs) and other scaling relationships, including the leaf-shoot mass (lm-sm) scaling relationship, across a complete growing season. We also examined the influence of plant height, deciduousness and the inclusion of reproductive buds on the stability of the scaling relationships, and we discuss results from a functional perspective. METHODS We collected weekly current-year twigs of six Patagonian woody species that differed in growth form and foliar habit. We also used prominent inflorescences from Embothrium coccineum (Proteaceae) to assess whether reproductive buds alter the la-cs isometric relationship. Mixed effects models were fitted to obtain parameter estimates and to test whether interaction terms were non-significant (invariant) for the scaling relationships. KEY RESULTS The slope of the la-cs scaling relationship remained invariant across the growing season. Two species showed contrasting and disproportional (allometric) la-cs scaling relationships (slope ≠ 1). Scaling relationships varied significantly across growth form and foliar habit. The lm-sm scaling relationship differed between reproductive- and vegetative-origin twigs in E. coccineum, which was explained by a significantly lower leaf mass per area in the former. CONCLUSIONS Although phenology during the growing season appeared not to change leaf-shoot scaling relationships across species, we show that scaling relationships departed from the general trend of isometry as a result of within-species variation, growth form, foliar habit and the type of twig. The identification of these functional factors helps to understand variation in the general trend of Corner's rules.
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Affiliation(s)
- Alex Fajardo
- Centro de Investigación en Ecosistemas de la Patagonia (CIEP), Coyhaique, Chile
| | - Juan P Mora
- Centro de Investigación en Ecosistemas de la Patagonia (CIEP), Coyhaique, Chile
| | - Etienne Robert
- Centro de Investigación en Ecosistemas de la Patagonia (CIEP), Coyhaique, Chile
- Laurentian Forestry Centre, Canadian Forest Service, Natural Resources Canada, Québec, QC, Canada
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Natural variation at FLM splicing has pleiotropic effects modulating ecological strategies in Arabidopsis thaliana. Nat Commun 2020; 11:4140. [PMID: 32811829 PMCID: PMC7435183 DOI: 10.1038/s41467-020-17896-w] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2019] [Accepted: 07/16/2020] [Indexed: 01/06/2023] Open
Abstract
Investigating the evolution of complex phenotypes and the underlying molecular bases of their variation is critical to understand how organisms adapt to their environment. Applying classical quantitative genetics on a segregating population derived from a Can-0xCol-0 cross, we identify the MADS-box transcription factor FLOWERING LOCUS M (FLM) as a player of the phenotypic variation in plant growth and color. We show that allelic variation at FLM modulates plant growth strategy along the leaf economics spectrum, a trade-off between resource acquisition and resource conservation, observable across thousands of plant species. Functional differences at FLM rely on a single intronic substitution, disturbing transcript splicing and leading to the accumulation of non-functional FLM transcripts. Associations between this substitution and phenotypic and climatic data across Arabidopsis natural populations, show how noncoding genetic variation at a single gene might be adaptive through pleiotropic effects. FLOWERING LOCUS M (FLM) is known as a repressor of Arabidopsis flowering. Here, the authors show that a single intronic substitution of FLM modulates leaf color and plant growth strategy along the leaf economics spectrum, as well as plays a role in plant adaptation.
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25
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Zhang M, Zhang S, Ye M, Jiang L, Vallejos CE, Wu R. The genetic control of leaf allometry in the common bean, Phaseolus vulgaris. BMC Genet 2020; 21:29. [PMID: 32169029 PMCID: PMC7071654 DOI: 10.1186/s12863-020-00838-2] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2019] [Accepted: 03/05/2020] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND To maximize photosynthetic efficiency, plants have evolved a capacity by which leaf area scales allometrically with leaf mass through interactions with the environment. However, our understanding of genetic control of this allometric relationship remains limited. RESULTS We integrated allometric scaling laws expressed at static and ontogenetic levels into genetic mapping to identify the quantitative trait loci (QTLs) that mediate how leaf area scales with leaf mass and how such leaf allometry, under the control of these QTLs, varies as a response to environment change. A major QTL detected by the static model constantly affects the allometric growth of leaf area vs. leaf mass for the common bean (Phaseolus vulgaris) in two different environments. The ontogenetic model identified this QTL plus a few other QTLs that determine developmental trajectories of leaf allometry, whose expression is contingent heavily upon the environment. CONCLUSIONS Our results gain new insight into the genetic mechanisms of how plants program their leaf morphogenesis to adapt to environmental perturbations.
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Affiliation(s)
- Miaomiao Zhang
- Center for Computational Biology, College of Biological Sciences and Technology, Beijing Forestry University, Beijing, 100083, China
| | - Shilong Zhang
- Center for Computational Biology, College of Biological Sciences and Technology, Beijing Forestry University, Beijing, 100083, China
| | - Meixia Ye
- Center for Computational Biology, College of Biological Sciences and Technology, Beijing Forestry University, Beijing, 100083, China
| | - Libo Jiang
- Center for Computational Biology, College of Biological Sciences and Technology, Beijing Forestry University, Beijing, 100083, China
| | - C Eduardo Vallejos
- Department of Horticultural Sciences, University of Florida, Gainesville, FL, 326511, USA
| | - Rongling Wu
- Center for Computational Biology, College of Biological Sciences and Technology, Beijing Forestry University, Beijing, 100083, China. .,Center for Statistical Genetics, The Pennsylvania State University, Hershey, PA, 17033, USA.
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Chen Z, Wang F, Zhang P, Ke C, Zhu Y, Cao W, Jiang H. Skewed distribution of leaf color RGB model and application of skewed parameters in leaf color description model. PLANT METHODS 2020; 16:23. [PMID: 32127910 PMCID: PMC7043033 DOI: 10.1186/s13007-020-0561-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/25/2019] [Accepted: 01/27/2020] [Indexed: 06/10/2023]
Abstract
BACKGROUND Image processing techniques have been widely used in the analysis of leaf characteristics. Earlier techniques for processing digital RGB color images of plant leaves had several drawbacks, such as inadequate de-noising, and adopting normal-probability statistical estimation models which have few parameters and limited applicability. RESULTS We confirmed the skewness distribution characteristics of the red, green, blue and grayscale channels of the images of tobacco leaves. Twenty skewed-distribution parameters were computed including the mean, median, mode, skewness, and kurtosis. We used the mean parameter to establish a stepwise regression model that is similar to earlier models. Other models based on the median and the skewness parameters led to accurate RGB-based description and prediction, as well as better fitting of the SPAD value. More parameters improved the accuracy of RGB model description and prediction, and extended its application range. Indeed, the skewed-distribution parameters can describe changes of the leaf color depth and homogeneity. CONCLUSIONS The color histogram of the blade images follows a skewed distribution, whose parameters greatly enrich the RGB model and can describe changes in leaf color depth and homogeneity.
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Affiliation(s)
- Zhengmeng Chen
- Key Laboratory of Crop Physiology and Ecology in Southern China, Ministry of Agriculture, Jiangsu Collaborative Innovation Center for Modern Crop Prodution, National Engineering and Technology Center for Information Agriculture, Nanjing Agricultural University, Nanjing, 210095 People’s Republic of China
| | - Fuzheng Wang
- Key Laboratory of Crop Physiology and Ecology in Southern China, Ministry of Agriculture, Jiangsu Collaborative Innovation Center for Modern Crop Prodution, National Engineering and Technology Center for Information Agriculture, Nanjing Agricultural University, Nanjing, 210095 People’s Republic of China
- Qin Gengren Modern Agricultural Science and Technology Development (Huai’an) Co Ltd., 223001 Huai’an, People’s Republic of China
| | - Pei Zhang
- Jiangsu Meteorological Bureau, Nanjing, 210008 People’s Republic of China
| | - Chendan Ke
- Fujian Haisheng Cultural Media Co., Ltd., Fuzhou, 350003 People’s Republic of China
| | - Yan Zhu
- Key Laboratory of Crop Physiology and Ecology in Southern China, Ministry of Agriculture, Jiangsu Collaborative Innovation Center for Modern Crop Prodution, National Engineering and Technology Center for Information Agriculture, Nanjing Agricultural University, Nanjing, 210095 People’s Republic of China
| | - Weixing Cao
- Key Laboratory of Crop Physiology and Ecology in Southern China, Ministry of Agriculture, Jiangsu Collaborative Innovation Center for Modern Crop Prodution, National Engineering and Technology Center for Information Agriculture, Nanjing Agricultural University, Nanjing, 210095 People’s Republic of China
| | - Haidong Jiang
- Key Laboratory of Crop Physiology and Ecology in Southern China, Ministry of Agriculture, Jiangsu Collaborative Innovation Center for Modern Crop Prodution, National Engineering and Technology Center for Information Agriculture, Nanjing Agricultural University, Nanjing, 210095 People’s Republic of China
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Carvalho B, Bastias CC, Escudero A, Valladares F, Benavides R. Intraspecific perspective of phenotypic coordination of functional traits in Scots pine. PLoS One 2020; 15:e0228539. [PMID: 32053614 PMCID: PMC7018023 DOI: 10.1371/journal.pone.0228539] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2019] [Accepted: 01/17/2020] [Indexed: 11/18/2022] Open
Abstract
Functional traits have emerged as a key to understand species responses to environmental conditions. The concerted expression of multiple traits gives rise to the phenotype of each individual, which is the one interacting with the environment and evolving. However, patterns of trait covariation and how they vary in response to environmental conditions remain poorly understood, particularly at the intraspecific scale. Here, we have measured traits at different scales and in different organs, and analysed their covariation in a large number of conspecifics distributed in two contrasting environments. We expected significant correlations among traits, not only within clusters of traits as found in global, multispecies studies, but also among clusters, with more relationships within clusters, due to genetic constraints, and among clusters due to more coordinated phenotypes than community level, multispecies studies. We surveyed 100 Pinus sylvestris trees in a Mediterranean mountainous area distributed in two contrasting elevations. We measured 13 functional traits, in three clusters (leaf, stem and whole-plant traits), and analysed their variation and coordination. We found significant coordination among traits belonging to different clusters that reveals coordinated phenotypes. However, we found fewer correlations within trait clusters than initially expected. Trait correlation structures (number, intensity and type of correlations among traits) differed among individuals at different elevations. We observed more correlations within trait clusters at low elevation compared to those at high elevation. Moreover, the higher number of correlations among different trait clusters and the lower trait variation at the higher elevation suggests that variability decreases under more stressful conditions. Altogether, our results reveal that traits at intraspecific scale are coordinated in a broad network and not only within clusters of traits but also that this trait covariation is significantly affected by environmental conditions.
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Affiliation(s)
- Bárbara Carvalho
- Departamento Biogeografía y Cambio Global, LINCGlobal, Museo Nacional de Ciencias Naturales, (MNCN-CSIC), Madrid, Spain
- Área de Biodiversidad y Conservación, Universidad Rey Juan Carlos, Móstoles, Madrid, Spain
| | - Cristina C. Bastias
- Departamento Biogeografía y Cambio Global, LINCGlobal, Museo Nacional de Ciencias Naturales, (MNCN-CSIC), Madrid, Spain
| | - Adrián Escudero
- Área de Biodiversidad y Conservación, Universidad Rey Juan Carlos, Móstoles, Madrid, Spain
| | - Fernando Valladares
- Departamento Biogeografía y Cambio Global, LINCGlobal, Museo Nacional de Ciencias Naturales, (MNCN-CSIC), Madrid, Spain
- Área de Biodiversidad y Conservación, Universidad Rey Juan Carlos, Móstoles, Madrid, Spain
| | - Raquel Benavides
- Departamento Biogeografía y Cambio Global, LINCGlobal, Museo Nacional de Ciencias Naturales, (MNCN-CSIC), Madrid, Spain
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DeLeo VL, Menge DNL, Hanks EM, Juenger TE, Lasky JR. Effects of two centuries of global environmental variation on phenology and physiology of Arabidopsis thaliana. GLOBAL CHANGE BIOLOGY 2020; 26:523-538. [PMID: 31665819 DOI: 10.1111/gcb.14880] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/23/2019] [Revised: 09/28/2019] [Accepted: 10/07/2019] [Indexed: 06/10/2023]
Abstract
Intraspecific trait variation is caused by genetic and plastic responses to environment. This intraspecific diversity is captured in immense natural history collections, giving us a window into trait variation across continents and through centuries of environmental shifts. Here we tested if hypotheses based on life history and the leaf economics spectrum explain intraspecific trait changes across global spatiotemporal environmental gradients. We measured phenotypes on a 216-year time series of Arabidopsis thaliana accessions from across its native range and applied spatially varying coefficient models to quantify region-specific trends in trait coordination and trait responses to climate gradients. All traits exhibited significant change across space or through time. For example, δ15 N decreased over time across much of the range and leaf C:N increased, consistent with predictions based on anthropogenic changes in land use and atmosphere. Plants were collected later in the growing season in more recent years in many regions, possibly because populations shifted toward more spring germination and summer flowering as opposed to fall germination and spring flowering. When climate variables were considered, collection dates were earlier in warmer years, while summer rainfall had opposing associations with collection date depending on regions. There was only a modest correlation among traits, indicating a lack of a single life history/physiology axis. Nevertheless, leaf C:N was low for summer- versus spring-collected plants, consistent with a life history-physiology axis from slow-growing winter annuals to fast-growing spring/summer annuals. Regional heterogeneity in phenotype trends indicates complex responses to spatiotemporal environmental gradients potentially due to geographic genetic variation and climate interactions with other aspects of environment. Our study demonstrates how natural history collections can be used to broadly characterize trait responses to environment, revealing heterogeneity in response to anthropogenic change.
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Affiliation(s)
- Victoria L DeLeo
- Intercollege Graduate Degree Program in Plant Biology, Pennsylvania State University, University Park, PA, USA
| | - Duncan N L Menge
- Department of Ecology, Evolution, and Environmental Biology, Columbia University, New York, NY, USA
| | - Ephraim M Hanks
- Department of Statistics, Pennsylvania State University, University Park, PA, USA
| | - Thomas E Juenger
- Department of Integrative Biology, University of Texas at Austin, Austin, TX, USA
| | - Jesse R Lasky
- Department of Ecology, Evolution, and Environmental Biology, Columbia University, New York, NY, USA
- Department of Biology, Pennsylvania State University, University Park, PA, USA
- Earth Institute, Columbia University, New York, NY, USA
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Kazakou E, Vasseur F, Sartori K, Baron E, Rowe N, Vile D. Secondary metabolites have more influence than morphophysiological traits on litter decomposability across genotypes of Arabidopsis thaliana. THE NEW PHYTOLOGIST 2019; 224:1532-1543. [PMID: 31179544 DOI: 10.1111/nph.15983] [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: 04/04/2019] [Accepted: 05/29/2019] [Indexed: 06/09/2023]
Abstract
Although interspecific variation in plant phenotype is recognised to impact afterlife processes such as litter decomposability, it is still unclear which traits and selection pressures explain these relationships. Examining intraspecific variation is crucial to identify and compare trait effects on decomposability, and investigate the potential role of natural selection. We studied the genetic variability and relationships between decomposability, plant traits typically related to decomposability at species level (morphophysiological traits), and leaf metabolites among a set of genotypes of Arabidopsis thaliana grown under controlled conditions. We also investigated correlations between decomposability and environmental variables at genotypes collection site. We investigated the genetic architecture of decomposability with genome-wide association studies (GWAS). There was large genetic variability in decomposability that was correlated with precipitation. Morphophysiological traits had a minor effect, while secondary metabolites, especially glucosinolates, were correlated with decomposability. Consistently, GWAS suggested that genes and metabolites related to the composition of cell membranes and envelopes control the variation of decomposability across genotypes. Our study suggests that decomposability varies within species as a result of metabolic adaptation to climate. Our findings highlight that subtle variations of defence-related metabolites like glucosinolates may strongly influence after-life processes such as decomposability.
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Affiliation(s)
- Elena Kazakou
- Montpellier Supagro, Centre d'Ecologie Fonctionnelle et Evolutive (UMR CEFE), CNRS, Université de Montpellier, Université Paul-Valéry Montpellier, EPHE, Montpellier, 34090, France
| | - François Vasseur
- CEFE, CNRS, Université de Montpellier, Université Paul-Valéry Montpellier, EPHE, Montpellier, 34090, France
- LEPSE, INRA, Montpellier SupAgro, Université de Montpellier, Montpellier, 34060, France
| | - Kevin Sartori
- CEFE, CNRS, Université de Montpellier, Université Paul-Valéry Montpellier, EPHE, Montpellier, 34090, France
| | - Etienne Baron
- CEFE, CNRS, Université de Montpellier, Université Paul-Valéry Montpellier, EPHE, Montpellier, 34090, France
| | - Nick Rowe
- AMAP, CNRS, INRA, IRD, Univ Montpellier, CIRAD, Montpellier, 34090, France
| | - Denis Vile
- LEPSE, INRA, Montpellier SupAgro, Université de Montpellier, Montpellier, 34060, France
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Umaña MN, Swenson NG. Intraspecific variation in traits and tree growth along an elevational gradient in a subtropical forest. Oecologia 2019; 191:153-164. [PMID: 31367911 DOI: 10.1007/s00442-019-04453-6] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2018] [Accepted: 06/28/2019] [Indexed: 10/26/2022]
Abstract
A conspicuous feature of natural communities is that individuals within species exhibit broad variation in their phenotype. While the phenotypic differences among species are prominent and have received considerable attention in earlier studies, recent findings suggest that about 40% of the trait variation is found within species. How this intraspecific variation is related to underlying environmental gradients and ultimately linked to performance is an outstanding question in ecology and evolution. Here, we study six broadly distributed species across an elevational gradient in a subtropical forest. We focused on five functional traits reflecting plant functional differentiation in stem transport, leaf architecture, and leaf resource acquisition. We found that leaf thickness, leaf toughness, and specific leaf area generally varied with elevation, while wood density and leaf area exhibited constrained variation. Results on multivariate trait axes also showed mixed evidence with the PC1 values (positively related to leaf toughness and negatively related to specific leaf area) shifting with elevation, while PC2 values (negatively related to wood density) did not change with elevation. We also found that, despite the important variation in some traits along the gradient, growth performance did not follow this same trend. This suggests that strong directional changes in traits along the gradient may result in similar levels of demographic performance. The results, therefore, challenge the simple expectation that a trait will correlate with a demographic rate. More nuanced approaches and additional mechanisms must be considered to advance understanding of the performance-trait relationships.
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Affiliation(s)
- María Natalia Umaña
- Department of Ecology and Evolutionary Biology, University of Michigan, Ann Arbor, 48109, USA.
| | - Nathan G Swenson
- Department of Biology, University of Maryland, College Park, MD, 20742, USA
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Sartori K, Vasseur F, Violle C, Baron E, Gerard M, Rowe N, Ayala-Garay O, Christophe A, Jalón LGD, Masclef D, Harscouet E, Granado MDR, Chassagneux A, Kazakou E, Vile D. Leaf economics and slow-fast adaptation across the geographic range of Arabidopsis thaliana. Sci Rep 2019; 9:10758. [PMID: 31341185 PMCID: PMC6656729 DOI: 10.1038/s41598-019-46878-2] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2018] [Accepted: 07/01/2019] [Indexed: 11/08/2022] Open
Abstract
Life history strategies of most organisms are constrained by resource allocation patterns that follow a 'slow-fast continuum'. It opposes slow growing and long-lived organisms with late investment in reproduction to those that grow faster, have earlier and larger reproductive effort and a short longevity. In plants, the Leaf Economics Spectrum (LES) depicts a leaf-level trade-off between the rate of carbon assimilation and leaf lifespan, as stressed in functional ecology from interspecific comparative studies. However, it is still unclear how the LES is connected to the slow-fast syndrome. Interspecific comparisons also impede a deep exploration of the linkage between LES variation and adaptation to climate. Here, we measured growth, morpho-physiological and life-history traits, at both the leaf and whole-plant levels, in 378 natural accessions of Arabidopsis thaliana. We found that the LES is tightly linked to variation in whole-plant functioning, and aligns with the slow-fast continuum. A genetic analysis further suggested that phenotypic differentiation results from the selection of different slow-fast strategies in contrasted climates. Slow growing and long-lived plants were preferentially found in cold and arid habitats while fast growing and short-lived ones in more favorable habitats. Our findings shed light on the role of the slow-fast continuum for plant adaptation to climate. More broadly, they encourage future studies to bridge functional ecology, genetics and evolutionary biology to improve our understanding of plant adaptation to environmental changes.
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Affiliation(s)
- Kevin Sartori
- Univ Montpellier, CNRS, EPHE, IRD, Univ Paul Valéry Montpellier 3, Montpellier, France.
| | - François Vasseur
- Univ Montpellier, CNRS, EPHE, IRD, Univ Paul Valéry Montpellier 3, Montpellier, France
- Univ Montpellier, INRA, Montpellier SupAgro, LEPSE, Montpellier, France
| | - Cyrille Violle
- Univ Montpellier, CNRS, EPHE, IRD, Univ Paul Valéry Montpellier 3, Montpellier, France
| | - Etienne Baron
- Univ Montpellier, CNRS, EPHE, IRD, Univ Paul Valéry Montpellier 3, Montpellier, France
| | - Marianne Gerard
- Univ Montpellier, CNRS, EPHE, IRD, Univ Paul Valéry Montpellier 3, Montpellier, France
| | - Nick Rowe
- Univ Montpellier, CIRAD, CNRS, INRA, IRD, Montpellier, France
| | - Oscar Ayala-Garay
- Univ Montpellier, INRA, Montpellier SupAgro, LEPSE, Montpellier, France
- Programa de Recursos Genéticos y Productividad (RGP)-Fisiología Vegetal, Colegio de Postgraduados, 56230, Texcoco, Mexico
| | - Ananda Christophe
- Univ Montpellier, CNRS, EPHE, IRD, Univ Paul Valéry Montpellier 3, Montpellier, France
| | - Laura Garcia de Jalón
- Univ Montpellier, CNRS, EPHE, IRD, Univ Paul Valéry Montpellier 3, Montpellier, France
| | - Diane Masclef
- Univ Montpellier, INRA, Montpellier SupAgro, LEPSE, Montpellier, France
| | - Erwan Harscouet
- Univ Montpellier, CNRS, EPHE, IRD, Univ Paul Valéry Montpellier 3, Montpellier, France
| | - Maria Del Rey Granado
- Univ Montpellier, CNRS, EPHE, IRD, Univ Paul Valéry Montpellier 3, Montpellier, France
| | - Agathe Chassagneux
- Univ Montpellier, CNRS, EPHE, IRD, Univ Paul Valéry Montpellier 3, Montpellier, France
- Office National de la Chasse et de la Faune sauvage, DRE Unité, Ongulés sauvages, Birieux, France
| | - Elena Kazakou
- Univ Montpellier, CNRS, EPHE, IRD, Univ Paul Valéry Montpellier 3, Montpellier, France
- Univ Montpellier, INRA, Montpellier SupAgro, Montpellier, France
| | - Denis Vile
- Univ Montpellier, INRA, Montpellier SupAgro, LEPSE, Montpellier, France
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32
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Umaña MN, Swenson NG. Does trait variation within broadly distributed species mirror patterns across species? A case study in Puerto Rico. Ecology 2019; 100:e02745. [PMID: 31032887 DOI: 10.1002/ecy.2745] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/17/2018] [Revised: 02/19/2019] [Accepted: 04/01/2019] [Indexed: 11/08/2022]
Abstract
Although populations are phenotypically diverse, the majority of trait-based studies have focused on examining differences among species. The justification for this broadly applied approach is based on the assumption that differences among species are always greater than within species. This is likely true for local communities, but species are often broadly distributed across a wide range of environments and patterns of intraspecific variation might surpass differences among species. Therefore, an appropriate interpretation of the functional diversity requires an assessment of patterns of trait variation across different ecological scales. In this study, we examine and characterize patterns of leaf trait variation for species that are broadly distributed along an elevational gradient. We focus on seven leaf traits that represent a main axis of functional differentiation in plants reflecting the balance between photosynthetic efficiency, display, and stomatal conductance. We evaluated patterns of trait variance across ecological scales (elevation, species, populations, and individuals) and examined trait covariance at both within species and across species levels, along the elevation gradient. Our results show three key patterns: (1) intraspecific leaf trait variation for broadly distributed species is comparable to the interspecific trait variation, (2) the trait variance structure is highly variable across species, and (3) trait coordination between pairs of leaf traits is evident across species along the gradient, but not always within species. Combined, our results show that trait coordination and covariance are highly idiosyncratic across broadly distributed and co-occurring species, indicating that species may achieve similar functional roles even when exhibiting different phenotypes. This result challenges the traditional paradigm of functional ecology that assumes single trait values as optimal solutions for environments. In conclusion, patterns of trait variation both across and within species should be considered in future studies that assess trade-offs among traits over environmental gradients.
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Affiliation(s)
- María N Umaña
- Department of Ecology and Evolutionary Biology, University of Michigan, Ann Arbor, Michigan, 48019, USA
| | - Nathan G Swenson
- Department of Biology, University of Maryland, College Park, Maryland, 20742, USA
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Vasseur F, Fouqueau L, de Vienne D, Nidelet T, Violle C, Weigel D. Nonlinear phenotypic variation uncovers the emergence of heterosis in Arabidopsis thaliana. PLoS Biol 2019; 17:e3000214. [PMID: 31017902 PMCID: PMC6481775 DOI: 10.1371/journal.pbio.3000214] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2018] [Accepted: 03/21/2019] [Indexed: 12/22/2022] Open
Abstract
Heterosis describes the phenotypic superiority of hybrids over their parents in traits related to agronomic performance and fitness. Understanding and predicting nonadditive inheritance such as heterosis is crucial for evolutionary biology as well as for plant and animal breeding. However, the physiological bases of heterosis remain debated. Moreover, empirical data in various species have shown that diverse genetic and molecular mechanisms are likely to explain heterosis, making it difficult to predict its emergence and amplitude from parental genotypes alone. In this study, we examined a model of physiological dominance initially proposed by Sewall Wright to explain the nonadditive inheritance of traits like metabolic fluxes at the cellular level. We evaluated Wright's model for two fitness-related traits at the whole-plant level, growth rate and fruit number, using 450 hybrids derived from crosses among natural accessions of A. thaliana. We found that allometric relationships between traits constrain phenotypic variation in a nonlinear and similar manner in hybrids and accessions. These allometric relationships behave predictably, explaining up to 75% of heterosis amplitude, while genetic distance among parents at best explains 7%. Thus, our findings are consistent with Wright's model of physiological dominance and suggest that the emergence of heterosis on plant performance is an intrinsic property of nonlinear relationships between traits. Furthermore, our study highlights the potential of a geometric approach of phenotypic relationships for predicting heterosis of major components of crop productivity and yield.
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Affiliation(s)
- François Vasseur
- Max Planck Institute for Developmental Biology, Tübingen, Germany
- CEFE, CNRS, Univ Montpellier, Univ Paul Valéry Montpellier, EPHE, IRD, Montpellier, France
- Laboratoire d’Ecophysiologie des Plantes sous Stress Environnementaux (LEPSE), INRA, Montpellier SupAgro, UMR759, Montpellier, France
| | - Louise Fouqueau
- CEFE, CNRS, Univ Montpellier, Univ Paul Valéry Montpellier, EPHE, IRD, Montpellier, France
| | - Dominique de Vienne
- GQE–Le Moulon, INRA, Univ Paris-Sud, CNRS, AgroParisTech, Univ Paris-Saclay, Gif-sur-Yvette, France
| | - Thibault Nidelet
- SPO, INRA, Montpellier SupAgro, Univ Montpellier, Montpellier, France
| | - Cyrille Violle
- CEFE, CNRS, Univ Montpellier, Univ Paul Valéry Montpellier, EPHE, IRD, Montpellier, France
| | - Detlef Weigel
- Max Planck Institute for Developmental Biology, Tübingen, Germany
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Vasseur F, Sartori K, Baron E, Fort F, Kazakou E, Segrestin J, Garnier E, Vile D, Violle C. Climate as a driver of adaptive variations in ecological strategies in Arabidopsis thaliana. ANNALS OF BOTANY 2018; 122:935-945. [PMID: 30256896 PMCID: PMC6266113 DOI: 10.1093/aob/mcy165] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/18/2018] [Accepted: 08/16/2018] [Indexed: 05/03/2023]
Abstract
BACKGROUND AND AIMS The CSR classification categorizes plants as stress tolerators (S), ruderals (R) and competitors (C). Initially proposed as a general framework to describe ecological strategies across species, this scheme has recently been used to investigate the variation of strategies within species. For instance, ample variation along the S-R axis was found in Arabidopsis thaliana, with stress-tolerator accessions predominating in hot and dry regions, which was interpreted as a sign of functional adaptation to climate within the species. METHODS In this study the range of CSR strategies within A. thaliana was evaluated across 426 accessions originating from North Africa to Scandinavia. A position in the CSR strategy space was allocated for every accession based on three functional traits: leaf area, leaf dry matter content (LDMC) and specific leaf area (SLA). Results were related to climate at origin and compared with a previous study performed on the same species. Furthermore, the role of natural selection in phenotypic differentiation between lineages was investigated with QST-FST comparisons, using the large amount of genetic information available for this species. KEY RESULTS Substantial variation in ecological strategies along the S-R axis was found in A. thaliana. By contrast with previous findings, stress-tolerator accessions predominated in cold climates, notably Scandinavia, where late flowering was associated with traits related to resource conservation, such as high LDMC and low SLA. Because of trait plasticity, variations in CSR classification in relation to growth conditions were also observed for the same genotypes. CONCLUSIONS There is a latitudinal gradient of ecological strategies in A. thaliana as a result of within-species adaptation to climate. Our study also underlines the importance of growth conditions and of the methodology used for trait measurement, notably age versus stage measurement, to infer the strength and direction of trait-environment relationships. This highlights the potential and limitations of the CSR classification in explaining functional adaptation to the environment.
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Affiliation(s)
- François Vasseur
- CEFE, CNRS, Montpellier SupAgro, Université de Montpellier, Université Paul Valéry Montpellier, EPHE, Montpellier, France
- Laboratoire d’Ecophysiologie des Plantes sous Stress Environnementaux (LEPSE), INRA, Montpellier SupAgro, UMR, Montpellier, France
- For correspondence. E-mail
| | - Kevin Sartori
- CEFE, CNRS, Montpellier SupAgro, Université de Montpellier, Université Paul Valéry Montpellier, EPHE, Montpellier, France
| | - Etienne Baron
- CEFE, CNRS, Montpellier SupAgro, Université de Montpellier, Université Paul Valéry Montpellier, EPHE, Montpellier, France
| | - Florian Fort
- CEFE, CNRS, Montpellier SupAgro, Université de Montpellier, Université Paul Valéry Montpellier, EPHE, Montpellier, France
| | - Elena Kazakou
- CEFE, CNRS, Montpellier SupAgro, Université de Montpellier, Université Paul Valéry Montpellier, EPHE, Montpellier, France
| | - Jules Segrestin
- CEFE, CNRS, Montpellier SupAgro, Université de Montpellier, Université Paul Valéry Montpellier, EPHE, Montpellier, France
| | - Eric Garnier
- CEFE, CNRS, Montpellier SupAgro, Université de Montpellier, Université Paul Valéry Montpellier, EPHE, Montpellier, France
| | - Denis Vile
- Laboratoire d’Ecophysiologie des Plantes sous Stress Environnementaux (LEPSE), INRA, Montpellier SupAgro, UMR, Montpellier, France
| | - Cyrille Violle
- CEFE, CNRS, Montpellier SupAgro, Université de Montpellier, Université Paul Valéry Montpellier, EPHE, Montpellier, France
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35
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Phylogenetic patterns and phenotypic profiles of the species of plants and mammals farmed for food. Nat Ecol Evol 2018; 2:1808-1817. [PMID: 30349093 DOI: 10.1038/s41559-018-0690-4] [Citation(s) in RCA: 37] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2017] [Accepted: 09/06/2018] [Indexed: 11/08/2022]
Abstract
The origins of agriculture were key events in human history, during which people came to depend for their food on small numbers of animal and plant species. However, the biological traits determining which species were domesticated for food provision, and which were not, are unclear. Here, we investigate the phylogenetic distribution of livestock and crops, and compare their phenotypic traits with those of wild species. Our results indicate that phylogenetic clustering is modest for crop species but more intense for livestock. Domesticated species explore a reduced portion of the phenotypic space occupied by their wild counterparts and have particular traits in common. For example, herbaceous crops are globally characterized by traits including high leaf nitrogen concentration and tall canopies, which make them fast-growing species and proficient competitors. Livestock species are relatively large mammals with low basal metabolic rates, which indicate moderate to slow life histories. Our study therefore reveals ecological differences in domestication potential between plants and mammals. Domesticated plants belong to clades with traits that are advantageous in intensively managed high-resource habitats, whereas domesticated mammals are from clades adapted to moderately productive environments. Combining comparative phylogenetic methods with ecologically relevant traits has proven useful to unravel the causes and consequences of domestication.
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36
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Olson ME, Rosell JA, Zamora Muñoz S, Castorena M. Carbon limitation, stem growth rate and the biomechanical cause of Corner's rules. ANNALS OF BOTANY 2018; 122:583-592. [PMID: 29889257 PMCID: PMC6153482 DOI: 10.1093/aob/mcy089] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/09/2018] [Accepted: 05/06/2018] [Indexed: 05/29/2023]
Abstract
Background and aims Corner's rules describe a global spectrum from large-leaved plants with thick, sparingly branched twigs with low-density stem tissues and thick piths to plants with thin, highly branched stems with high-density stem tissues and thin piths. The hypothesis was tested that, if similar crown areas fix similar amounts of carbon regardless of leaf size, then large-leaved species, with their distantly spaced leaves, require higher stem growth rates, lower stem tissue densities and stiffnesses, and therefore thicker twigs. Methods Structural equation models were used to test the compatibility of this hypothesis with a dataset on leaf size, shoot tip spacing, stem growth rate and dimensions, and tissue density and mechanics, sampling 55 species drawn from across the angiosperm phylogeny from a morphologically diverse dry tropical community. Key results Very good fit of structural equation models showed that the causal model is highly congruent with the data. Conclusions Given similar amounts of carbon to allocate to stem growth, larger-leaved species require greater leaf spacing and therefore greater stem extension rates and longer stems, in turn requiring lower-density, more flexible, stem tissues than small-leaved species. A given stem can have high resistance to bending because it is thick (has high second moment of area I) or because its tissues are stiff (high Young's modulus E), the so-called E-I trade-off. Because of the E-I trade-off, large-leaved species have fast stem growth rates, low stem tissue density and tissue stiffness, and thick twigs with wide piths and thick bark. The agreement between hypothesis and data in structural equation analyses strongly suggests that Corner's rules emerge as the result of selection favouring the avoidance of self-shading in the context of broadly similar rates of carbon fixation per unit crown area across species.
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Affiliation(s)
- Mark E Olson
- Instituto de Biología, Universidad Nacional Autónoma de México, Tercer Circuito s/n de Ciudad Universitaria, México, Mexico
| | - Julieta A Rosell
- Laboratorio Nacional de Ciencias de la Sostenibilidad, Instituto de Ecología, Universidad Nacional Autónoma de México, Tercer Circuito s/n de Ciudad Universitaria, México, Mexico
| | - Salvador Zamora Muñoz
- Instituto de Investigaciones en Matemáticas Aplicadas y en Sistemas, Universidad Nacional Autónoma de México, Circuito Escolar s/n de Ciudad Universitaria, México, Mexico
| | - Matiss Castorena
- Instituto de Biología, Universidad Nacional Autónoma de México, Tercer Circuito s/n de Ciudad Universitaria, México, Mexico
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Padfield D, Buckling A, Warfield R, Lowe C, Yvon‐Durocher G. Linking phytoplankton community metabolism to the individual size distribution. Ecol Lett 2018; 21:1152-1161. [PMID: 29797805 PMCID: PMC6849760 DOI: 10.1111/ele.13082] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2017] [Revised: 02/04/2018] [Accepted: 04/14/2018] [Indexed: 11/30/2022]
Abstract
Quantifying variation in ecosystem metabolism is critical to predicting the impacts of environmental change on the carbon cycle. We used a metabolic scaling framework to investigate how body size and temperature influence phytoplankton community metabolism. We tested this framework using phytoplankton sampled from an outdoor mesocosm experiment, where communities had been either experimentally warmed (+ 4 °C) for 10 years or left at ambient temperature. Warmed and ambient phytoplankton communities differed substantially in their taxonomic composition and size structure. Despite this, the response of primary production and community respiration to long- and short-term warming could be estimated using a model that accounted for the size- and temperature dependence of individual metabolism, and the community abundance-body size distribution. This work demonstrates that the key metabolic fluxes that determine the carbon balance of planktonic ecosystems can be approximated using metabolic scaling theory, with knowledge of the individual size distribution and environmental temperature.
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Affiliation(s)
- Daniel Padfield
- Environment and Sustainability InstituteUniversity of ExeterPenrynCornwallTR10 9EZUK
| | - Angus Buckling
- Centre for Ecology and ConservationCollege of Life and Environmental SciencesUniversity of ExeterPenrynCornwallTR10 9FEUK
| | - Ruth Warfield
- Environment and Sustainability InstituteUniversity of ExeterPenrynCornwallTR10 9EZUK
| | - Chris Lowe
- Centre for Ecology and ConservationCollege of Life and Environmental SciencesUniversity of ExeterPenrynCornwallTR10 9FEUK
| | - Gabriel Yvon‐Durocher
- Environment and Sustainability InstituteUniversity of ExeterPenrynCornwallTR10 9EZUK
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Vasseur F, Bresson J, Wang G, Schwab R, Weigel D. Image-based methods for phenotyping growth dynamics and fitness components in Arabidopsis thaliana. PLANT METHODS 2018; 14:63. [PMID: 30065776 PMCID: PMC6060534 DOI: 10.1186/s13007-018-0331-6] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/02/2017] [Accepted: 07/23/2018] [Indexed: 05/24/2023]
Abstract
BACKGROUND The model species Arabidopsis thaliana has extensive resources to investigate intraspecific trait variability and the genetic bases of ecologically relevant traits. However, the cost of equipment and software required for high-throughput phenotyping is often a bottleneck for large-scale studies, such as mutant screening or quantitative genetics analyses. Simple tools are needed for the measurement of fitness-related traits, like relative growth rate and fruit production, without investment in expensive infrastructures. Here, we describe methods that enable the estimation of biomass accumulation and fruit number from the analysis of rosette and inflorescence images taken with a regular camera. RESULTS We developed two models to predict plant dry mass and fruit number from the parameters extracted with the analysis of rosette and inflorescence images. Predictive models were trained by sacrificing growing individuals for dry mass estimation, and manually measuring a fraction of individuals for fruit number at maturity. Using a cross-validation approach, we showed that quantitative parameters extracted from image analysis predicts more 90% of both plant dry mass and fruit number. When used on 451 natural accessions, the method allowed modeling growth dynamics, including relative growth rate, throughout the life cycle of various ecotypes. Estimated growth-related traits had high heritability (0.65 < H2 < 0.93), as well as estimated fruit number (H2 = 0.68). In addition, we validated the method for estimating fruit number with rev5, a mutant with increased flower abortion. CONCLUSIONS The method we propose here is an application of automated computerization of plant images with ImageJ, and subsequent statistical modeling in R. It allows plant biologists to measure growth dynamics and fruit number in hundreds of individuals with simple computing steps that can be repeated and adjusted to a wide range of laboratory conditions. It is thus a flexible toolkit for the measurement of fitness-related traits in large populations of a model species.
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Affiliation(s)
- François Vasseur
- Max Planck Institute for Developmental Biology, 72076 Tübingen, Germany
| | - Justine Bresson
- Center for Plant Molecular Biology (ZMBP), General Genetics, University of Tübingen, 72076 Tübingen, Germany
| | - George Wang
- Max Planck Institute for Developmental Biology, 72076 Tübingen, Germany
| | - Rebecca Schwab
- Max Planck Institute for Developmental Biology, 72076 Tübingen, Germany
| | - Detlef Weigel
- Max Planck Institute for Developmental Biology, 72076 Tübingen, Germany
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Fiévet JB, Nidelet T, Dillmann C, de Vienne D. Heterosis Is a Systemic Property Emerging From Non-linear Genotype-Phenotype Relationships: Evidence From in Vitro Genetics and Computer Simulations. Front Genet 2018; 9:159. [PMID: 29868111 PMCID: PMC5968397 DOI: 10.3389/fgene.2018.00159] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2017] [Accepted: 04/17/2018] [Indexed: 11/13/2022] Open
Abstract
Heterosis, the superiority of hybrids over their parents for quantitative traits, represents a crucial issue in plant and animal breeding as well as evolutionary biology. Heterosis has given rise to countless genetic, genomic and molecular studies, but has rarely been investigated from the point of view of systems biology. We hypothesized that heterosis is an emergent property of living systems resulting from frequent concave relationships between genotypic variables and phenotypes, or between different phenotypic levels. We chose the enzyme-flux relationship as a model of the concave genotype-phenotype (GP) relationship, and showed that heterosis can be easily created in the laboratory. First, we reconstituted in vitro the upper part of glycolysis. We simulated genetic variability of enzyme activity by varying enzyme concentrations in test tubes. Mixing the content of "parental" tubes resulted in "hybrids," whose fluxes were compared to the parental fluxes. Frequent heterotic fluxes were observed, under conditions that were determined analytically and confirmed by computer simulation. Second, to test this model in a more realistic situation, we modeled the glycolysis/fermentation network in yeast by considering one input flux, glucose, and two output fluxes, glycerol and acetaldehyde. We simulated genetic variability by randomly drawing parental enzyme concentrations under various conditions, and computed the parental and hybrid fluxes using a system of differential equations. Again we found that a majority of hybrids exhibited positive heterosis for metabolic fluxes. Cases of negative heterosis were due to local convexity between certain enzyme concentrations and fluxes. In both approaches, heterosis was maximized when the parents were phenotypically close and when the distributions of parental enzyme concentrations were contrasted and constrained. These conclusions are not restricted to metabolic systems: they only depend on the concavity of the GP relationship, which is commonly observed at various levels of the phenotypic hierarchy, and could account for the pervasiveness of heterosis.
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Affiliation(s)
- Julie B Fiévet
- GQE-Le Moulon, INRA, Centre National de la Recherche Scientifique, AgroParisTech, Université Paris-Sud, Gif-sur-Yvette, France
| | - Thibault Nidelet
- Sciences Pour l'Œnologie, INRA, Université de Montpellier, Montpellier, France
| | - Christine Dillmann
- GQE-Le Moulon, INRA, Centre National de la Recherche Scientifique, AgroParisTech, Université Paris-Sud, Gif-sur-Yvette, France
| | - Dominique de Vienne
- GQE-Le Moulon, INRA, Centre National de la Recherche Scientifique, AgroParisTech, Université Paris-Sud, Gif-sur-Yvette, France
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40
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Fajardo A, Siefert A. Intraspecific trait variation and the leaf economics spectrum across resource gradients and levels of organization. Ecology 2018; 99:1024-1030. [PMID: 29603183 DOI: 10.1002/ecy.2194] [Citation(s) in RCA: 54] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/15/2017] [Revised: 02/02/2018] [Accepted: 02/09/2018] [Indexed: 11/05/2022]
Abstract
Understanding patterns of functional trait variation across environmental gradients offers an opportunity to increase inference in the mechanistic causes of plant community assembly. The leaf economics spectrum (LES) predicts global tradeoffs in leaf traits and trait-environment relationships, but few studies have examined whether these predictions hold across different levels of organization, particularly within species. Here, we asked (1) whether the main assumptions of the LES (expected trait relationships and shifts in trait values across resource gradients) hold at the intraspecific level, and (2) how within-species trait correlations scale up to interspecific or among-community levels. We worked with leaf traits of saplings of woody species growing across light and soil N and P availability gradients in temperate rainforests of southern Chile. We found that ITV accounted for a large proportion of community-level variation in leaf traits (e.g., LMA and leaf P) and played an important role in driving community-level shifts in leaf traits across environmental gradients. Additionally, intraspecific leaf trait relationships were generally consistent with interspecific and community-level trait relationships and with LES predictions-e.g., a strong negative intraspecific LMA-leaf N correlation-although, most trait relationships varied significantly among species, suggesting idiosyncrasies in the LES at the intraspecific level.
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Affiliation(s)
- Alex Fajardo
- Centro de Investigación en Ecosistemas de la Patagonia (CIEP), Camino Baguales s/n, Coyhaique, 5951601, Chile
| | - Andrew Siefert
- Department of Evolution and Ecology, University of California, Davis, California, 95616, USA
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Vasseur F, Exposito-Alonso M, Ayala-Garay OJ, Wang G, Enquist BJ, Vile D, Violle C, Weigel D. Adaptive diversification of growth allometry in the plant Arabidopsis thaliana. Proc Natl Acad Sci U S A 2018; 115:3416-3421. [PMID: 29540570 PMCID: PMC5879651 DOI: 10.1073/pnas.1709141115] [Citation(s) in RCA: 47] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
Seed plants vary tremendously in size and morphology; however, variation and covariation in plant traits may be governed, at least in part, by universal biophysical laws and biological constants. Metabolic scaling theory (MST) posits that whole-organismal metabolism and growth rate are under stabilizing selection that minimizes the scaling of hydrodynamic resistance and maximizes the scaling of resource uptake. This constrains variation in physiological traits and in the rate of biomass accumulation, so that they can be expressed as mathematical functions of plant size with near-constant allometric scaling exponents across species. However, the observed variation in scaling exponents calls into question the evolutionary drivers and the universality of allometric equations. We have measured growth scaling and fitness traits of 451 Arabidopsis thaliana accessions with sequenced genomes. Variation among accessions around the scaling exponent predicted by MST was correlated with relative growth rate, seed production, and stress resistance. Genomic analyses indicate that growth allometry is affected by many genes associated with local climate and abiotic stress response. The gene with the strongest effect, PUB4, has molecular signatures of balancing selection, suggesting that intraspecific variation in growth scaling is maintained by opposing selection on the trade-off between seed production and abiotic stress resistance. Our findings suggest that variation in allometry contributes to local adaptation to contrasting environments. Our results help reconcile past debates on the origin of allometric scaling in biology and begin to link adaptive variation in allometric scaling to specific genes.
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Affiliation(s)
- François Vasseur
- Max Planck Institute for Developmental Biology, D-72076 Tübingen, Germany;
- Centre d'Ecologie Fonctionnelle et Evolutive (CEFE), CNRS, Université Paul Valéry Montpellier 3, Ecole Pratique des Hautes Etudes (EPHE), Institut de Recherche pour le Développement (IRD), 34090 Montpellier, France
- Laboratoire d'Ecophysiologie des Plantes sous Stress Environnementaux, Institut National de la Recherche Agronomique (INRA), Montpellier SupAgro, UMR759, 34060 Montpellier, France
| | | | - Oscar J Ayala-Garay
- Laboratoire d'Ecophysiologie des Plantes sous Stress Environnementaux, Institut National de la Recherche Agronomique (INRA), Montpellier SupAgro, UMR759, 34060 Montpellier, France
- Programa de Recursos Genéticos y Productividad (RGP)-Fisiología Vegetal, Colegio de Postgraduados, 56230 Texcoco, Mexico
| | - George Wang
- Max Planck Institute for Developmental Biology, D-72076 Tübingen, Germany
| | - Brian J Enquist
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, AZ 85721
- The Santa Fe Institute, Santa Fe, NM 87501
| | - Denis Vile
- Laboratoire d'Ecophysiologie des Plantes sous Stress Environnementaux, Institut National de la Recherche Agronomique (INRA), Montpellier SupAgro, UMR759, 34060 Montpellier, France
| | - Cyrille Violle
- Centre d'Ecologie Fonctionnelle et Evolutive (CEFE), CNRS, Université Paul Valéry Montpellier 3, Ecole Pratique des Hautes Etudes (EPHE), Institut de Recherche pour le Développement (IRD), 34090 Montpellier, France
| | - Detlef Weigel
- Max Planck Institute for Developmental Biology, D-72076 Tübingen, Germany;
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Anderegg LDL, Berner LT, Badgley G, Sethi ML, Law BE, HilleRisLambers J. Within‐species patterns challenge our understanding of the leaf economics spectrum. Ecol Lett 2018; 21:734-744. [DOI: 10.1111/ele.12945] [Citation(s) in RCA: 125] [Impact Index Per Article: 17.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2017] [Revised: 11/08/2017] [Accepted: 02/18/2018] [Indexed: 12/25/2022]
Affiliation(s)
- Leander D. L. Anderegg
- Department of Biology University of Washington Box 351800 Seattle WA 98195 USA
- Department of Global Ecology Carnegie Institution for Science 260 Panama StStanford CA 94305 USA
| | - Logan T. Berner
- Department of Forest Ecosystems and Society Oregon State University 330 Richardson Hall Corvallis OR 97331 USA
- School of Informatics, Cumputing, and Cyber Systems Northern Arizona University 1295 S. Knoles Drive Flagstaff AZ, 86011 USA
| | - Grayson Badgley
- Department of Global Ecology Carnegie Institution for Science 260 Panama StStanford CA 94305 USA
| | - Meera L. Sethi
- Department of Biology University of Washington Box 351800 Seattle WA 98195 USA
| | - Beverly E. Law
- Department of Forest Ecosystems and Society Oregon State University 330 Richardson Hall Corvallis OR 97331 USA
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Males J, Griffiths H. Economic and hydraulic divergences underpin ecological differentiation in the Bromeliaceae. PLANT, CELL & ENVIRONMENT 2018; 41:64-78. [PMID: 28346742 DOI: 10.1111/pce.12954] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/07/2016] [Revised: 03/08/2017] [Accepted: 03/11/2017] [Indexed: 05/18/2023]
Abstract
Leaf economic and hydraulic theories have rarely been applied to the ecological differentiation of speciose herbaceous plant radiations. The role of character trait divergences and network reorganization in the differentiation of the functional types in the megadiverse Neotropical Bromeliaceae was explored by quantifying a range of leaf economic and hydraulic traits in 50 diverse species. Functional types, which are defined by combinations of C3 or Crassulacean acid metabolism (CAM) photosynthesis, terrestrial or epiphytic habits, and non-specialized, tank-forming or atmospheric morphologies, segregated clearly in trait space. Most classical leaf economic relationships were supported, but they were weakened by the presence of succulence. Functional types differed in trait-network architecture, suggesting that rewiring of trait-networks caused by innovations in habit and photosynthetic pathway is an important aspect of ecological differentiation. The hydraulic data supported the coupling of leaf hydraulics and gas exchange, but not the hydraulic safety versus efficiency hypothesis, and hinted at an important role for the extra-xylary compartment in the control of bromeliad leaf hydraulics. Overall, our findings highlight the fundamental importance of structure-function relationships in the generation and maintenance of ecological diversity.
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Affiliation(s)
- Jamie Males
- Department of Plant Sciences, University of Cambridge, Downing Street, Cambridge, CB2 3EA, UK
| | - Howard Griffiths
- Department of Plant Sciences, University of Cambridge, Downing Street, Cambridge, CB2 3EA, UK
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Vasseur F, Bresson J, Wang G, Schwab R, Weigel D. Image-based methods for phenotyping growth dynamics and fitness components in Arabidopsis thaliana. PLANT METHODS 2018. [PMID: 30065776 DOI: 10.1101/208512] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/17/2023]
Abstract
BACKGROUND The model species Arabidopsis thaliana has extensive resources to investigate intraspecific trait variability and the genetic bases of ecologically relevant traits. However, the cost of equipment and software required for high-throughput phenotyping is often a bottleneck for large-scale studies, such as mutant screening or quantitative genetics analyses. Simple tools are needed for the measurement of fitness-related traits, like relative growth rate and fruit production, without investment in expensive infrastructures. Here, we describe methods that enable the estimation of biomass accumulation and fruit number from the analysis of rosette and inflorescence images taken with a regular camera. RESULTS We developed two models to predict plant dry mass and fruit number from the parameters extracted with the analysis of rosette and inflorescence images. Predictive models were trained by sacrificing growing individuals for dry mass estimation, and manually measuring a fraction of individuals for fruit number at maturity. Using a cross-validation approach, we showed that quantitative parameters extracted from image analysis predicts more 90% of both plant dry mass and fruit number. When used on 451 natural accessions, the method allowed modeling growth dynamics, including relative growth rate, throughout the life cycle of various ecotypes. Estimated growth-related traits had high heritability (0.65 < H2 < 0.93), as well as estimated fruit number (H2 = 0.68). In addition, we validated the method for estimating fruit number with rev5, a mutant with increased flower abortion. CONCLUSIONS The method we propose here is an application of automated computerization of plant images with ImageJ, and subsequent statistical modeling in R. It allows plant biologists to measure growth dynamics and fruit number in hundreds of individuals with simple computing steps that can be repeated and adjusted to a wide range of laboratory conditions. It is thus a flexible toolkit for the measurement of fitness-related traits in large populations of a model species.
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Affiliation(s)
- François Vasseur
- 1Max Planck Institute for Developmental Biology, 72076 Tübingen, Germany
| | - Justine Bresson
- 2Center for Plant Molecular Biology (ZMBP), General Genetics, University of Tübingen, 72076 Tübingen, Germany
| | - George Wang
- 1Max Planck Institute for Developmental Biology, 72076 Tübingen, Germany
| | - Rebecca Schwab
- 1Max Planck Institute for Developmental Biology, 72076 Tübingen, Germany
| | - Detlef Weigel
- 1Max Planck Institute for Developmental Biology, 72076 Tübingen, Germany
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Roucou A, Violle C, Fort F, Roumet P, Ecarnot M, Vile D. Shifts in plant functional strategies over the course of wheat domestication. J Appl Ecol 2017. [DOI: 10.1111/1365-2664.13029] [Citation(s) in RCA: 46] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Affiliation(s)
- Agathe Roucou
- CEFE; CNRS; Univ. Montpellier; Univ Paul Valéry Montpellier 3; EPHE, IRD; Montpellier France
- LEPSE; Univ Montpellier; INRA; SupAgro Montpellier; Montpellier France
| | - Cyrille Violle
- CEFE; CNRS; Univ. Montpellier; Univ Paul Valéry Montpellier 3; EPHE, IRD; Montpellier France
| | - Florian Fort
- CEFE; Montpellier SupAgro; CNRS; Univ. Montpellier; Univ Paul Valéry Montpellier 3; EPHE, IRD; Montpellier France
| | - Pierre Roumet
- AGAP; Univ Montpellier; CIRAD; INRA; Montpellier SupAgro; Montpellier France
| | - Martin Ecarnot
- AGAP; Univ Montpellier; CIRAD; INRA; Montpellier SupAgro; Montpellier France
| | - Denis Vile
- LEPSE; Univ Montpellier; INRA; SupAgro Montpellier; Montpellier France
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Peguero-Pina JJ, Sisó S, Flexas J, Galmés J, Niinemets Ü, Sancho-Knapik D, Gil-Pelegrín E. Coordinated modifications in mesophyll conductance, photosynthetic potentials and leaf nitrogen contribute to explain the large variation in foliage net assimilation rates across Quercus ilex provenances. TREE PHYSIOLOGY 2017; 37:1084-1094. [PMID: 28541538 DOI: 10.1093/treephys/tpx057] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/25/2016] [Accepted: 05/10/2017] [Indexed: 05/25/2023]
Abstract
Leaf dry mass per unit area (LMA) has been suggested to negatively affect the mesophyll conductance to CO2 (gm), the most limiting factor for photosynthesis per unit leaf area (AN) in many evergreens. Several anatomical traits (i.e., greater leaf thickness and thicker cell walls) constraining gm could explain the negative scaling of gm and AN with LMA across species. However, the Mediterranean sclerophyll Quercus ilex L. shows a major within-species variation in functional traits (greater LMA associated with higher nitrogen content and AN) that might contrast the worldwide trends. The objective of this study was to elucidate the existence of variations in other leaf anatomical parameters determining gm and/or biochemical traits improving the capacity of carboxylation (Vc,max) that could modulate the relationship of AN with LMA across this species. The results revealed that gm was the most limiting factor for AN in all the studied Q. ilex provenances from Spain and Italy. The within-species differences in gm can be partly attributed to the variation in several leaf anatomical traits, mainly cell-wall thickness (Tcw), chloroplast thickness (Tchl) and chloroplast exposed surface area facing intercellular air spaces (Sc/S). A positive scaling of gm and AN with Vc,max was also found, associated with an increased nitrogen content per area. A strong correlation of maximum photosynthetic electron transport (Jmax) with AN further indicated a coordination between the carboxylase activity and the electron transport chain. In conclusion, we have confirmed the strong ecotypic variation in the photosynthetic performance of individual provenances of Q. ilex. Thus, the within-species increases found in AN for Q. ilex with increasing foliage robustness can be explained by a synergistic effect among anatomical (at the subcellular and cellular level) and biochemical traits, which markedly improved gm and Vc,max.
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Affiliation(s)
- José Javier Peguero-Pina
- Unidad de Recursos Forestales, Centro de Investigación y Tecnología Agroalimentaria de Aragón, Gobierno de Aragón, Avda Montañana 930, 50059 Zaragoza, Spain
- Instituto Agroalimentario de Aragón-IA2 (CITA-Universidad de Zaragoza), 50013 Zaragoza, Spain
| | - Sergio Sisó
- Unidad de Recursos Forestales, Centro de Investigación y Tecnología Agroalimentaria de Aragón, Gobierno de Aragón, Avda Montañana 930, 50059 Zaragoza, Spain
| | - Jaume Flexas
- Research Group on Plant Biology under Mediterranean conditions, Instituto de Investigaciones Agroambientales y de Economía del Agua (INAGEA), Departament de Biologia, Universitat de les Illes Balears, Carretera de Valldemossa, 07122 Palma de Mallorca, Spain
| | - Jeroni Galmés
- Research Group on Plant Biology under Mediterranean conditions, Instituto de Investigaciones Agroambientales y de Economía del Agua (INAGEA), Departament de Biologia, Universitat de les Illes Balears, Carretera de Valldemossa, 07122 Palma de Mallorca, Spain
| | - Ülo Niinemets
- Institute of Agricultural and Environmental Sciences, Estonian University of Life Sciences, Kreutzwaldi 1, Tartu 51014, Estonia
| | - Domingo Sancho-Knapik
- Unidad de Recursos Forestales, Centro de Investigación y Tecnología Agroalimentaria de Aragón, Gobierno de Aragón, Avda Montañana 930, 50059 Zaragoza, Spain
- Instituto Agroalimentario de Aragón-IA2 (CITA-Universidad de Zaragoza), 50013 Zaragoza, Spain
| | - Eustaquio Gil-Pelegrín
- Unidad de Recursos Forestales, Centro de Investigación y Tecnología Agroalimentaria de Aragón, Gobierno de Aragón, Avda Montañana 930, 50059 Zaragoza, Spain
- Instituto Agroalimentario de Aragón-IA2 (CITA-Universidad de Zaragoza), 50013 Zaragoza, Spain
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47
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Coordination and Determinants of Leaf Community Economics Spectrum for Canopy Trees and Shrubs in a Temperate Forest in Northeastern China. FORESTS 2017. [DOI: 10.3390/f8060202] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Muir CD, Conesa MÀ, Roldán EJ, Molins A, Galmés J. Weak coordination between leaf structure and function among closely related tomato species. THE NEW PHYTOLOGIST 2017; 213:1642-1653. [PMID: 28164333 DOI: 10.1111/nph.14285] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/24/2016] [Accepted: 09/16/2016] [Indexed: 05/13/2023]
Abstract
Theory predicts that natural selection should favor coordination between leaf physiology, biochemistry and anatomical structure along a functional trait spectrum from fast, resource-acquisitive syndromes to slow, resource-conservative syndromes. However, the coordination hypothesis has rarely been tested at a phylogenetic scale most relevant for understanding rapid adaptation in the recent past or for the prediction of evolutionary trajectories in response to climate change. We used a common garden to examine genetically based coordination between leaf traits across 19 wild and cultivated tomato taxa. We found weak integration between leaf structure (e.g. leaf mass per area) and physiological function (photosynthetic rate, biochemical capacity and CO2 diffusion), even though all were arrayed in the predicted direction along a 'fast-slow' spectrum. This suggests considerable scope for unique trait combinations to evolve in response to new environments or in crop breeding. In particular, we found that partially independent variation in stomatal and mesophyll conductance may allow a plant to improve water-use efficiency without necessarily sacrificing maximum photosynthetic rates. Our study does not imply that functional trait spectra, such as the leaf economics spectrum, are unimportant, but that many important axes of variation within a taxonomic group may be unique and not generalizable to other taxa.
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Affiliation(s)
- Christopher D Muir
- Department of Biology, Indiana University, Bloomington, IN, 47405, USA
- Biodiversity Research Centre and Botany Department, University of British Columbia, Vancouver, BC, V6T 1Z4, Canada
| | - Miquel À Conesa
- Research Group on Plant Biology under Mediterranean Conditions, Departament de Biologia, Universitat de les Illes Balears, Ctra. Valldemossa km 7.5 E-07122, Palma de Mallorca, Spain
| | - Emilio J Roldán
- Research Group on Plant Biology under Mediterranean Conditions, Departament de Biologia, Universitat de les Illes Balears, Ctra. Valldemossa km 7.5 E-07122, Palma de Mallorca, Spain
| | - Arántzazu Molins
- Research Group on Plant Biology under Mediterranean Conditions, Departament de Biologia, Universitat de les Illes Balears, Ctra. Valldemossa km 7.5 E-07122, Palma de Mallorca, Spain
| | - Jeroni Galmés
- Research Group on Plant Biology under Mediterranean Conditions, Departament de Biologia, Universitat de les Illes Balears, Ctra. Valldemossa km 7.5 E-07122, Palma de Mallorca, Spain
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Liu W, Zhao Y, You J, Qi D, Zhou Y, Chen J, Song Z. Morphological and Genetic Variation along a North-to-South Transect in Stipa purpurea, a Dominant Grass on the Qinghai-Tibetan Plateau: Implications for Response to Climate Change. PLoS One 2016; 11:e0161972. [PMID: 27580056 PMCID: PMC5006974 DOI: 10.1371/journal.pone.0161972] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2016] [Accepted: 08/15/2016] [Indexed: 02/06/2023] Open
Abstract
Estimating the potential of species to cope with rapid environmental climatic modifications is of vital importance for determining their future viability and conservation. The variation between existing populations along a climatic gradient may predict how a species will respond to future climate change. Stipa purpurea is a dominant grass species in the alpine steppe and meadow of the Qinghai-Tibetan Plateau (QTP). Ecological niche modelling was applied to S. purpurea, and its distribution was found to be most strongly correlated with the annual precipitation and the mean temperature of the warmest quarter. We established a north-to-south transect over 2000 km long on the QTP reflecting the gradients of temperature and precipitation, and then we estimated the morphological by sampling fruited tussocks and genetic divergence by using 11 microsatellite markers between 20 populations along the transect. Reproductive traits (the number of seeds and reproductive shoots), the reproductive-vegetative growth ratio and the length of roots in the S. purpurea populations varied significantly with climate variables. S. purpurea has high genetic diversity (He = 0.585), a large effective population size (Ne >1,000), and a considerable level of gene flow between populations. The S. purpurea populations have a mosaic genetic structure: some distant populations (over 1000 km apart) clustered genetically, whereas closer populations (< 100 km apart) had diverged significantly, suggesting local adaptation. Asymmetrical long-distance inter-population gene flow occurs along the sampling transect and might be mediated by seed dispersal via migratory herbivores, such as the chiru (Pantholops hodgsonii). These findings suggest that population performance variation and gene flow both facilitate the response of S. purpurea to climate change.
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Affiliation(s)
- Wensheng Liu
- The Ministry of Education Key Laboratory for Biodiversity Science and Ecological Engineering, Institute of Biodiversity Science, Fudan University, Shanghai, China
- College of Environment Science and Engineering, Southwest Forestry University, Kunming, China
- College of Life Science and Technology, Central South University of Forestry and Technology, Changsha, China
| | - Yao Zhao
- The Ministry of Education Key Laboratory for Biodiversity Science and Ecological Engineering, Institute of Biodiversity Science, Fudan University, Shanghai, China
| | - Jianling You
- The Ministry of Education Key Laboratory for Biodiversity Science and Ecological Engineering, Institute of Biodiversity Science, Fudan University, Shanghai, China
| | - Danhui Qi
- College of Environment Science and Engineering, Southwest Forestry University, Kunming, China
| | - Yin Zhou
- The Ministry of Education Key Laboratory for Biodiversity Science and Ecological Engineering, Institute of Biodiversity Science, Fudan University, Shanghai, China
| | - Jiakuan Chen
- The Ministry of Education Key Laboratory for Biodiversity Science and Ecological Engineering, Institute of Biodiversity Science, Fudan University, Shanghai, China
| | - Zhiping Song
- The Ministry of Education Key Laboratory for Biodiversity Science and Ecological Engineering, Institute of Biodiversity Science, Fudan University, Shanghai, China
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Malagon JN, Khan W. Evolution of allometric changes in fruit fly legs: a developmentally entrenched story. ACTA BIOLÓGICA COLOMBIANA 2016. [DOI: 10.15446/abc.v21n3.53650] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Abstract
La alometría estudia los cambios de tamaño entre las diferentes partes del cuerpo de los seres vivos y sus implicaciones ecológicas y evolutivas. Aunque la mayoría de los estudios en esta área se han centrado en investigar la importancia de los cambios alométricos en la evolución fenótipica, pocos estudios han analizado como la interconexión de los diferentes procesos del desarrollo afectan dichos cambios de tamaño. Para investigar la relación entre los mecanismos de desarrollo y los cambios alométricos, utilizamos los peines sexuales de diferentes especies del género Drosophila. Dichas estructuras, constituidas por un grupo de sedas ubicadas en las patas anteriores de los machos, presentan una variedad morfológica sobresaliente durante la evolución. Por medio de análisis morfométricos entre diferentes especies de Drosophila, incluidas líneas de Drosophila melanogaster modificadas genéticamente, investigamos los cambios alométricos que ocurren en el tamaño de las patas y diferentes tipos de sedas como resultado de la radiación de los peines sexuales. En este trabajo presentamos evidencia que sugiere una interacción compleja entre los mecanismos del desarrollo encargados de definir la distancia entre las sedas y su movimiento. Además, mostramos que dichos mecanismos son fundamentales para entender cómo evoluciona la alometría en los segmentos tarsales. Aunque la emergencia de una nueva característica puede modificar las relaciones alométricas, los procesos ancestrales de desarrollo varían en su susceptibilidad de ser modificados. De igual forma, este trabajo muestra que la interconexión entre los diferentes procesos de desarrollo puede sesgar la dirección de los cambios morfológicos.
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