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Kruger A, Shankar V, Jonathan Davies T. Inferring the Evolutionary Model of Community-Structuring Traits with Convolutional Kitchen Sinks. Syst Biol 2024; 73:546-561. [PMID: 38767123 PMCID: PMC11377182 DOI: 10.1093/sysbio/syae026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Revised: 05/03/2024] [Accepted: 05/17/2024] [Indexed: 05/22/2024] Open
Abstract
When communities are assembled through processes such as filtering or limiting similarity acting on phylogenetically conserved traits, the evolutionary signature of those traits may be reflected in patterns of community membership. We show how the model of trait evolution underlying community-structuring traits can be inferred from community membership data using both a variation of a traditional eco-phylogenetic metric-the mean pairwise phylogenetic distance (MPD) between taxa-and a recent machine learning tool, Convolutional Kitchen Sinks (CKS). Both methods perform well across a range of phylogenetically informative evolutionary models, but CKS outperforms MPD as tree size increases. We demonstrate CKS by inferring the evolutionary history of freeze tolerance in angiosperms. Our analysis is consistent with a late burst model, suggesting freeze tolerance evolved recently. We suggest that multiple data types that are ordered on phylogenies, such as trait values, species interactions, or community presence/absence, are good candidates for CKS modeling because the generative models produce structured differences between neighboring points that CKS is well-suited for. We introduce the R package kitchen to perform CKS for generic application of the technique.
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Affiliation(s)
- Avery Kruger
- Department of Botany, University of British Columbia, Vancouver, BC V6T 1Z3, Canada
| | - Vaishaal Shankar
- Machine Learning Research, Apple Inc, Cupertino, CA 95014, USA
- Physical Stores, Amazon, San Francisco, CA 94105, USA
| | - T Jonathan Davies
- Department of Botany, University of British Columbia, Vancouver, BC V6T 1Z3, Canada
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Boyko JD, Hagen ER, Beaulieu JM, Vasconcelos T. The evolutionary responses of life-history strategies to climatic variability in flowering plants. THE NEW PHYTOLOGIST 2023; 240:1587-1600. [PMID: 37194450 DOI: 10.1111/nph.18971] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Accepted: 04/17/2023] [Indexed: 05/18/2023]
Abstract
The evolution of annual or perennial strategies in flowering plants likely depends on a broad array of temperature and precipitation variables. Previous documented climate life-history correlations in explicit phylogenetic frameworks have been limited to certain clades and geographic regions. To gain insights which generalize to multiple lineages we employ a multi-clade approach analyzing 32 groups of angiosperms across eight climatic variables. We utilize a recently developed method that accounts for the joint evolution of continuous and discrete traits to evaluate two hypotheses: annuals tend to evolve in highly seasonal regions prone to extreme heat and drought; and annuals tend to have faster rates of climatic niche evolution than perennials. We find that temperature, particularly highest temperature of the warmest month, is the most consistent climatic factor influencing the evolution of annual strategy in flowering plants. Unexpectedly, we do not find significant differences in rates of climatic niche evolution between perennial and annual lineages. We propose that annuals are consistently favored in areas prone to extreme heat due to their ability to escape heat stress as seeds, but they tend to be outcompeted by perennials in regions where extreme heat is uncommon or nonexistent.
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Affiliation(s)
- James D Boyko
- Department of Ecology and Evolutionary Biology, University of Tennessee, Knoxville, TN, 37996, USA
- Department of Biological Sciences, University of Arkansas, Fayetteville, AR, 72701, USA
- Michigan Institute of Data Science, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Eric R Hagen
- Department of Biological Sciences, University of Arkansas, Fayetteville, AR, 72701, USA
| | - Jeremy M Beaulieu
- Department of Biological Sciences, University of Arkansas, Fayetteville, AR, 72701, USA
| | - Thais Vasconcelos
- Department of Biological Sciences, University of Arkansas, Fayetteville, AR, 72701, USA
- Department of Ecology and Evolutionary Biology, University of Michigan, Ann Arbor, MI, 48109, USA
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Morcillo L, Bautista S. Interacting water, nutrients, and shrub age control steppe grass‐on‐shrub competition: Implications for restoration. Ecosphere 2022. [DOI: 10.1002/ecs2.4093] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Affiliation(s)
- Luna Morcillo
- Mediterranean Center for Environmental Studies (CEAM Foundation), Joint Research Unit University of Alicante‐CEAM University of Alicante Alicante Spain
| | - Susana Bautista
- Department of Ecology and IMEM University of Alicante Alicante Spain
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Xu Z, Johnson DJ, Zhu K, Lin F, Ye J, Yuan Z, Mao Z, Fang S, Hao Z, Wang X. Interannual climate variability has predominant effects on seedling survival in a temperate forest. Ecology 2022; 103:e3643. [DOI: 10.1002/ecy.3643] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/18/2021] [Revised: 09/27/2021] [Accepted: 11/10/2021] [Indexed: 11/10/2022]
Affiliation(s)
- Zhichao Xu
- CAS Key Laboratory of Forest Ecology and Management Institute of Applied Ecology, Chinese Academy of Sciences Shenyang China
- University of Chinese Academy of Sciences Beijing China
| | - Daniel J. Johnson
- School of Forest, Fisheries, and Geomatics Sciences University of Florida Gainesville Florida USA
| | - Kai Zhu
- Department of Environmental Studies University of California Santa Cruz California USA
| | - Fei Lin
- CAS Key Laboratory of Forest Ecology and Management Institute of Applied Ecology, Chinese Academy of Sciences Shenyang China
| | - Ji Ye
- CAS Key Laboratory of Forest Ecology and Management Institute of Applied Ecology, Chinese Academy of Sciences Shenyang China
| | - Zuoqiang Yuan
- CAS Key Laboratory of Forest Ecology and Management Institute of Applied Ecology, Chinese Academy of Sciences Shenyang China
| | - Zikun Mao
- CAS Key Laboratory of Forest Ecology and Management Institute of Applied Ecology, Chinese Academy of Sciences Shenyang China
- University of Chinese Academy of Sciences Beijing China
| | - Shuai Fang
- CAS Key Laboratory of Forest Ecology and Management Institute of Applied Ecology, Chinese Academy of Sciences Shenyang China
| | - Zhanqing Hao
- School of Ecology and Environment Northwestern Polytechnical University Xi'an China
| | - Xugao Wang
- CAS Key Laboratory of Forest Ecology and Management Institute of Applied Ecology, Chinese Academy of Sciences Shenyang China
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Sánchez AM, Peralta AML, Luzuriaga AL, Prieto M, Escudero A. Climate change and biocrust disturbance synergistically decreased taxonomic, functional and phylogenetic diversity in annual communities on gypsiferous soils. OIKOS 2021. [DOI: 10.1111/oik.08809] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Ana M. Sánchez
- Area of Biodiversity and Conservation, Rey Juan Carlos Univ. Madrid Spain
| | - Ana M. L. Peralta
- Area of Biodiversity and Conservation, Rey Juan Carlos Univ. Madrid Spain
| | | | - María Prieto
- Area of Biodiversity and Conservation, Rey Juan Carlos Univ. Madrid Spain
| | - Adrián Escudero
- Area of Biodiversity and Conservation, Rey Juan Carlos Univ. Madrid Spain
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Bucher SF, Rosbakh S. Foliar summer frost resistance measured via electrolyte leakage approach as related to plant distribution, community composition and plant traits. Funct Ecol 2020. [DOI: 10.1111/1365-2435.13740] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Affiliation(s)
- Solveig Franziska Bucher
- Institute of Ecology and Evolution with Herbarium Haussknecht and Botanical Garden Department of Plant Biodiversity Friedrich Schiller University Jena Jena Germany
| | - Sergey Rosbakh
- Ecology and Nature Conservation Biology University of Regensburg Regensburg Germany
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López-Angulo J, de la Cruz M, Chacón-Labella J, Illuminati A, Matesanz S, Pescador DS, Pías B, Sánchez AM, Escudero A. The role of root community attributes in predicting soil fungal and bacterial community patterns. THE NEW PHYTOLOGIST 2020; 228:1070-1082. [PMID: 32557640 DOI: 10.1111/nph.16754] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/14/2020] [Accepted: 06/04/2020] [Indexed: 06/11/2023]
Abstract
Roots are assumed to play a major role in structuring soil microbial communities, but most studies exploring the relationships between microbes and plants at the community level have only used aboveground plant distribution as a proxy. However, a decoupling between belowground and aboveground plant components may occur due to differential spreading of plant canopies and root systems. Thus, soil microbe-plant links are not completely understood. Using a combination of DNA metabarcoding and spatially explicit sampling at the plant neighbourhood scale, we assessed the influence of the plant root community on soil bacterial and fungal diversity (species richness, composition and β-diversity) in a dry Mediterranean scrubland. We found that root composition and biomass, but not richness, predict unique fractions of variation in microbial richness and composition. Moreover, bacterial β-diversity was related to root β-diversity, while fungal β-diversity was related to aboveground plant β-diversity, suggesting that plants differently influence both microbial groups. Our study highlights the role of plant distribution both belowground and aboveground, soil properties and other spatially structured factors in explaining the heterogeneity in soil microbial diversity. These results also show that incorporating data on both plant community compartments will further our understanding of the relationships between soil microbial and plant communities.
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Affiliation(s)
- Jesús López-Angulo
- Área de Biodiversidad y Conservación, Universidad Rey Juan Carlos, Móstoles, Madrid, 28933, Spain
| | - Marcelino de la Cruz
- Área de Biodiversidad y Conservación, Universidad Rey Juan Carlos, Móstoles, Madrid, 28933, Spain
| | - Julia Chacón-Labella
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, AZ, 85721, USA
| | - Angela Illuminati
- Área de Biodiversidad y Conservación, Universidad Rey Juan Carlos, Móstoles, Madrid, 28933, Spain
| | - Silvia Matesanz
- Área de Biodiversidad y Conservación, Universidad Rey Juan Carlos, Móstoles, Madrid, 28933, Spain
| | - David S Pescador
- Área de Biodiversidad y Conservación, Universidad Rey Juan Carlos, Móstoles, Madrid, 28933, Spain
| | - Beatriz Pías
- Departamento de Biodiversidad, Ecología y Evolución, Universidad Complutense de Madrid, Madrid, 28040, Spain
| | - Ana M Sánchez
- Área de Biodiversidad y Conservación, Universidad Rey Juan Carlos, Móstoles, Madrid, 28933, Spain
| | - Adrián Escudero
- Área de Biodiversidad y Conservación, Universidad Rey Juan Carlos, Móstoles, Madrid, 28933, Spain
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Silvestre M, Aguilar A, Seoane J, Azcárate FM. Responses of seed size, ant worker size, and seed removal rate to elevation in Mediterranean grasslands. Oecologia 2019; 189:781-793. [DOI: 10.1007/s00442-019-04356-6] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2019] [Accepted: 02/07/2019] [Indexed: 11/29/2022]
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Sierra-Almeida A, Cavieres LA, Bravo LA. Warmer Temperatures Affect the in situ Freezing Resistance of the Antarctic Vascular Plants. FRONTIERS IN PLANT SCIENCE 2018; 9:1456. [PMID: 30349551 PMCID: PMC6187968 DOI: 10.3389/fpls.2018.01456] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/01/2018] [Accepted: 09/12/2018] [Indexed: 05/15/2023]
Abstract
Although positive effects on growth and reproduction of Antarctic vascular plants have been reported under warmer temperatures, it could also increase the vulnerability of these plants to freezing. Thus, we assessed in situ whether warming decreases the freezing resistance of Colobanthus quitensis and Deschampsia antarctica, and we compared the level and mechanism of freezing resistance of these species in the field with previous reports conducted in lab conditions. We assessed the freezing resistance of C. quitensis and D. antarctica by determining their low temperature damage (LT50), ice nucleation temperature (NT) and freezing point (FP) in three sites of the King George Island. Plants were exposed during two growing seasons to a passive increase in the air temperature (+W). +W increased by 1K the mean air temperatures, but had smaller effects on freezing temperatures. Leaf temperature of both species was on average 1.7K warmer inside +W. Overall, warming decreased the freezing resistance of Antarctic species. The LT50 increased on average 2K for C. quitensis and 2.8K for D. antarctica. In contrast, NT and FP decreased on average c. 1K in leaves of warmed plants of both species. Our results showed an averaged LT50 of -15.3°C for C. quitensis, and of -22.8°C for D. antarctica, with freezing tolerance being the freezing resistance mechanism for both species. These results were partially consistent with previous reports, and likely explanations for such discrepancies were related with methodological differences among studies. Our work is the first study reporting the level and mechanisms of freezing resistance of Antarctic vascular plants measured in situ, and we demonstrated that although both plant species exhibited a great ability to cope with freezing temperatures during the growing season, their vulnerability to suffer freezing damage under a warming scenario increase although the magnitude of this response varied across sites and species. Hence, freezing damage should be considered when predicting changes in plant responses of C. quitensis and D. antarctica under future climate conditions of the Antarctic Peninsula.
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Affiliation(s)
- Angela Sierra-Almeida
- Departamento de Botánica, Facultad de Ciencias Naturales y Oceanográficas, Universidad de Concepción, Concepción, Chile
- Instituto de Ecología y Biodiversidad, Santiago, Chile
| | - Lohengrin A. Cavieres
- Departamento de Botánica, Facultad de Ciencias Naturales y Oceanográficas, Universidad de Concepción, Concepción, Chile
- Instituto de Ecología y Biodiversidad, Santiago, Chile
| | - León A. Bravo
- Departamento de Ciencias Agronómicas y Recursos Naturales, Facultad de Ciencias Agropecuarias y Forestales and Center of Plant, Soil Interactions and Natural Resources Biotechnology, Scientific and Technological Bioresource Nucleus, Universidad de La Frontera, Temuco, Chile
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