1
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Fabijańska A, Cahalan GD. Automatic resin duct detection and measurement from wood core images using convolutional neural networks. Sci Rep 2023; 13:7106. [PMID: 37130881 PMCID: PMC10154293 DOI: 10.1038/s41598-023-34304-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Accepted: 04/27/2023] [Indexed: 05/04/2023] Open
Abstract
The structure and features of resin ducts provide valuable information about environmental conditions accompanying the growth of trees in the genus Pinus. Therefore analysis of resin duct characteristics has been an increasingly common measurement in dendrochronology. However, the measurement is tedious and time-consuming since it requires thousands of ducts to be manually marked in an image of an enlarged wood surface. Although tools exist to automate some stages of this process, no tool exists to automatically recognize and analyze the resin ducts and standardize them with the tree rings they belong to. This study proposes a new fully automatic pipeline that quantifies the properties of resin ducts in terms of the tree ring area to which they belong. A convolutional neural network underlays the pipeline to detect resin ducts and tree-ring boundaries. Also, a region merging procedure is used to identify connected components corresponding to successive rings. Corresponding ducts and rings are next related to each other. The pipeline was tested on 74 wood images representing five Pinus species. Over 8000 tree-ring boundaries and almost 25,000 resin ducts were analyzed. The proposed method detects resin ducts with a sensitivity of 0.85 and precision of 0.76. The corresponding scores for tree-ring boundary detection are 0.92 and 0.99, respectively.
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Affiliation(s)
- Anna Fabijańska
- Institute of Applied Computer Science, Lodz University of Technology, 18 Stefanowskiego Str., 90-537, Lodz, Poland.
| | - Gabriel D Cahalan
- The Nature Conservancy, 425 Barlow Place Suite 100, Bethesda, MD, 20814, USA
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2
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Ferrenberg S, Vázquez‐González C, Lee SR, Kristupaitis M. Divergent growth‐differentiation balance strategies and resource competition shape mortality patterns in ponderosa pine. Ecosphere 2023. [DOI: 10.1002/ecs2.4349] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023] Open
Affiliation(s)
- Scott Ferrenberg
- Department of Ecosystem and Conservation Sciences University of Montana Missoula Montana USA
| | - Carla Vázquez‐González
- Department of Ecology and Evolutionary Biology University of California Irvine California USA
- Misión Biológica de Galicia National Spanish Research Council Pontevedra Spain
| | - Steven R. Lee
- Department of Biology New Mexico State University Las Cruces New Mexico USA
| | - Milda Kristupaitis
- Department of Biology New Mexico State University Las Cruces New Mexico USA
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3
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Meena DS, Akash A, Bijalwan K, Bhandari BS, Sharma P. Efficacy of Oleoresin obtained from Bore-Hole Method in Chir-Pine for Potential Antimicrobial Activity. WORLD JOURNAL OF ENVIRONMENTAL BIOSCIENCES 2023; 12:13-18. [DOI: 10.51847/gt5yzq6cam] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/27/2023]
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4
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Liu Y, Wang Z, Zhao F, Zeng M, Li F, Chen L, Wu H, Che X, Li Y, Deng L, Zhong S, Guo W. Efficient resin production using stimulant pastes in Pinus elliottii × P. caribaea families. Sci Rep 2022; 12:13129. [PMID: 35908081 PMCID: PMC9338930 DOI: 10.1038/s41598-022-17329-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2022] [Accepted: 07/25/2022] [Indexed: 11/09/2022] Open
Abstract
To address the increasing labor cost of resin tapping, more efficient methods for resin tapping need to be developed. This study aimed to evaluate the features of resinosis as affected by stimulant pastes in Pinus elliottii × P. caribaea, which is also one of the predominant resin-producing species hybrids in South China. The resin yields and resin compositions were assessed in 33 P. elliottii × P. caribaea F1 families, with the application of four kinds of chemical stimulants, potassium (K2SO4) paste, naphthalene acetic acid (NAA) paste, benzoic acid (BA) paste and 2-chloroethylphosphonic acid (CEPA) paste. Our results showed that all four pastes significantly increased the resin yield by at least 20% at each tapping, and 3- to fivefold increases were detected at the beginning of each year. The correlations between resin yield and growth at each tapping ranged from uncorrelated to moderately positively correlated, indicating that resin yield was mostly but not always determined by tree size. The concentration of each resin component did not change with the stimulant applications. In P. elliottii × P. caribaea, selecting a larger tree diameter at breast height and employing the chemical stimulants at the first several tapping rounds are efficient tapping procedures. Moreover, the K2SO4-based stimulant can be recommended considering its promoting effects on resin yield and the low cost of the chemicals required to produce it.
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Affiliation(s)
- Yang Liu
- Guangdong Academy of Forestry, Guangzhou, 510520, Guangdong, China.,Guangdong Provincial Key Laboratory of Silviculture, Protection and Utilization, Guangdong Academy of Forestry, Guangzhou, 510520, Guangdong, China
| | - Zhe Wang
- Guangdong Academy of Forestry, Guangzhou, 510520, Guangdong, China.,Guangdong Provincial Key Laboratory of Silviculture, Protection and Utilization, Guangdong Academy of Forestry, Guangzhou, 510520, Guangdong, China
| | - Fencheng Zhao
- Guangdong Academy of Forestry, Guangzhou, 510520, Guangdong, China.,Guangdong Provincial Key Laboratory of Silviculture, Protection and Utilization, Guangdong Academy of Forestry, Guangzhou, 510520, Guangdong, China
| | - Ming Zeng
- Guangdong Academy of Forestry, Guangzhou, 510520, Guangdong, China.,Guangdong Provincial Key Laboratory of Silviculture, Protection and Utilization, Guangdong Academy of Forestry, Guangzhou, 510520, Guangdong, China
| | - Fuming Li
- Taishan Hongling Seed Orchard, Taishan, 529200, Guangdong, China
| | - Lifang Chen
- Guangdong Academy of Forestry, Guangzhou, 510520, Guangdong, China
| | - Huishan Wu
- Guangdong Academy of Forestry, Guangzhou, 510520, Guangdong, China.,Guangdong Provincial Key Laboratory of Silviculture, Protection and Utilization, Guangdong Academy of Forestry, Guangzhou, 510520, Guangdong, China
| | - Xiaoliang Che
- Guangdong Provincial Key Laboratory of Silviculture, Protection and Utilization, Guangdong Academy of Forestry, Guangzhou, 510520, Guangdong, China
| | - Yiliang Li
- Guangdong Academy of Forestry, Guangzhou, 510520, Guangdong, China.,Guangdong Provincial Key Laboratory of Silviculture, Protection and Utilization, Guangdong Academy of Forestry, Guangzhou, 510520, Guangdong, China
| | - Leping Deng
- Taishan Hongling Seed Orchard, Taishan, 529200, Guangdong, China
| | - Suiying Zhong
- Taishan Hongling Seed Orchard, Taishan, 529200, Guangdong, China
| | - Wenbing Guo
- Guangdong Academy of Forestry, Guangzhou, 510520, Guangdong, China. .,Guangdong Provincial Key Laboratory of Silviculture, Protection and Utilization, Guangdong Academy of Forestry, Guangzhou, 510520, Guangdong, China.
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5
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Merschel AG, Beedlow PA, Shaw DC, Woodruff DR, Lee EH, Cline SP, Comeleo RL, Hagmann RK, Reilly MJ. An Ecological Perspective on Living with Fire in Ponderosa Pine Forests of Oregon and Washington: Resistance, Gone but not Forgotten. TREES, FORESTS AND PEOPLE 2021; 4:10.1016/j.tfp.2021.100074. [PMID: 34017963 PMCID: PMC8128712 DOI: 10.1016/j.tfp.2021.100074] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
Abstract
Wildland fires (WLF) have become more frequent, larger, and severe with greater impacts to society and ecosystems and dramatic increases in firefighting costs. Forests throughout the range of ponderosa pine in Oregon and Washington are jeopardized by the interaction of anomalously dense forest structure, a warming and drying climate, and an expanding human population. These forests evolved with frequent interacting disturbances including low-severity surface fires, droughts, and biological disturbance agents (BDAs). Chronic low-severity disturbances were, and still are, critical to maintaining disturbance resistance, the property of an ecosystem to withstand disturbance while maintaining its structure and ecological function. Restoration of that historical resistance offers multiple social and ecological benefits. Moving forward, we need a shared understanding of the ecology of ponderosa pine forests to appreciate how restoring resistance can reduce the impacts of disturbances. Given contemporary forest conditions, a warming climate, and growing human populations, we predict continued elevation of tree mortality from drought, BDAs, and the large high-severity WLFs that threaten lives and property as well as ecosystem functions and services. We recommend more comprehensive planning to promote greater use of prescribed fire and management of reported fires for ecological benefits, plus increased responsibility and preparedness of local agencies, communities and individual homeowners for WLF and smoke events. Ultimately, by more effectively preparing for fire in the wildland urban interface, and by increasing the resistance of ponderosa pine forests, we can greatly enhance our ability to live with fire and other disturbances.
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Affiliation(s)
- Andrew G Merschel
- Department of Forest Ecosystems and Society, Oregon State University, 321 Richardson Hall, 3180 SW Jefferson Way, Corvallis, OR. 97331, USA
| | - Peter A Beedlow
- U.S. Environmental Protection Agency, 200 SW 35th Street, Corvallis, OR 97333, USA
| | - David C Shaw
- Department of Forest Engineering, Resources, and Management, Oregon State University, 216 Peavy Hall, 3100 SW Jefferson Way, Corvallis, OR 97331, USA
| | - David R Woodruff
- USDA Forest Service, Pacific Northwest Research Station, Forestry Sciences Laboratory, 3200 SW Jefferson Way, Corvallis, OR 97333, USA
| | - E Henry Lee
- U.S. Environmental Protection Agency, 200 SW 35th Street, Corvallis, OR 97333, USA
| | - Steven P Cline
- U.S. Environmental Protection Agency, 200 SW 35th Street, Corvallis, OR 97333, USA
| | - Randy L Comeleo
- U.S. Environmental Protection Agency, 200 SW 35th Street, Corvallis, OR 97333, USA
| | - R Keala Hagmann
- School of Environmental and Forest Sciences, University of Washington, Seattle, WA 98195, USA
- Applegate Forestry LLC, Corvallis, OR 97330, USA
| | - Matthew J Reilly
- USDA Forest Service, Pacific Northwest Research Station, Forestry Sciences Laboratory, 3200 SW Jefferson Way, Corvallis, OR 97333, USA
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6
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Simões R, Pimentel C, Ferreira-Dias S, Miranda I, Pereira H. Phytochemical characterization of phloem in maritime pine and stone pine in three sites in Portugal. Heliyon 2021; 7:e06718. [PMID: 33898836 PMCID: PMC8055561 DOI: 10.1016/j.heliyon.2021.e06718] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2021] [Revised: 03/09/2021] [Accepted: 03/31/2021] [Indexed: 12/14/2022] Open
Abstract
This study analyzes the content and chemical profile of extractives present in the young phloem of mature trees of maritime pine (Pinus pinaster) and stone pine (P. pinea) in three sites in Portugal located in different climatic environments. The cross-sites average of extractives was similar in both pines with 38.5% in P. pinea and 37.7% in P. pinaster phloem. The hydrophilic fraction represented 82% and 70% of P. pinea and P. pinaster total extractives respectively, with large contents of phenolic compounds, flavonoids and tannins, and showed very high oxygen scavenging and reducing ability. Lipophilic extractives were present in higher proportion in P. pinaster phloem than in P. pinea phloem, and showed a large content of resin acids, with the predominance of abietic acid in P. pinaster, and dehydroabietic acid in P. pinea phloems, and of alkanoic acids. P. pinaster and P. pinea have specific defences related to phloem production of resin and phenolic compounds with the ratio phenolic-to-oleoresin compounds higher for P. pinea (4.7 vs 2.3 for P. pinaster) and constant in the three sites. The phytochemical content and composition of the young phloem of P. pinaster and P. pinea showed site differences highlighting the relationship between environment and metabolic production.
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Affiliation(s)
- Rita Simões
- Forest Research Centre (CEF), Instituto Superior de Agronomia, Universidade de Lisboa, Tapada da Ajuda, 1349-017 Lisboa, Portugal
| | - Carla Pimentel
- Forest Research Centre (CEF), Instituto Superior de Agronomia, Universidade de Lisboa, Tapada da Ajuda, 1349-017 Lisboa, Portugal
| | - Suzana Ferreira-Dias
- Linking Landscape, Environment, Agriculture and Food (LEAF), Instituto Superior de Agronomia, Universidade de Lisboa, Tapada da Ajuda, 1349-017 Lisboa, Portugal
| | - Isabel Miranda
- Forest Research Centre (CEF), Instituto Superior de Agronomia, Universidade de Lisboa, Tapada da Ajuda, 1349-017 Lisboa, Portugal
| | - Helena Pereira
- Forest Research Centre (CEF), Instituto Superior de Agronomia, Universidade de Lisboa, Tapada da Ajuda, 1349-017 Lisboa, Portugal
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7
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Hood SM, Reed CC, Kane JM. Axial resin duct quantification in tree rings: A functional defense trait. MethodsX 2020; 7:101035. [PMID: 32939350 PMCID: PMC7476316 DOI: 10.1016/j.mex.2020.101035] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2020] [Accepted: 08/15/2020] [Indexed: 11/24/2022] Open
Abstract
Resin ducts in the secondary xylem of tree rings are a measure of a tree's defense capacity from insects and pathogens. Because resin ducts are permanently embedded within the xylem, retrospective analysis can be performed to quantify changes in defense over time and determine factors that contribute to this change, such as climate and disturbance. Here, we provide methods on how to measure axial resin ducts in secondary xylem. These methods provide the necessary protocols for consistent quantification of xylem resin ducts and terminology, which will also allow easier cross-comparison among studies in the future. We describe:•Steps to prepare tree cores for resin duct measurements.•Procedure to obtain image and measure individual resin ducts.•Software code to compile duct measurements into a complete chronology with both standardized and unstandardized resin duct metrics for further analyses.
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Affiliation(s)
- Sharon M. Hood
- UDSA Forest Service, Rocky Mountain Research Station, Missoula, MT, United States
| | - Charlotte C. Reed
- UDSA Forest Service, Rocky Mountain Research Station, Missoula, MT, United States
| | - Jeffrey M. Kane
- Department of Forestry and Wildland Resources, Humboldt State University, Arcata, California, USA
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8
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Climate drives intraspecific differentiation in the expression of growth-defence trade-offs in a long-lived pine species. Sci Rep 2020; 10:10584. [PMID: 32601428 PMCID: PMC7324371 DOI: 10.1038/s41598-020-67158-4] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2020] [Accepted: 06/01/2020] [Indexed: 01/09/2023] Open
Abstract
Intraspecific variation in plant defences is expected to be the result of adaptive and plastic responses to environmental conditions, where trade-offs between growth and defences are thought to play a key role shaping phenotypic patterns in defensive investment. Axial resin ducts are costly defensive structures that remain imprinted in the tree rings of conifers, therefore being a valuable proxy of defensive investment along the trees' lifespan. We aimed to disentangle climate-driven adaptive clines and plastic responses to both spatial and temporal environmental variation in resin duct production, and to explore growth-defence trade-offs. To that aim, we applied dendrochronological procedures to quantify annual growth and resin duct production during a 31-year-period in a Mediterranean pine species, including trees from nine populations planted in two common gardens. Both genetic factors and plastic responses modulated annual resin duct production. However, we found no evidence of adaptive clines with climate gradients driving population differentiation. Our results revealed a marked physiological trade-off between growth and defences, where the slope of the trade-off was genetically variable and associated with climatic gradients. Our results help to enlighten the evolutionary patterns and genetic basis of defensive allocation within species, particularly revealing a key role of growth-defence trade-offs.
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9
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Zhao S, Erbilgin N. Larger Resin Ducts Are Linked to the Survival of Lodgepole Pine Trees During Mountain Pine Beetle Outbreak. FRONTIERS IN PLANT SCIENCE 2019; 10:1459. [PMID: 31850006 PMCID: PMC6888816 DOI: 10.3389/fpls.2019.01459] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/13/2019] [Accepted: 10/21/2019] [Indexed: 05/29/2023]
Abstract
Periodic mountain pine beetle outbreaks have killed millions of hectares of lodgepole pine forests in western North America. Within these forests some pine trees often remain alive. It has been rarely documented whether anatomical defenses differ between beetle-killed and remaining live pine trees, especially at the northern latitudinal range of beetles in North America. In this study, we compared the resin duct-based anatomical defenses and radial growth between beetle-killed and live residual lodgepole pine trees, and we characterized the resin ducts and the growth of the residual trees before and after outbreak. We found that tree radial growth was not associated with tree survival. The best two predictors of tree survival were resin duct size and production (number per year). Trees having larger but fewer resin ducts showed higher survival probability compared to those with smaller but more abundant resin ducts annually. Residual trees had larger resin ducts prior to the outbreak and continued having so after the outbreak. We further categorized residual trees as healthy (having no signs or symptoms of insect or pathogen attacks), declining (with signs or symptoms of biotic attacks), and survived (from mountain pine beetle attacks during the outbreak) to investigate resin duct-based anatomical defenses among them. Healthy trees had consistently larger resin ducts than declining trees in the past 20 years in post-outbreak stands. Survival trees ranked between healthy and declining trees. Overall, these results demonstrate that resin duct size of lodgepole pine trees can be an important component of tree defenses against mountain pine beetle attacks and suggest that lodgepole pine trees with large resin ducts are likely to show resistance to future bark beetle attacks.
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Vázquez-González C, López-Goldar X, Zas R, Sampedro L. Neutral and Climate-Driven Adaptive Processes Contribute to Explain Population Variation in Resin Duct Traits in a Mediterranean Pine Species. FRONTIERS IN PLANT SCIENCE 2019; 10:1613. [PMID: 31921257 PMCID: PMC6923275 DOI: 10.3389/fpls.2019.01613] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/14/2019] [Accepted: 11/15/2019] [Indexed: 05/20/2023]
Abstract
Resin ducts are important anatomical defensive traits related to biotic resistance in conifers. Previous studies have reported intraspecific genetic variation in resin duct characteristics. However, little is currently known about the micro-evolutionary patterns and adaptive value of these defensive structures. Here, we quantified inter-population genetic variation in resin duct features and their inducibility in Pinus pinaster and assessed whether such variation was associated with climate gradients. To that end, we characterized the resin duct system of 2-year-old saplings from 10 populations across the species' distribution range. We measured axial resin duct features (density, mean size, and percentage conductive area of resin ducts) and their inducibility in response to methyl jasmonate. Genotyping of single nucleotide polymorphisms allowed to account for the population genetic structure in our models in order to avoid spurious correlations between resin duct characteristics and climate. We found large inter-population variation in resin duct density and conductive area, but not in their inducibility. Our results suggest that population variation in the percentage conductive area of resin ducts likely arise from adaptation to local climate conditions. This study highlights the adaptive relevance of resin ducts and helps to shed light on the micro-evolutionary patterns of resin-based defenses in conifers.
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11
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Is Resistance to Mountain Pine Beetle Associated with Genetic Resistance to White Pine Blister Rust in Limber Pine? FORESTS 2018. [DOI: 10.3390/f9100595] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
Limber pine (Pinus flexilis James) co-evolved with the mountain pine beetle (Dendroctonus ponderosae Hopkins; MPB) and is now also challenged by the non-native pathogen Cronartium ribicola (J.C. Fisch.) that causes the lethal disease white pine blister rust (WPBR). Previous research suggests that trees infected with WPBR can be preferred hosts for MPB. Using resin duct traits associated with MPB resistance, we tested for a relationship between resistance to MPB and WPBR in limber pine, in the absence of either biological agent. These analyses will help evaluate if MPB historically may have contributed to natural selection for WPBR resistance in advance of WPBR invasion, and could help explain the unusually high frequency of the dominant Cr4 allele for complete resistance to WPBR in limber pine populations of the Southern Rocky Mountains. Resin duct production, density and relative duct area did not differ between healthy trees previously inferred to carry the dominant Cr4 allele and trees that lack it at 22 sites, though some duct traits varied with elevation. MPB resistance does not appear to have played an evolutionary role in contributing to the high frequency of Cr4 in naïve populations, however, MPB may affect the future evolution of resistance to WPBR in the pines where the two pests coincide and WPBR will affect forest recovery after MPB epidemics. MPB-WPBR interactions in a changing climate will affect the future trajectory of limber pine.
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12
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Genetic Variation, Heritability and Genotype × Environment Interactions of Resin Yield, Growth Traits and Morphologic Traits for Pinus elliottii at Three Progeny Trials. FORESTS 2017. [DOI: 10.3390/f8110409] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
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13
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de la Mata R, Hood S, Sala A. Insect outbreak shifts the direction of selection from fast to slow growth rates in the long-lived conifer Pinus ponderosa. Proc Natl Acad Sci U S A 2017; 114:7391-7396. [PMID: 28652352 PMCID: PMC5514711 DOI: 10.1073/pnas.1700032114] [Citation(s) in RCA: 52] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
Long generation times limit species' rapid evolution to changing environments. Trees provide critical global ecosystem services, but are under increasing risk of mortality because of climate change-mediated disturbances, such as insect outbreaks. The extent to which disturbance changes the dynamics and strength of selection is unknown, but has important implications on the evolutionary potential of tree populations. Using a 40-y-old Pinus ponderosa genetic experiment, we provide rare evidence of context-dependent fluctuating selection on growth rates over time in a long-lived species. Fast growth was selected at juvenile stages, whereas slow growth was selected at mature stages under strong herbivory caused by a mountain pine beetle (Dendroctonus ponderosae) outbreak. Such opposing forces led to no net evolutionary response over time, thus providing a mechanism for the maintenance of genetic diversity on growth rates. Greater survival to mountain pine beetle attack in slow-growing families reflected, in part, a host-based life-history trade-off. Contrary to expectations, genetic effects on tree survival were greatest at the peak of the outbreak and pointed to complex defense responses. Our results suggest that selection forces in tree populations may be more relevant than previously thought, and have implications for tree population responses to future environments and for tree breeding programs.
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Affiliation(s)
- Raul de la Mata
- Division of Biological Sciences, University of Montana, Missoula, MT 59812;
- Department of Renewable Resources, University of Alberta, Edmonton, AB, Canada T6G 2H1
| | - Sharon Hood
- Division of Biological Sciences, University of Montana, Missoula, MT 59812
- Rocky Mountain Research Station, Fire, Fuel, and Smoke Science Program, US Department of Agriculture Forest Service, Missoula, MT 59808
| | - Anna Sala
- Division of Biological Sciences, University of Montana, Missoula, MT 59812
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14
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Contrasting Impacts of Climate and Competition on Large Sugar Pine Growth and Defense in a Fire-Excluded Forest of the Central Sierra Nevada. FORESTS 2017. [DOI: 10.3390/f8070244] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
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