1
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Mittelstrass J, Heinzelmann R, Eschen R, Hartmann M, Kupper Q, Schneider S, Prospero S, Franić I. Metabarcoding with Illumina and Oxford Nanopore Technologies provides complementary insights into tree seed mycobiota. ENVIRONMENTAL MICROBIOME 2025; 20:53. [PMID: 40390141 PMCID: PMC12090628 DOI: 10.1186/s40793-025-00712-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/31/2024] [Accepted: 04/20/2025] [Indexed: 05/21/2025]
Abstract
BACKGROUND Culturing of fungi is labor-intensive and reveals limited diversity, while high-throughput sequencing of barcodes (i.e., metabarcoding) enables a simultaneous detection of fungi from multiple environmental samples. Metabarcoding using short-read sequencers, such as Illumina platforms, provides high sequencing depths but results in many unidentified taxa. Long-read sequencing can improve species and genus assignments but might encompass lower sequencing depth and limit diversity coverage. In this study, fungi in seeds of eleven angiosperm and gymnosperm tree species were assessed using traditional culturing, Illumina short-read metabarcoding, and Oxford Nanopore Technologies long-read metabarcoding. We focused on seed-borne fungi as understanding their diversity and potential impacts on seedlings is crucial for securing plant health. We compared (1) the number and identity of fungal genera and species between metabarcoding approaches and traditional culturing and (2) fungal alpha- and beta-diversity between metabarcoding methods, considering different hosts and fungal lifestyles. RESULTS In both short- and long-read metabarcoding datasets, similar numbers of fungal reads and operational taxonomic units were assigned to comparable numbers of fungal genera and species. About one-third of the identified genera were plant pathogens, followed by saprotrophs and endophytes. Culturing overall revealed fewer fungal genera, while most of the fungal reads in short-read metabarcoding datasets stemmed from cultured taxa. Long-read metabarcoding revealed lower per-sample diversity than short-read metabarcoding and distinct fungal communities compared to those from the short-read datasets. Host-dependent patterns in alpha- and beta-diversity were observed across methods, with angiosperms harboring more fungal taxa than gymnosperms, and distinct community structuring across host tree groups and species, although the differences were stronger in short-read than long-read metabarcoding datasets. CONCLUSIONS Illumina and Oxford Nanopore Technologies metabarcoding captured similar host-dependent diversity patterns despite observed differences in numbers and composition of fungi. Short-read metabarcoding might be optimal for fungal biodiversity studies due to higher sequencing depths and resultant breadth of diversity. As error rates are continuing to decrease, reference databases expand, and throughput improves, long-read metabarcoding is becoming a strong candidate for future diagnostic studies of fungi. Traditional culturing captures most of the fungi from short-read metabarcoding and remains valuable for obtaining isolates for further research.
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Affiliation(s)
- Jana Mittelstrass
- Eidgenössische Forschungsanstalt für Wald, Schnee und Landschaft WSL, Birmensdorf, Switzerland.
| | - Renate Heinzelmann
- Eidgenössische Forschungsanstalt für Wald, Schnee und Landschaft WSL, Birmensdorf, Switzerland
| | | | - Martin Hartmann
- Institute of Agricultural Sciences, ETH Zürich, Zurich, Switzerland
| | - Quirin Kupper
- Eidgenössische Forschungsanstalt für Wald, Schnee und Landschaft WSL, Birmensdorf, Switzerland
| | - Salome Schneider
- Eidgenössische Forschungsanstalt für Wald, Schnee und Landschaft WSL, Birmensdorf, Switzerland
| | - Simone Prospero
- Eidgenössische Forschungsanstalt für Wald, Schnee und Landschaft WSL, Birmensdorf, Switzerland
| | - Iva Franić
- Eidgenössische Forschungsanstalt für Wald, Schnee und Landschaft WSL, Birmensdorf, Switzerland
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2
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Ladwig LM, Henn JJ, Stahlheber KA, Meiners SJ. Germination response to winter temperature changes with seed shape and length of temperature exposure. Ecology 2024; 105:e4361. [PMID: 39009507 DOI: 10.1002/ecy.4361] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Revised: 12/12/2023] [Accepted: 02/09/2024] [Indexed: 07/17/2024]
Abstract
In many regions, the climate is changing faster during winter than during the other seasons, and a loss of snow cover combined with increased temperature variability can expose overwintering organisms to harmful conditions. Understanding how species respond to these changes during critical developmental times, such as seed germination, helps us assess the ecological implications of winter climate change. To address this concern, we measured the breaking of seed dormancy and cold tolerance of temperate grassland species in the lab and field. In the lab, we ran germination trials testing the tolerance of 17 species to an extreme cold event. In the field, we deployed seeds of two species within a snow manipulation experiment at three locations and measured germination success biweekly from seeds subjected to ambient and reduced snow cover from winter into spring. From lab trials, cold tolerance varied among species, with seed germination decreasing <10%-100% following extreme cold events. Cold tolerance was related to seed traits, specifically less round seeds, seeds that required cold stratification, and seeds that mature later in the season tended to be more impacted by extreme cold temperatures. This variation in seed cold tolerance may contribute to altered community composition with continued winter climate change. In the field, germination increased through late winter, coinciding with the accumulation of days where temperatures were favorable for cold stratification. Through spring, germination success decreased as warm temperatures accumulated. Collectively, species-specific seed cold tolerances and mortality rates may contribute to compositional changes in grasslands under continued winter climate change.
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Affiliation(s)
- Laura M Ladwig
- Biology Department, University of Wisconsin Oshkosh, Oshkosh, Wisconsin, USA
| | - Jonathan J Henn
- Institute for Arctic and Alpine Research, University of Colorado - Boulder, Boulder, Colorado, USA
- Department of Ecology, Evolution, and Organismal Biology, University of California Riverside, Riverside, California, USA
| | - Karen A Stahlheber
- Natural and Applied Sciences, University of Wisconsin Green Bay, Green Bay, Wisconsin, USA
| | - Scott J Meiners
- Department of Biological Science, Eastern Illinois University, Charleston, Illinois, USA
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3
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Peacor SD, Dorn NJ, Smith JA, Peckham NE, Cherry MJ, Sheriff MJ, Kimbro DL. A skewed literature: Few studies evaluate the contribution of predation-risk effects to natural field patterns. Ecol Lett 2022; 25:2048-2061. [PMID: 35925978 PMCID: PMC9545701 DOI: 10.1111/ele.14075] [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: 02/07/2022] [Accepted: 06/20/2022] [Indexed: 11/30/2022]
Abstract
A narrative in ecology is that prey modify traits to reduce predation risk, and the trait modification has costs large enough to cause ensuing demographic, trophic and ecosystem consequences, with implications for conservation, management and agriculture. But ecology has a long history of emphasising that quantifying the importance of an ecological process ultimately requires evidence linking a process to unmanipulated field patterns. We suspected that such process-linked-to-pattern (PLP) studies were poorly represented in the predation risk literature, which conflicts with the confidence often given to the importance of risk effects. We reviewed 29 years of the ecological literature which revealed that there are well over 4000 articles on risk effects. Of those, 349 studies examined risk effects on prey fitness measures or abundance (i.e., non-consumptive effects) of which only 26 were PLP studies, while 275 studies examined effects on other interacting species (i.e., trait-mediated indirect effects) of which only 35 were PLP studies. PLP studies were narrowly focused taxonomically and included only three that examined unmanipulated patterns of prey abundance. Before concluding a widespread and influential role of predation-risk effects, more attention must be given to linking the process of risk effects to unmanipulated patterns observed across diverse ecosystems.
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Affiliation(s)
- Scott D Peacor
- Department of Fisheries and Wildlife, Michigan State University, East Lansing, Michigan, USA
| | - Nathan J Dorn
- Department of Biological Sciences and Institute of Environment, Florida International University, Miami, Florida, USA
| | - Justine A Smith
- Department of Wildlife, Fish, and Conservation Biology, University of California - Davis, Davis, California, USA
| | - Nicole E Peckham
- Department of Marine and Environmental Science, Northeastern University, Boston, Massachusetts, USA
| | - Michael J Cherry
- Caesar Kleberg Wildlife Research Institute, Texas A&M University-Kingsville, Kingsville, Texas, USA
| | - Michael J Sheriff
- Biology Department, University of Massachusetts Dartmouth, Dartmouth, Massachusetts, USA
| | - David L Kimbro
- Department of Marine and Environmental Science, Northeastern University, Boston, Massachusetts, USA
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4
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Tanner KE, Moore‐O’Leary KA, Parker IM, Pavlik BM, Haji S, Hernandez RR. Microhabitats associated with solar energy development alter demography of two desert annuals. ECOLOGICAL APPLICATIONS : A PUBLICATION OF THE ECOLOGICAL SOCIETY OF AMERICA 2021; 31:e02349. [PMID: 33817888 PMCID: PMC8459290 DOI: 10.1002/eap.2349] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/07/2020] [Revised: 11/24/2020] [Accepted: 01/15/2021] [Indexed: 06/12/2023]
Abstract
Political and economic initiatives intended to increase energy production while reducing carbon emissions are driving demand for solar energy. Consequently, desert regions are now targeted for development of large-scale photovoltaic solar energy facilities. Where vegetation communities are left intact or restored within facilities, ground-mounted infrastructure may have negative impacts on desert-adapted plants because it creates novel rainfall runoff and shade conditions. We used experimental solar arrays in the Mojave Desert to test how these altered conditions affect population dynamics for a closely related pair of native annual plants: rare Eriophyllum mohavense and common E. wallacei. We estimated aboveground demographic rates (seedling emergence, survivorship, and fecundity) over 7 yr and used seed bank survival rates from a concurrent study to build matrix models of population growth in three experimental microhabitats. In drier years, shade tended to reduce survival of the common species, but increase survival of the rare species. In a wet year, runoff from panels tended to increase seed output for both species. Population growth projections from microhabitat-specific matrix models showed stronger effects of microhabitat under wetter conditions, and relatively little effect under dry conditions (lack of rainfall was an overwhelming constraint). Performance patterns across microhabitats in the wettest year differed between rare and common species. Projected growth of E. mohavense was substantially reduced in shade, mediated by negative effects on aboveground demographic rates. Hence, the rare species were more susceptible to negative effects of panel infrastructure in wet years that are critical to seed bank replenishment. Our results suggest that altered shade and water runoff regimes associated with energy infrastructure will have differential effects on demographic transitions across annual species and drive population-level processes that determine local abundance, resilience, and persistence.
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Affiliation(s)
- Karen E. Tanner
- Ecology and Evolutionary Biology DepartmentUniversity of California1156 High StreetSanta CruzCalifornia95064USA
| | - Kara A. Moore‐O’Leary
- Department of Evolution and EcologyUniversity of CaliforniaOne Shields AvenueDavisCalifornia95616USA
- Present address:
U.S. Fish and Wildlife ServicePacific Southwest Region3020 State University Drive EastSacramentoCalifornia95819USA
| | - Ingrid M. Parker
- Ecology and Evolutionary Biology DepartmentUniversity of California1156 High StreetSanta CruzCalifornia95064USA
| | - Bruce M. Pavlik
- Conservation DepartmentRed Butte Garden and ArboretumUniversity of UtahSalt Lake CityUtah84108USA
| | - Sophia Haji
- Ecology and Evolutionary Biology DepartmentUniversity of California1156 High StreetSanta CruzCalifornia95064USA
| | - Rebecca R. Hernandez
- Department of Land, Air & Water ResourcesUniversity of CaliforniaOne Shields AvenueDavisCalifornia95616USA
- Wild Energy InitiativeJohn Muir Institute of the EnvironmentUniversity of CaliforniaOne Shields AvenueDavisCalifornia95616USA
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5
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Tanner KE, Moore-O'Leary KA, Parker IM, Pavlik BM, Haji S, Hernandez RR. Microhabitats associated with solar energy development alter demography of two desert annuals. ECOLOGICAL APPLICATIONS : A PUBLICATION OF THE ECOLOGICAL SOCIETY OF AMERICA 2021. [PMID: 33817888 DOI: 10.7291/d1st01] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 05/07/2023]
Abstract
Political and economic initiatives intended to increase energy production while reducing carbon emissions are driving demand for solar energy. Consequently, desert regions are now targeted for development of large-scale photovoltaic solar energy facilities. Where vegetation communities are left intact or restored within facilities, ground-mounted infrastructure may have negative impacts on desert-adapted plants because it creates novel rainfall runoff and shade conditions. We used experimental solar arrays in the Mojave Desert to test how these altered conditions affect population dynamics for a closely related pair of native annual plants: rare Eriophyllum mohavense and common E. wallacei. We estimated aboveground demographic rates (seedling emergence, survivorship, and fecundity) over 7 yr and used seed bank survival rates from a concurrent study to build matrix models of population growth in three experimental microhabitats. In drier years, shade tended to reduce survival of the common species, but increase survival of the rare species. In a wet year, runoff from panels tended to increase seed output for both species. Population growth projections from microhabitat-specific matrix models showed stronger effects of microhabitat under wetter conditions, and relatively little effect under dry conditions (lack of rainfall was an overwhelming constraint). Performance patterns across microhabitats in the wettest year differed between rare and common species. Projected growth of E. mohavense was substantially reduced in shade, mediated by negative effects on aboveground demographic rates. Hence, the rare species were more susceptible to negative effects of panel infrastructure in wet years that are critical to seed bank replenishment. Our results suggest that altered shade and water runoff regimes associated with energy infrastructure will have differential effects on demographic transitions across annual species and drive population-level processes that determine local abundance, resilience, and persistence.
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Affiliation(s)
- Karen E Tanner
- Ecology and Evolutionary Biology Department, University of California, 1156 High Street, Santa Cruz, California, 95064, USA
| | - Kara A Moore-O'Leary
- Department of Evolution and Ecology, University of California, One Shields Avenue, Davis, California, 95616, USA
| | - Ingrid M Parker
- Ecology and Evolutionary Biology Department, University of California, 1156 High Street, Santa Cruz, California, 95064, USA
| | - Bruce M Pavlik
- Conservation Department, Red Butte Garden and Arboretum, University of Utah, Salt Lake City, Utah, 84108, USA
| | - Sophia Haji
- Ecology and Evolutionary Biology Department, University of California, 1156 High Street, Santa Cruz, California, 95064, USA
| | - Rebecca R Hernandez
- Department of Land, Air & Water Resources, University of California, One Shields Avenue, Davis, California, 95616, USA
- Wild Energy Initiative, John Muir Institute of the Environment, University of California, One Shields Avenue, Davis, California, 95616, USA
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6
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Fehmi JS, Rasmussen C, Arnold AE. The pioneer effect advantage in plant invasions: site priming of native grasslands by invasive grasses. Ecosphere 2021. [DOI: 10.1002/ecs2.3750] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Affiliation(s)
- Jeffrey S. Fehmi
- School of Natural Resources and the Environment University of Arizona Tucson Arizona 85719 USA
| | - Craig Rasmussen
- Department of Environmental Science University of Arizona Tucson Arizona 85719 USA
| | - A. Elizabeth Arnold
- School of Plant Sciences and Department of Ecology and Evolutionary Biology University of Arizona Tucson Arizona 85719 USA
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7
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Abed RM. Exploring Fungal Biodiversity of Genus Epicoccum and Their Biotechnological Potential. Fungal Biol 2021. [DOI: 10.1007/978-3-030-67561-5_7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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8
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Dalling JW, Davis AS, Arnold AE, Sarmiento C, Zalamea PC. Extending Plant Defense Theory to Seeds. ANNUAL REVIEW OF ECOLOGY, EVOLUTION, AND SYSTEMATICS 2020. [DOI: 10.1146/annurev-ecolsys-012120-115156] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Plant defense theory explores how plants invest in defenses against natural enemies but has focused primarily on the traits expressed by juvenile and mature plants. Here we describe the diverse ways in which seeds are chemically and physically defended. We suggest that through associations with other traits, seeds are likely to exhibit defense syndromes that reflect constraints or trade-offs imposed by selection to attract dispersers, enable effective dispersal, ensure appropriate timing of seed germination, and enhance seedling performance. We draw attention to seed and reproductive traits that are analogous to defense traits in mature plants and describe how the effectiveness of defenses is likely to differ at pre- and postdispersal stages. We also highlight recent insights into the mutualistic and antagonistic interactions between seeds and microbial communities, including fungi and endohyphal bacteria, that can influence seed survival in the soil and subsequent seedling vigor.
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Affiliation(s)
- James W. Dalling
- Department of Plant Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, USA
- Smithsonian Tropical Research Institute, Apartado 0843-03092, Panamá, República de Panamá
| | - Adam S. Davis
- Department of Crop Sciences, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, USA
| | - A. Elizabeth Arnold
- School of Plant Sciences and Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, Arizona 85721, USA
| | - Carolina Sarmiento
- Smithsonian Tropical Research Institute, Apartado 0843-03092, Panamá, República de Panamá
- Department of Integrative Biology, University of South Florida, Tampa, Florida 33620, USA;,
| | - Paul-Camilo Zalamea
- Smithsonian Tropical Research Institute, Apartado 0843-03092, Panamá, República de Panamá
- Department of Integrative Biology, University of South Florida, Tampa, Florida 33620, USA;,
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9
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Hernandez RR, Tanner KE, Haji S, Parker IM, Pavlik BM, Moore-O’Leary KA. Simulated Photovoltaic Solar Panels Alter the Seed Bank Survival of Two Desert Annual Plant Species. PLANTS (BASEL, SWITZERLAND) 2020; 9:E1125. [PMID: 32878043 PMCID: PMC7570262 DOI: 10.3390/plants9091125] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/19/2020] [Revised: 08/27/2020] [Accepted: 08/28/2020] [Indexed: 02/07/2023]
Abstract
Seed bank survival underpins plant population persistence but studies on seed bank trait-environment interactions are few. Changes in environmental conditions relevant to seed banks occur in desert ecosystems owing to solar energy development. We developed a conceptual model of seed bank survival to complement methodologies using in-situ seed bank packets. Using this framework, we quantified the seed bank survival of two closely related annual desert plant species, one rare (Eriophyllum mohavense) and one common (Eriophyllum wallacei), and the seed bank-environment interactions of these two species in the Mojave Desert within a system that emulates microhabitat variation associated with solar energy development. We tracked 4860 seeds buried across 540 seed packets and found, averaged across both species, that seed bank survival was 21% and 6% for the first and second growing seasons, respectively. After two growing seasons, the rare annual had a significantly greater seed bank survival (10%) than the common annual (2%). Seed bank survival across both species was significantly greater in shade (10%) microhabitats compared to runoff (5%) and control microhabitats (3%). Our study proffers insight into this early life-stage across rare and common congeners and their environmental interactions using a novel conceptual framework for seed bank survival.
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Affiliation(s)
- Rebecca R. Hernandez
- Department of Land, Air & Water Resources, University of California, Davis, One Shields Avenue, Davis, CA 95616, USA
- Wild Energy Initiative, John Muir Institute of the Environment, University of California, Davis, One Shields Avenue, Davis, CA 95616, USA
| | - Karen E. Tanner
- Ecology and Evolutionary Biology Department, University of California, Santa Cruz, 1156 High St, Santa Cruz, CA 95064, USA; (K.E.T.); (S.H.); (I.M.P.)
| | - Sophia Haji
- Ecology and Evolutionary Biology Department, University of California, Santa Cruz, 1156 High St, Santa Cruz, CA 95064, USA; (K.E.T.); (S.H.); (I.M.P.)
| | - Ingrid M. Parker
- Ecology and Evolutionary Biology Department, University of California, Santa Cruz, 1156 High St, Santa Cruz, CA 95064, USA; (K.E.T.); (S.H.); (I.M.P.)
| | - Bruce M. Pavlik
- Conservation Department, Red Butte Garden and Arboretum, University of Utah, Salt Lake City, UT 84108, USA;
| | - Kara A. Moore-O’Leary
- U.S. Fish and Wildlife Service, Pacific Southwest Region, 3020 State University Drive East, Sacramento, CA 95819, USA;
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Tanner KE, Moore‐O'Leary KA, Parker IM, Pavlik BM, Hernandez RR. Simulated solar panels create altered microhabitats in desert landforms. Ecosphere 2020. [DOI: 10.1002/ecs2.3089] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
Affiliation(s)
- Karen E. Tanner
- Ecology and Evolutionary Biology Department University of California 1156 High Street Santa Cruz California 95064 USA
| | - Kara A. Moore‐O'Leary
- U.S. Fish and Wildlife Service Pacific Southwest Region 3020 State University Drive East Sacramento California 95819 USA
| | - Ingrid M. Parker
- Ecology and Evolutionary Biology Department University of California 1156 High Street Santa Cruz California 95064 USA
| | - Bruce M. Pavlik
- Conservation Department Red Butte Garden and Arboretum University of Utah Salt Lake City Utah 84108 USA
| | - Rebecca R. Hernandez
- Department of Land, Air & Water Resources University of California One Shields Avenue Davis California 95616 USA
- Wild Energy Initiative John Muir Institute of the Environment University of California One Shields Avenue Davis California 95616 USA
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