As restoration needs for natural landscapes grow due to higher frequency and/or intensity disturbances, pressure from invasive species, and impacts resulting from changing climates, considerable time and resources are being invested to guide the development and deployment of native plant materials (NPMs). Across lower elevations of the Colorado Plateau, a region composed primarily of public land where arid conditions make restoration especially challenging, NPM coordination has been spearheaded by the Bureau of Land Management’s Colorado Plateau Native Plant Program (CPNPP) since 2009.
To help CPNPP achieve its vision of healthy and resilient native plant communities, the Southwest Biological Science Center (SBSC) has provided scientific support and leadership since 2010. SBSC’s research includes field, lab, and greenhouse activities, many of which currently culminate in the development of species-specific seed transfer zones. These zones are developed to protect species’ natural patterns of genetic variation and depict species’ adaptations to regional climatic gradients so that managers and practitioners can make informed seed transfer and plant material decisions.
Background & Importance
The majority of native plant materials (NPMs) used for restoration represent wide-ranging species that provide important ecosystem services like stabilizing soils and filtering water.
Disturbed ecosystems benefit from the use of genetically appropriate NPMs or those that display ecological fitness, are compatible with other species in the plant community, and will not become invasive, because they can rejuvenate ecosystem function.
While many NPMs have been developed, a broader diversity of species and geographic sources is needed to provide the right choices in relation to a restoration site. Determining the right NPM for a restoration site can be tricky, which is why researchers develop tools like seed transfer zones.
Seed transfer zones are maps that allow managers and practitioners to easily match an NPM to areas where it may best be used in a restoration treatment. Guidance on seed transfer has been developed from common garden studies, molecular research, and climate modeling investigations.
All these approaches intend to improve the germination and establishment of NPMs at restoration sites, thereby supporting successful outcomes and stretching limited resources (e.g., time and money).
Genetic data (which hereafter refers to molecular/sequencing data) have broad utility when considering how to use existing NPMs or develop new NPMs. For example, landscape genetic analyses can illuminate patterns of genetic diversity across a species’ distribution and delineate the geographic distribution of evolutionary lineages.
Determining how long evolutionary lineages have been separated from one another and their rates of gene flow (e.g., cross-pollination) can help practitioners identify regions of a species’ range where individuals should not be mixed, even if those individuals occupy similar environments.
In addition, genetic diversity is well suited to determine taxonomic relationships when morphological variation is questionable. Landscape genetics can also identify adaptive genetic variation, or variation that may provide a benefit to the survival (and therefore reproductive capacity) of a species.
For most of the important Colorado Plateau restoration species, knowledge on adaptive differentiation, genetic diversity, and spatial variation in standing genetic diversity is unavailable.
General Methods
Leaf tissue samples for priority restoration species are field collected from sites located across the Colorado Plateau – sampling sites are stratified to represent the dominant, regional climatic gradients.
Colorado Plateau collections are often supplemented with leaf tissues from herbarium vouchers or collected by collaborators so as to incorporate/identify genetic patterns across species’ western distributions.
DNA is extracted and used to develop next-generation sequencing libraries at a laboratory at Northern Arizona University. Libraries are sequenced at the University of Oregon’s Genomics and Cell Characterization Core Facility on an Illumina HiSeq 6000. Data processing and analyses are completed at SBSC and take advantage of the USGS Yeti supercomputer.
Important Results
Genetically informed seed transfer zones for the Colorado Plateau and adjacent regions are available for eight species:
James’ galleta grass (Pleuraphis jamesii; syn. Hilaria jamesii); small-leaf globemallow (Sphaeralcea parvifolia); sand dropseed (Sporobolus cryptandrus); Rocky Mountain beeplant (Cleome serrulata); showy goldeneye (Heliomeris multiflora), rushy milkvetch (Astragalus lonchocarpus); yellow beeplant (Cleome lutea); and hoary tansyaster (Machaeranthera canescens).
Seed transfer zones reflect both genetic differentiation and putative adaptation and are available, along with the zones for other western species, from the Western Wildland Environmental Threat Assessment Center.
Future Directions
The Genetics for Western Restoration and Conservation (GWRC) research group has a variety of ongoing molecular and field-based projects.
For example, we are researching how the agricultural increase of seeds (i.e., the production of native plant materials) affects patterns of genetic diversity, as well as the long-term impacts of native plant materials on their conspecifics at restoration sites.
Please reach out to Rob Massatti (rmassatti@usgs.gov) for more information!
Below are other science projects associated with this project.
Genomic Research Supporting Western Conservation
Wind Erosion and Dust Emissions on the Colorado Plateau
RestoreNet: Distributed Field Trial Network for Dryland Restoration
Colorado Plateau Futures: Understanding Agents of Change on the Colorado Plateau to Facilitate Collaborative Adaptation
Southwest Energy Exploration, Development, and Reclamation (SWEDR)
Restoration and Ecosystem Recovery Dynamics in Arid and Semiarid Landscapes
Colorado Plateau Native Plant Program Field Trial Study
Dryland Forest Sustainability
Ecohydrology and Climate Change in Drylands
New Approaches for Restoring Colorado Plateau Grasslands
Plant Responses to Drought and Climate Change in the Southwestern United States
Aeolian Dust in Dryland Landscapes of the Western United States
Below are data or web applications associated with this project.
Genetically informed seed transfer zones for Astragalus lonchocarpus, Cleome serrulata, and Heliomeris multiflora across the Colorado Plateau and adjacent regions
Cleome lutea and Machaeranthera canescens seed transfer zones and distribution on the Colorado Plateau, US
'Viva' native plant material data in support of restoration and conservation
Population genetic and climatic variability data across western North America, 1915-2015
Hilaria jamesii data for the Colorado Plateau of the southwestern United States
Below are publications associated with this project.
Assessing population genomic structure and polyploidy: A crucial step for native plant restoration
Spatially explicit management of genetic diversity using ancestry probability surfaces
Supporting the development and use of native plant materials for restoration on the Colorado Plateau (Fiscal Year 2021 Report)
A common garden super-experiment: An impossible dream to inspire possible synthesis
How to increase the supply of native seed to improve restoration success: The US native seed development process
Drivers of seedling establishment success in dryland restoration efforts
Incorporating biogeochemistry into dryland restoration
Supporting the development and use of native plant materials for restoration on the Colorado Plateau (Fiscal Year 2020 Report)
Forward-looking dryland restoration in an age of change
Genetically-informed seed transfer zones for Cleome lutea and Machaeranthera canescens across the Colorado Plateau and adjacent regions
Getting to the root of restoration: Considering root traits for improved restoration outcomes under drought and competition
Unexpected hybridization reveals the utility of genetics in native plant restoration
POPMAPS: An R package to estimate ancestry probability surfaces
Below are news stories associated with this project.
- Overview
As restoration needs for natural landscapes grow due to higher frequency and/or intensity disturbances, pressure from invasive species, and impacts resulting from changing climates, considerable time and resources are being invested to guide the development and deployment of native plant materials (NPMs). Across lower elevations of the Colorado Plateau, a region composed primarily of public land where arid conditions make restoration especially challenging, NPM coordination has been spearheaded by the Bureau of Land Management’s Colorado Plateau Native Plant Program (CPNPP) since 2009.
To help CPNPP achieve its vision of healthy and resilient native plant communities, the Southwest Biological Science Center (SBSC) has provided scientific support and leadership since 2010. SBSC’s research includes field, lab, and greenhouse activities, many of which currently culminate in the development of species-specific seed transfer zones. These zones are developed to protect species’ natural patterns of genetic variation and depict species’ adaptations to regional climatic gradients so that managers and practitioners can make informed seed transfer and plant material decisions.
Colorado Plateau native plant community dominated by globemallow (Sphaeralcea parvifolia), Indian ricegrass (Achnatherum hymenoides), and sand dropseed (Sporobolus cryptandrus) west of Los Lunas, New Mexico. (Credit: Rob Massatti, USGS. Public domain.) Background & Importance
The majority of native plant materials (NPMs) used for restoration represent wide-ranging species that provide important ecosystem services like stabilizing soils and filtering water.
Disturbed ecosystems benefit from the use of genetically appropriate NPMs or those that display ecological fitness, are compatible with other species in the plant community, and will not become invasive, because they can rejuvenate ecosystem function.
While many NPMs have been developed, a broader diversity of species and geographic sources is needed to provide the right choices in relation to a restoration site. Determining the right NPM for a restoration site can be tricky, which is why researchers develop tools like seed transfer zones.
Seed transfer zones are maps that allow managers and practitioners to easily match an NPM to areas where it may best be used in a restoration treatment. Guidance on seed transfer has been developed from common garden studies, molecular research, and climate modeling investigations.
All these approaches intend to improve the germination and establishment of NPMs at restoration sites, thereby supporting successful outcomes and stretching limited resources (e.g., time and money).
An individual galleta grass (Pleuraphis jamesii) that was collected from a monsoon gradient and transplanted into a common garden for a field trial. Genetic data (which hereafter refers to molecular/sequencing data) have broad utility when considering how to use existing NPMs or develop new NPMs. For example, landscape genetic analyses can illuminate patterns of genetic diversity across a species’ distribution and delineate the geographic distribution of evolutionary lineages.
Determining how long evolutionary lineages have been separated from one another and their rates of gene flow (e.g., cross-pollination) can help practitioners identify regions of a species’ range where individuals should not be mixed, even if those individuals occupy similar environments.
In addition, genetic diversity is well suited to determine taxonomic relationships when morphological variation is questionable. Landscape genetics can also identify adaptive genetic variation, or variation that may provide a benefit to the survival (and therefore reproductive capacity) of a species.
For most of the important Colorado Plateau restoration species, knowledge on adaptive differentiation, genetic diversity, and spatial variation in standing genetic diversity is unavailable.
General Methods
Leaf tissue samples for priority restoration species are field collected from sites located across the Colorado Plateau – sampling sites are stratified to represent the dominant, regional climatic gradients.
Colorado Plateau collections are often supplemented with leaf tissues from herbarium vouchers or collected by collaborators so as to incorporate/identify genetic patterns across species’ western distributions.
DNA is extracted and used to develop next-generation sequencing libraries at a laboratory at Northern Arizona University. Libraries are sequenced at the University of Oregon’s Genomics and Cell Characterization Core Facility on an Illumina HiSeq 6000. Data processing and analyses are completed at SBSC and take advantage of the USGS Yeti supercomputer.
Dryland, shrub-dominated plant community typical of sandy substrates near Page, Arizona. (Credit: Rob Massatti, USGS. Public domain.) Important Results
Genetically informed seed transfer zones for the Colorado Plateau and adjacent regions are available for eight species:
James’ galleta grass (Pleuraphis jamesii; syn. Hilaria jamesii); small-leaf globemallow (Sphaeralcea parvifolia); sand dropseed (Sporobolus cryptandrus); Rocky Mountain beeplant (Cleome serrulata); showy goldeneye (Heliomeris multiflora), rushy milkvetch (Astragalus lonchocarpus); yellow beeplant (Cleome lutea); and hoary tansyaster (Machaeranthera canescens).
Seed transfer zones reflect both genetic differentiation and putative adaptation and are available, along with the zones for other western species, from the Western Wildland Environmental Threat Assessment Center.
Future Directions
The Genetics for Western Restoration and Conservation (GWRC) research group has a variety of ongoing molecular and field-based projects.
For example, we are researching how the agricultural increase of seeds (i.e., the production of native plant materials) affects patterns of genetic diversity, as well as the long-term impacts of native plant materials on their conspecifics at restoration sites.
Please reach out to Rob Massatti (rmassatti@usgs.gov) for more information!
- Science
Below are other science projects associated with this project.
Filter Total Items: 16Genomic Research Supporting Western Conservation
In the western United States (U.S.), there are many regionally restricted, rare species resulting from complex demographic and ecological processes through time. In addition to the inherent risks associated with being rare (i.e., having few individuals spread over a limited area that could be disproportionately affected by chance events), anthropogenic disturbances are increasing in magnitude...Wind Erosion and Dust Emissions on the Colorado Plateau
Wind erosion of soils and dust emissions are a significant resource management challenge on the Colorado Plateau. Loss of topsoil and associated aeolian sediment (wind-driven sediment) movement can lead to reduced soil fertility as well as abrasion and burial of vegetation. Dust in the atmosphere poses a threat to human health, visual resources, and regional water supplies (due to interactions...RestoreNet: Distributed Field Trial Network for Dryland Restoration
Starting in 2017, U.S. Geological Survey (USGS) researchers and land managers are co-producing a network of restoration field trial sites on Department of Interior (DOI) and surrounding lands in the southwestern U.S. The network systematically tests restoration treatments across a broad range of landscape, soil, and climate conditions. Each site in the network is used to test suitable seed mixes...Colorado Plateau Futures: Understanding Agents of Change on the Colorado Plateau to Facilitate Collaborative Adaptation
The objective of this interdisciplinary research effort is to 1) characterize agents of change important to land management decision makers on the Colorado Plateau; 2) identify and analyze relationships between agents of change and key landscape attributes and processes; 3) collectively assess the influence of agents of change and attributes and processes on the services provided by the ecosystem...Southwest Energy Exploration, Development, and Reclamation (SWEDR)
Deserts of the southwestern US are replete with oil and gas deposits as well as sites for solar, wind, and geothermal energy production. In the past, many of these resources have been too expensive to develop, but increased demand and new technologies have led to an increase in exploration and development. However, desert ecosystems generally have low resilience to disturbance. More frequent...Restoration and Ecosystem Recovery Dynamics in Arid and Semiarid Landscapes
Dryland regions have been degraded by invasive species, wildfire, overgrazing, agricultural conversion, energy development, recreational activity, and urban growth. These disturbances and others are accelerated by one of the fastest growing human populations in the country and a pressing background of decreasing water availability due to drought and elevated temperatures that are projected to...Colorado Plateau Native Plant Program Field Trial Study
In the southwest US, monsoon precipitation increases sharply along a northwest to southeast gradient. Pleuraphis jamesii or galleta grass, is an important C4 grass species that spans across this large range in precipitation pattern. In this study we are assessing the ability of galleta grass to adapt to changes in the seasonality of rainfall (termed “plasticity”). In the fall of 2014, we...Dryland Forest Sustainability
Forests in the semiarid southwestern U.S. are expected to be highly vulnerable to increasing aridity anticipated with climate change. In particular, low elevation forests and the processes of tree regeneration and mortality are likely to be highly susceptible to climate change. This work seeks to characterize how, where and when forest ecosystems will change and identify management strategies to...Ecohydrology and Climate Change in Drylands
Drylands cover 40% of the global terrestrial surface and provide important ecosystem services. However, climate forecasts in most dryland regions, especially the southwest U.S., call for increasing aridity. Specifically, changing climate will alter soil water availability, which exerts dominant control over ecosystem structure and function in water-limited, dryland ecosystems. This research seeks...New Approaches for Restoring Colorado Plateau Grasslands
Historic over-grazing of arid grasslands in the Intermountain West has led to widespread soil erosion, loss of plant diversity, and invasion by exotic species. Degraded grassland conditions can be very persistent, even after livestock use has ceased. For example, in national parks on the Colorado Plateau, livestock have been excluded for decades, but soil and native plants have not recovered on...Plant Responses to Drought and Climate Change in the Southwestern United States
Land managers face tremendous challenges in the future as drought and climate change alter the abundance, distribution, and interactions of plant species. These challenges will be especially daunting in the southwestern US, which is already experiencing elevated temperatures and prolonged droughts, resulting in reduced soil moisture in an already water-limited environment. These changes will...Aeolian Dust in Dryland Landscapes of the Western United States
Dust emission caused by wind erosion has received considerable attention because of its far-reaching effects on ecosystems, including the loss of nutrients and water-holding capacity from source areas, changes to climate and global energy balance in areas where dust is entrained in the atmosphere, fertilization of terrestrial and marine ecosystems, in addition to decreases in snow albedo, causing... - Data
Below are data or web applications associated with this project.
Genetically informed seed transfer zones for Astragalus lonchocarpus, Cleome serrulata, and Heliomeris multiflora across the Colorado Plateau and adjacent regions
These data were compiled to provide seed transfer and native plant materials development guidance to managers and practitioners across the Colorado Plateau and in adjacent regions. This data release contains empirical seed transfer zones derived from molecular genetic data for Cleome serrulata (syn. Peritoma serrulata), Heliomeris multiflora, and Astragalus lonchocarpus. These species show distincCleome lutea and Machaeranthera canescens seed transfer zones and distribution on the Colorado Plateau, US
These data were compiled to provide seed transfer and native plant materials development guidance to managers and practitioners across the Colorado Plateau and in adjacent regions. This data release contains empirical seed transfer zones derived from molecular genetic data for Cleome lutea (syn. Peritoma lutea) and Machaeranthera canescens (syn. Dieteria canescens). These species show distinct pop'Viva' native plant material data in support of restoration and conservation
These data were compiled to investigate the evolutionary history of Hilaria jamesii, Hilaria mutica, and Hilaria rigida. The data release consists of two tab delimited text files that may be used to infer population structure (viva_structure.stru) or relationships among sampling localities (viva.phylip). Files record genetic variation on an individual (.stru) or sampling locality (.phylip) level.Population genetic and climatic variability data across western North America, 1915-2015
Environmental Analysis Data: These data were compiled to investigate the complex interactions between environmental gradients and geographic distance across the Intermountain West of the western United States. Due to complex topography, physiographic heterogeneity, and complicated relationships with large bodies of water, spatial autocorrelation of environmental similarity may be expected. We provHilaria jamesii data for the Colorado Plateau of the southwestern United States
These data were compiled to investigate the demographic, phylogeographic, and adaptation history of Hilaria jamesii. The data release consists of three tab delimited text files that may be used to infer population structure or putative adaptive loci (hija_adaptation_dataset.stru), relationships among sampling localities (hija_phylogeny_dataset.phylip), or genetic diversity statistics (hija_diversi - Publications
Below are publications associated with this project.
Filter Total Items: 22Assessing population genomic structure and polyploidy: A crucial step for native plant restoration
Establishing an effective restoration program requires baseline genetic information to make sound decisions for seed increase and transfer. For many plants this information is lacking, especially among native forbs that are critical for pollinator health. Erigeron speciosus is a widespread, perennial forb occupying montane environments in the western United States and Canada. This species is imporAuthorsBryce A. Richardson, Robert Massatti, Nurul Islam-Faridi, Skylar Johnson, Francis F. KilkennySpatially explicit management of genetic diversity using ancestry probability surfaces
1. Ecological restoration and conservation efforts are increasing worldwide and the management of intraspecific genetic variation in plants and animals, an important component of biodiversity, is increasingly valued. As a result, tailorable, spatially explicit approaches to map genetic variation are needed to support decision-making and management frameworks related to the recovery of threatened aAuthorsRobert Massatti, Daniel E. WinklerSupporting the development and use of native plant materials for restoration on the Colorado Plateau (Fiscal Year 2021 Report)
A primary focus of the Colorado Plateau Native Plant Program (CPNPP) is to identify and develop appropriate native plant materials (NPMs) for current and future restoration projects. Multiple efforts have characterized the myriad challenges inherent in providing appropriate seed resources to enable effective, widespread restoration and have identified a broad suite of research activities to providAuthorsRobert Massatti, Daniel E. Winkler, Sasha C. Reed, Michael C. Duniway, Seth M. Munson, John B. BradfordA common garden super-experiment: An impossible dream to inspire possible synthesis
Global change threatens plant diversity and disrupts its interrelationship with ecosystem structure and function. This disruption in turn undermines confidence in the knowledge ecologists produce, and whether it will translate into multidisciplinary research settings or guide the effective management of natural lands.To address this challenge, ecology needs to consider the interactions between difAuthorsTravis E. Huxman, Daniel E. Winkler, Kailen A. MooneyHow to increase the supply of native seed to improve restoration success: The US native seed development process
With the United Nations Decade on Ecosystem Restoration, restoration of damaged ecosystems is turning into a global movement. Restoration actions that are not based on science and an understanding of ecosystem function can thwart desired restoration outcomes at best and cause further damage to ecosystems at worst. Restoration often includes revegetation using seed. Where we source seed for restoraAuthorsMolly Lutisha Mccormick, Amanda N. Carr, Robert Massatti, Daniel E. Winkler, Patricia De Angelis, Peggy OlwellDrivers of seedling establishment success in dryland restoration efforts
Restoration of degraded drylands is urgently needed to mitigate climate change, reverse desertification and secure livelihoods for the two billion people who live in these areas. Bold global targets have been set for dryland restoration to restore millions of hectares of degraded land. These targets have been questioned as overly ambitious, but without a global evaluation of successes and failuresAuthorsNancy Shackelford, Gustavo B. Paterno, Daniel E. Winkler, Todd E. Erickson, Elizabeth A. Leger, Lauren N. Svejcar, Martin F. Breed, Akasha M. Faist, Peter L. Harrison, Michael F. Curran, Qinfeng Guo, Anita Kirmer, Darin J. Law, Kevin Mganga, Seth M. Munson, Lauren M. Porensky, Raul Emiliano Quiroga, Péter Török, Claire E. Wainwright, Ali Abdullahi, Matt A. Bahm, Elizabeth A. Ballenger, Nichole Barger, Owen W. Baughman, Carina Becker, Manuel Esteban Lucas-Borja, Chad S. Boyd, Carla M. Burton, Philip J. Burton, Eman Calleja, Peter J. Carrick, Alex Caruana, Charlie D. Clements, Kirk W. Davies, Balázs Deák, Jessica Drake, Sandra Dullau, Joshua Eldridge, Erin Espeland, Stephen E. Fick, Magda Garbowski, Enrique G. de la Riva, Peter J. Golos, Penelope A. Grey, Barry Heydenrych, Patricia M. Holmes, Jeremy J. James, Jayne Jonas-Bratten, Réka Kiss, Andrea T. Kramer, Julie E. Larson, Juan Lorite, C. Ellery Mayence, Luis Merino-Martín, Tamás Miglécz, Suanne Jane Milton, Thomas A. Monaco, Arlee M. Montalvo, Jose A. Navarro-Cano, Mark W. Paschke, Pablo Luis Peri, Monica L. Pokorny, Matthew J. Rinella, Nelmarie Saayman, Merilynn C. Schantz, Tina Parkhurst, Eric W. Seabloom, Katharine L. Stuble, Shauna M. Uselman, Orsolya Valkó, Kari E. Veblen, Scott D. Wilson, Megan Wong, Zhiwei Xu, Katharine L. SudingIncorporating biogeochemistry into dryland restoration
Dryland degradation is a persistent and accelerating global problem. Although the mechanisms initiating and maintaining dryland degradation are largely understood, returning productivity and function through ecological restoration remains difficult. Water limitation commonly drives slow recovery rates within drylands; however, the altered biogeochemical cycles that accompany degradation also playAuthorsKristina E. Young, Sasha C. Reed, Scott Ferrenberg, Akasha M. Faist, Daniel E. Winkler, Catherine E. Cort, Anthony Darrouzet-NardiSupporting the development and use of native plant materials for restoration on the Colorado Plateau (Fiscal Year 2020 Report)
A primary focus of the Colorado Plateau Native Plant Program (CPNPP) is to identify and develop appropriate native plant materials (NPMs) for current and future restoration projects. Multiple efforts have characterized the myriad challenges inherent in providing appropriate seed resources to enable effective, widespread restoration and have identified a broad suite of research activities to providAuthorsRobert Massatti, Daniel E. Winkler, Sasha C. Reed, Michael C. Duniway, Seth M. Munson, John B. BradfordForward-looking dryland restoration in an age of change
Drought, wildfires, and invasive species are among the many challenges practitioners face in achieving restoration goals in drylands. In this article, we highlight relevant restoration research and programs that pursue actionable information and resource management goals for the Intermountain West. In the context of international restoration targets recently set, we speak to dryland restoration chAuthorsDaniel E. Winkler, Robert Massatti, Sasha C. ReedGenetically-informed seed transfer zones for Cleome lutea and Machaeranthera canescens across the Colorado Plateau and adjacent regions
Genetically-based seed transfer zones are described herein for two priority restoration species on and adjacent to the Colorado Plateau (Massatti 2020). Species include Cleome lutea Hook. (Capparaceae; commonly called yellow spiderflower or yellow beeplant; synonym Peritoma lutea (Hook.) Raf.) and Machaeranthera canescens (Pursh) A. Gray (Asteraceae; commonly called hoary tansyaster; synonym DieteAuthorsRobert MassattiGetting to the root of restoration: Considering root traits for improved restoration outcomes under drought and competition
A foundational goal of trait‐based ecology, including trait‐based restoration, is to link specific traits to community assembly, biodiversity, and ecosystem function. Despite a growing awareness of the importance of belowground traits for ecological processes, a synthesis of how to root traits can inform restoration of terrestrial plant communities is lacking. We reviewed and summarized existing lAuthorsM. Garbowski, B. Avera, J. H. Bertram, J.S. Courkamp, J. Gray, K.M. Hein, R. Lawrence, M. McIntosh, S. McClelland, A. Post, Ingrid J. Slette, Daniel E. Winkler, C. S. BrownUnexpected hybridization reveals the utility of genetics in native plant restoration
Native plant materials (NPMs) are increasingly utilized during the restoration of disturbed plant communities. Here, we analyze next‐generation genetic sequencing data for Hilaria jamesii, a dominant graminoid across drylands of the southwestern United States, and document that the species' only commercially‐available NPM, ‘Viva’, is a hybrid between H. jamesii and its sister species, H. mutica. IAuthorsDaniel E. Winkler, Robert Massatti - Software
POPMAPS: An R package to estimate ancestry probability surfaces
This software code was developed to estimate the probability that individuals found at a geographic location will belong to the same genetic cluster as individuals at the nearest empirical sampling location for which ancestry is known. POPMAPS includes 5 main functions to calculate and visualize these results (see Table 1 for functions and arguments). Population assignment coefficients and a raste - News
Below are news stories associated with this project.
- Partners