@DanielEWinkler Using population genomics to uncover the ...Dec 09, 2017  · Using population...

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Using population genomics to uncover the rapid colonization of Sahara mustard (Brassica tournefortii) in the United States Daniel E. Winkler 1 , Kenneth J. Chapin 2 , David Garmon 3 , Travis E. Huxman 1 1 Department of Ecology & Evolutionary Biology, University of California, Irvine 2 Department of Ecology & Evolutionary Biology, University of California, Los Angeles 3 Tubb Canyon Desert Conservancy @DanielEWinkler

Transcript of @DanielEWinkler Using population genomics to uncover the ...Dec 09, 2017  · Using population...

Page 1: @DanielEWinkler Using population genomics to uncover the ...Dec 09, 2017  · Using population genomics to uncover the rapid colonization of Sahara mustard (Brassica tournefortii)

Using population genomics to uncover the rapid colonization of Sahara mustard (Brassica

tournefortii) in the United States

Daniel E. Winkler1, Kenneth J. Chapin2, David Garmon3, Travis E. Huxman1

1Department of Ecology & Evolutionary Biology, University of California, Irvine

2 Department of Ecology & Evolutionary Biology, University of California, Los Angeles

3Tubb Canyon Desert Conservancy

@DanielEWinkler

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Overview

Introduction

Why study invasion routes?

Theoretical and applied needs

Sahara mustard and its impacts

Objectives

1. Population structure in U.S.

2. Invasion patterns and pathways

Current & Next steps

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Why study invasion routes?

• Invasion routes: the geographical pathways followed by propagules from their source to the invading populations (Estoup and Gillimaud 2010)

• Approximately 50,000 invasive species in United States. Environmental damage $120 billion per year (Pimentel et al. 2005)

• Globally, as many as 80% of the endangered species are threatened due to pressures of invasives (Armstrong 1995)

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Theoretical needs

• Fundamental questions in biology related to evolutionary selection

• Basic research in population biology

• Natural dispersal events and range expansions of noninvasive species

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Applied needs

• Reconstructed invasion routes valuable for land managers

• designing control programs that effectively reduce spread of invasives (Mack et al. 2000)

• land managers can monitor geographic areas at high invasion risk to curtail invasive spread (Estoup and Guillemaud2010)

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Sahara mustard (Brassica tournefortii)and its impacts

• Capable of self-fertilization

• >10,000 seeds per plant possible

• Broad germination requirements (Bangle et al. 2008)

• Drought tolerant (Pratap and Gupta 2009)

• Promotes fires in deserts (Steers 2008)

• Negatively impacts native plants (Barrows et al. 2009)

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Sahara mustard (Brassica tournefortii)and its impacts• First collected in North America

February 1927

• Presumed to disperse via roadways (Sanders and Minnich 2000)

• Present distribution: CA, AZ, NV, UT, NM, TX

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Research objectives

1. Identify level of genetic diversity in U.S.

2. Determine genetic structure of North American population(s)

3. Test models of isolation and association to understand diversity

- Geographic distance

- Distance along roadways

- relatedness

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CA

NVUT

AZ NM

TX

Methods 2,061 individuals from 70 unique localities

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• Genotyping-by-Sequencing (nextRAD)

• Sequenced 950 individuals

• 15,000 loci per individual

• 1084 SNPs identified

Population structure: Structure, Structure Harvester, and Distruct

10,000 burnin, 100,000 MCMC runs,

10 iterations, K=1–20

Genetic diversity: adegenet, poppr, fields R packages

Hobs – Hexp, IBD,

Normalized Index of Association,

Minimum spanning networks

Methods

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Results

Heterozygosity is higher than expected

~ 95% of loci

Potential implications:

low levels of inbreeding

Isolate-breaking effects

Differences are rare

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Results

Thin plate spline of Standardized Ia

Implies:

-selfing is occurring

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Results

Population structure in US

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Results Haplotype map

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Results

IBD Mantel tests not significant

Coachella1Palm Springs

Coachella1Palm Springs

Parker, AZ Parker, AZ

Tonto NM, AZ Tonto NM, AZOcotillo, CA Ocotillo, CA

Santa Maria, CASanta Maria, CA

Diversity by distance

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ResultsCoachella1Palm Springs

Coachella1Palm Springs

Tonto NM, AZOcotillo, CA

Santa Maria, CA

Minimum spanning network

Regional grouping provides evidence for invasion pattern

Dragoon, AZ

Tucson, AZGila Bend, AZ

Tortilla Flat, AZ

Hoover Dam, AZ

Mesa, AZ

Globe, AZ

Bouse, AZ

Rice, CA

Yuma, AZ

Tonto NM, AZ

Parker, AZ

Banning, CA

Anza 1, CA

Anza 2, CAIrvine, CA

Salton City, CA

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Conclusions & next steps

3 genetically distinct populations in US

Multiple introductions seem likely

Selfing is prevalent in invaded range

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Conclusions & next steps

• Sequence native samples to identify origin(s)• Collected thus far: France, Italy, Israel, Turkey, Jordan, Qatar

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Applied needs

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Thank you

Huxman Lab-Kim Huxman

-Melanie Kao-June Dong-Michelle Lin

Gaut Lab-Pam McDonald-Kyria Roessler-Shaun Hug

Dissertation Committee-Mike Goulden-Kailen Mooney-Valerie Olson-Ann Sakai

Citizen Scientist Groups/Parks-Tubb Canyon Desert Conservancy, AmeriCorps-Death Valley NP weed eradication volunteers-Park managers and staff

@DanielEWinkler * www.winklerde.com

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Results

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Results