Maintenance of a narrow hybrid zone between native and introduced red foxes (Vulpes vulpes) despite conspecificity and high dispersal capabilities
Data files
Jun 05, 2024 version files 1.25 MB
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README.md
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Red-Fox-Hybrid-Zone-Dynamics.zip
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SRA-metadata-14169914-processed-ok.csv
Abstract
Human-facilitated introductions of nonnative populations can lead to secondary contact between previously allopatric lineages, resulting in either homogenization of the lineages or stable hybrid zones that are maintained by pre-zygotic (e.g., behavioral) or post-zygotic (e.g., reduced hybrid fitness) reproductive barriers. We investigated patterns of gene flow between the native Sacramento Valley red fox (Vulpes vulpes patwin) and an introduced conspecific population of captive-bred (fur-farm) origin in California’s Central Valley. Considering their recent divergence (i.e., ~50 kya), we hypothesized that pre-zygotic mechanisms primarily impede gene flow, rather than post-zygotic barriers. Additionally, some genes originating in nonnative foxes may confer higher fitness in the currently human-dominated landscape resulting in selective introgression into the native population. Genetic analysis of 682 red foxes (255 native, 427 nonnative) at both mitochondrial (cytB + Dloop) and nuclear loci (~19,000 SNPs) revealed significantly narrower cline widths than expected under a simulated model of unrestricted gene flow, consistent with the existence of pre- or post-zygotic reproductive barriers. We identified several loci with reduced introgression linked to behavioral divergence in captive bred foxes, which supports pre-zygotic mechanisms as a putative driver of the narrow hybrid zone. Additionally, several loci with elevated gene flow from the nonnative into the native population, were near genes associated with adaptation to human dominated landscapes. Overall, this study contributes to our understanding of hybrid zone dynamics in vertebrates, particularly in the context of species introductions and landscape changes, underscoring the importance of considering multiple mechanisms that may be at play in maintaining lineages at both the species and subspecies level.
README: Maintenance of a narrow hybrid zone between native and introduced red foxes (Vulpes vulpes) despite conspecificity and high dispersal capabilities
This dataset was used to generate results for the following manuscript which has been accepted in the Journal of Molecular Ecology (May 13th, 2024)
Description of the data and file structure
This repository contains data and scripts required to recreate analyses in the manuscript *Maintenance of a narrow hybrid zone between native and introduced red foxes (Vulpes vulpes) despite conspecificity and high dispersal capabilities *which has been accepted into the Journal of Molecular Ecology as of May 13th, 2024.
The raw GBS sequencing data associated with this study can be found in the NCBI Sequence Read Archive under project number:
PRJNA1069152 : Reduced-representation genotyping-by-sequencing of low-elevation red foxes in California
Maintenance of a narrow hybrid zone between native and introduced red foxes despite conspecificity and high dispersal capabilities
Sample Info
- SampleList.md
- Table S1. Information for red fox DNA samples from the Sacramento Valley, San Joaquin Valley, and Coastal Lowlands of California, USA, used in this study, including sample type (tissue, scat, etc.), geographic location (latitude, longitude), year collected, mitochondrial DNA haplotype and ancestry (native vs nonnative), whether samples were included in nuclear genotyping-by- sequencing (GBS) and whether they passed basic quality filtering (GBS Success), geographic range delineation, and citations for samples that were previously described in other studies.
Raw data location
The raw GBS sequencing data associated with this study can be found in the NCBI Sequence Read Archive under project number:
PRJNA1069152 : Reduced-representation genotyping-by-sequencing of low-elevation red foxes in California
01. Data Processing
- Demultiplex Data demux.sh
- Trim reads trim.sh
- Merge Duplicate Runs merge_dup.sh
02. Alignment & Initial SNP Calling
- Align to reference align.sh
- Stacks reference map SNP pipeline refmap_PL_redfox.sh
- Run populations on output of above refmap pipeline poprun_redfox.sh
03. Data filtering
You can check out details on the Stacks populations filters here
- Using data generated from the reference genome pipeline described above, we tested a variety of filtering approaches to maximimze the number of sites and individuals while removing low quality data. The pipeline here represents the approach described in the manuscript.
- Remove the lowest quality individuals (>75% of SNPs missing) plinkfilter_mind0.75.sh
- Remove sites that were called in <80% of individuals plinkfilter_geno0.2.sh
- Again remove lower quality individuals (>20% of SNPs missing) using a threshold based approach plinkfilter_mind0.2.sh
04. Sex-Biased Dispersal
See README.md
05. Geographic Patterns of Ancestry
See README.md
- MDS Plot
- Admixture (K=1-5)
06. Width of the Hybrid Zone
Expected Cline Width (assuming neutral gene glow)
In order to run this you will also need:
- The locations file HZAM_HZAR_location_distances.csv.
- Simulate gene flow of maternally inherited mtDNA across the landscape using HZAM SimulatedGeneFlow_mtDNA_Disp100%_100sims.R
- Assumes sex-biased dispersal
- Assumes 18 generations (conservative estimate) of gene flow post contact
- Simulate gene flow of biparentally inhertied nuDNA across the landscape using HZAM SimulatedGeneFlow_nuDNA_Disp100%_100sims.R
- Assumes sex-biased dispersal
- Assumes 18 generations (conservative estimate) of gene flow post contact
- Estimate cline widths for both mtDNA and nuDNA using HZAR (simulated data)
Observed Cline Width (using empirical data)
In order to run this you will need:
- The empirical cline data for mtDNA: GeogClineData-mtDNA.csv
- The empirical cline data for nuDNA: GeogClineData-nuDNA.csv
- Sampling Intervals for mtDNA and nuDNA
- Generate summary tables of the empirical data for use in HZAR cline models EmpiricalData_SummaryTables.R
- Estimate cline widths for both mtDNA and nuDNA using HZAR (empirical data)
07. Genomic Cline Analysis
- Bayesian Genomic Cline - See README.md
Methods
We obtained both scat (n = 195) and tissue (n = 490) samples as well as 4 hair and swab samples from red foxes in the native SVRF (n = 293) and nonnative ranges (n = 396). Samples were collected between 1982–2021 and many of them (n = 472) were first described in previous studies. Samples were obtained through non-invasive den and transect surveys, roadkill collection, live captures (following American Society of Mammalogy animal care guidelines and with University of California, Davis Animal Care and Use Committee approval, IACUC No.17860), and nonnative species removal programs in the case of the introduced red foxes.