Data from: Phenotypic and genomic signatures of adaptation in urban populations of the wild radish (Raphanus raphanistrum)
Data files
Mar 18, 2026 version files 1.77 MB
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CommonGarden.R
6.41 KB
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CommonGardenExp_2024.csv
42.08 KB
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CommonGardenExp_2025.csv
34.98 KB
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FEEMS.py
7.82 KB
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FieldPhenotype_2024.csv
35.14 KB
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FieldStudy.R
2.99 KB
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flat.ortholog_groups.tsv
1.63 MB
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GWAS.txt
1.32 KB
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PCA.R
993 B
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PhenotypicMatrix.txt
1.28 KB
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README.md
5.98 KB
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SelectionAnalysis.R
3.64 KB
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Treemix.txt
593 B
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VaraintCalling.txt
4.49 KB
Abstract
By modifying biotic and abiotic environments, urbanisation can influence the evolutionary adaptation of organisms, especially when their distribution is fragmented. However, the effects of urbanisation on evolutionary adaptation remain poorly understood within a metapopulation framework, where high gene flow and recurrent extinction/colonisations may counteract local adaptation. To bridge this gap, we integrated phenotypic and genomic data and explored how urbanisation shaped the evolutionary processes in the wild radish Raphanus raphanistrum, a widely distributed ruderal species. We conducted field surveys and a common garden experiment to compare phenotypic differences between urban and natural populations in a Mediterranean area. Additionally, population genetic analysis and a genome-wide association study (GWAS) were performed to uncover the genetic basis of urban adaptation and population structure. Our findings indicate that urban populations of the wild radish exhibit significantly smaller flowers and earlier flowering times compared to natural populations. Their correlations with fitness suggest that earlier flowering and longer petal length have higher adaptive values. However, a trade-off between these traits indicates that earlier flowering is advantageous in urban environments, whereas larger flowers are favoured in natural habitats. Genomic analyses reveal low genetic differentiation and frequent gene flow among urban and natural populations. The GWAS identified 46 single-nucleotide polymorphisms (SNPs) significantly associated with urbanisation, 32 of which are located within gene regions. Notably, one of these genes, AT3g27390, is associated with the shift to the reproductive phase. Overall, our results demonstrate how natural selection in an urban context promotes rapid phenotypic divergence in R. raphanistrum despite ongoing gene flow.
Dataset DOI: 10.5061/dryad.sxksn03g5
Description of the data and file structure
Phenotypic and Genomic Signatures of Adaptation in Urban Populations of the Wild Radish Raphanus raphanistrum
Chan YF, Scopece G, Guzzetti L, Pellegrini L, Cafasso D, Labra M, Cozzolino S (): Supporting data for "Phenotypic and genomic signatures of adaptation in urban populations of wild radish."
Description of the data and file structure
- FieldStudy.R - R script used to analyse field populations and plot Fig. 1.
- CommonGarden.R - R script used to analyse the common garden experiment and plot for Fig. 2.
- SelectionAnalysis.R - R script used to conduct selection analysis and plot for Fig. 3.
- VaraintCalling.txt - Bioinformatic steps for calling SNPs
- PCA.R - R script to plot the PCA result, Fig S2.
- Treemix.txt - Bioinformatic steps for TreeMix and the R code to plot Fig. 4a.
- GWAS.txt - Bioinformatic steps for conducting GWAS and the R code to plot Fig. 4c.
- FieldPhenotype_2024.csv - The data of the field study.
Variables
- Population ID: Unique ID assigned to each population
- Date_of_phenotyping: The date of phenotyping
- Locality: The location of the studied population
- Lat.: The latitude of the studied population
- Long.: The longitude of the studied population
- Impervious surface: The percentage of impervious surface
- Plant_ID: Unique ID assigned to each plant
- N.floral axes: Number of floral axes
- Open flowers per axis: Number of open flowers per floral axis
- Number of open flowers: Number of open flowers
- Flowers per axis: Number of flowers per floral axes
- Number of flowers: Total number of flowers
- Corolla diameter: Corolla diameter measured in mm and averaged across three flowers
- Petal width: Petal width measured in mm and averaged across three flowers
- Petal length: Petal length measured in mm and averaged across three flowers
- Corolla colour: Colour of corolla
CommonGardenExp_2025.csv - The data of the common garden experiment. Data used for analysing flowering days.
Variables
- Plant_ID: Unique ID assigned to each plant
- EnvType: The type of environments (natural or urban) for each population
- Population: Unique ID assigned to each population
- Genotype: Maternal line
- ImperviousSurface: The percentage of impervious surface
- Table: The table number (1-4) of each plant placed in the common garden experiment
- Row: The row on the table, each plant placed in the common garden experiment
- Column: The column in the table shows each plant placed in the common garden experiment
- Flower: Whether the plant flowered or not
- DateTransfer: The date of transferring a plant to the common garden
- BudTime: The date of the first bud to be observed
- FlowerTime: The date of the first flower to be observed
- FruitTime: The date of the first fruit to be observed
- CorollaDiameter: Corolla diameter measured in mm and averaged across three flowers
- PetalLength: Petal length measured in mm and averaged across three flowers
- PetalWidth: Petal width measured in mm and averaged across three flowers
- FlowerColor: Colour of corolla
- Nectar: The volume of nectar collected
- FruitNo collected: Number of siliques collected
- Total seed: Number of seeds collected
- FruitWeight: Weight of siliques measured in g
- Survival_1224: Whether a plant survived in December 2024
CommonGardenExp_2024.csv - The data of the common garden experiment. Data used for analysing all traits except flowering days.
Variables
- Plant_ID: Unique ID assigned to each plant
- EnvType: The type of environments (natural or urban) for each population
- Population: Unique ID assigned to each population
- Genotype: Maternal line
- ImperviousSurface: The percentage of impervious surface
- Table: The table number (1-4) of each plant placed in the common garden experiment
- Row: The row on the table, each plant is placed in the common garden experiment
- Column: The column in the table shows each plant placed in the common garden experiment
- DateTransfer: The date of transferring a plant to the common garden
- Flower: Whether the plant flowered or not
- BudTime: The date of the first bud to be observed
- FlowerTime: The date of the first flower to be observed
- FruitTime: The date of the first fruit to be observed
- CorollaDiameter: Corolla diameter measured in mm and averaged across three flowers
- PetalLength: Petal length measured in mm and averaged across three flowers
- PetalWidth: Petal width measured in mm and averaged across three flowers
- FlowerColor: Colour of corolla
- Nectar: The volume of nectar collected
- FruitNo collected: Number of siliques collected
- FruitWeight: Weight of siliques measured in g
- SeedNo: Number of seeds collected
- FertilizerAdded: The date of fertilizer added
- Survival_0824: Whether a plant survived in December 2024
PhenotypicMatrix.txt - Phenotypic matrix of the common garden experiment. This is used for plotting Fig. S2.
Variables
- FID: Family ID generated via plink
- IID: Individual ID generated via plink
- Flower_size: Petal length measured in mm and averaged across three flowers
- Flowering_time: Days to flowering
- Population: Unique ID assigned to each population
flat.ortholog_groups.tsv - Ortholog table generated by SonicParanoid.
Variables
- group_id: Group ID generated by SonicParanoid
- Brassica.faa: Peptide sequences of Brassica napus
- Raphanus.pep.nredundn.fa: Peptide sequences of Raphanus raphanistrum
FEEMS.py - Python script used to conduct FEEMS, the code to plot Fig. 4b.
Filling empty cells may interfere with the code, hence left empty and data not available.
Code/software
R version 4.3.3
gatk-4.2.0.0/gatk HaplotypeCaller
PLINK v. 1.90
GEMMA 0.98.5
TreeMix v. 1.13
FEEMS v. 1.0.0
