Data and code from: Departures from Mendelian inheritance of EPSPS gene copies in a herbicide-resistant weed
Data files
May 01, 2026 version files 157.90 KB
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Crosses_seed_count.csv
2 KB
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Inheritance_CN.Rmd
18.11 KB
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inheritance_full_data.csv
45.64 KB
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inheritance_summary.csv
3.64 KB
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intra_indiv_biol_reps_l_i.csv
1.33 KB
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Intra_indiv_CN.Rmd
9.22 KB
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intra_indiv_reps_longform.csv
21.06 KB
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intra_indiv_summary.csv
11.72 KB
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intra_indiv_temp_rep_mean.csv
21.64 KB
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intra_indiv_temp_rep.csv
13.66 KB
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README.md
9.22 KB
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tech_reps.csv
664 B
Abstract
Here we report on inheritance and intra-individual variation in gene copy number associated with rapid evolution of herbicide resistance in the dioecious, agricultural weed Amaranthus palmeri. Copy number variation for glyphosate resistance gene EPSPS was quantified using digital droplet PCR within individuals, and for parents and offspring of controlled crosses with copy number ranging from 1 to ~160. The non-linear pattern of gene copy number inheritance from parent to offspring exhibits shifting directionality. Below the threshold of ~33 copies, the slope of the parent-offspring relation is high (1.60) because parents with fewer gene copies yield similar or increased mean offspring copy numbers, relative to parents. In contrast, above the threshold, the slope is low (0.21), and offspring of high copy number parents carry increasingly fewer EPSPS copies than parents. Intra-individual variance in copy number increases with mean individual copy number, likely contributing to variation in offspring copy number, but not sufficient to explain extreme transgressive copy number variants, nor the loss of high copy number. In short, copy number is less stable and transmitted to offspring at a lower rate in parents with more copies. This suggests a constraint on the evolution of herbicide resistance through increased EPSPS copy number.
Dataset DOI: 10.5061/dryad.sbcc2frjv
Description of the data and file structure
Files and variables
File: ‘inheritance_summary.csv’
Description: n.b. this data file refers to offspring as progeny. Each row in this file summarizes an experimental cross between a female and male Amaranthus palmeri. Crosses (family_ID) beginning with A, B, or C were part of the original set of experimental crosses (rows 2-31). Crosses beginning with ‘I’ were highly isolated crosses (rows 32-40).
Variables
· family_ID = ID assigned to offspring / progeny generated by crossing parents specified by M_ID and F_ID
· M_ID = paternal plant ID
· F_ID = maternal plant ID
· Maternal_CNV = EPSPS copy number of maternal plant
· Paternal_CNV = EPSPS copy number of paternal plant
· mean_parental_CNV = parental midpoint EPSPS copy number (mean copy number of 2 parents)
· parental_diff_CNV = the absolute difference between maternal and paternal copy number
· sum_parental_CNV = the sum of parental copy numbers
· No._progeny_tested = the number of offspring (progeny) assayed for EPSPS copy number
· progeny_mean = offspring (progeny) mean EPSPS copy number
· progeny_range_min = minimum offspring EPSPS copy number
· progeny_range_max = maximum offspring EPSPS copy number
· SD = standard deviation of offspring copy number
· mean_parental_CNV_int = parental midpoint EPSPS copy number (mean copy number of 2 parents) (‘mean_parental_CNV’ rounded to integer)
· progeny_mean_int = offspring (progeny) mean EPSPS copy number (column ‘progeny_mean‘ rounded to integer)
File: ‘inheritance_full_data.csv’
Description: Each row corresponds to an individual Amaranthus palmeri offspring (‘sample_ID’) produced through controlled crossing.
Variables
· family_ID = experimental cross ID (family_ID)
· EPSPS.ALS = individual offspring’s estimated EPSPS copy number
· experiment = indicates which set of crosses – INH=original set of crosses, ISO=highly isolated crosses
· mean_parental_CNV = parental midpoint EPSPS copy number (mean copy number of 2 parents)
· parental_CNV_diff = the absolute difference between maternal and paternal copy number
· M_CNV = Paternal EPSPS copy number
· F_CNV = Maternal EPSPS copy number
· population = population of origin
File: ‘Crosses_seed_count.csv’
Description: Summary of the number of seed produced by the 31 original crosses between female and male Amaranthus palmeri. n.b. this file contains data for cross ‘A2’ which produced 86 seeds, but due to low germination we were not able to include this cross in the inheritance analysis etc. (see Table S1) therefore it is not found in the other data files and was only included in the test for whether there is a relation between mean parental copy number and seed (offspring) count.
Variables
· CROSS_ID = ID of cross as per maternal and paternal identifiers
· M_ID = Paternal ID
· M_CNV = Paternal EPSPS copy number
· F_ID = Maternal ID
· F_CNV = Maternal EPSPS copy number
· SEED_COUNT = estimated seed number produced by experimental cross
· MEAN_CNV = parental midpoint EPSPS copy number (mean copy number of 2 parents
· CNV_DIFFERENCE = absolute difference between maternal and paternal copy number
· family_ID = cross ID (family ID)
File: intra_indiv_summary.csv
Description: Summary of EPSPS copy number for temporal leaf replicates of Amaranthus palmeri. Any temporal replicates that had nested biological replicates appear in this data (columns day_0L, day_10L, day_20L, day_30L, day_40L) as an average of the two biological leaf replicates.
Variables
· plant_ID = individual plant ID
· plant_family = population (letters) and seed family (number) of origin
· population = population of origin
· experiment_type = experiment (full, or pilot)
· day_0L = first (day 0) estimate of copy number from leaf tissue
· day_10L = 2nd (day 10) estimate of copy number from leaf tissue
· day_20L = 3rd (day 20) estimate of copy number from leaf tissue
· day_30L = 4th (day 30) estimate of copy number from leaf tissue
· day_40L = 5th (day 40) estimate of copy number from leaf tissue
· mean_copy_number = mean of temporal leaf replicate estimates of copy number (mean of columns day_0L, day_10L, day_20L, day_30L, day_40L)
· variance = Variance of temporal leaf replicate estimates of copy number (variance of columns day_0L, day_10L, day_20L, day_30L, day_40L)
· sd = standard deviation of temporal leaf replicate estimates of copy number (variance of columns day_0L, day_10L, day_20L, day_30L, day_40L)
· inflo_1 = first biological replicate of copy number from inflorescence tissue, for a subset of individuals
· inflo_2 = second biological replicate of copy number from inflorescence tissue, for a subset of individuals
· mean_inflo = mean of inflorescence biological replicates (mean of columns inflo_1 and inflo_2 )
· temp_range = copy number range (maximum – minimum for columns day_0L, day_10L, day_20L, day_30L, day_40L)
File: ‘intra_indiv_reps_longform.csv’
Description: Long form data set containing all temporal and biological replicate estimates of EPSPS copy number for 117 Amaranthus palmeri plants.
Variables
· plant_ID = individual plant ID
· population = population of origin
· experiment = experiment (full, or pilot)
· tissue = tissue type (L=leaf, I=inflorescence)
· temporal_rep = temporal replicate (1-5); all leaf tissues are part of these replicates
· replicate = biological replicate 1 or 2 for subset of leaf tissue and inflorescence tissue
· EPSPS/ALS = estimate of EPSPS copy number (as integer)
File: intra_indiv_temp_rep.csv
Description: Long form version of temporal replicates (1-5) for 117 Amaranthus palmeri plants. Each row contains 1 temporal replicate.
· plant_ID = individual plant ID
· population = population of origin
· experiment_type = experiment (full, or pilot)
· temporal_rep = temporal replicate (1 – 5)
· EPSPS.ALS = estimate of EPSPS copy number (as integer)\
File: intra_indiv_temp_rep_mean.csv
Description: First five columns same as ‘intra_indiv_temp_rep.csv’ but with an additional column (mean_copy_number) containing the individual mean EPSPS copy number (across temporal replicates).
File: intra_indiv_biol_reps_l_i.csv
Description: Subset of individuals for which we have biological replicates for both leaf and inflorescence tissue.
Variables
· plant_ID = individual plant ID
· population = population of origin
· experiment = experiment (full, or pilot)
· tissue = tissue (L=leaf, I=inflorescence)
· temporal_rep = temporal replicate of leaf tissue (1-5)
· biol_rep = biological replicate (1 or 2)
· EPSPS_ALS = estimate of EPSPS copy number (as integer)\
File: tech_reps.csv
Description: Technical replicates of digital drop estimates of EPSPS copy number for 31 DNA samples\
Variables
· ID = sample ID
· EPSPS_rep1 = 1st replicate estimate of EPSPS copy number
· EPSPS_rep2 = 2nd replicate estimate of EPSPS copy number
Code/software
File: Inheritance_CN.Rmd – R markdown file
File contains R code that can be run in RStudio to produce the analyses and Figures 1 and 2 presented in the Results (section 3.1).
R code utilizes the inheritance_summary.csv, inheritance_full_data.csv, and Crosses_seed_count.csv (see above. #Comments within this file indicate the data wrangling, analyses and Figures that are executed.
File: Intra_indiv_CN.Rmd - R markdown file
Description: File contains R code that can be run in RStudio to anayze intra-individual variation in EPSPS copy number for Amaranthus palmeri. The R code is used to produce the analyses, and Fig. 3 and Fig. S4 presented in the Results (section 3.2).
R code utilizes intra_indiv_summary.csv, intra_indiv_reps_longform.csv, intra_indiv_temp_rep.csv, intra_indiv_temp_rep_mean.csv and intra_indiv_biol_reps_l_i.csv (detailed above.)
#Comments within this file indicate the data wrangling, analyses and Figures that are executed.
Access information
Other publicly accessible locations of the data:
- N/A
Data was derived from the following sources:
- N/A
