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diff --git a/workflows/genetic_diversity/hierfstats/plots/pcoa_screeplot_eigenvalues.pdf b/workflows/genetic_diversity/hierfstats/plots/pcoa_screeplot_eigenvalues.pdf
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diff --git a/workflows/genetic_diversity/hierfstats/plots/pcoa_screeplot_eigenvalues.png b/workflows/genetic_diversity/hierfstats/plots/pcoa_screeplot_eigenvalues.png
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diff --git a/workflows/genetic_diversity/hierfstats/scripts/genotype_pcoa.R b/workflows/genetic_diversity/hierfstats/scripts/genotype_pcoa.R
new file mode 100644
index 0000000000000000000000000000000000000000..2995ce9a82aece5693147e00a2dc21a3534abd18
--- /dev/null
+++ b/workflows/genetic_diversity/hierfstats/scripts/genotype_pcoa.R
@@ -0,0 +1,149 @@
+# Install necessary libraries
+required_packages <- c(
+ "hierfstat", "adegenet", "vcfR", "ape",
+ "RColorBrewer", "magrittr", "ade4", "ggpubr"
+)
+
+# Check and install missing packages
+installed_packages <- rownames(installed.packages())
+for (pkg in required_packages) {
+ if (!(pkg %in% installed_packages)) {
+ install.packages(pkg)
+ }
+}
+
+# Load necessary libraries
+library("hierfstat")
+library("adegenet")
+library("dplyr")
+library("vcfR")
+library("ape") # For PCoA
+library("RColorBrewer")
+library("magrittr")
+library("ade4")
+library("ggplot2")
+library("ggpubr")
+
+setwd("workflows/genetic_diversity/hierfstats/scripts/")
+
+# Read the VCF file
+vcf_all_taxa <- read.vcfR("../data/T3604_33929_all.vcf")
+
+# Convert to genind object
+gi_vcf_all_taxa <- vcfR2genind(vcf_all_taxa)
+
+# Add population labels
+df_stru <- read.delim("../data/v3_T3604_33929.recode.stru", header = F, sep = " ")
+df_stru$V2 <- recode(df_stru$V2,
+ "parviglumis" = "Zea mays ssp. parviglumis",
+ "mexicana" = "Zea mays ssp. mexicana",
+ "huehuetenangensis" = "Zea mays ssp. huehuetenangensis",
+ "luxurians" = "Zea luxurians",
+ "diploperennis" = "Zea diploperennis",
+ "perennis" = "Zea perennis",
+ "nicaraguensis" = "Zea nicaraguensis"
+)
+
+taxa <- as.character(df_stru$V2)
+pop(gi_vcf_all_taxa) <- as.factor(taxa)
+
+# Generate allele frequency table
+x <- tab(gi_vcf_all_taxa, NA.method = "mean") # Replace NAs for distance calculation
+
+# Compute genetic distance matrix (Euclidean or alternative metrics can be used)
+dist_matrix <- dist.gene(x)
+
+# Perform PCoA
+pcoa_result <- pcoa(dist_matrix)
+
+# Function to create the scree plot
+create_scree_plot <- function(file_name, device_function, width = 8, height = 6, dpi = NULL) {
+ # Open the graphics device
+ if (identical(device_function, png)) {
+ device_function(file_name, width = width, height = height, res = dpi)
+ } else {
+ device_function(file_name, width = width, height = height)
+ }
+
+ # Adjust figure margins
+ par(mar = c(5, 4, 4, 2) + 0.1)
+
+ # Generate the scree plot
+ scree_plot <- barplot(
+ pcoa_result$values$Relative_eig[1:10] * 100,
+ main = "Screeplot - Eigenvalues",
+ col = heat.colors(10),
+ ylim = c(0, max(pcoa_result$values$Relative_eig * 100) + 5),
+ xlab = "PCoA Axes",
+ ylab = "Percentage of Variance Explained",
+ names.arg = NULL # Temporarily remove default labels
+ )
+
+ # Add custom labels to the x-axis
+ axis(1, at = scree_plot, labels = paste0(1:10), tick = TRUE)
+
+ # Close the graphics device
+ dev.off()
+}
+
+# Save the plot in different formats
+create_scree_plot("../plots/pcoa_screeplot_eigenvalues.png", png, width = 800, height = 600, dpi = 400)
+create_scree_plot("../plots/pcoa_screeplot_eigenvalues.pdf", pdf)
+create_scree_plot("../plots/pcoa_screeplot_eigenvalues.svg", svg)
+
+# Extract coordinates and variance explained
+pcoa_coords <- as.data.frame(pcoa_result$vectors)
+variance_explained <- pcoa_result$values$Relative_eig * 100
+
+# Function to create and save PCoA plots
+create_pcoa_plot <- function(pcoa_coords, variance_explained, x_axis, y_axis, file_prefix, taxa, color_values, shape_values) {
+ # Create labels for axes
+ xlab <- paste0(x_axis, " (", round(variance_explained[as.numeric(gsub("Axis\\.", "", x_axis))], 2), "%)")
+ ylab <- paste0(y_axis, " (", round(variance_explained[as.numeric(gsub("Axis\\.", "", y_axis))], 2), "%)")
+
+ # Add grouping variables to coordinates
+ pcoa_coords$Group <- taxa
+
+ # Create plot
+ pcoa_plot <- ggplot(pcoa_coords, aes_string(x = x_axis, y = y_axis, color = "Group", shape = "Group")) +
+ geom_point(size = 2, alpha = 0.7) +
+ scale_color_manual(values = color_values) +
+ scale_shape_manual(values = shape_values) +
+ labs(x = xlab, y = ylab, title = "Principal Coordinates Analysis (PCoA) of Teosinte Genotypes: 3,613 Individuals") +
+ theme_minimal() +
+ theme(legend.position = "right") +
+ guides(color = guide_legend(override.aes = list(size = 3)))
+
+ # Save plot in multiple formats
+ ggsave(paste0(file_prefix, ".png"), pcoa_plot, width = 12, height = 8, dpi = 400)
+ ggsave(paste0(file_prefix, ".svg"), pcoa_plot, width = 12, height = 8)
+ ggsave(paste0(file_prefix, ".pdf"), pcoa_plot, width = 12, height = 8)
+}
+
+# Define variables
+color_values <- c("#E210A8", "#2E7312", "#79DDFC", "#E11D20", "#4286FC", "#686868", "#AE00F5")
+
+shape_values <- c(16, 17, 18, 19, 15, 8, 7)
+
+# Create plots for PC1 vs PC2 and PC1 vs PC3
+create_pcoa_plot(
+ pcoa_coords = pcoa_coords,
+ variance_explained = variance_explained,
+ x_axis = "Axis.1",
+ y_axis = "Axis.2",
+ file_prefix = "../plots/genotype_pcoa_plot_pc1_pc2",
+ taxa = taxa,
+ color_values = color_values,
+ shape_values = shape_values
+)
+
+create_pcoa_plot(
+ pcoa_coords = pcoa_coords,
+ variance_explained = variance_explained,
+ x_axis = "Axis.1",
+ y_axis = "Axis.3",
+ file_prefix = "../plots/genotype_pcoa_plot_pc1_pc3",
+ taxa = taxa,
+ color_values = color_values,
+ shape_values = shape_values
+)