From 4c2192aaaecf03d408d866e821923427c40a03ef Mon Sep 17 00:00:00 2001
From: Joseph <j.atemia@fz-juelich.de>
Date: Fri, 3 Jan 2025 23:07:19 +0100
Subject: [PATCH] add: teosinte genotype pcoa analyses

---
 .../plots/genotype_pcoa_plot_pc1_pc2.pdf      |  Bin 0 -> 139413 bytes
 .../plots/genotype_pcoa_plot_pc1_pc2.png      |  Bin 0 -> 880311 bytes
 .../plots/genotype_pcoa_plot_pc1_pc2.svg      | 3908 ++++++++++++++++
 .../plots/genotype_pcoa_plot_pc1_pc3.pdf      |  Bin 0 -> 138817 bytes
 .../plots/genotype_pcoa_plot_pc1_pc3.png      |  Bin 0 -> 991451 bytes
 .../plots/genotype_pcoa_plot_pc1_pc3.svg      | 3912 +++++++++++++++++
 .../plots/pcoa_screeplot_eigenvalues.pdf      |  Bin 0 -> 4790 bytes
 .../plots/pcoa_screeplot_eigenvalues.png      |  Bin 0 -> 10807 bytes
 .../hierfstats/scripts/genotype_pcoa.R        |  149 +
 9 files changed, 7969 insertions(+)
 create mode 100644 workflows/genetic_diversity/hierfstats/plots/genotype_pcoa_plot_pc1_pc2.pdf
 create mode 100644 workflows/genetic_diversity/hierfstats/plots/genotype_pcoa_plot_pc1_pc2.png
 create mode 100644 workflows/genetic_diversity/hierfstats/plots/genotype_pcoa_plot_pc1_pc2.svg
 create mode 100644 workflows/genetic_diversity/hierfstats/plots/genotype_pcoa_plot_pc1_pc3.pdf
 create mode 100644 workflows/genetic_diversity/hierfstats/plots/genotype_pcoa_plot_pc1_pc3.png
 create mode 100644 workflows/genetic_diversity/hierfstats/plots/genotype_pcoa_plot_pc1_pc3.svg
 create mode 100644 workflows/genetic_diversity/hierfstats/plots/pcoa_screeplot_eigenvalues.pdf
 create mode 100644 workflows/genetic_diversity/hierfstats/plots/pcoa_screeplot_eigenvalues.png
 create mode 100644 workflows/genetic_diversity/hierfstats/scripts/genotype_pcoa.R

diff --git a/workflows/genetic_diversity/hierfstats/plots/genotype_pcoa_plot_pc1_pc2.pdf b/workflows/genetic_diversity/hierfstats/plots/genotype_pcoa_plot_pc1_pc2.pdf
new file mode 100644
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diff --git a/workflows/genetic_diversity/hierfstats/plots/genotype_pcoa_plot_pc1_pc2.png b/workflows/genetic_diversity/hierfstats/plots/genotype_pcoa_plot_pc1_pc2.png
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diff --git a/workflows/genetic_diversity/hierfstats/plots/genotype_pcoa_plot_pc1_pc3.pdf b/workflows/genetic_diversity/hierfstats/plots/genotype_pcoa_plot_pc1_pc3.pdf
new file mode 100644
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diff --git a/workflows/genetic_diversity/hierfstats/plots/genotype_pcoa_plot_pc1_pc3.png b/workflows/genetic_diversity/hierfstats/plots/genotype_pcoa_plot_pc1_pc3.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 0000000000..2995ce9a82
--- /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
+)
-- 
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