annotate ks_distribution.R @ 1:56f42cc1dd58 draft

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author greg
date Wed, 28 Jun 2017 11:20:17 -0400
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1 #!/usr/bin/env Rscript
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2
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3 suppressPackageStartupMessages(library("optparse"))
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4
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5 option_list <- list(
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6 make_option(c("-c", "--components_input"), action="store", dest="components_input", help="Ks significant components input dataset"),
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7 make_option(c("-k", "--kaks_input"), action="store", dest="kaks_input", help="KaKs analysis input dataset"),
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8 make_option(c("-n", "--number_comp"), action="store", dest="number_comp", type="integer", help="Number of significant components in the Ks distribution"),
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9 make_option(c("-o", "--output"), action="store", dest="output", help="Output dataset"),
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10 make_option(c("-s", "--specified_colors"), action="store", dest="specified_colors", default=NULL, help="List of component colors")
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11 )
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12
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13 parser <- OptionParser(usage="%prog [options] file", option_list=option_list)
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14 args <- parse_args(parser, positional_arguments=TRUE)
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15 opt <- args$options
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16
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17 set_component_colors = function(colors, number_comp) {
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18 # Handle colors for components.
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19 if (is.null(colors)) {
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20 # Randomly specify colors for components.
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21 component_colors <- c("red", "yellow", "green", "black", "blue", "darkorange")
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22 } else {
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23 # Handle selected colors for components.
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24 component_colors <- c()
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25 colors <- as.character(colors)
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26 items <- strsplit(colors, ",")
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27 for (item in items) {
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28 component_colors <- c(component_colors, item)
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29 }
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30 num_colors_specified <- length(component_colors)
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31 if (num_colors_specified < number_comp) {
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32 # The number of selected colors is less than the number of
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33 # components, so we'll add random colors that were not
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34 # selected to the set of component colors until we have a
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35 # color for each component.
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36 loop_count <- number_comp - num_colors_specified
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37 for (i in 1:loop_count) {
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38 if (!(is.element("red", component_colors))) {
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39 component_colors <- c(component_colors, "red")
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40 } else if (!(is.element("yellow", component_colors))) {
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41 component_colors <- c(component_colors, "yellow")
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42 } else if (!(is.element("green", component_colors))) {
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43 component_colors <- c(component_colors, "green")
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44 } else if (!(is.element("black", component_colors))) {
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45 component_colors <- c(component_colors, "black")
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46 } else if (!(is.element("blue", component_colors))) {
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47 component_colors <- c(component_colors, "blue")
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48 } else if (!(is.element("darkorange", component_colors))) {
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49 component_colors <- c(component_colors, "darkorange")
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50 }
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51 }
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52 }
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53 }
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54 return(component_colors)
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55 }
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56
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57 get_pi_mu_var = function(components_data, number_comp) {
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58 if (number_comp == 1) {
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59 pi <- c(components_data[1, 9])
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60 mu <- c(components_data[1, 7])
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61 var <- c(components_data[1, 8])
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62 } else if (number_comp == 2) {
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63 pi <- c(components_data[2, 9], components_data[3, 9])
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64 mu <- c(components_data[2, 7], components_data[3, 7])
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65 var <- c(components_data[2, 8], components_data[3, 8])
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66 } else if (number_comp == 3) {
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67 pi <- c(components_data[4, 9], components_data[5, 9], components_data[6, 9])
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68 mu <- c(components_data[4, 7], components_data[5, 7], components_data[6, 7])
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69 var <- c(components_data[4, 8], components_data[5, 8], components_data[6, 8])
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70 } else if (number_comp == 4) {
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71 pi <- c(components_data[7, 9], components_data[8, 9], components_data[9, 9], components_data[10, 9])
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72 mu <- c(components_data[7, 7], components_data[8, 7], components_data[9, 7], components_data[10, 7])
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73 var <- c(components_data[7, 8], components_data[8, 8], components_data[9, 8], components_data[10, 8])
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74 } else if (number_comp == 5) {
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75 pi <- c(components_data[11, 9], components_data[12, 9], components_data[13, 9], components_data[14, 9], components_data[15, 9])
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76 mu <- c(components_data[11, 7], components_data[12, 7], components_data[13, 7], components_data[14, 7], components_data[15, 7])
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77 var <- c(components_data[11, 8], components_data[12, 8], components_data[13, 8], components_data[14, 8], components_data[15, 8])
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78 } else if (number_comp == 6) {
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79 pi <- c(components_data[16, 9], components_data[17, 9], components_data[18, 9], components_data[19, 9], components_data[20, 9], components_data[21, 9])
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80 mu <- c(components_data[16, 7], components_data[17, 7], components_data[18, 7], components_data[19, 7], components_data[20, 7], components_data[21, 7])
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81 var <- c(components_data[16, 8], components_data[17, 8], components_data[18, 8], components_data[19, 8], components_data[20, 8], components_data[21, 8])
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82 }
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83 results <- c(pi, mu, var)
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84 return(results)
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85 }
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86
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87 plot_ks<-function(kaks_input, component_colors, output, pi, mu, var) {
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88 # Start PDF device driver to save charts to output.
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89 pdf(file=output, bg="white")
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90 kaks <- read.table(file=kaks_input, header=T)
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91 max_ks <- max(kaks$Ks, na.rm=TRUE)
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92 # Change bin width
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93 max_bin_range <- as.integer(max_ks / 0.05)
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94 bin <- 0.05 * seq(0, (max_bin_range + 1 ))
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95 kaks <- kaks[kaks$Ks<max_ks,]
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96 h.kst <- hist(kaks$Ks, breaks=bin, plot=F)
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97 nc <- h.kst$counts
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98 vx <- h.kst$mids
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99 ntot <- sum(nc)
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100 # Set margin for plot bottom, left top, right.
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101 par(mai=c(0.5, 0.5, 0, 0))
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102 # Plot dimension in inches.
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103 par(pin=c(3.0, 3.0))
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104 g <- calculate_fitted_density(pi, mu, var, max_ks)
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105 h <- ntot * 1.5 / sum(g)
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106 vx <- seq(1, 100) * (max_ks / 100)
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107 ymax <- max(nc)
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108 barplot(nc, space=0.25, offset=0, width=0.04, xlim=c(0, max_ks), ylim=c(0, ymax), col="lightpink1", border="lightpink3")
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109 # Add x-axis.
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110 axis(1)
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111 for (i in 1:length(mu)) {
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112 lines(vx, g[,i] * h, lwd=2, col=component_colors[i])
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113 }
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114 }
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115
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116 calculate_fitted_density <- function(pi, mu, var, max_ks) {
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117 comp <- length(pi)
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118 var <- var/mu^2
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119 mu <- log(mu)
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120 # Calculate lognormal density.
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121 vx <- seq(1, 100) * (max_ks / 100)
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122 fx <- matrix(0, 100, comp)
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123 for (i in 1:100) {
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124 for (j in 1:comp) {
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125 fx[i, j] <- pi[j] * dlnorm(vx[i], meanlog=mu[j], sdlog=(sqrt(var[j])))
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126 if (is.nan(fx[i,j])) {
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127 fx[i,j]<-0
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128 }
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129 }
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130 }
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131 return(fx)
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132 }
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133
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134 # Read in the components data.
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135 components_data <- read.delim(opt$components_input, header=TRUE)
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136 number_comp <- as.integer(opt$number_comp)
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137 if (number_comp == 0) {
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138 # Default to 1 component to allow functional testing.
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139 number_comp <- 1
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140 }
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141
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142 # Set component colors.
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143 component_colors <- set_component_colors(opt$specified_colors, number_comp)
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144
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145 # Set pi, mu, var.
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146 items <- get_pi_mu_var(components_data, number_comp)
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147 if (number_comp == 1) {
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148 pi <- items[1]
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149 mu <- items[2]
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150 var <- items[3]
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151 } else if (number_comp == 2) {
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152 pi <- items[1:2]
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153 mu <- items[3:4]
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154 var <- items[5:6]
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155 } else if (number_comp == 3) {
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156 pi <- items[1:3]
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157 mu <- items[4:6]
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158 var <- items[7:9]
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159 } else if (number_comp == 4) {
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160 pi <- items[1:4]
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161 mu <- items[5:8]
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162 var <- items[9:12]
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163 } else if (number_comp == 5) {
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164 pi <- items[1:5]
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165 mu <- items[6:10]
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166 var <- items[11:15]
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167 } else if (number_comp == 6) {
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168 pi <- items[1:6]
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169 mu <- items[7:12]
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170 var <- items[13:18]
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171 }
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172
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173 # Plot the output.
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174 plot_ks(opt$kaks_input, component_colors, opt$output, pi, mu, var)