annotate kaks_analysis_barplot.R @ 0:844acb833219 draft

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author greg
date Wed, 08 Mar 2017 08:55:19 -0500
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children b4f599423810
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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"), action="store", dest="components", help="Ks significant components input dataset"),
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7 make_option(c("-o", "--output"), action="store", dest="output", default=NULL, help="Output dataset"),
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8 )
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9
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10 parser <- OptionParser(usage="%prog [options] file", option_list=option_list)
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11 args <- parse_args(parser, positional_arguments=TRUE)
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12 opt <- args$options
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13
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14
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15 get_num_components=function(components_dataset)
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16 {
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17 # Read in the components data.
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18 components_data <- read.delim(components_dataset, header=TRUE);
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19 # Get the max of the number_comp column.
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20 num_components <- max(components_data[3, ], na.rm=TRUE);
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21 return = c(components_data, num_components)
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22 return
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23 }
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24
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25 get_pi_mu_var = function(components_data, num_components) {
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26 # FixMe: enhance this to generically handle any integer value for num_components.
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27 if (num_components == 1) {
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28 pi <- c(components_data[1, 9]);
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29 mu <- c(components_data[1, 7]);
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30 var <- c(components_data[1, 8]);
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31 } else if (num_components == 2) {
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32 pi <- c(components_data[2, 9], components_data[3, 9]);
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33 mu <- c(components_data[2, 7], components_data[3, 7]);
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34 var <- c(components_data[2, 8], components_data[3, 8]);
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35 } else if (num_components == 3) {
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36 pi <- c(components_data[4, 9], components_data[5, 9], components_data[6, 9]);
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37 mu <- c(components_data[4, 7], components_data[5, 7], components_data[6, 7]);
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38 var <- c(components_data[4, 8], components_data[5, 8], components_data[6, 8]);
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39 } else if (num_components == 4) {
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40 pi <- c(components_data[7, 9], components_data[8, 9], components_data[9, 9], components_data[10, 9]);
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41 mu <- c(components_data[7, 7], components_data[8, 7], components_data[9, 7], components_data[10, 7]);
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42 var <- c(components_data[7, 8], components_data[8, 8], components_data[9, 8], components_data[10, 8]);
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43 return = c(pi, mu, var)
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44 return
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45 }
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46
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47 plot_ks<-function(ksfile, pi, mu, var) {
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48 #change bin width
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49 bin <- 0.05 * seq(0, 40);
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50 kaks <- read.table(file=ksfile, header=T);
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51 kaks <- kaks[kaks$Ks<2,];
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52 h.kst <- hist(kaks$Ks, breaks=bin, plot=F);
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53 nc <- h.kst$counts;
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54 vx <- h.kst$mids;
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55 ntot <- sum(nc);
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56 # Set margin for plot bottom, left top, right.
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57 par(mai=c(0.5, 0.5, 0, 0));
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58 # Plot dimension in inches.
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59 par(pin=c(2.5, 2.5));
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60 g <- calculate_fitted_density(pi, mu, var);
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61 h <- ntot * 2.5 / sum(g);
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62 vx <- seq(1, 100) * 0.02;
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63 ymax <- max(nc) + 5;
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64 barplot(nc, space=0.25, offset=0, width=0.04, xlim=c(0,2), ylim=c(0, ymax));
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65 # Add x-axis.
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66 axis(1);
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67 color <- c('green', 'blue', 'black', 'red');
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68 for (i in 1:length(mu)) {
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69 lines(vx, g[,i] * h, lwd=2, col=color[i]);
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70 }
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71 };
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72
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73 calculate_fitted_density <- function(pi, mu, var) {
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74 comp <- length(pi);
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75 var <- var/mu^2;
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76 mu <- log(mu);;
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77 #calculate lognormal density
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78 vx <- seq(1, 100) * 0.02;
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79 fx <- matrix(0, 100, comp);
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80 for (i in 1:100) {
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81 for (j in 1:comp) {
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82 fx[i, j] <- pi[j] * dlnorm(vx[i], meanlog=mu[j], sdlog=(sqrt(var[j])));
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83 };
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84 };
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85 fx;
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86 }
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87
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88 # Read in the components data and get the number of components.
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89 items <- get_num_components(opt$components)
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90 components_data <- items[1]
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91 num_components <- items[2]
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92
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93 # Set output file name.
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94 if (is.null(opt$output)) {
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95 # Name the output file based on the name of the
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96 # input file, properly handling full path if passed.
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97 input_filename = basename(opt$components)
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98 items = strsplit(input_filename, ".")
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99 output_filename <- paste(items[1], ".components.", num_components, ".pdf")
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100 } else {
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101 output_filename <- opt$output
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102 }
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103
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104 # Set pi, mu, var.
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105 items <- get_pi_mu_var(components_data, num_components)
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106 pi <- items[1]
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107 mu <- items[2]
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108 var <- items[3]
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109
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110 # Plot the output.
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111 plot_ks(output_filename, pi, mu, var)