annotate ks_distribution.R @ 13:1f6943662833 draft

Uploaded
author greg
date Fri, 23 Jun 2017 14:26:53 -0400
parents 214e2710c51e
children b77b3f8781cd
Ignore whitespace changes - Everywhere: Within whitespace: At end of lines:
rev   line source
0
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
1 #!/usr/bin/env Rscript
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
2
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
3 suppressPackageStartupMessages(library("optparse"))
13
1f6943662833 Uploaded
greg
parents: 9
diff changeset
4 suppressPackageStartupMessages(library("rjson"))
0
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
5
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
6 option_list <- list(
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
7 make_option(c("-c", "--components_input"), action="store", dest="components_input", help="Ks significant components input dataset"),
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
8 make_option(c("-k", "--kaks_input"), action="store", dest="kaks_input", help="KaKs analysis input dataset"),
9
214e2710c51e Uploaded
greg
parents: 7
diff changeset
9 make_option(c("-n", "--num_comp"), action="store", dest="num_comp", type="integer", help="Number of significant components in the Ks distribution"),
214e2710c51e Uploaded
greg
parents: 7
diff changeset
10 make_option(c("-o", "--output"), action="store", dest="output", help="Output dataset"),
214e2710c51e Uploaded
greg
parents: 7
diff changeset
11 make_option(c("-r", "--colors"), action="store", default=NA, help="List of component colors"),
0
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
12 )
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
13
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
14 parser <- OptionParser(usage="%prog [options] file", option_list=option_list)
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
15 args <- parse_args(parser, positional_arguments=TRUE)
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
16 opt <- args$options
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
17
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
18 get_pi_mu_var = function(components_data, num_components)
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
19 {
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
20 # FixMe: enhance this to generically handle any integer value for num_components.
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
21 if (num_components == 1)
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
22 {
4
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
23 pi <- c(components_data[1, 9])
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
24 mu <- c(components_data[1, 7])
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
25 var <- c(components_data[1, 8])
0
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
26 }
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
27 else if (num_components == 2)
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
28 {
4
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
29 pi <- c(components_data[2, 9], components_data[3, 9])
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
30 mu <- c(components_data[2, 7], components_data[3, 7])
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
31 var <- c(components_data[2, 8], components_data[3, 8])
0
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
32 }
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
33 else if (num_components == 3)
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
34 {
4
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
35 pi <- c(components_data[4, 9], components_data[5, 9], components_data[6, 9])
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
36 mu <- c(components_data[4, 7], components_data[5, 7], components_data[6, 7])
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
37 var <- c(components_data[4, 8], components_data[5, 8], components_data[6, 8])
0
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
38 }
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
39 else if (num_components == 4)
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
40 {
4
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
41 pi <- c(components_data[7, 9], components_data[8, 9], components_data[9, 9], components_data[10, 9])
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
42 mu <- c(components_data[7, 7], components_data[8, 7], components_data[9, 7], components_data[10, 7])
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
43 var <- c(components_data[7, 8], components_data[8, 8], components_data[9, 8], components_data[10, 8])
0
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
44 }
4
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
45 else if (num_components == 5)
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
46 {
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
47 pi <- c(components_data[11, 9], components_data[12, 9], components_data[13, 9], components_data[14, 9], components_data[15, 9])
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
48 mu <- c(components_data[11, 7], components_data[12, 7], components_data[13, 7], components_data[14, 7], components_data[15, 7])
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
49 var <- c(components_data[11, 8], components_data[12, 8], components_data[13, 8], components_data[14, 8], components_data[15, 8])
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
50 }
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
51 else if (num_components == 6)
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
52 {
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
53 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])
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
54 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])
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
55 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])
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
56 }
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
57 results = c(pi, mu, var)
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
58 return(results)
0
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
59 }
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
60
9
214e2710c51e Uploaded
greg
parents: 7
diff changeset
61 plot_ks<-function(kaks_input, num_components, colors, output, pi, mu, var)
0
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
62 {
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
63 # Start PDF device driver to save charts to output.
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
64 pdf(file=output, bg="white")
4
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
65 kaks <- read.table(file=kaks_input, header=T)
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
66 max_ks <- max(kaks$Ks, na.rm=TRUE)
0
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
67 # Change bin width
4
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
68 max_bin_range <- as.integer(max_ks / 0.05)
7
22cae2172406 Uploaded
greg
parents: 4
diff changeset
69 bin <- 0.05 * seq(0, (max_bin_range + 1 ))
22cae2172406 Uploaded
greg
parents: 4
diff changeset
70 kaks <- kaks[kaks$Ks<max_ks,]
4
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
71 h.kst <- hist(kaks$Ks, breaks=bin, plot=F)
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
72 nc <- h.kst$counts
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
73 vx <- h.kst$mids
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
74 ntot <- sum(nc)
0
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
75 # Set margin for plot bottom, left top, right.
4
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
76 par(mai=c(0.5, 0.5, 0, 0))
0
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
77 # Plot dimension in inches.
7
22cae2172406 Uploaded
greg
parents: 4
diff changeset
78 par(pin=c(3.0, 3.0))
22cae2172406 Uploaded
greg
parents: 4
diff changeset
79 g <- calculate_fitted_density(pi, mu, var, max_ks)
22cae2172406 Uploaded
greg
parents: 4
diff changeset
80 h <- ntot * 1.5 / sum(g)
22cae2172406 Uploaded
greg
parents: 4
diff changeset
81 vx <- seq(1, 100) * (max_ks / 100)
22cae2172406 Uploaded
greg
parents: 4
diff changeset
82 ymax <- max(nc)
4
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
83 barplot(nc, space=0.25, offset=0, width=0.04, xlim=c(0, max_ks), ylim=c(0, ymax), col="lightpink1", border="lightpink3")
0
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
84 # Add x-axis.
4
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
85 axis(1)
9
214e2710c51e Uploaded
greg
parents: 7
diff changeset
86 if(is.na(colors)
214e2710c51e Uploaded
greg
parents: 7
diff changeset
87 {
214e2710c51e Uploaded
greg
parents: 7
diff changeset
88 color <- c('red', 'yellow', 'green', 'black', 'blue', 'darkorange')
214e2710c51e Uploaded
greg
parents: 7
diff changeset
89 }
214e2710c51e Uploaded
greg
parents: 7
diff changeset
90 else
214e2710c51e Uploaded
greg
parents: 7
diff changeset
91 {
214e2710c51e Uploaded
greg
parents: 7
diff changeset
92 # Handle specified colors for components.
214e2710c51e Uploaded
greg
parents: 7
diff changeset
93 cStr <- unlist(colors)
214e2710c51e Uploaded
greg
parents: 7
diff changeset
94 color <- c()
214e2710c51e Uploaded
greg
parents: 7
diff changeset
95 items <- strsplit(cStr, ",")
214e2710c51e Uploaded
greg
parents: 7
diff changeset
96 for (item in items) {
214e2710c51e Uploaded
greg
parents: 7
diff changeset
97 color <- c(color, item)
214e2710c51e Uploaded
greg
parents: 7
diff changeset
98 }
214e2710c51e Uploaded
greg
parents: 7
diff changeset
99 num_colors_specified = length(color)
214e2710c51e Uploaded
greg
parents: 7
diff changeset
100 if num_colors_specified < num_components:
214e2710c51e Uploaded
greg
parents: 7
diff changeset
101 {
214e2710c51e Uploaded
greg
parents: 7
diff changeset
102 for (i in num_colors_specified:num_components)
214e2710c51e Uploaded
greg
parents: 7
diff changeset
103 {
214e2710c51e Uploaded
greg
parents: 7
diff changeset
104 if !(any(color=='red')
214e2710c51e Uploaded
greg
parents: 7
diff changeset
105 {
214e2710c51e Uploaded
greg
parents: 7
diff changeset
106 color <- c(color, 'red')
214e2710c51e Uploaded
greg
parents: 7
diff changeset
107 }
214e2710c51e Uploaded
greg
parents: 7
diff changeset
108 else if !(any(color=='yellow')
214e2710c51e Uploaded
greg
parents: 7
diff changeset
109 {
214e2710c51e Uploaded
greg
parents: 7
diff changeset
110 color <- c(color, 'yellow')
214e2710c51e Uploaded
greg
parents: 7
diff changeset
111 }
214e2710c51e Uploaded
greg
parents: 7
diff changeset
112 else if !(any(color=='green')
214e2710c51e Uploaded
greg
parents: 7
diff changeset
113 {
214e2710c51e Uploaded
greg
parents: 7
diff changeset
114 color <- c(color, 'green')
214e2710c51e Uploaded
greg
parents: 7
diff changeset
115 }
214e2710c51e Uploaded
greg
parents: 7
diff changeset
116 else if !(any(color=='black')
214e2710c51e Uploaded
greg
parents: 7
diff changeset
117 {
214e2710c51e Uploaded
greg
parents: 7
diff changeset
118 color <- c(color, 'black')
214e2710c51e Uploaded
greg
parents: 7
diff changeset
119 }
214e2710c51e Uploaded
greg
parents: 7
diff changeset
120 else if !(any(color=='blue')
214e2710c51e Uploaded
greg
parents: 7
diff changeset
121 {
214e2710c51e Uploaded
greg
parents: 7
diff changeset
122 color <- c(color, 'blue')
214e2710c51e Uploaded
greg
parents: 7
diff changeset
123 }
214e2710c51e Uploaded
greg
parents: 7
diff changeset
124 else
214e2710c51e Uploaded
greg
parents: 7
diff changeset
125 {
214e2710c51e Uploaded
greg
parents: 7
diff changeset
126 color <- c(color, 'darkorange')
214e2710c51e Uploaded
greg
parents: 7
diff changeset
127 }
214e2710c51e Uploaded
greg
parents: 7
diff changeset
128 }
214e2710c51e Uploaded
greg
parents: 7
diff changeset
129 }
214e2710c51e Uploaded
greg
parents: 7
diff changeset
130 }
0
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
131 for (i in 1:length(mu))
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
132 {
4
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
133 lines(vx, g[,i] * h, lwd=2, col=color[i])
0
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
134 }
4
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
135 }
0
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
136
7
22cae2172406 Uploaded
greg
parents: 4
diff changeset
137 calculate_fitted_density <- function(pi, mu, var, max_ks)
0
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
138 {
4
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
139 comp <- length(pi)
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
140 var <- var/mu^2
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
141 mu <- log(mu)
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
142 # Calculate lognormal density.
7
22cae2172406 Uploaded
greg
parents: 4
diff changeset
143 vx <- seq(1, 100) * (max_ks / 100)
4
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
144 fx <- matrix(0, 100, comp)
0
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
145 for (i in 1:100)
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
146 {
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
147 for (j in 1:comp)
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
148 {
4
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
149 fx[i, j] <- pi[j] * dlnorm(vx[i], meanlog=mu[j], sdlog=(sqrt(var[j])))
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
150 if (is.nan(fx[i,j])) fx[i,j]<-0
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
151 }
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
152 }
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
153 return(fx)
0
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
154 }
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
155
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
156 # Read in the components data.
4
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
157 components_data <- read.delim(opt$components_input, header=TRUE)
9
214e2710c51e Uploaded
greg
parents: 7
diff changeset
158 num_components <- opt$num_comp
0
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
159
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
160 # Set pi, mu, var.
4
a91bd45aa8b1 Uploaded
greg
parents: 0
diff changeset
161 items <- get_pi_mu_var(components_data, num_components)
7
22cae2172406 Uploaded
greg
parents: 4
diff changeset
162 if (num_components == 1)
22cae2172406 Uploaded
greg
parents: 4
diff changeset
163 {
22cae2172406 Uploaded
greg
parents: 4
diff changeset
164 pi <- items[1]
22cae2172406 Uploaded
greg
parents: 4
diff changeset
165 mu <- items[2]
22cae2172406 Uploaded
greg
parents: 4
diff changeset
166 var <- items[3]
22cae2172406 Uploaded
greg
parents: 4
diff changeset
167 }
22cae2172406 Uploaded
greg
parents: 4
diff changeset
168 if (num_components == 2)
22cae2172406 Uploaded
greg
parents: 4
diff changeset
169 {
22cae2172406 Uploaded
greg
parents: 4
diff changeset
170 pi <- items[1:2]
22cae2172406 Uploaded
greg
parents: 4
diff changeset
171 mu <- items[3:4]
22cae2172406 Uploaded
greg
parents: 4
diff changeset
172 var <- items[5:6]
22cae2172406 Uploaded
greg
parents: 4
diff changeset
173 }
22cae2172406 Uploaded
greg
parents: 4
diff changeset
174 if (num_components == 3)
22cae2172406 Uploaded
greg
parents: 4
diff changeset
175 {
22cae2172406 Uploaded
greg
parents: 4
diff changeset
176 pi <- items[1:3]
22cae2172406 Uploaded
greg
parents: 4
diff changeset
177 mu <- items[4:6]
22cae2172406 Uploaded
greg
parents: 4
diff changeset
178 var <- items[7:9]
22cae2172406 Uploaded
greg
parents: 4
diff changeset
179 }
22cae2172406 Uploaded
greg
parents: 4
diff changeset
180 if (num_components == 4)
22cae2172406 Uploaded
greg
parents: 4
diff changeset
181 {
22cae2172406 Uploaded
greg
parents: 4
diff changeset
182 pi <- items[1:4]
22cae2172406 Uploaded
greg
parents: 4
diff changeset
183 mu <- items[5:8]
22cae2172406 Uploaded
greg
parents: 4
diff changeset
184 var <- items[9:12]
22cae2172406 Uploaded
greg
parents: 4
diff changeset
185 }
22cae2172406 Uploaded
greg
parents: 4
diff changeset
186 if (num_components == 5)
22cae2172406 Uploaded
greg
parents: 4
diff changeset
187 {
22cae2172406 Uploaded
greg
parents: 4
diff changeset
188 pi <- items[1:5]
22cae2172406 Uploaded
greg
parents: 4
diff changeset
189 mu <- items[6:10]
22cae2172406 Uploaded
greg
parents: 4
diff changeset
190 var <- items[11:15]
22cae2172406 Uploaded
greg
parents: 4
diff changeset
191 }
22cae2172406 Uploaded
greg
parents: 4
diff changeset
192 if (num_components == 6)
22cae2172406 Uploaded
greg
parents: 4
diff changeset
193 {
22cae2172406 Uploaded
greg
parents: 4
diff changeset
194 pi <- items[1:6]
22cae2172406 Uploaded
greg
parents: 4
diff changeset
195 mu <- items[7:12]
22cae2172406 Uploaded
greg
parents: 4
diff changeset
196 var <- items[13:18]
22cae2172406 Uploaded
greg
parents: 4
diff changeset
197 }
0
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
198
5ace8af6edb6 Uploaded
greg
parents:
diff changeset
199 # Plot the output.
9
214e2710c51e Uploaded
greg
parents: 7
diff changeset
200 plot_ks(opt$kaks_input, num_components, opt$colors, opt$output, pi, mu, var)