Mercurial > repos > eschen42 > w4mcorcov

annotate w4mcorcov_salience.R @ 14:90708fdbc22d draft default tip

Find changesets by keywords (author, files, the commit message), revision number or hash, or revset expression.
"planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit 5fd9687d543a48a715b1180caf93abebebd58b0e"
author eschen42
date Wed, 18 Nov 2020 18:53:37 +0000
parents 2ae2d26e3270
children
Ignore whitespace changes - Everywhere: Within whitespace: At end of lines:
rev   line source
0
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
1 w4msalience <- function(
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
2 data_matrix # a matrix of intensities; features as rows, and samples as columns
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
3 , sample_class # a vector of sample class-levels; length(sample_class) == ncol(data_matrix)
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
4 , failure_action = stop
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
5 ) {
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
6 library(stats)
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
7 # begin sanity checks
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
8 if ( !is.vector(sample_class) || !( is.character(sample_class) || is.factor(sample_class) ) ) {
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
9 failure_action("w4msalience: Expected sample_class to be a vector of characters of factor-levels")
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
10 return (NULL)
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
11 }
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
12 if ( !is.matrix(data_matrix) && !is.data.frame(data_matrix) ) {
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
13 failure_action("w4msalience: Expected data_matrix to be a matrix (or data.frame) of numeric")
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
14 return (NULL)
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
15 }
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
16 # transpose data_matrix so that columns are the features
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
17 t_data_matrix <- t(data_matrix)
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
18 if ( !is.matrix(t_data_matrix) || !is.numeric(t_data_matrix) ) {
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
19 failure_action("w4msalience: Expected data_matrix to be a matrix (or data.frame) of numeric")
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
20 return (NULL)
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
21 }
13
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
22
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
23 feature_names <- colnames(t_data_matrix)
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
24
0
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
25 n_features <- ncol(t_data_matrix)
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
26 n_samples <- nrow(t_data_matrix)
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
27 if ( length(sample_class) != n_samples ) {
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
28 strF(data_matrix)
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
29 strF(sample_class)
13
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
30 failure_action(
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
31 sprintf(
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
32 "w4msalience: The data_matrix has %d samples but sample_class has %d"
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
33 , n_samples
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
34 , length(sample_class)
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
35 )
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
36 )
0
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
37 return (NULL)
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
38 }
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
39 # end sanity checks
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
40
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
41 # "For each feature, 'select sample_class, median(intensity) from feature group by sample_class'."
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
42 # The first column(s) of the result of aggregate has the classifier value(s) specified in the 'by' list.
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
43 medianOfFeatureBySampleClassLevel <- aggregate(
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
44 x = as.data.frame(t_data_matrix)
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
45 , by = list(sample_class)
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
46 , FUN = "median"
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
47 )
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
48
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
49 # "For each feature, 'select sample_class, rcv(intensity) from feature group by sample_class'."
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
50 # cv is less robust; deviation from normality degrades performance
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
51 # cv(x) == sd(x) / mean(x)
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
52 # rcv is a "robust" coefficient of variation, expressed as a proportion
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
53 # rcv(x) == mad(x) / median(x)
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
54 madOfFeatureBySampleClassLevel <- aggregate(
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
55 x = as.data.frame(t_data_matrix)
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
56 , by = list(sample_class)
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
57 , FUN = "mad"
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
58 )
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
59
13
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
60 # Note that `apply(X=array(1:10), MARGIN = 1, FUN = function(x) return(c(x,x^2)))`
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
61 # produces a matrix with two rows and ten columns
0
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
62
13
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
63 my_list <- apply(
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
64 X = array(1:n_features)
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
65 , MARGIN = 1
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
66 , FUN = function(x) {
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
67 my_df <- data.frame(
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
68 median = medianOfFeatureBySampleClassLevel[ , 1 + x]
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
69 , mad = madOfFeatureBySampleClassLevel[ , 1 + x]
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
70 )
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
71 my_df$salient_level <- medianOfFeatureBySampleClassLevel[ , 1]
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
72 my_df <- my_df[ order(my_df$median, decreasing = TRUE), ]
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
73 my_dist_df <- my_df[ 1:2, ]
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
74 # "robust coefficient of variation", i.e.,
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
75 # mad(feature-intensity for class-level max_level) / median(feature-intensity for class-level max_level)
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
76 rcv_result <- my_dist_df$mad[1] / my_dist_df$median[1]
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
77 dist_result <-
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
78 ( my_dist_df$median[1] - my_dist_df$median[2] ) /
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
79 sqrt( my_dist_df$mad[1] * my_dist_df$mad[2] )
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
80 if (is.infinite(dist_result) || is.nan(dist_result))
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
81 dist_result <- 0
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
82 mean_median <- mean(my_df$median)
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
83 salience_result <- if (mean_median > 0) my_df$median[1] / mean_median else 0
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
84 return (
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
85 data.frame(
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
86 dist_result = dist_result
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
87 , max_median = my_df$median[1]
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
88 , mean_median = mean_median
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
89 , salience_result = salience_result
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
90 , salient_level = my_df$salient_level[1]
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
91 , rcv_result = rcv_result
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
92 )
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
93 )
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
94 }
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
95 )
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
96 results_matrix <- sapply(X = 1:n_features, FUN = function(i) my_list[[i]])
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
97 results_df <- as.data.frame(t(results_matrix))
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
98
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
99 relative_salient_distance <- unlist(results_df$dist_result)
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
100 salience <- unlist(results_df$salience_result)
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
101 salient_level <- unlist(results_df$salient_level)
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
102 max_median <- unlist(results_df$max_median)
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
103 mean_median <- unlist(results_df$mean_median)
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
104 rcv_result <- unlist(results_df$rcv_result)
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
105
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
106 salience_df <-
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
107 data.frame(
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
108 # the feature name
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
109 feature = feature_names
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
110 # the name (or factor-level) of the class-level with the highest median intensity for the feature
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
111 , max_level = salient_level
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
112 # the median intensity for the feature and the level max_level
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
113 , max_median = max_median
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
114 # the distance between the maximum intensities for the feature at the two highest levels
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
115 , relative_salient_distance = relative_salient_distance
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
116 # the coefficient of variation (expressed as a proportion) for the intensity for the feature and the level max_level
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
117 , salience_rcv = rcv_result
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
118 # the mean of the medians of intensity for all class-levels for the feature
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
119 , mean_median = mean_median
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
120 # raw salience is the ratio of the most-prominent level to the mean of all levels for the feature
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
121 , salience = salience
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
122 # don't coerce strings to factors (this is a parameter for the data.frame constructor, not a column of the data.frame)
2ae2d26e3270 planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit e89c652c0849eb1d5a1e6c9100c72c64a8d388b4
eschen42
parents: 9
diff changeset
123 , stringsAsFactors = FALSE
0
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
124 )
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
125
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
126 return (salience_df)
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
127 }
23f9fad4edfc planemo upload for repository https://github.com/HegemanLab/w4mcorcov_galaxy_wrapper/tree/master commit bd26542b811de06c1a877337a2840a9f899c2b94
eschen42
parents:
diff changeset
128