1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
|
require_relative "setup.rb"
class UseCasesTest < MiniTest::Test
def test_PA
kazius = Dataset.from_sdf_file "#{DATA_DIR}/cas_4337.sdf"
hansen = Dataset.from_csv_file "#{DATA_DIR}/hansen.csv"
efsa = Dataset.from_csv_file "#{DATA_DIR}/efsa.csv"
datasets = [kazius,hansen,efsa]
map = {"1" => "mutagen", "0" => "nonmutagen"}
p "merging"
training_dataset = Dataset.merge datasets: datasets, features: datasets.collect{|d| d.bioactivity_features.first}, value_maps: [nil,map,map], keep_original_features: false, remove_duplicates: true
assert_equal 8281, training_dataset.compounds.size
p training_dataset.features.size
p training_dataset.id
training_dataset = Dataset.find('5bd8ac8fca62695d767fca6b')
p "create model_validation"
model_validation = Model::Validation.from_dataset training_dataset: training_dataset, prediction_feature: training_dataset.merged_features.first, species: "Salmonella typhimurium", endpoint: "Mutagenicity"
p model_validation.id
p "predict"
pa = Dataset.from_sdf_file "#{DATA_DIR}/PA.sdf"
prediction_dataset = model_dataset.predict pa
p prediction_dataset.id
puts prediction_dataset.to_csv
end
def test_public_models
skip
=begin
#classification
aids = [
1205, #Rodents (multiple species/sites)
1208, # rat carc
1199 # mouse
# Mutagenicity
1195 #MRDD
1188 #FHM
1208, # rat carc td50
1199 # mouse td50
# daphnia
# Blood Brain Barrier Penetration
# Lowest observed adverse effect level (LOAEL)
# 1204 estrogen receptor
# 1259408, # GENE-TOX
# 1159563 HepG2 cytotoxicity assay
# 588209 hepatotoxicity
# 1259333 cytotoxicity
# 1159569 HepG2 cytotoxicity counterscreen Measured in Cell-Based System Using Plate Reader - 2153-03_Inhibitor_Dose_DryPowder_Activity
# 2122 HTS Counterscreen for Detection of Compound Cytotoxicity in MIN6 Cells
# 116724 Acute toxicity determined after intravenal administration in mice
# 1148549 Toxicity in po dosed mouse assessed as mortality after 7 days
=end
end
end
|