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') #training_dataset = Dataset.find('5bd8bbadca62695f69e7a33b') #puts training_dataset.to_csv 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 #model_validation = Model::Validation.find '5bd8df47ca6269604590ab38' #p "predict" #pa = Dataset.from_sdf_file "#{DATA_DIR}/PA.sdf" #prediction_dataset = model_validation.predict pa #p prediction_dataset.id prediction_dataset = Dataset.find('5bd98b88ca6269609aab79f4') puts prediction_dataset.to_csv end def test_tox21 training_dataset = Dataset.from_pubchem_aid 743122 p training_dataset.id #'5bd9a1dbca626969d97fb421' File.open("AID743122.csv","w+"){|f| f.puts training_dataset.to_csv} model = Model::Lazar.create training_dataset: training_dataset p model.id #p Model::Lazar.find('5bd9a70bca626969d97fc9df') model_validation = Model::Validation.from_dataset training_dataset: training_dataset, prediction_feature: training_dataset.bioactivity_features.first, species: "Human HG2L7.5c1 cell line", endpoint: "aryl hydrocarbon receptor (AhR) signaling pathway activation" p model_validation.id 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