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View Code? Open in Web Editor NEWxSyn: a software tool for identifying sophisticated three-way interactions from cancer expression data
xSyn: a software tool for identifying sophisticated three-way interactions from cancer expression data
Instructions for running the program: Dependency: c++11 compiler and "gsl" library are required Input data (pheno_exp.txt is an example): Please prepare the expression data with the following format: 1) first column contains probe/transcript/gene IDs 2) first row contains sample IDs 3) second row contains phenotypes (0 or 1) 4) third row and thereafter contain gene expression levels Execution procedure: 1) Detemine the height cutoff for UPGMA: modify the "cut" variable in the "struct.h" file if needed. Default: 0.6. 2) Sort the mutual information of individual genes in ascending (inversely represented by conditional entropy) Commands: g++ -std=c++11 sel_ind.c -o sel_ind ./sel_ind pheno_exp.txt g_entropy_ordered (argument explanation: ./sel_ind expression_file ordered_entropy_file) 3) Run a single thread for the optimization procedure Parameter setting: Modify the "cutoff" variable of conditional entropy of individual genes in the "indv_thread.c" file. Default: 0.97175; Commands: g++ -std=c++11 indv_thread.c -o ind_thread ./ind_thread pheno_exp.txt g_entropy_ordered 0 30 test.syn (argument explanation: ./ind_thread expression_file ordered_entropy_file start_position_in_ordered_entropy end_position_in_ordered_entropy optimal_synergy_file) 4) Optional: multi-threading example (need multi-threading expertise) Commands: g++ -std=c++11 -pthread paral_series.c -o paral_compt ./paral_compt 5) Find three-way interactions from a single output Parameter setting: Modify the "cut_syn" value in "gen_threeway_new.c" for selecting two interacting genes. Default: 0.9. Commands: LD_LIBRARY_PATH=/usr/local/lib export LD_LIBRARY_PATH g++ -std=c++11 gen_threeway_new.c -o threeway -lgsl -lgslcblas ./threeway pheno_exp.txt test.syn test.threeway (argument explanation: ./threeway expression_file optimal_synergy_file threeway_interaction_file) 6) Evaluate the pvalue of pairwise synteny by permutation tests Command: perl pval_perm.pl test.syn 0.9 100 test.perm (argument explanation: perl pval_perm.pl synergy_result synergy_cutoff permutation_number output)
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