Description Usage Arguments Value Author(s) References See Also Examples
runGIGSEA use MetaXcan to impute the trait-associated differential gene expression from GWAS summary and eQTL database first, and next, performs gene set enrichment analysis for the trait-associated SNPs.
1 2 3 4 5 6 7 8  | runGIGSEA(MetaXcan, model_db_path, covariance, gwas_folder,
  gwas_file_pattern, snp_column = "SNP",
  non_effect_allele_column = "A2", effect_allele_column = "A1",
  or_column = "OR", beta_column = "BETA",
  beta_sign_column = "direction", zscore_column = "Z",
  pvalue_column = "P", gene_set = c("MSigDB.KEGG.Pathway", "MSigDB.TF",
  "MSigDB.miRNA", "TargetScan.miRNA"), permutation_num = 1000,
  output_dir = "./GIGSEA", MGSEA_thres = NULL, verbose = TRUE)
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MetaXcan | 
 a character value indicating the path to the MetaXcan.py file.  | 
model_db_path | 
 a character value indicating the path to tissue transriptome model.  | 
covariance | 
 a character value indicating the path to file containing covariance information. This covariance should have information related to the tissue transcriptome model.  | 
gwas_folder | 
 a character value indicating the folder containing GWAS summary statistics data.  | 
gwas_file_pattern | 
 a regular expression indicating the gwas summary files.  | 
snp_column | 
 a character value indicating the name of column holding SNP data, by default, "SNP".  | 
non_effect_allele_column | 
 a character value indicating the name of column holding "other/non effect" allele data, by default, "A2".  | 
effect_allele_column | 
 a character value indicating the name of column holding effect allele data, by default, "A1".  | 
or_column | 
 a character value indicating the name of column holding Odd Ratio data, by default, "OR".  | 
beta_column | 
 a character value indicating the name of column holding beta data, by default, "BETA".  | 
beta_sign_column | 
 a character value indicating the name of column holding sign of beta, by default, "direction".  | 
zscore_column | 
 a character value indicating the name of column holding zscore of beta, by default, "Z".  | 
pvalue_column | 
 a character value indicating the name of column holding p-values data, by default, "P".  | 
gene_set | 
 a vector of characters indicating the gene sets of interest for enrichment test, by default, c("MSigDB.KEGG.Pathway","MSigDB.TF", "MSigDB.miRNA","TargetScan.miRNA")  | 
permutation_num | 
 an integer indicating the number of permutation.  | 
output_dir | 
 a character value indicating the directory for saving the results.  | 
MGSEA_thres | 
 an integer value indicating the thresfold for performing MGSEA. When the number of gene sets is smaller than MGSEAthres, we perform MGSEA.  | 
verbose | 
 an boolean value indicating whether or not to print output to the screen  | 
TRUE
Shijia Zhu, shijia.zhu@mssm.edu
Barbeira, A., et al. Integrating tissue specific mechanisms into GWAS summary results. bioRxiv 2016:045260. https://github.com/hakyimlab/MetaXcan
1 2 3 4 5 6 7 8 9  | # runGIGSEA( MetaXcan="/MetaXcan/software/MetaXcan.py" , 
  # model_db_path="data/DGN-WB_0.5.db" ,
  # covariance="data/covariance.DGN-WB_0.5.txt.gz" ,
  # gwas_folder="data/GWAS" ,
  # gwas_file_pattern="heart.summary" ,
  # zscore_column="Z" ,
  # output_dir="./GIGSEA",
  # permutation_num=1000)
 
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