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 | 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)
|
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","Fantom5.TF","TargetScan.miRNA","GO", "LINCS.CMap.drug") |
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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