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Mapping gene symbols to KEGG pathways
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library(clusterProfiler) | |
library(org.Hs.eg.bd) | |
library(KEGGREST) | |
library(dplyr) | |
library(magrittr) | |
# List of genes of interest | |
x <- c("GPX3", "GLRX", "LBP", "CRYAB", "DEFB1", "HCLS1", "SOD2", "HSPA2", | |
"ORM1", "IGFBP1", "PTHLH", "GPC3", "IGFBP3","TOB1", "MITF", "NDRG1", | |
"NR1H4", "FGFR3", "PVR", "IL6", "PTPRM", "ERBB2", "NID2", "LAMB1", | |
"COMP", "PLS3", "MCAM", "SPP1", "LAMC1", "COL4A2", "COL4A1", "MYOC", | |
"ANXA4", "TFPI2", "CST6", "SLPI", "TIMP2", "CPM", "GGT1", "NNMT", | |
"MAL", "EEF1A2", "HGD", "TCN2", "CDA", "PCCA", "CRYM", "PDXK", | |
"STC1", "WARS", "HMOX1", "FXYD2", "RBP4", "SLC6A12", "KDELR3", "ITM2B") | |
# Need to specify an annotation package; here we use org.Hs.eg.bd | |
# Note: the interface of bitr has changed; earlier versions used AnnoDb instead of OrgDb | |
map_symb2entrez <- clusterProfiler::bitr(x, fromType = "SYMBOL", toType = "ENTREZID", OrgDb = "org.Hs.eg.db") | |
# keggLink outputs ENTREZID of the form 'hsa:####', and so we need to remove the first four characters | |
map_entrez2path <- KEGGREST::keggLink("hsa", "pathway") %>% | |
substr(start = 5, stop = nchar(.)) %>% | |
data.frame(PATH = names(.), ENTREZID = ., | |
stringsAsFactors = FALSE) | |
# Inner join to link the two | |
map_gene2path <- dplyr::inner_join(map_symb2entrez, map_entrez2path, by = "ENTREZID") | |
# You can also get the names of each pathway | |
KEGGREST::keggGet(c("path:hsa00480", "path:hsa00590")) %>% | |
sapply(function(query) query$NAME) |
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