##' MeSH term enrichment analysis
##'
##'
##' @title enrichMeSH
##' @param gene a vector of entrez gene id
##' @param MeSHDb MeSHDb
##' @param database one of 'gendoo', 'gene2pubmed' or 'RBBH'
##' @param category one of "A", "B", "C", "D", "E", "F", "G", "H", "I", "J", "K", "L","M", "N", "V", "Z"
##' @param pvalueCutoff Cutoff value of pvalue.
##' @param pAdjustMethod one of "holm", "hochberg", "hommel", "bonferroni", "BH", "BY", "fdr", "none"
##' @param universe background genes
##' @param qvalueCutoff qvalue cutoff
##' @param minGSSize minimal size of genes annotated by Ontology term for testing.
##' @param maxGSSize maximal size of genes annotated for testing
##' @param meshdbVersion version of MeSH.db. If NULL(the default), use the latest version.
##' @return An \code{enrichResult} instance.
##' @importClassesFrom DOSE enrichResult
##' @export
##' @seealso \code{class?enrichResult}
##' @examples
##' \dontrun{
##' library(meshes)
##' library(AnnotationHub)
##' ah <- AnnotationHub()
##' qr_hsa <- query(ah, c("MeSHDb", "Homo sapiens"))
##' filepath_hsa <- qr_hsa[[1]]
##' db <- MeSHDbi::MeSHDb(filepath_hsa)
##' data(geneList, package="DOSE")
##' de <- names(geneList)[1:100]
##' x <- enrichMeSH(de, MeSHDb = db, database='gendoo', category = 'C')
##' }
##' @author Guangchuang Yu
enrichMeSH <- function(gene,
MeSHDb,
database = 'gendoo',
category = 'C',
pvalueCutoff=0.05,
pAdjustMethod="BH",
universe,
qvalueCutoff = 0.2,
minGSSize = 10,
maxGSSize = 500,
meshdbVersion = NULL) {
MeSH_DATA <- get_MeSH_data(MeSHDb, database, category)
res <- enricher_internal(gene,
pvalueCutoff=pvalueCutoff,
pAdjustMethod=pAdjustMethod,
universe = universe,
qvalueCutoff = qvalueCutoff,
minGSSize = minGSSize,
maxGSSize = maxGSSize,
USER_DATA = MeSH_DATA
)
meshdb <- get_meshdb(meshdbVersion = meshdbVersion)
id <- res@result$ID
mesh2name <- select(meshdb, keys=id, columns=c('MESHID', 'MESHTERM'), keytype='MESHID')
res@result$Description <- mesh2name[match(id, mesh2name[,1]), 2]
res@organism <- get_organism(MeSHDb)
res@ontology <- "MeSH"
return(res)
}
##' @importFrom yulab.utils get_fun_from_pkg
get_MeSH_data <- function(MeSHDb, database, category) {
.meshesenv <- get_mesh_env()
if (exists("meshtable", envir=.meshesenv)) {
mesh <- get("meshtable", envir = .meshesenv)
} else {
## db <- get_fun_from_pkg(MeSHDb, MeSHDb)
mesh <- select(MeSHDb, keys=database, columns = c("GENEID", "MESHID","MESHCATEGORY"), keytype = "SOURCEDB")
assign("meshtable", mesh, envir = .meshesenv)
}
category <- toupper(category)
categories <- c("A", "B", "C", "D",
"E", "F", "G", "H",
"I", "J", "K", "L",
"M", "N", "V", "Z")
if (!all(category %in% categories)) {
stop("please check your 'category' parameter...")
}
mesh <- mesh[ mesh[,3] %in% category, ]
mesh2gene <- mesh[, c(2,1)]
## meshdb <- get_fun_from_pkg("MeSH.db", "MeSH.db")
## mesh2name <- select(meshdb, keys=unique(mesh2gene[,1]), columns=c('MESHID', 'MESHTERM'), keytype='MESHID')
build_Anno(mesh2gene)
}
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