The TCGA tumor types cover a collection of anatomical compartments. Organizing tumor types into groups of related compartments may be fruitful. We will use the oncotree OBO representation from an NCI thesaurus OBO distribution in the Bioc 3.9 version of ontoProc.
This table was constructed by hand on Oct 10 2019 using materials in ontoProc package.
We will drop the CNTL class, and use only the first NCIT mapping when two seem to match.
controlindex = which(map_tcga_ncit[,1]=="CNTL")
tcgacodes = map_tcga_ncit[-controlindex,1]
ncitsites = map_tcga_ncit[-controlindex,3]
ssi = strsplit(ncitsites, "\\|")
sites = sapply(ssi, "[", 1)
simpmap = data.frame(code=tcgacodes, oncotr_site=otree$name[sites], ncit=sites,
stringsAsFactors=FALSE)
simpmap[sample(seq_len(nrow(simpmap)),5),]
## code oncotr_site ncit
## NCIT:C3326 PCPG Adrenal Gland Pheochromocytoma NCIT:C3326
## NCIT:C3411 THYM Thymoma NCIT:C3411
## NCIT:C3483 LCML Chronic Leukemia NCIT:C3483
## NCIT:C3510 SKCM Cutaneous Melanoma NCIT:C3510
## NCIT:C8294 PAAD Pancreatic Adenocarcinoma NCIT:C8294
We now have a 1-1 mapping from TCGA code to NCIT site. These sites can be grouped according to organ system, using the knowledge that NCIT:C3263 is the ‘neoplasm by site’ (which really should be ‘system’) category.
poss_sys = otree$children["NCIT:C3263"][[1]] # all possible systems
allanc = otree$ancestors[simpmap$ncit]
specific = sapply(allanc, function(x) intersect(x, poss_sys)[1]) # ignore multiplicities
sys = unlist(otree$name[specific])
datatable(systab <- cbind(simpmap, sys=sys))
Neither thymoma nor mesothelioma have NCIT organ system mappings per se.
We now have 12 categories for 33 tumor types. A code pattern for finding the TCGA codes for a given system is:
## code oncotr_site ncit sys
## 1 CESC Cervical Squamous Neoplasm NCIT:C40195 Reproductive System Neoplasm
## 2 OV Ovarian Serous Adenocarcinoma NCIT:C7550 Reproductive System Neoplasm
## 3 PRAD Prostate Adenocarcinoma NCIT:C2919 Reproductive System Neoplasm
## 4 TGCT Testicular Germ Cell Tumor NCIT:C8591 Reproductive System Neoplasm
## 5 UCS Uterine Carcinosarcoma NCIT:C42700 Reproductive System Neoplasm