Comments (1)
Hello,
CancerDrugsDB in the OmniPath Annotations database provides annotations for about 200 drug compounds:
library(OmnipathR)
cddb <- import_omnipath_annotations(resource = 'CancerDrugsDB', wide = TRUE)
[2023-01-10 18:06:58] [SUCCESS] [OmnipathR] Downloaded 1554 annotation records.
cddb
# A tibble: 195 × 11
uniprot genesymbol entity_type drug_label ema_approved fda_approved european_national_approved who_approved generic approval_…¹ indic…²
<dbl> <chr> <chr> <chr> <lgl> <lgl> <lgl> <lgl> <lgl> <dbl> <chr>
1 46220502 VERZENIO small_molecule Abemaciclib TRUE TRUE FALSE FALSE FALSE 2017 Advanc…
2 132971 ABIRATERONE small_molecule Abiraterone TRUE TRUE FALSE TRUE TRUE 2011 Metast…
3 71226662 ACALABRUTINIB small_molecule Acalabrutinib TRUE TRUE FALSE FALSE FALSE 2017 Chroni…
4 451415 ACLARUBICIN small_molecule Aclarubicin FALSE FALSE FALSE FALSE FALSE NA NA
5 86289437 ACLARUBICIN small_molecule Aclarubicin FALSE FALSE FALSE FALSE FALSE NA NA
6 10184653 GILOTRIF small_molecule Afatinib TRUE TRUE FALSE FALSE FALSE 2013 Metast…
7 49806720 ALECENSA small_molecule Alectinib TRUE TRUE FALSE FALSE FALSE 2015 Refrac…
8 449171 ALITRETINOIN small_molecule Alitretinoin TRUE TRUE FALSE FALSE FALSE 1999 NA
9 56649450 ALPELISIB small_molecule Alpelisib TRUE TRUE FALSE FALSE FALSE 2019 Advanc…
10 2123 HEXALEN small_molecule Altretamine FALSE FALSE TRUE FALSE FALSE 1990 Ovaria…
# … with 185 more rows, and abbreviated variable names ¹approval_year, ²indications
# ℹ Use `print(n = ...)` to see more rows
The columns are called uniprot
and genesymbol
only for historical reasons. In fact, for drugs we use PubChem CIDs as default identifier, hence you find these in the uniprot
column; and in the genesymbol
column we show the rxnorm
names, as these are typically human readable labels.
If you are interested in the canonical targets from CancerDrugsDB, you can find those by the interactions
query. As targets are genes or proteins, they have UniProt IDs and gene symbols.
cddb_targets <- import_omnipath_interactions(resources = 'CancerDrugsDB', datasets = 'small_molecule')
[2023-01-10 18:11:53] [SUCCESS] [OmnipathR] Downloaded 1683 interactions.
[ins] r$> cddb_targets
# A tibble: 1,683 × 15
source target source_genesymbol target_genesymbol is_directed is_stim…¹ is_in…² conse…³ conse…⁴ conse…⁵ sources refer…⁶ curat…⁷ n_ref…⁸ n_res…⁹
<dbl> <chr> <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <chr> <chr> <dbl> <dbl> <int>
1 71481097 O14980 SELINEXOR XPO1 1 0 1 1 0 1 Cancer… SIGNOR… 1 1 2
2 451668 P26358 DACOGEN DNMT1 1 0 1 1 0 1 Cancer… SIGNOR… 1 1 2
3 9444 P26358 VIDAZA DNMT1 1 0 1 1 0 1 Cancer… SIGNOR… 1 1 2
4 449171 P10276 ALITRETINOIN RARA 1 1 0 1 1 0 Cancer… SIGNOR… 1 1 2
5 449171 P10826 ALITRETINOIN RARB 1 1 0 1 1 0 Cancer… SIGNOR… 1 1 2
6 449171 P13631 ALITRETINOIN RARG 1 1 0 1 1 0 Cancer… SIGNOR… 1 1 2
7 449171 P19793 ALITRETINOIN RXRA 1 1 0 1 1 0 Cancer… SIGNOR… 1 1 2
8 10184653 P00533 GILOTRIF EGFR 1 0 1 1 0 1 Cancer… SIGNOR… 2 2 2
9 10184653 P04626 GILOTRIF ERBB2 1 0 1 1 0 1 Cancer… SIGNOR… 2 2 2
10 10184653 Q15303 GILOTRIF ERBB4 1 0 1 1 0 1 Cancer… SIGNOR… 1 1 2
# … with 1,673 more rows, and abbreviated variable names ¹is_stimulation, ²is_inhibition, ³consensus_direction, ⁴consensus_stimulation,
# ⁵consensus_inhibition, ⁶references, ⁷curation_effort, ⁸n_references, ⁹n_resources
# ℹ Use `print(n = ...)` to see more rows
Best,
Denes
from omnipathr.
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