open_targets.target_prioritisation
import bedrock_bio as bb
rel = bb.load_table('open_targets.target_prioritisation')
df = rel.limit(5).pl() # Polars
df = rel.limit(5).df() # Pandas
df.head()| targetId | isInMembrane | isSecreted | hasSafetyEvent | hasPocket | hasLigand | hasSmallMoleculeBinder | geneticConstraint | paralogMaxIdentityPercentage | mouseOrthologMaxIdentityPercentage | isCancerDriverGene | mouseKOScore | hasHighQualityChemicalProbes | maxClinicalStage | tissueSpecificity | tissueDistribution | celltypeSpecificity | celltypeDistribution | version | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | ENSG00000083454 | 1 | 0 | -1 | 0 | 0 | 1 | 0.328294 | 0.0 | 0.000000 | <NA> | NaN | <NA> | NaN | 0.323480 | 0.185185 | 0.639241 | 0.747059 | 26.09 |
| 1 | ENSG00000087087 | 0 | 0 | <NA> | 0 | 0 | 0 | -0.735963 | NaN | 0.880135 | <NA> | NaN | <NA> | NaN | -0.548996 | -1.000000 | -0.611189 | 0.023529 | 26.09 |
| 2 | ENSG00000092201 | 0 | 0 | <NA> | 0 | 0 | 0 | -0.913667 | NaN | 0.937920 | <NA> | -0.684599 | <NA> | NaN | -0.551439 | -1.000000 | -0.621974 | 0.005882 | 26.09 |
| 3 | ENSG00000100567 | 0 | 0 | <NA> | 0 | 1 | 1 | -0.798740 | 0.0 | 0.941175 | <NA> | NaN | <NA> | 1.0 | -0.535522 | -1.000000 | -0.297486 | -1.000000 | 26.09 |
| 4 | ENSG00000105707 | 1 | 0 | <NA> | 0 | 1 | 1 | -0.789428 | 0.0 | 0.388490 | <NA> | -0.303437 | <NA> | NaN | 0.577974 | 0.074074 | 0.257584 | 0.476471 | 26.09 |
library(bedrockbio)
lf <- load_table("open_targets.target_prioritisation")
df <- head(lf, 5) |> collect()
head(df)Sample output (5 rows, showing 8 of 19 columns) targetId | isInMembrane | isSecreted | hasSafetyEvent | hasPocket | hasLigand | hasSmallMoleculeBinder | geneticConstraint --------------- | ------------ | ---------- | -------------- | --------- | --------- | ---------------------- | ------------------- 0 ENSG00000083454 | 1 | 0 | -1 | 0 | 0 | 1 | 0.32829361818679814 1 ENSG00000087087 | 0 | 0 | — | 0 | 0 | 0 | -0.7359627499315256 2 ENSG00000092201 | 0 | 0 | — | 0 | 0 | 0 | -0.9136674883593536 3 ENSG00000100567 | 0 | 0 | — | 0 | 1 | 1 | -0.7987400712133662 4 ENSG00000105707 | 1 | 0 | — | 0 | 1 | 1 | -0.7894275540947686
Description
Section titled “Description”List of target-specific attributes from the Target Engine project [Target]
Partitions
Section titled “Partitions”Not partitioned.
Schema
Section titled “Schema”| Column | Type | Description |
|---|---|---|
targetId |
TEXT |
Unique identifier for the target, typically an Ensembl gene ID |
isInMembrane |
INT |
Indicates if the target protein is located in the cell or plasma membrane |
isSecreted |
INT |
Indicates if the target protein is secreted or predicted to be secreted |
hasSafetyEvent |
INT |
Indicates if there are known safety events associated with the target |
hasPocket |
INT |
Indicates if the target has predicted binding pockets suitable for small molecule binding |
hasLigand |
INT |
Indicates if the target binds at least one high-quality ligand |
hasSmallMoleculeBinder |
INT |
Indicates if the target has at least one small molecule binder |
geneticConstraint |
DOUBLE |
Represents the genetic constraint of the target, indicating how intolerant it is to genetic variation |
paralogMaxIdentityPercentage |
DOUBLE |
Maximum percentage identity among the target’s paralogues |
mouseOrthologMaxIdentityPercentage |
DOUBLE |
Maximum percentage identity between the target and its mouse ortholog |
isCancerDriverGene |
INT |
Indicates if the target is identified as a cancer driver gene |
mouseKOScore |
DOUBLE |
Represents the phenotypic score from mouse knockout models for the target |
hasHighQualityChemicalProbes |
INT |
Indicates if there are high-quality chemical probes available for the target |
maxClinicalStage |
DOUBLE |
Score derived from the highest clinical stage that the target has reached for any indication |
tissueSpecificity |
DOUBLE |
Describes the specificity of the target’s expression across different tissues |
tissueDistribution |
DOUBLE |
Describes the distribution pattern of the target’s expression in various tissues |
celltypeSpecificity |
DOUBLE |
Describes the specificity of the target’s expression across different cell types |
celltypeDistribution |
DOUBLE |
Describes the distribution pattern of the target’s expression in various cell types |
version |
TEXT |
Open Targets Platform release version (major.minor), e.g. 26.09. Added during ingest. |