open_targets.openfda_significant_adverse_drug_reactions
import bedrock_bio as bb
rel = bb.load_table('open_targets.openfda_significant_adverse_drug_reactions')
df = rel.limit(5).pl() # Polars
df = rel.limit(5).df() # Pandas
df.head()| chembl_id | event | count | llr | critval | meddraCode | version | |
|---|---|---|---|---|---|---|---|
| 0 | CHEMBL1076903 | abnormal behaviour | 34 | 29.686953 | 27.763588 | 26.09 | |
| 1 | CHEMBL1076903 | abnormal dreams | 146 | 442.394199 | 27.763588 | 26.09 | |
| 2 | CHEMBL1076903 | aggression | 82 | 118.065145 | 27.763588 | 26.09 | |
| 3 | CHEMBL1076903 | agitation | 178 | 304.070849 | 27.763588 | 26.09 | |
| 4 | CHEMBL1076903 | alcohol use | 17 | 37.809109 | 27.763588 | 26.09 |
library(bedrockbio)
lf <- load_table("open_targets.openfda_significant_adverse_drug_reactions")
df <- head(lf, 5) |> collect()
head(df)Sample output (5 rows) chembl_id | event | count | llr | critval | meddraCode | version ------------- | ------------------ | ----- | ------------------ | ---------------- | ---------- | ------- 0 CHEMBL1076903 | abnormal behaviour | 34 | 29.686952842410392 | 27.7635880681446 | | 26.09 1 CHEMBL1076903 | abnormal dreams | 146 | 442.3941988752849 | 27.7635880681446 | | 26.09 2 CHEMBL1076903 | aggression | 82 | 118.06514533695736 | 27.7635880681446 | | 26.09 3 CHEMBL1076903 | agitation | 178 | 304.0708492282756 | 27.7635880681446 | | 26.09 4 CHEMBL1076903 | alcohol use | 17 | 37.80910862185192 | 27.7635880681446 | | 26.09
Description
Section titled “Description”Significant adverse drug reactions (ADRs) associated with drugs.
This dataset is based on the FDA’s Adverse Event Reporting System (FAERS) reporting post-marketing surveillance data and it’s filtered to include only reports submitted by health professionals.
The significance of a given drug-ADR is estimated using a Likelihood Ratio Test (LRT) using all reports associated with the given drug [Drug]
Partitions
Section titled “Partitions”Not partitioned.
Schema
Section titled “Schema”| Column | Type | Description |
|---|---|---|
chembl_id |
TEXT |
Unique identifier for the drug or clinical candidate |
event |
TEXT |
Reported adverse drug reaction associated with the drug |
count |
BIGINT |
Number of occurrences of the adverse event in the dataset |
llr |
DOUBLE |
Log-likelihood ratio (LLR) measuring the strength of the association between the drug and the adverse event |
critval |
DOUBLE |
Critical value used to determine statistical significance of the association |
meddraCode |
TEXT |
Medical Dictionary for Regulatory Activities (MedDRA) code for the adverse drug reaction |
version |
TEXT |
Open Targets Platform release version (major.minor), e.g. 26.09. Added during ingest. |