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Pathogenic or L2G significant variants in L2G
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import pyspark.sql.functions as F | |
from pyspark import SparkConf | |
from pyspark.sql import SparkSession | |
sparkConf = SparkConf() | |
sparkConf = sparkConf.set('spark.hadoop.fs.gs.requester.pays.mode', 'AUTO') | |
sparkConf = sparkConf.set('spark.hadoop.fs.gs.requester.pays.project.id', 'open-targets-eu-dev') | |
spark = ( | |
SparkSession.builder | |
.config(conf=sparkConf) | |
.master('local[*]') | |
.getOrCreate() | |
) | |
# Platform evidence data | |
evidence = spark.read.parquet("gs://open-targets-data-releases/21.06/output/etl/parquet/evidence") | |
disease = spark.read.parquet("gs://open-targets-data-releases/21.06/output/etl/parquet/diseases") | |
# NOD2 aa variants | |
aaVariants = spark.read.csv("gs://ot-team/dochoa/nod2aa.csv", header = True) | |
out = ( | |
evidence | |
.filter(F.col("targetId") == "ENSG00000167207") | |
.filter(F.col("variantId").isNotNull()) | |
.filter((F.col("variantFunctionalConsequenceId") == "SO_0001583") | | |
(F.col("variantFunctionalConsequenceId") =="SO:0001587")) | |
# .withColumn("clinicalSignificances", F.explode("clinicalSignificances")) | |
.filter((F.col("datasourceId") == "ot_genetics_portal") | | |
(F.array_contains(F.col("clinicalSignificances"), "pathogenic"))) | |
.persist() | |
.join(aaVariants, on = "variantRsId", how = "left") | |
.join(disease.select(F.col("id").alias("diseaseId"), | |
F.col("name").alias("diseaseName")), | |
how="left", | |
on="diseaseId") | |
.select("datasourceId", "diseaseId", "diseaseName", "variantId", | |
"variantRsId", "residue", "aaMutation", | |
"variantFunctionalConsequenceId", "clinicalSignificances", | |
"literature", "pValueExponent", "pValueMantissa", "studySampleSize") | |
.sort("variantId") | |
) |
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