Package for loading data from bgen files
Project description
Another bgen reader
This is a package for reading bgen files.
This package uses cython to wrap c++ code for parsing bgen files. It's fairly quick, it can parse genotypes from 500,000 individuals at ~200 variants per second within a single python process.
This has been primarily been designed around UKBiobank bgen files (i.e. bgen version 1.2 with zlib compressed genotype probabilities, but the other versions and compression schemes have also been tested using example bgen files).
Install
pip install bgen
Usage
from bgen import BgenFile
bfile = BgenFile(BGEN_PATH)
rsids = bfile.rsids()
# select a variant by indexing
var = bfile[1000]
# pull out genotype probabilities
probs = var.probabilities # returns 2D numpy array
dosage = var.minor_allele_dosage # returns 1D numpy array for biallelic variant
# iterate through every variant in the file
with BgenFile(BGEN_PATH, delay_parsing=True) as bfile:
for var in bfile:
dosage = var.minor_allele_dosage
# get all variants in a genomic region
variants = bfile.fetch('21', 10000, 5000000)
API documentation
class BgenFile(path, sample_path='', delay_parsing=False)
# opens a bgen file. If a bgenix index exists for the file, the index file
# will be opened automatically for quicker access of specific variants.
Arguments:
path: path to bgen file
sample_path: optional path to sample file. Samples will be given integer IDs
if sample file is not given and sample IDs not found in the bgen file
delay_parsing: True/False option to allow for not loading all variants into
memory when the BgenFile is opened. This can save time when iterating
across variants in the file
Attributes:
samples: list of sample IDs
header: BgenHeader with info about the bgen version and compression.
Methods:
slicing: BgenVars can be accessed by slicing the BgenFile e.g. bfile[1000]
iteration: variants in a BgenFile can be looped over e.g. for x in bfile: print(x)
fetch(chrom, start=None, stop=None): get all variants within a genomic region
drop_variants(list[int]): drops variants by index from being used in analyses
with_rsid(pos): returns BgenVar with given position
at_position(rsid): returns BgenVar with given rsid
varids(): returns list of varids for variants in the bgen file.
rsids(): returns list of rsids for variants in the bgen file.
chroms(): returns list of chromosomes for variants in the bgen file.
positions(): returns list of positions for variants in the bgen file.
class BgenVar(handle, offset, layout, compression, n_samples):
# Note: this isn't called directly, but instead returned from BgenFile methods
Attributes:
varid: ID for variant
rsid: reference SNP ID for variant
chrom: chromosome variant is on
pos: nucleotide position variant is at
alleles: list of alleles for variant
is_phased: True/False for whether variant has phased genotype data
ploidy: list of ploidy for each sample. Samples are ordered as per BgenFile.samples
minor_allele: the least common allele (for biallelic variants)
minor_allele_dosage: 1D numpy array of minor allele dosages for each sample
probabilitiies: 2D numpy array of genotype probabilities, one sample per row
BgenVars can be pickled e.g. pickle.dumps(var)
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