Source code for pyGenClean.MarkerMissingness.snp_missingness
#!/usr/bin/env python2.7
# This file is part of pyGenClean.
#
# pyGenClean is free software: you can redistribute it and/or modify it under
# the terms of the GNU General Public License as published by the Free Software
# Foundation, either version 3 of the License, or (at your option) any later
# version.
#
# pyGenClean is distributed in the hope that it will be useful, but WITHOUT ANY
# WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR
# A PARTICULAR PURPOSE. See the GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License along with
# pyGenClean. If not, see <http://www.gnu.org/licenses/>.
import os
import sys
import logging
import argparse
import subprocess
from .. import __version__
from ..PlinkUtils import compare_bim as CompareBIM
logger = logging.getLogger("snp_missingness")
[docs]def main(argString=None):
"""The main function of the module.
:param argString: the options.
:type argString: list
These are the steps:
1. Prints the options.
2. Runs Plink with the ``geno`` option (:py:func:`runPlink`).
3. Compares the two ``bim`` files (before and after the Plink ``geno``
analysis) (:py:func:`compareBIM`).
"""
# Getting and checking the options
args = parseArgs(argString)
checkArgs(args)
logger.info("Options used:")
for key, value in vars(args).iteritems():
logger.info(" --{} {}".format(key.replace("_", "-"), value))
# Run plink
logger.info("Running Plink")
runPlink(args)
# Comparing the bim
logger.info("Comparing BIM files")
compareBIM(args)
[docs]def compareBIM(args):
"""Compare two BIM file.
:param args: the options.
:type args: argparse.Namespace
Creates a *Dummy* object to mimic an :py:class:`argparse.Namespace` class
containing the options for the :py:mod:`pyGenClean.PlinkUtils.compare_bim`
module.
"""
# Creating the CompareBIM options
class Dummy(object):
pass
compareBIM_args = Dummy()
compareBIM_args.before = args.bfile + ".bim"
compareBIM_args.after = args.out + ".bim"
compareBIM_args.out = args.out + ".removed_snps"
try:
# Checking the arguments
CompareBIM.checkArgs(compareBIM_args)
# Reading the BIM files
beforeBIM = CompareBIM.readBIM(compareBIM_args.before)
afterBIM = CompareBIM.readBIM(compareBIM_args.after)
# Comparing the BIM files
CompareBIM.compareSNPs(beforeBIM, afterBIM, compareBIM_args.out)
except CompareBIM.ProgramError as e:
raise ProgramError("CompareBIM: " + e.message)
[docs]def runPlink(options):
"""Runs Plink with the geno option.
:param options: the options.
:type options: argparse.Namespace
"""
# The plink command
plinkCommand = ["plink", "--noweb", "--bfile", options.bfile, "--geno",
str(options.geno), "--make-bed", "--out", options.out]
output = None
try:
output = subprocess.check_output(plinkCommand,
stderr=subprocess.STDOUT, shell=False)
except subprocess.CalledProcessError:
msg = "plink: couldn't run plink"
raise ProgramError(msg)
[docs]def checkArgs(args):
"""Checks the arguments and options.
:param args: an object containing the options of the program.
:type args: argparse.Namespace
:returns: ``True`` if everything was OK.
If there is a problem with an option, an exception is raised using the
:py:class:`ProgramError` class, a message is printed to the
:class:`sys.stderr` and the program exists with code 1.
"""
# Check if we have the tped and the tfam files
for fileName in [args.bfile + i for i in [".bed", ".bim", ".fam"]]:
if not os.path.isfile(fileName):
msg = "%(fileName)s: no such file" % locals()
raise ProgramError(msg)
# Check the mind option (between 0 and 1, inclusive)
if (args.geno < 0) or (args.geno > 1):
msg = "mind=%f: must be between 0 and 1 (inclusive)" % args.geno
raise ProgramError(msg)
return True
[docs]def parseArgs(argString=None): # pragma: no cover
"""Parses the command line options and arguments.
:param argString: the options.
:type argString: list
:returns: A :py:class:`argparse.Namespace` object created by the
:py:mod:`argparse` module. It contains the values of the
different options.
=========== ====== ==========================================
Options Type Description
=========== ====== ==========================================
``--bfile`` string The input file prefix (Plink binary file).
``--geno`` float The missingness threshold.
``--out`` string The prefix of the output files.
=========== ====== ==========================================
.. note::
No option check is done here (except for the one automatically done by
argparse). Those need to be done elsewhere (see :py:func:`checkArgs`).
"""
args = None
if argString is None:
args = parser.parse_args()
else:
args = parser.parse_args(argString)
return args
[docs]class ProgramError(Exception):
"""An :py:class:`Exception` raised in case of a problem.
:param msg: the message to print to the user before exiting.
:type msg: str
"""
def __init__(self, msg):
"""Construction of the :py:class:`ProgramError` class.
:param msg: the message to print to the user
:type msg: str
"""
self.message = str(msg)
def __str__(self):
return self.message
# The parser object
pretty_name = "Marker missingness"
desc = "Computes marker missingness using Plink."
long_desc = ("The script identifies poorly performing markers with genotyping "
r"succes rate $<{success_rate}$\%.")
parser = argparse.ArgumentParser(description=desc)
parser.add_argument("-v", "--version", action="version",
version="pyGenClean version {}".format(__version__))
# The INPUT files
group = parser.add_argument_group("Input File")
group.add_argument("--bfile", type=str, metavar="FILE", required=True,
help=("The input file prefix (will find the plink binary "
"files by appending the prefix to the .bim, .bed and "
".fam files, respectively."))
# The options
group = parser.add_argument_group("Options")
group.add_argument("--geno", type=float, metavar="FLOAT", default=0.02,
help=("The missingness threshold (remove SNPs with more "
"than x percent missing genotypes). [Default: "
"%(default).3f]"))
# The OUTPUT files
group = parser.add_argument_group("Output File")
group.add_argument("--out", type=str, metavar="FILE",
default="clean_geno",
help=("The prefix of the output files. [default: "
"%(default)s]"))
[docs]def safe_main():
"""A safe version of the main function (that catches ProgramError)."""
try:
main()
except KeyboardInterrupt:
logger.info("Cancelled by user")
sys.exit(0)
except ProgramError as e:
logger.error(e.message)
parser.error(e.message)
if __name__ == "__main__":
safe_main()