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#!/usr/bin/env python
"""
.. See the NOTICE file distributed with this work for additional information
regarding copyright ownership.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
"""
from __future__ import print_function
import argparse
from basic_modules.workflow import Workflow
from utils import logger
from utils import remap
from tool.bs_seeker_aligner import bssAlignerTool
from tool.bs_seeker_filter import filterReadsTool
from tool.bs_seeker_indexer import bssIndexerTool
from tool.bs_seeker_methylation_caller import bssMethylationCallerTool
# ------------------------------------------------------------------------------
class process_wgbs(Workflow):
"""
Functions for downloading and processing whole genome bisulfate sequencings
(WGBS) files. Files are filtered, aligned and analysed for points of
methylation
"""
configuration = {}
def __init__(self, configuration=None):
"""
Initialise the class
Parameters
----------
configuration : dict
a dictionary containing parameters that define how the operation
should be carried out, which are specific to each Tool.
"""
logger.info("Processing WGBS")
if configuration is None:
configuration = {}
self.configuration.update(configuration)
def run(self, input_files, metadata, output_files):
"""
This pipeline processes paired-end FASTQ files to identify
methylated regions within the genome.
Parameters
----------
input_files : dict
List of strings for the locations of files. These should include:
genome_fa : str
Genome assembly in FASTA
fastq1 : str
Location for the first FASTQ file for single or paired end
reads
fastq2 : str
[OPTIONAL]Location for the second FASTQ file if paired end
reads
metadata : dict
Input file meta data associated with their roles
genome_fa : str
fastq1 : str
fastq2 : str
[OPTIONAL]
output_files : dict
index : str
fastq1_filtered : str
fastq2_filtered : str
[OPTIONAL]
bam : str
bai : str
wig_file : str
cgmap_file : str
atcgmap_file : str
Returns
-------
fastq1_filtered|fastq1_filtered : str
Locations of the filtered FASTQ files from which alignments were
made
bam|bai : str
Location of the alignment bam file and the associated index
wig_file : str
Location of the wig file containing the methylation peak calls
cgmap_file : str
Location of the CGmap file generated by BS-Seeker2
atcgmap_file : str
Location of the ATCGmap file generated by BS-Seeker2
"""
output_results_files = {}
output_metadata = {}
if "genome_public" in input_files:
input_files["genome"] = input_files.pop("genome_public")
metadata["genome"] = metadata.pop("genome_public")
logger.info("WGBS - BS-Seeker2 Index")
# Build the matching WGBS genome index
builder = bssIndexerTool(self.configuration)
logger.progress("BSseeker2 Indexer", status="RUNNING")
genome_idx, gidx_meta = builder.run(
remap(input_files, "genome"),
remap(metadata, "genome"),
remap(output_files, "index")
)
logger.progress("BSseeker2 Indexer", status="DONE")
output_results_files["index"] = genome_idx["index"]
output_metadata["index"] = gidx_meta["index"]
# Filter the FASTQ reads to remove duplicates
logger.info("WGBS - Filter")
frt = filterReadsTool(self.configuration)
logger.progress("BSseeker2 Filtering FASTQ 1", status="RUNNING")
fastq1f, filter1_meta = frt.run(
{"fastq": input_files["fastq1"]},
{"fastq": metadata["fastq1"]},
{"fastq_filtered": output_files["fastq1_filtered"]}
)
logger.progress("BSseeker2 Filter FASTQ 1", status="DONE")
try:
output_results_files["fastq1_filtered"] = fastq1f["fastq_filtered"]
output_metadata["fastq1_filtered"] = filter1_meta["fastq_filtered"]
tool_name = output_metadata["fastq1_filtered"].meta_data["tool"]
output_metadata["fastq1_filtered"].meta_data["tool_description"] = tool_name
output_metadata["fastq1_filtered"].meta_data["tool"] = "process_wgbs"
except KeyError:
logger.fatal("WGBS - FILTER: Error while filtering")
return {}, {}
if "fastq2" in input_files:
logger.info("WGBS - Filter background")
logger.progress("BSseeker2 Filtering FASTQ 2", status="RUNNING")
fastq2f, filter2_meta = frt.run(
{"fastq": input_files["fastq2"]},
{"fastq": metadata["fastq2"]},
{"fastq_filtered": output_files["fastq2_filtered"]}
)
logger.progress("BSseeker2 Filtering FASTQ 2", status="DONE")
try:
output_results_files["fastq2_filtered"] = fastq2f["fastq_filtered"]
output_metadata["fastq2_filtered"] = filter2_meta["fastq_filtered"]
tool_name = output_metadata["fastq2_filtered"].meta_data["tool"]
output_metadata["fastq2_filtered"].meta_data["tool_description"] = tool_name
output_metadata["fastq2_filtered"].meta_data["tool"] = "process_wgbs"
except KeyError:
logger.fatal(
"WGBS - FILTER (background): Error while filtering")
return {}, {}
logger.info("WGBS - BS-Seeker2 Aligner")
# Handles the alignment of all of the split packets then merges them
# back together.
bss_aligner = bssAlignerTool(self.configuration)
aligner_input_files = {
"genome": input_files["genome"],
"fastq1": fastq1f["fastq_filtered"]
}
aligner_input_files["index"] = genome_idx["index"]
aligner_meta = {
"genome": metadata["genome"],
"fastq1": filter1_meta["fastq_filtered"],
"index": output_metadata["index"]
}
if "fastq2" in input_files:
aligner_input_files["fastq2"] = fastq2f["fastq_filtered"]
aligner_meta["fastq2"] = filter2_meta["fastq_filtered"]
logger.progress("BSseeker2 Aligner", status="RUNNING")
bam, bam_meta = bss_aligner.run(
aligner_input_files,
aligner_meta,
remap(output_files, "bam", "bai")
)
logger.progress("BSseeker2 Aligner", status="DONE")
try:
output_results_files["bam"] = bam["bam"]
output_results_files["bai"] = bam["bai"]
output_metadata["bam"] = bam_meta["bam"]
output_metadata["bai"] = bam_meta["bai"]
tool_name = output_metadata["bam"].meta_data["tool"]
output_metadata["bam"].meta_data["tool_description"] = tool_name
output_metadata["bam"].meta_data["tool"] = "process_wgbs"
tool_name = output_metadata["bai"].meta_data["tool"]
output_metadata["bai"].meta_data["tool_description"] = tool_name
output_metadata["bai"].meta_data["tool"] = "process_wgbs"
except KeyError:
logger.fatal("WGBS - Aligner failed")
return {}, {}
# Methylation peak caller
peak_caller_handle = bssMethylationCallerTool(self.configuration)
mct_input_files = {
"genome": input_files["genome"],
"index": genome_idx["index"],
"fastq1": fastq1f["fastq_filtered"],
"bam": bam["bam"],
"bai": bam["bai"]
}
mct_meta = {
"genome": metadata["genome"],
"index": gidx_meta["index"],
"fastq1": filter1_meta["fastq_filtered"],
"bam": output_metadata["bam"],
"bai": bam_meta["bai"]
}
if "fastq2" in input_files:
mct_input_files["fastq2"] = fastq2f["fastq_filtered"]
mct_meta["fastq2"] = filter2_meta["fastq_filtered"]
logger.progress("BSseeker2 Peak Caller", status="RUNNING")
peak_files, peak_meta = peak_caller_handle.run(
mct_input_files,
mct_meta,
{
"wig_file": output_files["wig_file"],
"atcgmap_file": output_files["atcgmap_file"],
"cgmap_file": output_files["cgmap_file"]
}
)
logger.progress("BSseeker2 Peak Caller", status="DONE")
try:
output_results_files["wig_file"] = peak_files["wig_file"]
output_results_files["cgmap_file"] = peak_files["cgmap_file"]
output_results_files["atcgmap_file"] = peak_files["atcgmap_file"]
output_metadata["wig_file"] = peak_meta["wig_file"]
output_metadata["cgmap_file"] = peak_meta["cgmap_file"]
output_metadata["atcgmap_file"] = peak_meta["atcgmap_file"]
output_metadata["wig_file"].meta_data["tool_description"] = output_metadata["wig_file"].meta_data["tool"] # pylint: disable=line-too-long
output_metadata["wig_file"].meta_data["tool"] = "process_wgbs"
output_metadata["cgmap_file"].meta_data["tool_description"] = output_metadata["cgmap_file"].meta_data["tool"] # pylint: disable=line-too-long
output_metadata["cgmap_file"].meta_data["tool"] = "process_wgbs"
output_metadata["atcgmap_file"].meta_data["tool_description"] = output_metadata["atcgmap_file"].meta_data["tool"] # pylint: disable=line-too-long
output_metadata["atcgmap_file"].meta_data["tool"] = "process_wgbs"
except KeyError:
logger.fatal("WGBS - Peak caller failed")
return {}, {}
return (output_results_files, output_metadata)
# ------------------------------------------------------------------------------
def main_json(config, in_metadata, out_metadata):
"""
Alternative main function
-------------
This function launches the app using configuration written in
two json files: config.json and input_metadata.json.
"""
# 1. Instantiate and launch the App
print("1. Instantiate and launch the App")
from apps.jsonapp import JSONApp
app = JSONApp()
result = app.launch(process_wgbs,
config,
in_metadata,
out_metadata)
# 2. The App has finished
print("2. Execution finished; see " + out_metadata)
print(result)
return result
# ------------------------------------------------------------------------------
if __name__ == "__main__":
# Set up the command line parameters
PARSER = argparse.ArgumentParser(description="WGBS peak calling")
PARSER.add_argument(
"--config", help="Configuration file")
PARSER.add_argument(
"--in_metadata", help="Location of input metadata file")
PARSER.add_argument(
"--out_metadata", help="Location of output metadata file")
PARSER.add_argument(
"--local", action="store_const", const=True, default=False)
# Get the matching parameters from the command line
ARGS = PARSER.parse_args()
CONFIG = ARGS.config
IN_METADATA = ARGS.in_metadata
OUT_METADATA = ARGS.out_metadata
LOCAL = ARGS.local
if LOCAL:
import sys
sys._run_from_cmdl = True # pylint: disable=protected-access
RESULTS = main_json(CONFIG, IN_METADATA, OUT_METADATA)
print(RESULTS)