diff options
Diffstat (limited to 'gn3/computations')
-rw-r--r-- | gn3/computations/rqtl.py | 103 |
1 files changed, 103 insertions, 0 deletions
diff --git a/gn3/computations/rqtl.py b/gn3/computations/rqtl.py new file mode 100644 index 0000000..0433b3f --- /dev/null +++ b/gn3/computations/rqtl.py @@ -0,0 +1,103 @@ +"""Procedures related rqtl computations""" +import os +from typing import Dict, List, Union + +import numpy as np + +from flask import current_app + +from gn3.commands import compose_rqtl_cmd +from gn3.computations.gemma import generate_hash_of_string +from gn3.fs_helpers import get_hash_of_files + +def generate_rqtl_cmd(rqtl_wrapper_cmd: str, + rqtl_wrapper_kwargs: Dict, + rqtl_wrapper_bool_kwargs: list) -> Dict: + """Given the base rqtl_wrapper command and +dict of keyword arguments, return the full rqtl_wrapper command and an +output filename generated from a hash of the genotype and phenotype files + + """ + + # Generate a hash from contents of the genotype and phenotype files + _hash = get_hash_of_files( + [v for k, v in rqtl_wrapper_kwargs.items() if k in ["g", "p"]]) + + # Append to hash a hash of keyword arguments + _hash += generate_hash_of_string( + ",".join([f"{k}:{v}" for k, v in rqtl_wrapper_kwargs.items() if k not in ["g", "p"]])) + + # Append to hash a hash of boolean keyword arguments + _hash += generate_hash_of_string( + ",".join(rqtl_wrapper_bool_kwargs)) + + # Temporarily substitute forward-slashes in hash with underscores + _hash = _hash.replace("/", "_") + + _output_filename = f"{_hash}-output.csv" + rqtl_wrapper_kwargs["filename"] = _output_filename + + return { + "output_file": + _output_filename, + "rqtl_cmd": + compose_rqtl_cmd(rqtl_wrapper_cmd=rqtl_wrapper_cmd, + rqtl_wrapper_kwargs=rqtl_wrapper_kwargs, + rqtl_wrapper_bool_kwargs=rqtl_wrapper_bool_kwargs) + } + + +def process_rqtl_output(file_name: str) -> List: + """Given an output file name, read in R/qtl results and return + a List of marker objects + + """ + marker_obs = [] + # Later I should probably redo this using csv.read to avoid the + # awkwardness with removing quotes with [1:-1] + with open(os.path.join(current_app.config.get("TMPDIR", "/tmp"), + "output", file_name), "r") as the_file: + for line in the_file: + line_items = line.split(",") + if line_items[1][1:-1] == "chr" or not line_items: + # Skip header line + continue + + # Convert chr to int if possible + the_chr: Union[int, str] + try: + the_chr = int(line_items[1][1:-1]) + except ValueError: + the_chr = line_items[1][1:-1] + this_marker = { + "name": line_items[0][1:-1], + "chr": the_chr, + "cM": float(line_items[2]), + "Mb": float(line_items[2]), + "lod_score": float(line_items[3]) + } + marker_obs.append(this_marker) + + return marker_obs + + +def process_perm_output(file_name: str): + """Given base filename, read in R/qtl permutation output and calculate + suggestive and significant thresholds + + """ + perm_results = [] + with open(os.path.join(current_app.config.get("TMPDIR", "/tmp"), + "output", "PERM_" + file_name), "r") as the_file: + for i, line in enumerate(the_file): + if i == 0: + # Skip header line + continue + + line_items = line.split(",") + perm_results.append(float(line_items[1])) + + suggestive = np.percentile(np.array(perm_results), 67) + significant = np.percentile(np.array(perm_results), 95) + + return perm_results, suggestive, significant |