diff options
Diffstat (limited to 'gn3/computations')
-rw-r--r-- | gn3/computations/rqtl.py | 64 |
1 files changed, 62 insertions, 2 deletions
diff --git a/gn3/computations/rqtl.py b/gn3/computations/rqtl.py index 605e0e1..22d9faf 100644 --- a/gn3/computations/rqtl.py +++ b/gn3/computations/rqtl.py @@ -1,6 +1,11 @@ """Procedures related rqtl computations""" - +import os +import numpy as np from typing import Dict +from typing import List + +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 @@ -29,7 +34,9 @@ output filename generated from a hash of the genotype and phenotype files # Temporarily substitute forward-slashes in hash with underscores _hash = _hash.replace("/", "_") - _output_filename = f"{_hash}-output.json" + _output_filename = f"{_hash}-output.csv" + rqtl_wrapper_kwargs["filename"] = _output_filename + return { "output_file": _output_filename, @@ -38,3 +45,56 @@ output filename generated from a hash of the genotype and phenotype files 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"), "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 + else: + # Convert chr to int if possible + try: + the_chr = int(line_items[1][1:-1]) + except: + 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"), "output", "PERM_" + file_name), "r") as the_file: + for i, line in enumerate(the_file): + if i == 0: + # Skip header line + continue + else: + 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 |