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Parser to ingest SIGNOR cell signaling database.
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import json | ||
import requests as rq | ||
import pandas as pd | ||
import os | ||
import math | ||
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from Common.utils import GetData | ||
from Common.loader_interface import SourceDataLoader | ||
from Common.kgxmodel import kgxnode, kgxedge | ||
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def load_json(json_data): | ||
with open(json_data, encoding="utf-8") as file: | ||
data = json.load(file) | ||
file.close() | ||
return data | ||
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############## | ||
# Class: Loads SIGNOR signaling pathways | ||
# By: Jon-Michael Beasley | ||
# Date: 10/16/2023 | ||
############## | ||
class SIGNORLoader(SourceDataLoader): | ||
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source_id: str = 'SIGNOR' | ||
provenance_id: str = 'infores:signor' | ||
description = "Signor 3.0 is a resource that annotates experimental evidence about causal interactions between proteins and other entities of biological relevance: stimuli, phenotypes, enzyme inhibitors, complexes, protein families etc. " | ||
source_data_url = "https://signor.uniroma2.it/download_entity.php" | ||
license = "SIGNOR is licensed under a Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0) license." | ||
attribution = 'https://signor.uniroma2.it/about/' | ||
parsing_version = '1.1' | ||
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def __init__(self, test_mode: bool = False, source_data_dir: str = None): | ||
""" | ||
constructor | ||
:param test_mode - sets the run into test mode | ||
""" | ||
# call the super | ||
super().__init__(test_mode=test_mode, source_data_dir=source_data_dir) | ||
#self.signor_version = '202307' # TODO temporarily hard coded | ||
self.signor_data_url = f"https://signor.uniroma2.it/releases/getLatestRelease.php" | ||
self.signor_version = self.get_latest_source_version() | ||
self.signor_file_name = f"getLatestRelease.php" | ||
self.data_files = [self.signor_file_name] | ||
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def get_latest_source_version(self) -> str: | ||
""" | ||
gets the latest version of the data | ||
:return: | ||
""" | ||
### The method below gets the database version from the html, but this may be subject to change. ### | ||
signor_download_page_response = rq.post(self.signor_data_url) | ||
file_name = signor_download_page_response.headers['Content-Disposition'] | ||
file_name = file_name.replace("attachment; filename=","").replace("_release.txt","").replace('"','') | ||
return file_name | ||
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def get_data(self) -> int: | ||
""" | ||
Gets the SIGNOR 3.0 data. | ||
Must send some complex data and headers, which is what happens below. | ||
""" | ||
# boundary="XXX" | ||
# form1 = 'Content-Disposition: form-data; name="organism"' + '\r\n\r\n' + 'human' | ||
# form2 = 'Content-Disposition: form-data; name="format"' + '\r\n\r\n' + 'csv' | ||
# form3 = 'Content-Disposition: form-data; name="submit"' '\r\n\r\n' + 'Download' | ||
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# boundary_str = f"--{boundary}\r\n" | ||
# data_str = f"{boundary_str}{form1}\r\n{boundary_str}{form2}\r\n{boundary_str}{form3}\r\n--{boundary}--" | ||
# data_str = "" | ||
# for form in [form1]: | ||
# data_str += f"{boundary_str}{form}\r\n" | ||
# data_str += f"--{boundary}--" | ||
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# headers = { | ||
# 'Content-Type': 'multipart/form-data; boundary=XXX', | ||
# } | ||
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# response = rq.post(self.signor_data_url,headers=headers, data=data_str) | ||
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data_puller = GetData() | ||
i=0 | ||
for source in self.data_files: | ||
source_url = f"{self.signor_data_url}" | ||
data_puller.pull_via_http(source_url, self.data_path) | ||
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i+=1 | ||
return True | ||
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def process_node_to_kgx(self,node_id: str, node_name: str, node_categories: list): | ||
#self.logger.info(f'processing node: {node_identity}') | ||
node_id = node_id.replace("PUBCHEM:","PUBCHEM.COMPOUND:").replace("UNIPROT:","UniProtKB:").replace("RNAcentral:","RNACENTRAL:").replace("ChEBI:","CHEBI:") | ||
if '-PRO_' in node_id: node_id = node_id.split("-PRO_")[0] | ||
node_to_write = kgxnode(identifier=node_id, name=node_name, categories=node_categories) | ||
self.output_file_writer.write_kgx_node(node_to_write) | ||
return node_id | ||
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def process_edge_to_kgx(self, subject_id: str, predicate: str, object_id: str, edgeprops: dict): | ||
if predicate: | ||
output_edge = kgxedge( | ||
subject_id=subject_id, | ||
object_id=object_id, | ||
predicate=predicate, | ||
edgeprops=edgeprops, | ||
primary_knowledge_source=self.provenance_id | ||
) | ||
self.output_file_writer.write_kgx_edge(output_edge) | ||
else: | ||
self.logger.warning(f'A predicate could not be mapped for relationship type {predicate}') | ||
return | ||
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def parse_data(self) -> dict: | ||
""" | ||
Parses the data file for graph nodes/edges | ||
:return: ret_val: load_metadata | ||
""" | ||
data = pd.read_csv(os.path.join(self.data_path,self.signor_file_name), delimiter="\t") | ||
for idx,row in data.iterrows(): | ||
edgeprops={} | ||
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#Get nodeA id, name, and type | ||
nodeA_id = f"{row['DATABASEA']+':' if row['DATABASEA'] not in ['ChEBI'] else ''}{row['IDA'] if row['DATABASEA'] not in ['PUBCHEM'] else row['IDA'].replace('CID:','')}" | ||
if row['ENTITYA'] == None: | ||
nodeA_name = row['ENTITYA'] | ||
else: | ||
nodeA_name = nodeA_id | ||
nodeA_categories = [row['TYPEA']] | ||
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#Get nodeB id, name, and type | ||
nodeB_id = f"{row['DATABASEB']+':' if row['DATABASEB'] not in ['ChEBI'] else ''}{row['IDB'] if row['DATABASEB'] not in ['PUBCHEM'] else row['IDB'].replace('CID:','')}" | ||
if row['ENTITYB'] == None: | ||
nodeB_name = row['ENTITYB'] | ||
else: | ||
nodeB_name = nodeB_id | ||
nodeB_categories = [row['TYPEB'].replace(' ','_')] | ||
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if row['MECHANISM'] != None: edgeprops.update({'mechanism':row['MECHANISM']}) | ||
if row['CELL_DATA'] != None: edgeprops.update({'cell_context':row['CELL_DATA']}) | ||
if row['TISSUE_DATA'] != None: edgeprops.update({'tissue_context':row['TISSUE_DATA']}) | ||
if math.isnan(row['TAX_ID']) == False: | ||
if (row['TAX_ID'] != -1): | ||
edgeprops.update({'taxon':f"NCBITaxon:{row['TAX_ID']}"}) | ||
if row['RESIDUE'] != None: edgeprops.update({'residue_modified':row['RESIDUE']}) | ||
if row['SEQUENCE'] != None: edgeprops.update({'modified_sequence':row['SEQUENCE']}) | ||
if row['PMID'] != None: edgeprops.update({'publications':[row['PMID']]}) | ||
if row['SENTENCE'] != None: edgeprops.update({'sentences':[row['SENTENCE']]}) | ||
#edgeprops.update({'score':[row['SCORE']]}) | ||
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# Use some rules to assign predicates appropriately. | ||
predicate = str(row['EFFECT']) | ||
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nodeA_id = self.process_node_to_kgx(nodeA_id, nodeA_name, nodeA_categories) | ||
nodeB_id = self.process_node_to_kgx(nodeB_id, nodeB_name, nodeB_categories) | ||
self.process_edge_to_kgx(subject_id=nodeA_id, predicate=predicate, object_id=nodeB_id, edgeprops=edgeprops) | ||
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return {} |