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Refactor czi_hosted and server into backend directory, pull common code into backend/common, refactor tests (#2102)
* move local_server -> backend/server server-> backend/czi_hosted, pull common code into backend/common update imports, tests and make commands
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"""Helpers for converting and checking HGNC gene symbols."""
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import argparse
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import enum
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import logging
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import os
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import re
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import numpy as np
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import pandas as pd
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def get_upgraded_var_index(var, hgnc_path=None):
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"""Given an anndata var dataframe, return a new index for the dataframe
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where human gene symbols have been upgraded to the current HGNC set.
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"""
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if not hgnc_path:
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hgnc_path = os.path.join(os.path.dirname(os.path.realpath(__file__)), "hgnc_complete_set.txt.gz")
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hgnc_symbol_checker = HGNCSymbolChecker.from_hgnc_records(hgnc_path)
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return pd.Index([hgnc_symbol_checker.upgrade_symbol(s) for s in var.index])
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class SymbolStatus(enum.Enum):
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"""The status of a symbol in the HGNC database.
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APPROVED: Currently a valid symbol
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WITHDRAWN: A previously approved HGNC symbol for a gene that has since been shown
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not to exist _unless_ that symbol is also approved
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AMBIGUOUS: A symbol that is not approved but is an alias or previous symbol for
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multiple approved symbols
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UPGRADABLE: A symbol that is not approved but unambiguously maps to an approved
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symbol
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UNKNOWN: A symbol that does not appear in HGNC
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"""
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APPROVED = 1
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WITHDRAWN = 2
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AMBIGUOUS = 3
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UPGRADABLE = 4
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UNKNOWN = 5
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class HGNCSymbolChecker:
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"""Handle checking and correcting HGNC symbols."""
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def __init__(self, approved_symbols, withdrawn_symbols, ambiguous_symbols, symbol_map):
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self.approved_symbols = approved_symbols
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self.withdrawn_symbols = withdrawn_symbols
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self.ambiguous_symbols = ambiguous_symbols
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self.symbol_map = symbol_map
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def print_symbol_map(self):
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"""Print out a map from old symbol to new symbol."""
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for symbol_pair in self.symbol_map.items():
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print("\t".join(symbol_pair))
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def check_symbol(self, symbol):
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"""See if a symbol if approved or something else."""
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if symbol in self.approved_symbols:
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return SymbolStatus.APPROVED
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if symbol in self.withdrawn_symbols:
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return SymbolStatus.WITHDRAWN
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if symbol in self.ambiguous_symbols:
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return SymbolStatus.AMBIGUOUS
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if symbol in self.symbol_map:
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return SymbolStatus.UPGRADABLE
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return SymbolStatus.UNKNOWN
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def upgrade_symbol(self, symbol):
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"""Return the approved symbol for the given symbol.
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If the symbol cannot be upgraded, just return the original symbol.
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"""
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fixed_symbol, stripped_symbol = format_symbol(symbol)
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if fixed_symbol in self.approved_symbols:
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return fixed_symbol
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elif fixed_symbol in self.symbol_map:
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return self.symbol_map[fixed_symbol]
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elif stripped_symbol in self.approved_symbols:
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return stripped_symbol
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elif stripped_symbol in self.symbol_map:
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return self.symbol_map[stripped_symbol]
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return symbol
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@classmethod
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def from_hgnc_records(cls, hgnc_dataset_path):
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"""Parse a hgnc database download into a HGNCSymbolChecker object."""
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def all_symbols(record):
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"""Get all the symbols associated with an HGNC record including previous, alias,
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and approved."""
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yield format_symbol(record["symbol"])[0]
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for symbol in alias_and_previous_symbols(record):
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yield symbol
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def alias_and_previous_symbols(record):
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"""Get alias and previous symbols from an HGNC record."""
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for field in ("alias_symbol", "prev_symbol"):
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if record[field] is not np.nan:
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for symbol in record[field].split("|"):
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yield format_symbol(symbol)[0]
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# Sometimes something like HGNC:1234 appears in datasets, which we
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# want to fix as well.
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yield record["hgnc_id"]
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hgnc_records = pd.read_csv(hgnc_dataset_path, sep="\t", header=0, low_memory=False).to_dict("records")
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# Get all symbols that are currently approved.
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approved_symbols = set()
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for record in hgnc_records:
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if record["status"] == "Approved":
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approved_symbols.add(format_symbol(record["symbol"])[0])
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# Get all symbols that have been withdrawn
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withdrawn_symbols = set()
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for record in hgnc_records:
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if record["status"] == "Entry Withdrawn":
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for symbol in all_symbols(record):
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withdrawn_symbols.add(symbol)
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# If a symbol is both approved and withdrawn, be optimistic and call it approved
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logging.warning(
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f"Some symbols are simulaneously withdrawn and approved\n"
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f"We will treat them at approved:\n"
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f"{withdrawn_symbols.intersection(approved_symbols)}"
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)
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withdrawn_symbols = withdrawn_symbols.difference(approved_symbols)
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# Now try to map from symbols that are not approved but are an alias or previous symbol for an approved symbol
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alias_previous_to_approved = {}
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ambiguous_symbols = set()
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for record in hgnc_records:
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if record["status"] == "Approved":
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# The approved symbol is what we'll map to
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approved_symbol = format_symbol(record["symbol"])[0]
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for symbol in alias_and_previous_symbols(record):
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# If the alias or previous symbol is also an approved symbol,
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# we'll just leave it alone
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if symbol in approved_symbols:
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continue
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# If the alias or previous symbol maps to a different approved symbol, mark it as ambiguous
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if symbol in alias_previous_to_approved and alias_previous_to_approved[symbol] != approved_symbol:
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ambiguous_symbols.add(symbol)
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else:
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alias_previous_to_approved[symbol] = approved_symbol
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# Remove all the ambiguous symbols from the map
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for ambiguous_symbol in ambiguous_symbols:
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alias_previous_to_approved.pop(ambiguous_symbol)
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return HGNCSymbolChecker(approved_symbols, withdrawn_symbols, ambiguous_symbols, alias_previous_to_approved)
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def format_symbol(symbol):
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"""HGNC rules say symbols should all be upper case except for C#orf#. However, case is
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variable in both alias and previous symbols as well as in the symbols we get in
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submissions. So, upper case everything except for the one situation where mixed-case
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is allowed, which are the genes like C2orf157.
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Also, seurat and scanpy append ".1" or "-1" to duplicated gene names, and these altered
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names persist throughout the life of the object. They won't match against the HGNC database
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and we want to merge them, so we need to strip off the suffix and try matching again.
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This function takes a symbol and returns the symbol with the fixed case and also with the
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seurat/scanpy suffix stripped off.
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"""
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match = re.match(r"^(C)(\d+)(orf)(\d+)$", symbol, re.IGNORECASE)
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if match:
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fixed_case = f"C{match.group(2)}orf{match.group(4)}"
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else:
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fixed_case = symbol.upper()
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suffix_stripped = re.sub(r"[\.\-]\d+$", "", fixed_case)
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return fixed_case, suffix_stripped
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def main():
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"""When called as main, parse a given hgnc download and print out a map from old to new
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symbol.
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"""
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parser = argparse.ArgumentParser()
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parser.add_argument(
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"hgnc_dataset", help="HGNC dataset tsv, available from www.genenames.org/download/statistics-and-files/"
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)
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args = parser.parse_args()
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hgnc_symbol_checker = HGNCSymbolChecker.from_hgnc_records(args.hgnc_dataset)
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hgnc_symbol_checker.print_symbol_map()
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if __name__ == "__main__":
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main()
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