| 1 |  |  | import math | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2 |  |  | from dataclasses import dataclass | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3 |  |  | from datetime import datetime | 
            
                                                                                                            
                            
            
                                    
            
            
                | 4 |  |  | from functools import cached_property | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 5 |  |  | from typing import Mapping, NamedTuple, Optional, Sequence | 
            
                                                                                                            
                            
            
                                    
            
            
                | 6 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 7 |  |  | import regex | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 8 |  |  | from pocketutils.core.chars import Chars | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 9 |  |  | from pocketutils.core.dot_dict import NestedDotDict | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 10 |  |  | from pocketutils.core.enums import FlagEnum | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 11 |  |  | from pocketutils.tools.common_tools import CommonTools | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 12 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 13 |  |  | from mandos.model.apis.hmdb_support.properties import PREDICTED_PROPERTIES, RULES, _Prop | 
            
                                                                                                            
                            
            
                                    
            
            
                | 14 |  |  | from mandos.model.utils.setup import logger | 
            
                                                                                                            
                            
            
                                    
            
            
                | 15 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 16 |  |  | _prefixes = dict(M=1e6, mM=1e3, µM=1, uM=1, nM=1e-3, pM=1e-6, fM=1e-9) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 17 |  |  | _p1 = regex.compile(r"^([0-9.]+) +\(([0-9.]+) *\- *([0-9.]+)\)$", flags=regex.V1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 18 |  |  | _p2 = regex.compile(r"^([0-9.]+) +\+\/\- +([0-9.]+)$", flags=regex.V1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 19 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 20 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 21 |  |  | class ConcentrationBound(NamedTuple): | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 22 |  |  |     mean: float | 
            
                                                                                                            
                            
            
                                    
            
            
                | 23 |  |  |     lower: float | 
            
                                                                                                            
                            
            
                                    
            
            
                | 24 |  |  |     upper: float | 
            
                                                                                                            
                            
            
                                    
            
            
                | 25 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 26 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 27 |  |  |     def std(self) -> float: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 28 |  |  |         return self.upper / 2 - self.lower / 2 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 29 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 30 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 31 |  |  |     def is_symmetric(self) -> bool: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 32 |  |  |         return math.isclose(self.upper - self.mean, self.mean - self.lower) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 33 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 34 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 35 |  |  | @dataclass(frozen=True, repr=True, order=True) | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 36 |  |  | class HmdbProperty: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 37 |  |  |     kind: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 38 |  |  |     source: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 39 |  |  |     value: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 40 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 41 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 42 |  |  | @dataclass(frozen=True, repr=True, order=True) | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 43 |  |  | class HmdbDisease: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 44 |  |  |     name: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 45 |  |  |     omim_id: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 46 |  |  |     n_refs: int | 
            
                                                                                                            
                            
            
                                    
            
            
                | 47 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 48 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 49 |  |  | class PersonAge(FlagEnum): | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 50 |  |  |     unknown = () | 
            
                                                                                                            
                            
            
                                    
            
            
                | 51 |  |  |     adults = () | 
            
                                                                                                            
                            
            
                                    
            
            
                | 52 |  |  |     children = () | 
            
                                                                                                            
                            
            
                                    
            
            
                | 53 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 54 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 55 |  |  | class PersonSex(FlagEnum): | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 56 |  |  |     unknown = () | 
            
                                                                                                            
                            
            
                                    
            
            
                | 57 |  |  |     male = () | 
            
                                                                                                            
                            
            
                                    
            
            
                | 58 |  |  |     female = () | 
            
                                                                                                            
                            
            
                                    
            
            
                | 59 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 60 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 61 |  |  | @dataclass(frozen=True, repr=True, order=True) | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 62 |  |  | class HmdbConcentration: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 63 |  |  |     specimen: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 64 |  |  |     ages: PersonAge | 
            
                                                                                                            
                            
            
                                    
            
            
                | 65 |  |  |     sexes: PersonSex | 
            
                                                                                                            
                            
            
                                    
            
            
                | 66 |  |  |     condition: Optional[str] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 67 |  |  |     micromolar: Optional[ConcentrationBound] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 68 |  |  |     mg_per_kg: Optional[ConcentrationBound] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 69 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 70 |  |  |     def __post_init__(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 71 |  |  |         if (self.mg_per_kg is None) + (self.micromolar is None) != 1: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 72 |  |  |             raise AssertionError( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 73 |  |  |                 f"Provided both micromolar ({self.micromolar})" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 74 |  |  |                 + f" and mg/kg ({self.mg_per_kg}), or neither" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 75 |  |  |             ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 76 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 77 |  |  |     @cached_property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 78 |  |  |     def format_value(self) -> str: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 79 |  |  |         return f"{self._value}{Chars.narrownbsp}{self._unit}" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 80 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 81 |  |  |     @cached_property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 82 |  |  |     def format_value_pm(self) -> str: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 83 |  |  |         v, u, s = self._value, self._unit, Chars.narrownbsp | 
                            
                    |  |  |  | 
                                                                                        
                                                                                            
                                                                                            
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 84 |  |  |         return f"{v.mean}{Chars.plusminus}{v.std}{s}{u}" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 85 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 86 |  |  |     @cached_property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 87 |  |  |     def format_value_range(self) -> str: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 88 |  |  |         v, u, s = self._value, self._unit, Chars.narrownbsp | 
                            
                    |  |  |  | 
                                                                                        
                                                                                            
                                                                                            
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 89 |  |  |         return f"{v.mean}{s}({v.lower}{Chars.en}{v.upper}){s}{u}" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 90 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 91 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 92 |  |  |     def _value(self) -> ConcentrationBound: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 93 |  |  |         if self.mg_per_kg is not None: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 94 |  |  |             return self.mg_per_kg | 
            
                                                                                                            
                            
            
                                    
            
            
                | 95 |  |  |         return self.micromolar | 
            
                                                                                                            
                            
            
                                    
            
            
                | 96 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 97 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 98 |  |  |     def _unit(self) -> str: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 99 |  |  |         if self.mg_per_kg is not None: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 100 |  |  |             return " mg/kg" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 101 |  |  |         return " µmol/L" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 102 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 103 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 104 |  |  | class HmdbData: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 105 |  |  |     def __init__(self, data: NestedDotDict): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 106 |  |  |         self._data = data | 
            
                                                                                                            
                            
            
                                    
            
            
                | 107 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 108 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 109 |  |  |     def cid(self) -> str: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 110 |  |  |         return self._data.req_as("metabolite.accession", str) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 111 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 112 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 113 |  |  |     def inchi(self) -> str: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 114 |  |  |         return self._data.req_as("metabolite.inchi", str) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 115 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 116 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 117 |  |  |     def inchikey(self) -> str: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 118 |  |  |         return self._data.req_as("metabolite.inchikey", str) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 119 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 120 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 121 |  |  |     def smiles(self) -> str: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 122 |  |  |         return self._data.req_as("metabolite.smiles", str) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 123 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 124 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 125 |  |  |     def cas(self) -> str: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 126 |  |  |         return self._data.req_as("metabolite.cas_registry_number", str) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 127 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 128 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 129 |  |  |     def drugbank_id(self) -> Optional[str]: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 130 |  |  |         return self._data.get_as("metabolite.inchikey", str) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 131 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 132 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 133 |  |  |     def pubchem_id(self) -> Optional[str]: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 134 |  |  |         return self._data.get_as("metabolite.pubchem_compound_id", str) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 135 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 136 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 137 |  |  |     def create_date(self) -> datetime: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 138 |  |  |         return datetime.fromisoformat(self._data.req_as("metabolite.creation_date", str)) | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 139 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 140 |  |  |     @property | 
            
                                                                        
                            
            
                                    
            
            
                | 141 |  |  |     def mod_date(self) -> datetime: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                        
                            
            
                                    
            
            
                | 142 |  |  |         return datetime.fromisoformat(self._data.req_as("metabolite.update_date", str)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 143 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 144 |  |  |     @cached_property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 145 |  |  |     def predicted_properties(self) -> Sequence[HmdbProperty]: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 146 |  |  |         data = self._data.get("metabolite.predicted_properties", []) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 147 |  |  |         return [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 148 |  |  |             HmdbProperty(kind=x["kind"], source=x["source"], value=x["value"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 149 |  |  |             for x in data | 
            
                                                                                                            
                            
            
                                    
            
            
                | 150 |  |  |             if _Prop(x["kind"], x["source"]) in PREDICTED_PROPERTIES | 
            
                                                                                                            
                            
            
                                    
            
            
                | 151 |  |  |         ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 152 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 153 |  |  |     @cached_property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 154 |  |  |     def rules(self) -> Mapping[str, bool]: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 155 |  |  |         data = self._data.get("metabolite.predicted_properties", []) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 156 |  |  |         return { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 157 |  |  |             r["kind"]: CommonTools.parse_bool_flex(r["value"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 158 |  |  |             for r in data | 
            
                                                                                                            
                            
            
                                    
            
            
                | 159 |  |  |             if (r["kind"], r["source"]) in RULES | 
            
                                                                                                            
                            
            
                                    
            
            
                | 160 |  |  |         } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 161 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 162 |  |  |     @cached_property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 163 |  |  |     def diseases(self) -> Sequence[HmdbDisease]: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 164 |  |  |         data = self._data.get_list_as("metabolite.diseases", NestedDotDict) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 165 |  |  |         return [HmdbDisease(d["name"], d["omim_id"], len(d.get("references", []))) for d in data] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 166 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 167 |  |  |     @cached_property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 168 |  |  |     def specimens(self) -> Sequence[str]: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 169 |  |  |         return self._data.get_list_as("metabolite.biological_properties.biospecimen_locations", str) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 170 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 171 |  |  |     @cached_property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 172 |  |  |     def tissue_locations(self) -> Sequence[str]: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 173 |  |  |         return self._data.get_list_as("metabolite.biological_properties.tissue_locations", str) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 174 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 175 |  |  |     @cached_property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 176 |  |  |     def normal_concentrations(self) -> Sequence[HmdbConcentration]: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 177 |  |  |         data = self._data.get_list_as("metabolite.normal_concentrations", NestedDotDict, []) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 178 |  |  |         results = [] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 179 |  |  |         for d in data: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 180 |  |  |             x = self._new_conc(d) | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 181 |  |  |             if x is not None: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 182 |  |  |                 results.append(x) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 183 |  |  |         return results | 
            
                                                                                                            
                            
            
                                    
            
            
                | 184 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 185 |  |  |     def _new_conc(self, x: NestedDotDict) -> Optional[HmdbConcentration]: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 186 |  |  |         specimen = x["biospecimen"] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 187 |  |  |         # both can be "Not Specified" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 188 |  |  |         ages = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 189 |  |  |             "Adult": PersonAge.adults, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 190 |  |  |             "Children": PersonAge.children, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 191 |  |  |             "Both": PersonAge.adults | PersonAge.children, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 192 |  |  |         }.get(x.get_as("subject_age", str, "").split(" ")[0], PersonAge.unknown) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 193 |  |  |         sexes = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 194 |  |  |             "Male": PersonSex.male, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 195 |  |  |             "Female": PersonSex.female, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 196 |  |  |             "Both": PersonSex.female | PersonSex.male, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 197 |  |  |         }.get(x.get_as("subject_sex", str, ""), PersonSex.unknown) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 198 |  |  |         condition = ( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 199 |  |  |             None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 200 |  |  |             if x.get("subject_condition") == "Normal" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 201 |  |  |             else x.get_as("patient_information", str, "") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 202 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 203 |  |  |         value, units = x.get_as("concentration_value", str), x.get_as("concentration_units", str) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 204 |  |  |         if value is None or len(value) == 0: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 205 |  |  |             logger.trace(f"Discarding {x} with empty value") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 206 |  |  |             return None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 207 |  |  |         if units not in ["uM", "mg/kg"]: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 208 |  |  |             logger.trace(f"Discarding {x} with units '{units}'") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 209 |  |  |             return None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 210 |  |  |         bound = self._parse_conc(value) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 211 |  |  |         if bound is None: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 212 |  |  |             logger.warning(f"Could not parse concentration {value} (units: {units})") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 213 |  |  |             logger.trace(f"Full data: {x}") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 214 |  |  |             return None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 215 |  |  |         return HmdbConcentration( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 216 |  |  |             specimen=specimen, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 217 |  |  |             ages=ages, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 218 |  |  |             sexes=sexes, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 219 |  |  |             condition=condition, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 220 |  |  |             micromolar=bound if units == "uM" else None, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 221 |  |  |             mg_per_kg=bound if units == "mg/kg" else None, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 222 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 223 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 224 |  |  |     def _parse_conc(self, value: str) -> Optional[ConcentrationBound]: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 225 |  |  |         m: regex.Match = _p1.fullmatch(value) | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 226 |  |  |         if m is not None: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 227 |  |  |             return ConcentrationBound(*m.groups()) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 228 |  |  |         m: regex.Match = _p2.fullmatch(value) | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 229 |  |  |         if m is not None: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 230 |  |  |             v, std = m.groups() | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 231 |  |  |             return ConcentrationBound(v, v - std, v + std) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 232 |  |  |         return None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 233 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 234 |  |  |     @cached_property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 235 |  |  |     def abnormal_concentrations(self) -> Sequence[HmdbConcentration]: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 236 |  |  |         return self._data.get("metabolite.normal_concentrations", []) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 237 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 238 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 239 |  |  | __all__ = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 240 |  |  |     "HmdbProperty", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 241 |  |  |     "ConcentrationBound", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 242 |  |  |     "HmdbData", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 243 |  |  |     "PersonSex", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 244 |  |  |     "PersonAge", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 245 |  |  |     "HmdbConcentration", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 246 |  |  |     "HmdbDisease", | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 247 |  |  | ] | 
            
                                                        
            
                                    
            
            
                | 248 |  |  |  |