Mercurial > repos > bimib > cobraxy
comparison COBRAxy/utils/reaction_parsing.py @ 4:41f35c2f0c7b draft
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author | luca_milaz |
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date | Wed, 18 Sep 2024 10:59:10 +0000 |
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3:1f3ac6fd9867 | 4:41f35c2f0c7b |
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1 from enum import Enum | |
2 import utils.general_utils as utils | |
3 from typing import Dict | |
4 import csv | |
5 import re | |
6 | |
7 # Reaction direction encoding: | |
8 class ReactionDir(Enum): | |
9 """ | |
10 A reaction can go forwards, backwards or be reversible (able to proceed in both directions). | |
11 Models created / managed with cobrapy encode this information within the reaction's | |
12 formula using the arrows this enum keeps as values. | |
13 """ | |
14 FORWARD = "-->" | |
15 BACKWARD = "<--" | |
16 REVERSIBLE = "<=>" | |
17 | |
18 @classmethod | |
19 def fromReaction(cls, reaction :str) -> 'ReactionDir': | |
20 """ | |
21 Takes a whole reaction formula string and looks for one of the arrows, returning the | |
22 corresponding reaction direction. | |
23 | |
24 Args: | |
25 reaction : the reaction's formula. | |
26 | |
27 Raises: | |
28 ValueError : if no valid arrow is found. | |
29 | |
30 Returns: | |
31 ReactionDir : the corresponding reaction direction. | |
32 """ | |
33 for member in cls: | |
34 if member.value in reaction: return member | |
35 | |
36 raise ValueError("No valid arrow found within reaction string.") | |
37 | |
38 ReactionsDict = Dict[str, Dict[str, float]] | |
39 | |
40 | |
41 def add_custom_reaction(reactionsDict :ReactionsDict, rId :str, reaction :str) -> None: | |
42 """ | |
43 Adds an entry to the given reactionsDict. Each entry consists of a given unique reaction id | |
44 (key) and a :dict (value) matching each substrate in the reaction to its stoichiometric coefficient. | |
45 Keys and values are both obtained from the reaction's formula: if a substrate (custom metabolite id) | |
46 appears without an explicit coeff, the value 1.0 will be used instead. | |
47 | |
48 Args: | |
49 reactionsDict : dictionary encoding custom reactions information. | |
50 rId : unique reaction id. | |
51 reaction : the reaction's formula. | |
52 | |
53 Returns: | |
54 None | |
55 | |
56 Side effects: | |
57 reactionsDict : mut | |
58 """ | |
59 reaction = reaction.strip() | |
60 if not reaction: return | |
61 | |
62 reactionsDict[rId] = {} | |
63 # We assume the '+' separating consecutive metabs in a reaction is spaced from them, | |
64 # to avoid confusing it for electrical charge: | |
65 for word in reaction.split(" + "): | |
66 metabId, stoichCoeff = word, 1.0 | |
67 # Implicit stoichiometric coeff is equal to 1, some coeffs are floats. | |
68 | |
69 # Accepted coeffs can be integer or floats with a dot (.) decimal separator | |
70 # and must be separated from the metab with a space: | |
71 foundCoeff = re.search(r"\d+(\.\d+)? ", word) | |
72 if foundCoeff: | |
73 wholeMatch = foundCoeff.group(0) | |
74 metabId = word[len(wholeMatch):].strip() | |
75 stoichCoeff = float(wholeMatch.strip()) | |
76 | |
77 reactionsDict[rId][metabId] = stoichCoeff | |
78 | |
79 if not reactionsDict[rId]: del reactionsDict[rId] # Empty reactions are removed. | |
80 | |
81 | |
82 def create_reaction_dict(unparsed_reactions: Dict[str, str]) -> ReactionsDict: | |
83 """ | |
84 Parses the given dictionary into the correct format. | |
85 | |
86 Args: | |
87 unparsed_reactions (Dict[str, str]): A dictionary where keys are reaction IDs and values are unparsed reaction strings. | |
88 | |
89 Returns: | |
90 ReactionsDict: The correctly parsed dict. | |
91 """ | |
92 reactionsDict :ReactionsDict = {} | |
93 for rId, reaction in unparsed_reactions.items(): | |
94 reactionDir = ReactionDir.fromReaction(reaction) | |
95 left, right = reaction.split(f" {reactionDir.value} ") | |
96 | |
97 # Reversible reactions are split into distinct reactions, one for each direction. | |
98 # In general we only care about substrates, the product information is lost. | |
99 reactionIsReversible = reactionDir is ReactionDir.REVERSIBLE | |
100 if reactionDir is not ReactionDir.BACKWARD: | |
101 add_custom_reaction(reactionsDict, rId + "_F" * reactionIsReversible, left) | |
102 | |
103 if reactionDir is not ReactionDir.FORWARD: | |
104 add_custom_reaction(reactionsDict, rId + "_B" * reactionIsReversible, right) | |
105 | |
106 # ^^^ to further clarify: if a reaction is NOT reversible it will not be marked as _F or _B | |
107 # and whichever direction we DO keep (forward if --> and backward if <--) loses this information. | |
108 # This IS a small problem when coloring the map in marea.py because the arrow IDs in the map follow | |
109 # through with a similar convention on ALL reactions and correctly encode direction based on their | |
110 # model of origin. TODO: a proposed solution is to unify the standard in RPS to fully mimic the maps, | |
111 # which involves re-writing the "reactions" dictionary. | |
112 | |
113 return reactionsDict | |
114 | |
115 | |
116 def parse_custom_reactions(customReactionsPath :str) -> ReactionsDict: | |
117 """ | |
118 Creates a custom dictionary encoding reactions information from a csv file containing | |
119 data about these reactions, the path of which is given as input. | |
120 | |
121 Args: | |
122 customReactionsPath : path to the reactions information file. | |
123 | |
124 Returns: | |
125 ReactionsDict : dictionary encoding custom reactions information. | |
126 """ | |
127 reactionsData :Dict[str, str] = {row[0]: row[1] for row in utils.readCsv(utils.FilePath.fromStrPath(customReactionsPath))} | |
128 | |
129 return create_reaction_dict(reactionsData) | |
130 |