sustainable-processes / pura

Clean chemical data quickly
MIT License
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pura

Pura helps you clean chemical and reaction data. Right now, you can use it to resolve common chemical names (e.g., aspirin) to standard cheminformatics identifiers like SMILES.

You can now access pura using our web app!

Installation

pip install pura

Resolve compound identifiers

Compounds are often recorded as common names instead of a machine readable identifier like SMILES.

There are several services that can do name resolution (PubChem, Chemical Identity Resolver, ChemSpider), and they sometimes disagree. Pura enables you to check several services asynchronously and ensure that a certain number agree on the resolved identifier. You can then discard or manually check the names that could not be resolved.

You can find a full list of services here.

# Import pura
from pura.resolvers import resolve_identifiers
from pura.compound import CompoundIdentifierType
from pura.services import PubChem, CIR, CAS

# Resolve names to SMILES
resolved = resolve_identifiers(
    ["Josiphos SL-J001-1", "Rh(NBD)2BF4", "DuPhos"],
    input_identifer_type=CompoundIdentifierType.NAME,
    output_identifier_type=CompoundIdentifierType.SMILES,
    backup_identifier_types=[
        CompoundIdentifierType.INCHI_KEY,
        CompoundIdentifierType.CAS_NUMBER,
    ],
    services=[PubChem(autocomplete=True), CIR(), CAS()],
    agreement=1,
    silent=True,
)
print("\nResults\n")
for input_compound, resolved_identifiers in resolved:
    print(input_compound, resolved_identifiers, "\n")
#Josiphos SL-J001-1 [CompoundIdentifier(identifier_type=<CompoundIdentifierType.SMILES: 2>, #value='C1CCCC1.CC(C1CCCC1P(c1ccccc1)c1ccccc1)P(C1CCCCC1)C1CCCCC1.[Fe]', details=None)]

# Rh(NBD)2BF4 [CompoundIdentifier(identifier_type=<CompoundIdentifierType.SMILES: 2>, value='C1=CC2C=CC1C2.C1=CC2C=CC1C2.F[B-](F)(F)F.[Rh]', details=None)]

# Dichloro(p-cymene)ruthenium(II) dimer [CompoundIdentifier(identifier_type=<CompoundIdentifierType.SMILES: 2>, value='Cc1ccc(C(C)C)cc1.Cc1ccc(C(C)C)cc1.Cl[Ru]Cl.Cl[Ru]Cl', details=None)]

# DuPhos [CompoundIdentifier(identifier_type=<CompoundIdentifierType.SMILES: 2>, value='CC(C)C1CCC(C(C)C)P1c1ccccc1P1C(C(C)C)CCC1C(C)C', details=None)]

Development

  1. Install poetry using the following or via the instructions here:

    curl -sSL https://raw.githubusercontent.com/python-poetry/poetry/master/get-poetry.py | python -
  2. Clone the repository:

    git clone https://github.com/sustainable-processes/pura.git
    cd pura
  3. Install the dependencies from poetry.lock:

    poetry install

    Once you make some changes, commit and push:

    git commit -am <YOUR COMMIT MESSAGE>
    git push

Subtleties of name resolution

Molecules will often be referred to with an English name, however, the same molecule can have many different names, and different molecules can have very similar (and sometimes even the same?) name! As an example, consider these two very similar names that refer to two different molecules:

Furthermore, the name resolution can sometimes be further complicated by formal charges. Phenylacetate (a.k.a phenylacetic acid) is a carboxylic acid, so in water it will both be found as O=C(O)Cc1ccccc1 and O=C([O-])Cc1ccccc1, and indeed when querying services, both the charged and uncharged molecule was returned, which led to lack of agreement between services, despite the services having the same idea about what the molecule was.

Finally the presence/absense of stereochemical information can again cause disagreement between different services(Discussed in Issue #45). An example would be:

Using agreement=2 will require (at least) 2 data providers to be in agreement with each other, which would flag cases with ambiguity (since Pura would return None, so you avoid getting the wrong result).

The way these disagreements should be resolved will depend on the context, so it's probably not possible to apply a standardised way of resolving conflict - rather, researchers should be aware of these subtleties, and make informed decisions that fit with the goals of their own projects.