Molecular and Ligand Modeling

Molecular and ligand modeling은 small-molecule identity, representation, standardization, conformer, property prediction, retrieval, generation을 다룹니다. Ligand는 molecule과 다른 object type이 아니라 binding 또는 target context 안에 있는 molecule입니다.

이 페이지는 molecule 관련 작업을 어디로 보낼지 정하는 route page입니다. Chemical identity 자체는 Molecules에서 고정하고, target, assay, pocket, pose가 들어오면 Interaction Modeling 또는 Structure-Based Modeling으로 이동합니다.

여기서 은 standardized molecular object이고, 는 pH, protonation, tautomer policy, conformer source, assay context, target, pocket을 포함할 수 있습니다.

Molecule note에서는 chemical identity를 먼저 고정하고, ligand note에서는 그 molecule이 어떤 target, pocket, assay, pose context 안에 들어갔는지 고정합니다.

Route Map

QuestionStartWatch
어떤 chemical object를 모델링하는가?Molecules, Molecule, Ligandsalt, mixture, stereochemistry, tautomer, protonation
model은 어떤 representation을 보는가?RDKit, Molecular graph, SMILES, Molecular fingerprintequivalent molecule이 다른 input이 될 수 있음
3D conformation이 포함되는가?Conformer, Force fieldconformer source와 minimization protocol이 지배할 수 있음
molecule이 target-conditioned인가?Interaction Modeling, Target-assay-label contractmolecule-only claim은 target-specific activity를 포함하지 않음
structure 또는 docking이 중심인가?Structure-Based Modelingpose, pocket, scoring, geometry는 별도 check가 필요함

Main Subroutes

AreaUse forStart
Chemical identitystandardization, salt stripping, stereo, tautomer, protonationMolecules
2D representationSMILES, molecular graph, fingerprint, scaffold, similarityRDKit, Molecular graph
3D representationconformer, force field, shape, geometry, docking inputConformer
Property and retrievalproperty prediction, similarity search, candidate rankingMolecular property prediction
Generationvalid molecule samples, constrained generation, scaffold editingMolecular generation

Molecule vs Ligand

ObjectMeaningTypical question
Moleculechemical identity after standardizationproperty, similarity, scaffold, generation
Ligandmolecule in binding/target contextpose, activity, interaction, docking input
Assay compound recordmeasured sample in an assay sourceendpoint, unit, censoring, replicate
Conformer3D state of a moleculeshape, strain, docking preparation
Poseligand conformer placed in protein/pocket frameRMSD, clash, interaction, score

Chemical State Checklist

StateAsk
Salt / mixturemodeled molecule이 parent, salt, mixture, assay record 중 무엇인가?
Stereochemistryunspecified/specified stereocenter를 일관되게 처리했는가?
Tautomercanonical tautomer 하나를 택했는가, 여러 state가 가능한가?
Protonation / chargestate가 pH, assay, docking, force field assumption과 compatible한가?
Conformer3D geometry가 generated, experimental, minimized, complex reuse 중 무엇인가?
Deduplicationequivalent molecule을 split construction 전에 collapse했는가?

RDKit Boundary

RDKit은 molecule parsing, standardization, fingerprint, descriptor, substructure search, conformer의 implementation layer인 경우가 많습니다. 이 setting은 invisible preprocessing이 아니라 method choice로 다룹니다.

RDKit useRecord
canonical SMILESstandardization and stereo policy
Morgan fingerprintradius, bit length, count/binary mode, chirality flag
descriptor vectordescriptor list and missing-value policy
scaffold splitstandardized molecule used for scaffold extraction
conformer generationseed, conformer count, force field, minimization and failure policy

Claim Boundary

ClaimNeeds
molecule property predictionstandardized molecule, split, endpoint, metric
ligand activity predictiontarget/assay context and label contract
molecular generationvalidity, uniqueness, novelty, filter denominator
conformer qualityconformer source, energy/minimization, geometry checks
docking-ready ligandprotonation, tautomer, charge, atom typing, conformer policy

Boundary

Molecule-only 또는 ligand-preparation question은 이 페이지를 사용합니다. Row가 molecule-target-assay relation이면 Interaction modeling을 사용합니다. Pocket, pose, coordinate frame, protein-ligand complex가 claim의 일부이면 Structure-based modeling을 사용합니다.

PageOwns
Moleculeschemical identity, standardization, representation contract
Molecular and Ligand Modelingroute choice across property, retrieval, generation, ligand preparation
Interaction Modelingtarget-conditioned activity, affinity, selectivity, assay relation
Structure-Based Modelingpocket, pose, docking, protein-ligand geometry

Checks

  • molecular standardization이 deduplication과 splitting 전에 수행되었는가?
  • stereochemistry, charge, protonation, tautomer, conformer policy가 explicit한가?
  • split이 scaffold-based, temporal, target-aware, assay-aware 중 무엇인가?
  • metric이 property prediction, retrieval, generation, docking, screening 중 무엇을 test하는가?