Protonation State

Protonation state describes which atoms in a molecule or binding site carry protons under a given chemical environment. It affects charge, hydrogen bonding, docking geometry, and interaction scoring.

A molecule can be viewed as a state-dependent object:

is the molecular graph, is the charge assignment, and is the hydrogen/protonation pattern at a stated pH or protocol.

Why It Matters

For 2D property models, ignoring protonation may be acceptable for some endpoints. For structure-based drug discovery, protonation can change docking poses, interaction fingerprints, and score interpretation.

Protocol Boundary

Protonation is not assigned by a generic graph alone. A public note should state the protocol:

where includes pH, tool, rule set, receptor context if used, and whether hydrogens are explicit.

For structure-based modeling, ligand and receptor preparation must be compatible:

Do not imply that one tool or default state is universally correct.

Checks

  • Is the pH or protonation protocol stated?
  • Are ligand and receptor protonation handled consistently?
  • Are charged states preserved through featurization?
  • Are generated or standardized molecules re-protonated before 3D use?
  • Is the note public-safe and free of private target preparation details?
  • Is protonation assigned before conformer generation and docking?
  • Does the featurizer encode formal charge and hydrogens as required by the task?

Failure Modes

  • A neutralized 2D molecule is used for splitting, but charged forms are used for docking.
  • Formal charge is removed or ignored in graph features.
  • Ligand and receptor are prepared with incompatible protonation assumptions.
  • A model trained on one protonation protocol is evaluated on another without recording the shift.
  • Public notes include private target-preparation details instead of generic protocol fields.