Table 1 Molecular graph attributes used at the atom level.

From: Prediction of peptide cleavage sites using protein language models and graph neural networks

Graph component

Attributes

Description

Nodes (atoms)

Atom-type

Type of atoms

Degree

Number of covalent bonds

Charge

Formal charge

Chirality

R or S (null if not applicable)

Number of hydrogens

Number of attached H atoms

Hybridization

sp, sp2, sp3, sp3d, sp3d2

Valance

Total valence electrons

Edges (bonds between atoms)

Bond-type

Single, double, triple, aromatic

Conjugation

Is conjugated

Ring

Bond is part of a ring

Stereochemistry

None, any, Z, E