metadata
dataset_info:
features:
- name: system_id
dtype: string
- name: split
dtype: string
- name: entry_pdb_id
dtype: string
- name: entry_determination_method
dtype: string
- name: entry_resolution
dtype: float32
- name: is_experimental
dtype: bool
- name: protein_sequence
dtype: string
- name: protein_chain_id
dtype: string
- name: protein_instance_chain
dtype: string
- name: ligand_smiles
dtype: string
- name: ligand_ccd_code
dtype: string
- name: ligand_instance_chain
dtype: string
- name: ligand_is_proper
dtype: bool
- name: ligand_is_covalent
dtype: bool
- name: ligand_molecular_weight
dtype: float32
- name: system_pass_validation_criteria
dtype: bool
- name: system_num_protein_chains
dtype: int32
- name: system_num_ligand_chains
dtype: int32
splits:
- name: train
num_examples: 425694
- name: valid
num_examples: 1065
- name: test
num_examples: 1311
configs:
- config_name: default
data_files:
- split: train
path: data/train-*
- split: valid
path: data/valid-*
- split: test
path: data/test-*
PLINDER Protein-Ligand Interactions
This dataset contains per-ligand, per-interacting-protein-chain pairs from the PLINDER dataset. Splits follow the official stringent train/val/test split provided by PLINDER (val is renamed to valid on the Hub).
Row Schema
| Column | Type | Description |
|---|---|---|
system_id |
string | PLINDER system ID |
split |
string | Dataset split (train/valid/test) |
entry_pdb_id |
string | PDB entry ID |
entry_determination_method |
string | Experimental method (X-RAY DIFFRACTION, CRYO-EM, NMR, etc.) |
entry_resolution |
float | Structure resolution in Angstroms |
is_experimental |
bool | Whether the structure is experimentally determined (always True for PLINDER) |
protein_sequence |
string | Amino acid sequence of the interacting protein chain |
protein_chain_id |
string | Protein chain identifier |
protein_instance_chain |
string | Full instance.chain identifier |
ligand_smiles |
string | Canonical SMILES of the ligand |
ligand_ccd_code |
string | PDB Chemical Component Dictionary code |
ligand_instance_chain |
string | Ligand instance.chain identifier |
ligand_is_proper |
bool | True if ligand is not an ion or artifact |
ligand_is_covalent |
bool | True if ligand is covalently bound |
ligand_molecular_weight |
float | Molecular weight of the ligand |
system_pass_validation_criteria |
bool | True if system passes PLINDER quality criteria |
system_num_protein_chains |
int | Number of protein chains in the system |
system_num_ligand_chains |
int | Number of ligand chains in the system |
Data Source
All data is derived from the Protein Data Bank (PDB) via the PLINDER dataset.
The entry_determination_method column indicates the experimental technique used:
- X-RAY DIFFRACTION: Crystal structures
- CRYO-EM: Cryo-electron microscopy structures
- NMR: Nuclear magnetic resonance structures
- ELECTRON MICROSCOPY: Other EM methods
Citation
If you use this dataset, please cite the PLINDER paper:
@article{Durairaj2024,
title = {PLINDER: The Protein-Ligand Interactions Dataset and Evaluation Resource},
year = {2024},
journal = {bioRxiv},
doi = {10.1101/2024.07.17.603955}
}
Generated by Synthyra/PLINDER.