Add InteractBind benchmark dataset
Browse files- .gitattributes +10 -0
- README.md +121 -3
- data/affinity/data.csv +3 -0
- data/p_ood_25/test.csv +3 -0
- data/p_ood_25/train.csv +3 -0
- data/p_ood_25/validation.csv +3 -0
- data/p_ood_28/test.csv +3 -0
- data/p_ood_28/train.csv +3 -0
- data/p_ood_28/validation.csv +0 -0
- data/p_ood_31/test.csv +0 -0
- data/p_ood_31/train.csv +3 -0
- data/p_ood_31/validation.csv +0 -0
- data/p_ood_33/test.csv +3 -0
- data/p_ood_33/train.csv +3 -0
- data/p_ood_33/validation.csv +3 -0
.gitattributes
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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data/affinity/data.csv filter=lfs diff=lfs merge=lfs -text
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data/p_ood_25/test.csv filter=lfs diff=lfs merge=lfs -text
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data/p_ood_25/train.csv filter=lfs diff=lfs merge=lfs -text
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data/p_ood_25/validation.csv filter=lfs diff=lfs merge=lfs -text
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data/p_ood_28/test.csv filter=lfs diff=lfs merge=lfs -text
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data/p_ood_28/train.csv filter=lfs diff=lfs merge=lfs -text
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data/p_ood_31/train.csv filter=lfs diff=lfs merge=lfs -text
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data/p_ood_33/test.csv filter=lfs diff=lfs merge=lfs -text
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data/p_ood_33/train.csv filter=lfs diff=lfs merge=lfs -text
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data/p_ood_33/validation.csv filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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license:
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---
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license: cc-by-4.0
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configs:
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- config_name: affinity
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default: true
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data_files:
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- split: train
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path: data/affinity/data.csv
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- config_name: p_ood_25
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data_dir: data/p_ood_25
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- config_name: p_ood_28
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data_dir: data/p_ood_28
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- config_name: p_ood_31
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data_dir: data/p_ood_31
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- config_name: p_ood_33
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data_dir: data/p_ood_33
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---
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# InteractBind
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> A physically grounded, large-scale protein–ligand interaction dataset
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> for interpretable and interaction-aware binding prediction
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---
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## Motivation
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Most existing protein–ligand binding datasets provide only coarse-grained supervision, such as binary labels or scalar affinity values. While effective for prediction, these signals compress complex molecular interaction processes into a single outcome, limiting interpretability and mechanistic understanding.
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**InteractBind** addresses this limitation by explicitly modelling *non-covalent interaction patterns* derived from experimentally resolved protein–ligand complexes.
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It enables **token-level supervision**, bridging sequence-based representations with physically meaningful interaction structures.
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---
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## Dataset Overview
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InteractBind is constructed from high-quality experimentally resolved complexes and includes:
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- Protein sequences (FASTA and structure-aware sequence)
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- Ligand molecular representations (SMILES and SELFIES)
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- Binding labels and affinity annotations
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- Token-level non-covalent interaction maps
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The dataset is designed to support both **prediction accuracy** and **mechanistic interpretability**.
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---
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## Dataset
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This repository provides benchmark CSVs with true residue-level interaction maps for PLI prediction evaluation.
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| Dataset | Type | Example Use |
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|----------|------|--------------|
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| InteractBind (affinity) | Binding affinity splits | Evaluate in-domain |
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| InteractBind-P-25%/28%/31%/33% OOD | Protein OOD splits | Evaluate novel protein generalisation |
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## Files
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The Hugging Face Dataset Viewer is configured to read the CSV subsets under `data/`:
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- `affinity`: the full InteractBind affinity table.
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- `p_ood_25`, `p_ood_28`, `p_ood_31`, `p_ood_33`: protein OOD benchmark subsets with `train`, `validation`, and `test` splits.
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Each CSV includes seven residue-level binding-site fingerprint columns derived from the interaction maps:
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- `Hydrogen bonding_binding_site`
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- `Salt Bridges_binding_site`
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- `π–π Stacking_binding_site`
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- `Cation–π_binding_site`
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- `Hydrophobic_binding_site`
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- `Van der Waals_binding_site`
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- `Overall_binding_site`
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Each value is a binary list aligned to the protein FASTA sequence. For example, `[0,0,1,0]` marks the third residue as a binding-site residue. Negative protein-ligand pairs without contact-map entries are encoded as all-zero fingerprints.
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## Supported Interaction Types
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Structured annotations are provided for major non-covalent interaction categories:
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- Hydrogen bonds
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- Hydrophobic interactions
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- Salt bridges
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- π–π stacking
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- π–cation interactions
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- Van der Waals contacts
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Each interaction channel can be used independently or combined for multi-channel supervision.
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---
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## Key Features
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- **Physically grounded supervision**
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Derived from experimentally resolved complexes rather than heuristic attention signals.
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- **Token-level interaction maps**
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Enables fine-grained modelling of residue–atom interactions.
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- **Model-agnostic integration**
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Compatible with sequence-based encoders (e.g., ESM, SELFormer, and other protein–ligand models).
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- **Interpretability support**
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Facilitates binding residue identification and interaction pattern analysis.
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- **Scalable design**
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Allows large-scale training without requiring full structural modelling during inference.
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---
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## Research Applications
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InteractBind supports a broad range of research directions:
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- Protein–ligand binding prediction
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- Binding site/pocket localisation
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- Interaction-aware representation learning
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- Mechanistic hypothesis generation
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- Drug discovery and virtual screening
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- Explainable AI for molecular modelling
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---
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data/affinity/data.csv
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version https://git-lfs.github.com/spec/v1
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size 648036721
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data/p_ood_25/test.csv
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version https://git-lfs.github.com/spec/v1
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data/p_ood_25/train.csv
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version https://git-lfs.github.com/spec/v1
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data/p_ood_25/validation.csv
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data/p_ood_28/test.csv
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version https://git-lfs.github.com/spec/v1
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data/p_ood_31/test.csv
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data/p_ood_33/test.csv
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data/p_ood_33/train.csv
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