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---
title: "Provenance-backed protein and drug-discovery enrichment batch."
task: ""
lineage_type: import
upstream_source: https://github.com/inoue0426/awesome-computational-biology/blob/7a064bf0/data/enrichment.protein-drug-v1.yml
upstream_sha: 7a064bf0
imported_at: 2026-08-08
prompt_class: catalogue
upstream_changes: accepted
author: upstream
validated: false
---
# Provenance-backed protein and drug-discovery enrichment batch.
resources:
esmfold:
entities: [protein]
methods: [language-model, transformer]
modalities: [molecular-structure, protein-sequence]
tasks: [representation-learning, structure-prediction]
year: 2023
github: https://github.com/facebookresearch/esm
last_checked: 2026-08-08
metadata_sources:
- https://github.com/facebookresearch/esm
proteinmpnn:
entities: [protein]
methods: [graph-neural-network, message-passing-neural-network]
modalities: [molecular-structure, protein-sequence]
tasks: [protein-sequence-design]
year: 2022
github: https://github.com/dauparas/ProteinMPNN
last_checked: 2026-08-08
metadata_sources:
- https://github.com/dauparas/ProteinMPNN
diffdock:
entities: [molecule, protein]
methods: [diffusion, geometric-deep-learning]
modalities: [molecular-structure]
tasks: [docking]
year: 2023
github: https://github.com/gcorso/DiffDock
paper: https://openreview.net/forum?id=kKF8_K-mBbS
last_checked: 2026-08-08
metadata_sources:
- https://github.com/gcorso/DiffDock
- https://openreview.net/forum?id=kKF8_K-mBbS
uni_mol:
entities: [molecule, protein]
methods: [self-supervised-learning, transformer]
modalities: [chemical-structure, molecular-structure]
tasks: [docking, representation-learning]
year: 2023
github: https://github.com/deepmodeling/Uni-Mol
paper: https://openreview.net/forum?id=6K2RM6wVqKu
last_checked: 2026-08-08
metadata_sources:
- https://github.com/deepmodeling/Uni-Mol
- https://openreview.net/forum?id=6K2RM6wVqKu