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- ---
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- license: mit
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: mit
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+ tags:
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+ - rna
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+ - biology
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+ - rna-design
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+ - biomolecule-design
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+ - 3d-design
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+ - inverse-folding
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+ - inverse-design
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+ ---
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+
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+ # gRNAde Datasets
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+
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+ [![BioRxiv](https://img.shields.io/badge/bioRxiv-2025.11.29-b31b1b.svg)](https://www.biorxiv.org/content/10.1101/2025.11.29.691298)
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+ [![License](https://img.shields.io/badge/License-MIT-blue.svg)](https://github.com/chaitjo/geometric-rna-design/blob/main/LICENSE)
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+ [![GitHub](https://img.shields.io/badge/GitHub-Repository-black)](https://github.com/chaitjo/geometric-rna-design)
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+
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+ This repository contains datasets and wet-lab experimental data for **gRNAde**, a generative AI framework for RNA inverse design.
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+
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+ ![gRNAde pipeline](https://raw.githubusercontent.com/chaitjo/geometric-rna-design/refs/heads/main/gRNAde_pipeline.jpg)
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+
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+ ## πŸ“¦ Datasets and Experimental Data
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+
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+ ```
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+ .
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+ β”œβ”€β”€ RNASolo_31102023_processed.pt # Pre-processed training dataset (ready for ML)
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+ β”œβ”€β”€ RNASolo_31102023_raw.tar.gz # Raw PDB structures from RNASolo
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+ └── projects # Data for reproducing design campaigns in the paper
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+ β”œβ”€β”€ openknot_benchmark # Eterna OpenKnot Benchmark for psuedoknotted RNA design
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+ └── rna_polymerase_ribozyme # Generative Design of RNA polymerase ribozymes
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+ ```
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+
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+ ### Pre-processed Training Dataset
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+ - **File**: `RNASolo_31102023_processed.pt`
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+ - **Description**: ML-ready dataset of RNA 3D structures from the Protein Data Bank
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+ - **Source**: RNASolo database (October 31, 2023 cutoff)
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+ - **Resolution**: ≀4.0 Γ…
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+ - **Format**: PyTorch tensors with sequences, 3D coordinates, secondary structures, and metadata
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+ - **Use case**: Training new gRNAde models or fine-tuning for specific RNA families
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+
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+ ### Raw PDB Structures
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+ - **File**: `RNASolo_31102023_raw.tar.gz`
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+ - **Description**: Raw PDB files for all RNA structures from RNASolo
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+ - **Contents**: Thousands of experimentally determined RNA structures
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+ - **Use case**: Custom data processing pipelines or structure visualization
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+
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+ ### Eterna OpenKnot Competition Data
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+ - **Directory**: `projects/openknot_benchmark/`
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+ - **Description**: Designs and experimental validation data from the Eterna OpenKnot Benchmark
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+ - **Contents**: Chemical probing data, OpenKnot scores, and designed sequences
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+ - **Targets**: 40 pseudoknotted RNA puzzles including riboswitches, ribozymes, and viral elements
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+
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+ ### RNA Polymerase Ribozyme Data
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+ - **Directory**: `projects/rna_polymerase_ribozyme/`
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+ - **Description**: Functional design campaign data for engineering RNA polymerase ribozymes
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+ - **Contents**: Generated sequences, activity assays, fitness landscapes
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+
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+ ## πŸš€ Quick Start
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+
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+ After setting up the [gRNAde codebase](https://github.com/chaitjo/geometric-rna-design), datasets can be downloaded manually or using HuggingFace CLI (recommended):
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+
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+ ```bash
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+ # Ensure you are in the base directory
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+ cd ~/geometric-rna-design
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+
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+ # Install HuggingFace CLI (https://huggingface.co/docs/huggingface_hub/main/en/guides/cli)
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+ pip install -U "huggingface_hub[cli]"
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+ # alternate: curl -LsSf https://hf.co/cli/install.sh | bash
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+ # alternate: brew install huggingface-cli
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+
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+ # Download all datasets to data/ directory
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+ huggingface-cli download chaitjo/gRNAde_datasets --local-dir data/ --repo-type dataset
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+ ```
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+
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+ Alternately, download specific files:
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+
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+ ```bash
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+ # Download only the pre-processed training dataset
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+ huggingface-cli download chaitjo/gRNAde_datasets RNASolo_31102023_processed.pt --local-dir data/ --repo-type dataset
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+
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+ # Download only raw PDB structures
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+ huggingface-cli download chaitjo/gRNAde_datasets RNASolo_31102023_raw.tar.gz --local-dir data/ --repo-type dataset
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+ ```
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+
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+ ## Citations
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+
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+ ```
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+ @article{joshi2025generative,
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+ title={Generative inverse design of RNA structure and function with g{RNA}de},
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+ author={Joshi, Chaitanya K and Gianni, Edoardo and Kwok, Samantha LY and Mathis, Simon V and Lio, Pietro and Holliger, Philipp},
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+ journal={bioRxiv},
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+ year={2025},
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+ publisher={Cold Spring Harbor Laboratory}
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+ }
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+
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+ @inproceedings{joshi2025grnade,
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+ title={g{RNA}de: Geometric Deep Learning for 3D RNA inverse design},
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+ author={Joshi, Chaitanya K and Jamasb, Arian R and Vi{\~n}as, Ramon and Harris, Charles and Mathis, Simon V and Morehead, Alex and Anand, Rishabh and Li{\`o}, Pietro},
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+ booktitle={International Conference on Learning Representations (ICLR)},
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+ year={2025},
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+ }
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+
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+ @incollection{joshi2024grnade,
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+ title={g{RNA}de: A Geometric Deep Learning pipeline for 3D RNA inverse design},
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+ author={Joshi, Chaitanya K and Li{\`o}, Pietro},
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+ booktitle={RNA Design: Methods and Protocols},
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+ pages={121--135},
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+ year={2024},
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+ publisher={Springer}
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+ }
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+ ```