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+ ---
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+ license: mit
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+ task_categories:
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+ - feature-extraction
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+ language:
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+ - en
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+ tags:
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+ - biology
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+ - proteins
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+ - thermophiles
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+ - protein-engineering
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+ - alphafold
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+ size_categories:
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+ - n<1K
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+ ---
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+
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+ # APED: African Protein Engineering Dataset
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+
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+ A curated dataset of protein structures from African thermophilic organisms, designed for machine learning applications in protein engineering.
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+
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+ ## Dataset Description
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+
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+ This dataset contains structural and sequence features extracted from AlphaFold-predicted structures of proteins from thermophilic organisms found in African extreme environments (hot springs, volcanic regions).
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+
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+ ### Features (19 total)
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+
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+ | Feature | Description |
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+ |---------|-------------|
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+ | `uniprot_id` | UniProt accession |
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+ | `organism` | Source organism |
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+ | `sequence` | Amino acid sequence |
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+ | `sequence_length` | Number of residues |
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+ | `mean_plddt` | Mean AlphaFold confidence |
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+ | `helix_fraction` | α-helix content |
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+ | `sheet_fraction` | β-sheet content |
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+ | `coil_fraction` | Coil content |
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+ | `hydrophobicity` | Mean hydrophobicity |
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+ | `charge` | Net charge at pH 7 |
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+ | `molecular_weight` | Molecular weight (Da) |
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+ | `isoelectric_point` | Predicted pI |
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+ | `instability_index` | Sequence instability |
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+ | `aromaticity` | Aromatic residue fraction |
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+ | And more... | |
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+
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+ ### Statistics
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+
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+ - **500 proteins** with full features
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+ - **981 AlphaFold structures** downloaded
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+ - **3 novel designs** with pLDDT > 90%
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+
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+ ## Novel Protein Designs
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+
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+ Included are 3 computationally designed proteins generated using:
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+ 1. **RFdiffusion** - backbone generation
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+ 2. **ProteinMPNN** - sequence design
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+ 3. **AlphaFold** - structure validation
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+
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+ Best design: **91.9% pLDDT, 0.74Å RMSD**
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+
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+ ## Usage
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ dataset = load_dataset("electricsheepafrica/APED-African-Protein-Engineering-Dataset")
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+ ```
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+
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+ ## Citation
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+
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+ If you use this dataset, please cite:
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+ ```
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+ @dataset{aped2024,
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+ title={APED: African Protein Engineering Dataset},
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+ author={Electric Sheep Africa},
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+ year={2024},
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+ publisher={HuggingFace}
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+ }
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+ ```
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+
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+ ## License
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+
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+ MIT License