Datasets:
Mr.Blue
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upload cameo data
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- .gitattributes +2 -59
- README.md +155 -0
- experiment_structures/8PIR_A.pdb +3 -0
- experiment_structures/8PNS_A.pdb +3 -0
- experiment_structures/8PVW_A.pdb +3 -0
- experiment_structures/8Q83_A.pdb +3 -0
- experiment_structures/8QCE_B.pdb +3 -0
- experiment_structures/8QL1_C.pdb +3 -0
- experiment_structures/8RAY_A.pdb +3 -0
- experiment_structures/8RNZ_A.pdb +3 -0
- experiment_structures/8RPE_B.pdb +3 -0
- experiment_structures/8RTV_A.pdb +3 -0
- experiment_structures/8RU6_B.pdb +3 -0
- experiment_structures/8RV3_A.pdb +3 -0
- experiment_structures/8S02_B.pdb +3 -0
- experiment_structures/8S3M_A.pdb +3 -0
- experiment_structures/8S4P_F.pdb +3 -0
- experiment_structures/8S6D_A.pdb +3 -0
- experiment_structures/8S6G_A.pdb +3 -0
- experiment_structures/8S7A_A.pdb +3 -0
- experiment_structures/8TRF_A.pdb +3 -0
- experiment_structures/8UDE_A.pdb +3 -0
- experiment_structures/8W1M_A.pdb +3 -0
- experiment_structures/8W2Y_A.pdb +3 -0
- experiment_structures/8XOQ_A.pdb +3 -0
- experiment_structures/8XPI_A.pdb +3 -0
- experiment_structures/8XT5_A.pdb +3 -0
- experiment_structures/8XTN_A.pdb +3 -0
- experiment_structures/8XUF_C.pdb +3 -0
- experiment_structures/8XUJ_A.pdb +3 -0
- experiment_structures/8XVR_C.pdb +3 -0
- experiment_structures/8Y4V_A.pdb +3 -0
- experiment_structures/8Y77_B.pdb +3 -0
- experiment_structures/8Y7S_A.pdb +3 -0
- experiment_structures/8Y9U_B.pdb +3 -0
- experiment_structures/8YDU_A.pdb +3 -0
- experiment_structures/8YEN_A.pdb +3 -0
- experiment_structures/8YFH_A.pdb +3 -0
- experiment_structures/8YHN_A.pdb +3 -0
- experiment_structures/8YI2_A.pdb +3 -0
- experiment_structures/8YOZ_A.pdb +3 -0
- experiment_structures/8YP1_B.pdb +3 -0
- experiment_structures/8YPF_B.pdb +3 -0
- experiment_structures/8YQK_A.pdb +3 -0
- experiment_structures/8YSD_A.pdb +3 -0
- experiment_structures/8YSQ_A.pdb +3 -0
- experiment_structures/8YTV_A.pdb +3 -0
- experiment_structures/8YTW_A.pdb +3 -0
- experiment_structures/8YTY_A.pdb +3 -0
- experiment_structures/8YV5_B.pdb +3 -0
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README.md
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| 1 |
+
---
|
| 2 |
+
license: apache-2.0
|
| 3 |
+
task_categories:
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| 4 |
+
- text-to-3d
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| 5 |
+
- protein-folding
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+
language:
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| 7 |
+
- en
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| 8 |
+
tags:
|
| 9 |
+
- biology
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| 10 |
+
- protein
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| 11 |
+
- structure-prediction
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| 12 |
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- cameo
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| 13 |
+
size_categories:
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| 14 |
+
- n<1K
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| 15 |
+
---
|
| 16 |
+
|
| 17 |
+
# CAMEO Dataset for Protein Structure Prediction
|
| 18 |
+
|
| 19 |
+
This dataset contains protein sequences and structures from CAMEO (Continuous Automated Model EvaluatiOn) for monomer structure prediction tasks.
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| 20 |
+
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| 21 |
+
## Dataset Description
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| 22 |
+
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| 23 |
+
CAMEO is a community-wide initiative to continuously evaluate the performance of protein structure prediction methods. This dataset includes 141 protein targets collected from January to April 2025.
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| 24 |
+
|
| 25 |
+
### Dataset Structure
|
| 26 |
+
|
| 27 |
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```
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cameo/
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├── sequences.fasta # All protein sequences (141 targets)
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├── experiment_structures/ # Ground truth PDB structures (141 files)
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| 31 |
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│ ├── 8PIR_A.pdb
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| 32 |
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│ ├── 8PNS_A.pdb
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| 33 |
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│ └── ...
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| 34 |
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└── msa/ # Multiple Sequence Alignments (141 files)
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| 35 |
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├── 8PIR_A.a3m
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| 36 |
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├── 8PNS_A.a3m
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| 37 |
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└── ...
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| 38 |
+
```
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| 39 |
+
|
| 40 |
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### Data Fields
|
| 41 |
+
|
| 42 |
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Each sample contains:
|
| 43 |
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- **name**: Target identifier (e.g., "8PIR_A")
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| 44 |
+
- **sequence**: Protein amino acid sequence
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| 45 |
+
- **pdb**: Ground truth structure in PDB format
|
| 46 |
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- **msa**: Multiple sequence alignment in A3M format
|
| 47 |
+
|
| 48 |
+
## Dataset Statistics
|
| 49 |
+
|
| 50 |
+
- **Total Samples**: 141 protein targets
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| 51 |
+
- **Date Range**: January 2025 - April 2025
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| 52 |
+
- **Sequence Length**: 33 to 603 amino acids
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| 53 |
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- **Format**: FASTA for sequences, PDB for structures, A3M for MSAs
|
| 54 |
+
|
| 55 |
+
## Usage
|
| 56 |
+
|
| 57 |
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### Using with AIRDD Framework
|
| 58 |
+
|
| 59 |
+
```python
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| 60 |
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from airdd.dataset.cameo import CAMEODataset
|
| 61 |
+
|
| 62 |
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# Load dataset with MSA and labels
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| 63 |
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dataset = CAMEODataset(
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| 64 |
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task="monomer_structure_prediction",
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| 65 |
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with_msa=True,
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| 66 |
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with_label=True
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| 67 |
+
)
|
| 68 |
+
|
| 69 |
+
# Access sample
|
| 70 |
+
sample = dataset[0]
|
| 71 |
+
print(f"Name: {sample.input.name}")
|
| 72 |
+
print(f"Sequence: {sample.input.sequence}")
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| 73 |
+
print(f"MSA: {sample.input.msa[:100]}...")
|
| 74 |
+
print(f"Structure: {sample.label.pdb[:100]}...")
|
| 75 |
+
```
|
| 76 |
+
|
| 77 |
+
### Direct Access
|
| 78 |
+
|
| 79 |
+
```python
|
| 80 |
+
from pathlib import Path
|
| 81 |
+
from huggingface_hub import snapshot_download
|
| 82 |
+
|
| 83 |
+
# Download dataset
|
| 84 |
+
data_dir = snapshot_download(
|
| 85 |
+
repo_id="THU-ATOM/cameo_data",
|
| 86 |
+
repo_type="dataset"
|
| 87 |
+
)
|
| 88 |
+
|
| 89 |
+
# Read sequences
|
| 90 |
+
fasta_file = Path(data_dir) / "cameo" / "sequences.fasta"
|
| 91 |
+
with open(fasta_file) as f:
|
| 92 |
+
sequences = f.read()
|
| 93 |
+
|
| 94 |
+
# Read structure
|
| 95 |
+
pdb_file = Path(data_dir) / "cameo" / "experiment_structures" / "8PIR_A.pdb"
|
| 96 |
+
with open(pdb_file) as f:
|
| 97 |
+
structure = f.read()
|
| 98 |
+
|
| 99 |
+
# Read MSA
|
| 100 |
+
msa_file = Path(data_dir) / "cameo" / "msa" / "8PIR_A.a3m"
|
| 101 |
+
with open(msa_file) as f:
|
| 102 |
+
msa = f.read()
|
| 103 |
+
```
|
| 104 |
+
|
| 105 |
+
## Source Data
|
| 106 |
+
|
| 107 |
+
The raw data is collected from CAMEO's continuous evaluation platform. Each target includes:
|
| 108 |
+
- Experimental protein structures from the PDB
|
| 109 |
+
- Target sequences released weekly for blind prediction
|
| 110 |
+
- Pre-computed multiple sequence alignments
|
| 111 |
+
|
| 112 |
+
## Preprocessing
|
| 113 |
+
|
| 114 |
+
The dataset has been processed to organize files into a consistent structure:
|
| 115 |
+
1. Sequences merged into a single FASTA file
|
| 116 |
+
2. PDB structures renamed by target ID
|
| 117 |
+
3. MSA files flattened into a single directory
|
| 118 |
+
|
| 119 |
+
For preprocessing details, see: [AIRDD Repository](https://github.com/THU-ATOM/AIRDD)
|
| 120 |
+
|
| 121 |
+
## Citation
|
| 122 |
+
|
| 123 |
+
If you use this dataset, please cite:
|
| 124 |
+
|
| 125 |
+
```bibtex
|
| 126 |
+
@misc{cameo_dataset_2025,
|
| 127 |
+
title={CAMEO Dataset for Protein Structure Prediction},
|
| 128 |
+
author={THU-ATOM},
|
| 129 |
+
year={2025},
|
| 130 |
+
publisher={Hugging Face},
|
| 131 |
+
howpublished={\url{https://huggingface.co/datasets/THU-ATOM/cameo_data}}
|
| 132 |
+
}
|
| 133 |
+
```
|
| 134 |
+
|
| 135 |
+
And the original CAMEO project:
|
| 136 |
+
|
| 137 |
+
```bibtex
|
| 138 |
+
@article{haas2018continuous,
|
| 139 |
+
title={Continuous Automated Model EvaluatiOn (CAMEO) complementing the critical assessment of structure prediction in CASP12},
|
| 140 |
+
author={Haas, Juergen and Barbato, Alessandro and Behrendt, Dario and Studer, Gabriel and Roth, Steven and Bertoni, Martino and Mostaguir, Khaled and Gumienny, Rafal and Schwede, Torsten},
|
| 141 |
+
journal={Proteins: Structure, Function, and Bioinformatics},
|
| 142 |
+
volume={86},
|
| 143 |
+
pages={387--398},
|
| 144 |
+
year={2018},
|
| 145 |
+
publisher={Wiley Online Library}
|
| 146 |
+
}
|
| 147 |
+
```
|
| 148 |
+
|
| 149 |
+
## License
|
| 150 |
+
|
| 151 |
+
This dataset is released under the Apache License 2.0.
|
| 152 |
+
|
| 153 |
+
## Contact
|
| 154 |
+
|
| 155 |
+
For questions or issues, please open an issue on the [AIRDD GitHub repository](https://github.com/THU-ATOM/AIRDD).
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experiment_structures/8PIR_A.pdb
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version https://git-lfs.github.com/spec/v1
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oid sha256:a884d34ed5700021ce6b03c0bd82501c6a0f212531e102d88bde6e85792a524e
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size 264796
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experiment_structures/8PNS_A.pdb
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version https://git-lfs.github.com/spec/v1
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oid sha256:7e3596d86b1423907d43ba6dfb3f2c0772c54a036f50d42e174312fef6f173ca
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