| --- |
| pretty_name: CATH Domain Classification |
| license: cc-by-4.0 |
| tags: |
| - biology |
| - proteins |
| - protein-structure |
| - cath |
| - parquet |
| configs: |
| - config_name: default |
| data_files: |
| - split: train |
| path: data/train-*.parquet |
| - split: test |
| path: data/test-*.parquet |
| --- |
| |
| # CATH Domain Classification |
|
|
| CATH is a hierarchical classification database for protein domain structures, organizing domains by class, architecture, topology, and homologous superfamily. |
|
|
| ## Splits |
|
|
| | Split | Rows | |
| |---|---:| |
| | train | 541,123 | |
| | test | 60,205 | |
| | total | 601,328 | |
|
|
| The split is deterministic and S35-cluster-aware: all domains sharing the same CATH homologous superfamily and S35 cluster key are kept in the same split. This avoids putting close S35-cluster relatives in both train and test. |
|
|
| ## Dataset Statistics |
|
|
| | Metric | Value | |
| |---|---:| |
| | Domains | 601,328 | |
| | Unique S35 cluster keys | 37,350 | |
| | Unique homologous superfamilies | 6,630 | |
| | Unique topologies | 1,472 | |
| | Unique architectures | 43 | |
| | Train/test S35 cluster overlap | 0 | |
| | Unknown structure-resolution sentinel rows | 9,726 | |
|
|
| Class distribution: |
|
|
| | CATH class | Rows | |
| |---|---:| |
| | Alpha Beta | 305,361 | |
| | Mainly Beta | 158,943 | |
| | Mainly Alpha | 126,178 | |
| | Few Secondary Structures | 6,034 | |
| | Special | 4,812 | |
|
|
| Sequence length ranges from 9 to 1,275 amino acids, with a median length of 140. |
|
|
| ## Load With `datasets` |
|
|
| ```python |
| from datasets import load_dataset |
| |
| ds = load_dataset("LiteFold/CATH") |
| print(ds) |
| |
| train = ds["train"] |
| test = ds["test"] |
| |
| print(train[0]) |
| ``` |
|
|
| Load one split directly: |
|
|
| ```python |
| from datasets import load_dataset |
| |
| train = load_dataset("LiteFold/CATH", split="train") |
| test = load_dataset("LiteFold/CATH", split="test") |
| ``` |
|
|
| Stream rows without downloading the full dataset first: |
|
|
| ```python |
| from datasets import load_dataset |
| |
| streamed = load_dataset("LiteFold/CATH", split="train", streaming=True) |
| first_row = next(iter(streamed)) |
| ``` |
|
|
| Filter to one of the CATH nonredundant representative subsets: |
|
|
| ```python |
| from datasets import load_dataset |
| |
| ds = load_dataset("LiteFold/CATH", split="train") |
| s35_train = ds.filter(lambda row: row["in_s35_nonredundant_subset"]) |
| ``` |
|
|
| ## Main Columns |
|
|
| | Column | Description | |
| |---|---| |
| | `domain_id` | CATH domain identifier, for example `1oaiA00`. | |
| | `pdb_id`, `chain_id`, `pdb_chain_id` | Parsed PDB and chain identifiers. | |
| | `cath_version` | CATH release version from the FASTA headers. | |
| | `cath_code` | Full CATH classification code at homologous superfamily level. | |
| | `class_*`, `architecture_*`, `topology_*`, `homologous_superfamily_*` | Numeric codes, full hierarchy codes, names, and example domains. | |
| | `s35_cluster_id`, `s60_cluster_id`, `s95_cluster_id`, `s100_cluster_id` | CATH sequence cluster identifiers from the domain list. | |
| | `s35_cluster_key` | Composite key used for leakage-aware splitting. | |
| | `domain_length` | Domain length from the CATH domain list. | |
| | `raw_structure_resolution_angstrom` | Original structure resolution value. | |
| | `structure_resolution_angstrom` | Resolution with CATH's `999.000` unknown sentinel converted to null. | |
| | `sequence` | Amino acid sequence from `cath-domain-seqs.fa`. | |
| | `sequence_length` | Length of `sequence`. | |
| | `sequence_range` | Source FASTA residue range, including discontinuous ranges such as `2-78_187-208`. | |
| | `sequence_range_start`, `sequence_range_end` | Parsed min start and max end residue positions when available. | |
| | `sequence_segment_count` | Number of underscore-separated residue segments in `sequence_range`. | |
| | `in_s35_nonredundant_subset`, `in_s60_nonredundant_subset`, `in_s95_nonredundant_subset`, `in_s100_nonredundant_subset` | Whether the domain appears in the corresponding CATH nonredundant subset list. | |
|
|
| ## Source Files Used |
|
|
| - `cath-domain-list.txt` |
| - `cath-domain-list-S35.txt` |
| - `cath-domain-list-S60.txt` |
| - `cath-domain-list-S95.txt` |
| - `cath-domain-list-S100.txt` |
| - `cath-domain-seqs.fa` |
| - `cath-names.txt` |
|
|
| The raw PDB tarball remains in the repository, but it is not embedded in the Parquet table. |
|
|
| # Citation |
|
|
| ``` |
| @article{sillitoe2021cath, |
| title = {{CATH}: increased structural coverage of functional space}, |
| author = {Sillitoe, Ian and Bordin, Nicola and Dawson, Natalie and others}, |
| journal = {Nucleic Acids Research}, |
| volume = {49}, |
| number = {D1}, |
| pages = {D266--D273}, |
| year = {2021}, |
| doi = {10.1093/nar/gkaa1079} |
| } |
| ``` |