| --- |
| pretty_name: SwissSidechain Residues |
| license: other |
| tags: |
| - biology |
| - chemistry |
| - protein |
| - amino-acids |
| - sidechains |
| - molecular-dynamics |
| - smiles |
| - pdb |
| - mol2 |
| - parquet |
| configs: |
| - config_name: default |
| data_files: |
| - split: train |
| path: data/train-*.parquet |
| - split: test |
| path: data/test-*.parquet |
| --- |
| |
| # SwissSidechain Residues |
|
|
| SwissSideChain is a molecular and structural database of non-natural amino-acid sidechains, including structures, rotamers, and molecular mechanics parameters. |
|
|
| This dataset contains a viewer-friendly Parquet table derived from the SwissSidechain archives in this repository. Each row is one unique residue entry from the L or D SMI archives, with parsed availability and summary fields for PDB, MOL2, CHARMM topology, GROMACS RTP/HDB, bundle files, and rotamer libraries. |
| The original ZIP archives remain in the repository. The default `datasets` configuration uses the normalized Parquet files under `data/` so that the Hugging Face Dataset Viewer and `load_dataset()` can read the residue table directly. |
| The source library comments state that the SwissSidechain entries are copyright of the Swiss Institute of Bioinformatics, with non-profit use allowed when the content is not modified and the copyright statement is retained. Commercial use requires a license agreement. Check the original SwissSidechain terms before commercial use. |
|
|
| ## Splits |
|
|
| The split is deterministic by entry identifier: `sha256(entry_id) % 10`. Bucket `0` is `test`; buckets `1` through `9` are `train`. |
|
|
| | Split | Rows | |
| |---|---:| |
| | train | 400 | |
| | test | 59 | |
| | total | 459 | |
|
|
| ## Dataset Statistics |
|
|
| | Field | Value | |
| |---|---:| |
| | Unique residue entries | 459 | |
| | L entries | 230 | |
| | D entries | 229 | |
| | Entries with PDB | 459 | |
| | Entries with MOL2 | 459 | |
| | Entries with CHARMM topologies | 437 | |
| | Entries with GROMACS RTP/HDB | 437 | |
| | Entries with source bundles | 459 | |
| | Entries with backbone-dependent rotamers | 454 | |
| | Entries with backbone-independent rotamers | 453 | |
| | Backbone-dependent rotamer rows | 15,256,136 | |
| | Backbone-independent rotamer rows | 11,144 | |
|
|
| ## Usage |
|
|
| Install the Hugging Face Datasets library: |
|
|
| ```bash |
| pip install datasets |
| ``` |
|
|
| Load all splits: |
|
|
| ```python |
| from datasets import load_dataset |
| |
| ds = load_dataset("LiteFold/SwissSidechain") |
| print(ds) |
| |
| row = ds["train"][0] |
| print(row["entry_id"], row["residue_code"], row["smiles"]) |
| ``` |
|
|
| Load one split: |
|
|
| ```python |
| from datasets import load_dataset |
| |
| train = load_dataset("LiteFold/SwissSidechain", split="train") |
| test = load_dataset("LiteFold/SwissSidechain", split="test") |
| ``` |
|
|
| Stream rows without downloading the full table first: |
|
|
| ```python |
| from datasets import load_dataset |
| |
| stream = load_dataset("LiteFold/SwissSidechain", split="train", streaming=True) |
| for row in stream.take(5): |
| print(row["entry_id"], row["stereochemistry"], row["pdb_atom_count"]) |
| ``` |
|
|
| Filter D residues with complete topology files: |
|
|
| ```python |
| from datasets import load_dataset |
| |
| ds = load_dataset("LiteFold/SwissSidechain", split="train") |
| d_topologies = ds.filter( |
| lambda row: row["stereochemistry"] == "D" |
| and row["has_top"] |
| and row["has_rtp"] |
| and row["has_hdb"] |
| ) |
| print(d_topologies[0]) |
| ``` |
|
|
| Find entries with rotamer data: |
|
|
| ```python |
| from datasets import load_dataset |
| |
| ds = load_dataset("LiteFold/SwissSidechain", split="train") |
| with_rotamers = ds.filter(lambda row: row["bbdep_rotamer_rows"] > 0) |
| print(with_rotamers[0]["entry_id"], with_rotamers[0]["bbdep_rotamer_rows"]) |
| ``` |
|
|
| Load metadata tables directly: |
|
|
| ```python |
| import pandas as pd |
| from huggingface_hub import hf_hub_download |
| |
| rotamer_path = hf_hub_download( |
| repo_id="LiteFold/SwissSidechain", |
| repo_type="dataset", |
| filename="metadata/rotamer_library_counts.parquet", |
| ) |
| rotamers = pd.read_parquet(rotamer_path) |
| print(rotamers.head()) |
| |
| manifest_path = hf_hub_download( |
| repo_id="LiteFold/SwissSidechain", |
| repo_type="dataset", |
| filename="metadata/archive_manifest.parquet", |
| ) |
| manifest = pd.read_parquet(manifest_path) |
| print(manifest) |
| ``` |
|
|
| ## Columns |
|
|
| | Column | Description | |
| |---|---| |
| | `entry_id` | Stable table ID in the form `L:<code>` or `D:<code>`. | |
| | `residue_code` | Residue code from the source file names. | |
| | `stereochemistry` | Source stereochemistry group: `L` or `D`. | |
| | `smiles` | SMILES string from the SMI archive. | |
| | `smiles_reference_file` | Filename referenced inside the SMI row. | |
| | `source_*_path` | Source archive path used for each parsed format. | |
| | `has_smi` | Whether an SMI file exists. | |
| | `has_pdb` | Whether a PDB file exists. | |
| | `has_mol2` | Whether a MOL2 file exists. | |
| | `has_top` | Whether a CHARMM `.top` file exists. | |
| | `has_rtp` | Whether a GROMACS `.rtp` file exists. | |
| | `has_hdb` | Whether a GROMACS `.hdb` file exists. | |
| | `has_bundle` | Whether the entry appears in `L_sidechain.zip` or `D_residues.zip`. | |
| | `has_png` | Whether the source bundle contains a PNG image. | |
| | `has_bundle_bbdep_lib` | Whether the source bundle contains a per-entry backbone-dependent rotamer ZIP. | |
| | `has_bundle_bbind_lib` | Whether the source bundle contains a per-entry backbone-independent rotamer ZIP. | |
| | `bundle_file_extensions` | File extensions found in the source bundle. | |
| | `pdb_residue_names` | Residue names parsed from PDB records. | |
| | `pdb_atom_names` | Atom names parsed from PDB records. | |
| | `pdb_elements` | Element symbols parsed from PDB records. | |
| | `pdb_atom_count` | Number of PDB atoms. | |
| | `pdb_heavy_atom_count` | Number of non-hydrogen PDB atoms. | |
| | `pdb_hydrogen_atom_count` | Number of hydrogen PDB atoms. | |
| | `mol2_molecule_name` | Molecule name from the MOL2 file. | |
| | `mol2_molecule_type` | MOL2 molecule type. | |
| | `mol2_charge_type` | MOL2 charge type. | |
| | `mol2_atom_names` | Atom names parsed from MOL2. | |
| | `mol2_atom_types` | Atom types parsed from MOL2. | |
| | `mol2_atom_charges` | Partial charges parsed from MOL2. | |
| | `mol2_atom_count` | Number of MOL2 atoms. | |
| | `mol2_bond_count` | Number of MOL2 bonds. | |
| | `mol2_total_partial_charge` | Sum of MOL2 partial charges. | |
| | `charmm_residue_name` | Residue name parsed from CHARMM `RESI`. | |
| | `charmm_residue_charge` | Residue charge parsed from CHARMM `RESI`. | |
| | `charmm_residue_comment` | Comment attached to the CHARMM `RESI` line. | |
| | `charmm_atom_names` | Atom names from CHARMM topology. | |
| | `charmm_atom_types` | Atom types from CHARMM topology. | |
| | `charmm_atom_charges` | Atom charges from CHARMM topology. | |
| | `charmm_atom_count` | Number of CHARMM atoms. | |
| | `charmm_bond_count` | Number of CHARMM bond pairs. | |
| | `gromacs_residue_name` | Residue name from GROMACS RTP. | |
| | `gromacs_residue_comment` | Comment attached to the GROMACS residue header. | |
| | `gromacs_atom_names` | Atom names from GROMACS RTP. | |
| | `gromacs_atom_types` | Atom types from GROMACS RTP. | |
| | `gromacs_atom_charges` | Atom charges from GROMACS RTP. | |
| | `gromacs_atom_count` | Number of GROMACS RTP atoms. | |
| | `gromacs_bond_count` | Number of GROMACS RTP bonds. | |
| | `gromacs_improper_count` | Number of GROMACS RTP impropers. | |
| | `hdb_rule_count` | Number of hydrogen database rules. | |
| | `hdb_declared_rule_count` | Rule count declared in the HDB header. | |
| | `bbind_rotamer_rows` | Rows in the backbone-independent rotamer library for this residue code. | |
| | `bbdep_rotamer_rows` | Rows in the backbone-dependent rotamer library for this residue code. | |
| | `split_bucket` | Deterministic split bucket from `sha256(entry_id) % 10`. | |
|
|
| # Citation |
|
|
| ``` |
| @article{gfeller2013swisssidechain, |
| title = {{SwissSidechain}: a molecular and structural database of non-natural sidechains}, |
| author = {Gfeller, David and Michielin, Olivier and Zoete, Vincent}, |
| journal = {Nucleic Acids Research}, |
| volume = {41}, |
| number = {D1}, |
| pages = {D327--D332}, |
| year = {2013}, |
| doi = {10.1093/nar/gks991} |
| } |
| ``` |