\n",
"\n",
"PPIRef is a complete* and non-redundant dataset of protein-protein interactions (PPIs) mined from the Protein Data Bank (PDB). Inspired by the [UniRef](https://www.uniprot.org/help/uniref) dataset of protein sequences, PPIRef aims to provide standard data for machine learning on the structures of protein-protein interactions.\n",
"\n",
"The PPIRef dataset was constructed in three steps (see [our paper](https://arxiv.org/abs/2310.18515) for details): \n",
"\n",
"1. Exhaustevily extract all putative protein dimers from PDB based on heavy atom contacts (we use two variants with 6A and 10A distance cutoffs). By \"putative\" dimers we mean protein pairs from the same PDB entry that have at least one pair of heavy atoms within the specified distance cutoff.\n",
"2. Filter out not proper PPIs, those having small buried surface area (BSA) of the interaction or low quality of the structure.\n",
"3. Remove near-duplicate PPIs with iDist - a fast algorithm accurately approximating 3D alignment-based algorithms, such as iAlign, for measuring PPI similarity.\n",
"\n",
"\\* (with respect to PDB in Jan, 2024)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Downloading"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"The PPIRef dataset is available on [Zenodo](https://zenodo.org/records/14845086). We recommended downloading it and putting under `PPIRef/ppiref/data/ppiref`. This can be done automatically by running the following command to download all 6A interfaces in .pdb files (see the \"Installation\" section on how to install the ppiref package):"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Downloading: 100%|██████████| 6.94G/6.94G [10:19<00:00, 11.2MiB/s]\n",
"Extracting: 100%|██████████| 831382/831382 [02:36<00:00, 5313.49files/s]\n"
]
}
],
"source": [
"from ppiref.utils.misc import download_from_zenodo\n",
"download_from_zenodo('ppi_6A.zip')"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Reconstructing from scratch\n",
"\n",
"Alternatively, the dataset may be reconstructed from scratch with the following steps: (i) downloading and unpacking PDB (`scripts/download_pdb.sh` and `scripts/unpack_pdb.sh`), (ii) extracting all putative distance-based dimeric PPIs from all .pdb files (`scripts/ppi_extractor.py`) and (iii) filtering and clustering PPIs using iDist (see the \"Clustering PPIs\" section). The `ppi_6A.zip` archive contains the result of steps (i) and (ii), and the filtered subsets resulting from step (iii) are stored in `ppiref/data/splits`, as discussed below."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Using subsets and splits\n",
"\n",
"After downloading or reconstructing the PPIRef dataset, you will obtain all the dimeric interactions in PDB that have at least one contact between heavy atoms within the threshold distance (6 Angstrom for `ppi_6A.zip`). Then, you can use the predefined splits and other subsets, located in `ppiref/data/splits`. They can be read with the `ppiref.split.read_split` function (see the \"Splitting and subsetting PPIs\" section for details). The splits are stored in JSON files and contain the PPI IDs (e.g., `1bui_A_C` for the interaction between chains `A` and `C` in the `1bui` PDB entry) for each subset (e.g., `train`, `test`, `val`). Some examples are:\n",
"\n",
"- `ppiref_6A_filtered.json` - all 6A interfaces that satisfy the filtering criteria for proper PPIs (a.k.a PPIRef300K, see Appendix A in the [paper](https://arxiv.org/abs/2310.18515) for details).\n",
"- `ppiref_6A_filtered_clustered_04.json` - a non-redundant subset of PPIs that are deduplicated at 0.04 threshold of iDist (a.k.a PPIRef50K).\n",
"\n",
"The latter subset may be the best choice for training machine learning models since it removes biases towards interactions that are overrepresneted in PDB. You can read the subset via the following code (see the \"Splitting and subsetting PPIs\" section for more examples):"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" "
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dataset size: 51755\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r"
]
}
],
"source": [
"from ppiref.split import read_fold\n",
"from ppiref.utils.ppi import PPI\n",
"ppi_paths = read_fold('ppiref_6A_filtered_clustered_04', 'whole')\n",
"print('Dataset size:', len(ppi_paths))"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Sample from the dataset:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Path: /Users/anton/dev/PPIRef/ppiref/data/ppiref/ppi_6A/hc/3hch_A_B.pdb\n",
"Statistics: {'KIND': 'heavy', 'EXTRACTION RADIUS': 6.0, 'EXPANSION RADIUS': 0.0, 'RESOLUTION': 2.1, 'STRUCTURE METHOD': 'x-ray diffraction', 'DEPOSITION DATE': '2009-05-06', 'RELEASE DATE': '2009-10-13', 'BSA': 682.5337386399999}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2024-06-22 13:36:12.149 Python[98442:4970252] WARNING: Secure coding is not enabled for restorable state! Enable secure coding by implementing NSApplicationDelegate.applicationSupportsSecureRestorableState: and returning YES.\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ppi = PPI(ppi_paths[0])\n",
"print('Path:', ppi.path)\n",
"print('Statistics:', ppi.stats)\n",
"ppi.visualize()"
]
},
{
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"cell_type": "markdown",
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"source": [
"The PPIRef package provides methods to analyze, compare and deduplicate PPIs, as well as to search for similar PPIs in the Protein Data Bank. Please see other sections of the documentation for details."
]
}
],
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"display_name": "ppiref",
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