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README.md
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| 1 |
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---
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configs:
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- config_name: default
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data_files: "data/swap_complexes.parquet"
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default: true
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license: cc-by-4.0
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task_categories:
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- other
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tags:
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- protein
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- complex
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- evolution
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- swap
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- self-supervised
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- protein-protein-interaction
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- ortholog
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size_categories:
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- 100K<n<1M
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---
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| 20 |
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# Protein Complex Swap Dataset
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A dataset of cross-species protein-protein interaction comparisons for self-supervised training of protein complex models.
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## Overview
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Each row contains **two native protein complexes from different species** that share the same conserved interaction (via orthology). From each row, a model can construct:
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- **Native complex 1**: (A_sp1_seq, B_sp1_seq) — correct interaction in species 1
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- **Native complex 2**: (A_sp2_seq, B_sp2_seq) — correct interaction in species 2
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- **Swap complex 1**: (A_sp1_seq, B_sp2_seq) — cross-species partner swap
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- **Swap complex 2**: (A_sp2_seq, B_sp1_seq) — symmetric swap
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All **4 protein sequences** are included inline in each row, along with two quantitative distance measures.
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## Dataset Statistics
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| Metric | Value |
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|--------|-------|
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| Total rows | 142,598 |
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| Unique interaction groups | 40,973 |
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| Unique proteins | 26,775 |
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| Species covered | 9 model organisms |
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## Distance Measures
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Each row contains two quantitative measures of "how different" the swap is:
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1. **`seq_identity_A`**: Pairwise sequence identity between protein A in species 1 and protein A in species 2 (0.0–1.0)
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2. **`seq_identity_B`**: Pairwise sequence identity between protein B in species 1 and protein B in species 2 (0.0–1.0)
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3. **`taxonomic_distance`**: NCBI taxonomy tree distance between the two species (integer, higher = more distant)
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## Species Coverage
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| Species 1 | Species 2 | Rows |
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|-----------|-----------|------|
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| Homo sapiens | Mus musculus | 34,514 |
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| Saccharomyces cerevisiae | Homo sapiens | 12,309 |
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| Mus musculus | Rattus norvegicus | 12,061 |
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| Homo sapiens | Rattus norvegicus | 11,202 |
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| Saccharomyces cerevisiae | Mus musculus | 8,692 |
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| Drosophila melanogaster | Homo sapiens | 5,553 |
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| Arabidopsis thaliana | Homo sapiens | 5,492 |
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| Drosophila melanogaster | Mus musculus | 5,117 |
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| Arabidopsis thaliana | Mus musculus | 4,911 |
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| Arabidopsis thaliana | Saccharomyces cerevisiae | 4,402 |
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| Saccharomyces cerevisiae | Rattus norvegicus | 4,101 |
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| Caenorhabditis elegans | Homo sapiens | 4,013 |
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| Caenorhabditis elegans | Mus musculus | 3,733 |
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| Saccharomyces cerevisiae | Drosophila melanogaster | 3,481 |
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| Saccharomyces cerevisiae | Caenorhabditis elegans | 2,985 |
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| Drosophila melanogaster | Rattus norvegicus | 2,691 |
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| Arabidopsis thaliana | Rattus norvegicus | 2,570 |
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| Arabidopsis thaliana | Drosophila melanogaster | 2,389 |
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| Caenorhabditis elegans | Drosophila melanogaster | 2,251 |
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| Caenorhabditis elegans | Rattus norvegicus | 2,154 |
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| Arabidopsis thaliana | Caenorhabditis elegans | 2,023 |
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| Danio rerio | Homo sapiens | 1,579 |
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| Danio rerio | Mus musculus | 1,472 |
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| Drosophila melanogaster | Danio rerio | 718 |
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| Saccharomyces cerevisiae | Danio rerio | 611 |
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| Danio rerio | Rattus norvegicus | 599 |
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| Caenorhabditis elegans | Danio rerio | 542 |
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| Arabidopsis thaliana | Danio rerio | 433 |
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## Column Schema
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| Column | Type | Description |
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|--------|------|-------------|
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| `interaction_group_id` | str | Groups rows from the same conserved interaction |
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| `species_1` | str | Species of complex 1 |
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| `taxid_1` | int | NCBI taxonomy ID of species 1 |
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| `protein_A_sp1_uniprot` | str | UniProt accession of protein A in species 1 |
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| `protein_A_sp1_gene` | str | Gene name of protein A in species 1 |
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| `protein_A_sp1_seq` | str | Full amino acid sequence of protein A in species 1 |
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| `protein_A_sp1_len` | int | Sequence length |
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| `protein_B_sp1_uniprot` | str | UniProt accession of protein B in species 1 |
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| `protein_B_sp1_gene` | str | Gene name of protein B in species 1 |
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| `protein_B_sp1_seq` | str | Full amino acid sequence of protein B in species 1 |
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| `protein_B_sp1_len` | int | Sequence length |
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| `string_score_sp1` | int | STRING confidence score for (A, B) in species 1 |
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| `species_2` | str | Species of complex 2 |
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| `taxid_2` | int | NCBI taxonomy ID of species 2 |
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| `protein_A_sp2_uniprot` | str | UniProt accession of protein A in species 2 |
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| `protein_A_sp2_gene` | str | Gene name |
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| `protein_A_sp2_seq` | str | Full amino acid sequence ← model input |
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| `protein_A_sp2_len` | int | Sequence length |
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| `protein_B_sp2_uniprot` | str | UniProt accession of protein B in species 2 |
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| `protein_B_sp2_gene` | str | Gene name |
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| `protein_B_sp2_seq` | str | Full amino acid sequence ← model input |
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| `protein_B_sp2_len` | int | Sequence length |
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| `string_score_sp2` | int | STRING confidence score for (A, B) in species 2 |
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| `seq_identity_A` | float | Sequence identity between A_sp1 and A_sp2 (0.0–1.0) |
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| `seq_identity_B` | float | Sequence identity between B_sp1 and B_sp2 (0.0–1.0) |
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| `taxonomic_distance` | float | NCBI taxonomy tree distance between species 1 and 2 |
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| `role_key_A` | str | Ortholog group ID for protein A family |
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| `role_key_B` | str | Ortholog group ID for protein B family |
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## Construction Method
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1. **Protein-protein interactions**: STRING v12.0 physical interactions (score ≥ 700) for 9 model organisms
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2. **Ortholog mapping**: STRING best-hit homology to identify same proteins across species
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3. **Interaction groups**: Interactions where both partners have orthologs in ≥2 species
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4. **Sequences**: UniProt REST API batch retrieval
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5. **Taxonomic distance**: NCBI taxonomy tree edge distance
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6. **Sequence identity**: Pairwise sequence alignment
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## Intended Use
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Self-supervised training for protein complex preference models. The model learns to distinguish native complexes from cross-species swaps at varying evolutionary distances.
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## Citation
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If you use this dataset, please cite:
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- STRING database: Szklarczyk et al., "The STRING database in 2023", Nucleic Acids Research (2023)
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- UniProt: UniProt Consortium, "UniProt: the Universal Protein Knowledgebase in 2025", Nucleic Acids Research (2025)
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