Datasets:
Formats:
parquet
Languages:
English
Size:
10M - 100M
Tags:
biology
chemistry
drug-discovery
clinical-trials
protein-protein-interaction
gene-essentiality
License:
| -- NegBioDB Gene Essentiality (GE) Domain — Initial Schema | |
| -- Migration 001: Core tables for DepMap CRISPR/RNAi gene essentiality negatives | |
| -- | |
| -- Design decisions: | |
| -- - Asymmetric pairs: gene + cell_line (not symmetric like PPI) | |
| -- - Separate genes/cell_lines tables (separate DB from DTI/CT/PPI) | |
| -- - Confidence tiers: gold/silver/bronze (same framework as DTI/CT/PPI) | |
| -- - PRISM bridge tables: cross-domain link to DTI via InChIKey/ChEMBL | |
| -- - Dedup: UNIQUE on (gene_id, cell_line_id, screen_id, source_db) | |
| -- - Reference flags on genes table for common essential / nonessential sets | |
| -- ============================================================ | |
| -- Common Layer tables (same as DTI/CT/PPI) | |
| -- ============================================================ | |
| CREATE TABLE IF NOT EXISTS schema_migrations ( | |
| version TEXT PRIMARY KEY, | |
| applied_at TEXT DEFAULT (strftime('%Y-%m-%dT%H:%M:%SZ', 'now')) | |
| ); | |
| CREATE TABLE IF NOT EXISTS dataset_versions ( | |
| dataset_id INTEGER PRIMARY KEY AUTOINCREMENT, | |
| name TEXT NOT NULL, | |
| version TEXT NOT NULL, | |
| source_url TEXT, | |
| download_date TEXT, | |
| file_hash TEXT, | |
| row_count INTEGER, | |
| notes TEXT, | |
| created_at TEXT DEFAULT (strftime('%Y-%m-%dT%H:%M:%SZ', 'now')) | |
| ); | |
| -- ============================================================ | |
| -- Domain-specific tables: Gene Essentiality | |
| -- ============================================================ | |
| -- Genes table | |
| CREATE TABLE genes ( | |
| gene_id INTEGER PRIMARY KEY AUTOINCREMENT, | |
| entrez_id INTEGER UNIQUE, | |
| gene_symbol TEXT NOT NULL, | |
| ensembl_id TEXT, | |
| description TEXT, | |
| is_common_essential INTEGER DEFAULT 0, | |
| is_reference_nonessential INTEGER DEFAULT 0, | |
| created_at TEXT DEFAULT (strftime('%Y-%m-%dT%H:%M:%SZ', 'now')), | |
| updated_at TEXT DEFAULT (strftime('%Y-%m-%dT%H:%M:%SZ', 'now')) | |
| ); | |
| CREATE INDEX idx_genes_symbol ON genes(gene_symbol); | |
| CREATE INDEX idx_genes_entrez ON genes(entrez_id) WHERE entrez_id IS NOT NULL; | |
| -- Cell lines table | |
| CREATE TABLE cell_lines ( | |
| cell_line_id INTEGER PRIMARY KEY AUTOINCREMENT, | |
| model_id TEXT NOT NULL UNIQUE, | |
| ccle_name TEXT, | |
| stripped_name TEXT, | |
| lineage TEXT, | |
| primary_disease TEXT, | |
| subtype TEXT, | |
| sex TEXT, | |
| primary_or_metastasis TEXT, | |
| sample_collection_site TEXT, | |
| created_at TEXT DEFAULT (strftime('%Y-%m-%dT%H:%M:%SZ', 'now')), | |
| updated_at TEXT DEFAULT (strftime('%Y-%m-%dT%H:%M:%SZ', 'now')) | |
| ); | |
| CREATE INDEX idx_cell_lines_ccle ON cell_lines(ccle_name) WHERE ccle_name IS NOT NULL; | |
| CREATE INDEX idx_cell_lines_stripped ON cell_lines(stripped_name) WHERE stripped_name IS NOT NULL; | |
| CREATE INDEX idx_cell_lines_lineage ON cell_lines(lineage) WHERE lineage IS NOT NULL; | |
| -- Screen configurations | |
| CREATE TABLE ge_screens ( | |
| screen_id INTEGER PRIMARY KEY AUTOINCREMENT, | |
| source_db TEXT NOT NULL CHECK (source_db IN ( | |
| 'depmap', 'project_score', 'demeter2')), | |
| depmap_release TEXT NOT NULL, | |
| screen_type TEXT NOT NULL CHECK (screen_type IN ('crispr', 'rnai')), | |
| library TEXT, | |
| algorithm TEXT, | |
| notes TEXT, | |
| created_at TEXT DEFAULT (strftime('%Y-%m-%dT%H:%M:%SZ', 'now')) | |
| ); | |
| CREATE UNIQUE INDEX idx_ge_screens_source | |
| ON ge_screens(source_db, depmap_release, screen_type); | |
| -- Core fact table: GE negative results (non-essential gene-cell_line pairs) | |
| CREATE TABLE ge_negative_results ( | |
| result_id INTEGER PRIMARY KEY AUTOINCREMENT, | |
| gene_id INTEGER NOT NULL REFERENCES genes(gene_id), | |
| cell_line_id INTEGER NOT NULL REFERENCES cell_lines(cell_line_id), | |
| screen_id INTEGER REFERENCES ge_screens(screen_id), | |
| gene_effect_score REAL, | |
| dependency_probability REAL, | |
| evidence_type TEXT NOT NULL CHECK (evidence_type IN ( | |
| 'crispr_nonessential', | |
| 'rnai_nonessential', | |
| 'multi_screen_concordant', | |
| 'reference_nonessential', | |
| 'context_nonessential')), | |
| confidence_tier TEXT NOT NULL CHECK (confidence_tier IN ( | |
| 'gold', 'silver', 'bronze')), | |
| source_db TEXT NOT NULL, | |
| source_record_id TEXT NOT NULL, | |
| extraction_method TEXT NOT NULL CHECK (extraction_method IN ( | |
| 'score_threshold', 'reference_set', 'multi_source_concordance')), | |
| created_at TEXT DEFAULT (strftime('%Y-%m-%dT%H:%M:%SZ', 'now')), | |
| updated_at TEXT DEFAULT (strftime('%Y-%m-%dT%H:%M:%SZ', 'now')) | |
| ); | |
| CREATE INDEX idx_ge_nr_gene ON ge_negative_results(gene_id); | |
| CREATE INDEX idx_ge_nr_cell_line ON ge_negative_results(cell_line_id); | |
| CREATE INDEX idx_ge_nr_pair ON ge_negative_results(gene_id, cell_line_id); | |
| CREATE INDEX idx_ge_nr_tier ON ge_negative_results(confidence_tier); | |
| CREATE INDEX idx_ge_nr_source ON ge_negative_results(source_db); | |
| CREATE UNIQUE INDEX idx_ge_nr_unique_source ON ge_negative_results( | |
| gene_id, cell_line_id, | |
| COALESCE(screen_id, -1), | |
| source_db); | |
| -- ============================================================ | |
| -- Aggregation table | |
| -- ============================================================ | |
| CREATE TABLE gene_cell_pairs ( | |
| pair_id INTEGER PRIMARY KEY AUTOINCREMENT, | |
| gene_id INTEGER NOT NULL REFERENCES genes(gene_id), | |
| cell_line_id INTEGER NOT NULL REFERENCES cell_lines(cell_line_id), | |
| num_screens INTEGER NOT NULL, | |
| num_sources INTEGER NOT NULL, | |
| best_confidence TEXT NOT NULL, | |
| best_evidence_type TEXT, | |
| min_gene_effect REAL, | |
| max_gene_effect REAL, | |
| mean_gene_effect REAL, | |
| gene_degree INTEGER, | |
| cell_line_degree INTEGER, | |
| UNIQUE(gene_id, cell_line_id) | |
| ); | |
| CREATE INDEX idx_gcp_gene ON gene_cell_pairs(gene_id); | |
| CREATE INDEX idx_gcp_cell_line ON gene_cell_pairs(cell_line_id); | |
| CREATE INDEX idx_gcp_confidence ON gene_cell_pairs(best_confidence); | |
| -- ============================================================ | |
| -- Benchmark split tables | |
| -- ============================================================ | |
| CREATE TABLE ge_split_definitions ( | |
| split_id INTEGER PRIMARY KEY AUTOINCREMENT, | |
| split_name TEXT NOT NULL, | |
| split_strategy TEXT NOT NULL CHECK (split_strategy IN ( | |
| 'random', 'cold_gene', 'cold_cell_line', | |
| 'cold_both', 'degree_balanced')), | |
| description TEXT, | |
| random_seed INTEGER, | |
| train_ratio REAL DEFAULT 0.7, | |
| val_ratio REAL DEFAULT 0.1, | |
| test_ratio REAL DEFAULT 0.2, | |
| date_created TEXT DEFAULT (strftime('%Y-%m-%dT%H:%M:%SZ', 'now')), | |
| version TEXT DEFAULT '1.0', | |
| UNIQUE(split_name, version) | |
| ); | |
| CREATE TABLE ge_split_assignments ( | |
| pair_id INTEGER NOT NULL REFERENCES gene_cell_pairs(pair_id), | |
| split_id INTEGER NOT NULL REFERENCES ge_split_definitions(split_id), | |
| fold TEXT NOT NULL CHECK (fold IN ('train', 'val', 'test')), | |
| PRIMARY KEY (pair_id, split_id) | |
| ); | |
| CREATE INDEX idx_ge_splits_fold ON ge_split_assignments(split_id, fold); | |
| -- ============================================================ | |
| -- PRISM drug sensitivity bridge tables | |
| -- ============================================================ | |
| CREATE TABLE prism_compounds ( | |
| compound_id INTEGER PRIMARY KEY AUTOINCREMENT, | |
| broad_id TEXT UNIQUE, | |
| name TEXT, | |
| smiles TEXT, | |
| inchikey TEXT, | |
| chembl_id TEXT, | |
| pubchem_cid INTEGER, | |
| mechanism_of_action TEXT, | |
| target_name TEXT, | |
| created_at TEXT DEFAULT (strftime('%Y-%m-%dT%H:%M:%SZ', 'now')) | |
| ); | |
| CREATE INDEX idx_prism_inchikey ON prism_compounds(inchikey) | |
| WHERE inchikey IS NOT NULL; | |
| CREATE INDEX idx_prism_chembl ON prism_compounds(chembl_id) | |
| WHERE chembl_id IS NOT NULL; | |
| CREATE TABLE prism_sensitivity ( | |
| sensitivity_id INTEGER PRIMARY KEY AUTOINCREMENT, | |
| compound_id INTEGER NOT NULL REFERENCES prism_compounds(compound_id), | |
| cell_line_id INTEGER NOT NULL REFERENCES cell_lines(cell_line_id), | |
| screen_type TEXT CHECK (screen_type IN ('primary', 'secondary')), | |
| log_fold_change REAL, | |
| auc REAL, | |
| ic50 REAL, | |
| ec50 REAL, | |
| depmap_release TEXT, | |
| created_at TEXT DEFAULT (strftime('%Y-%m-%dT%H:%M:%SZ', 'now')) | |
| ); | |
| CREATE INDEX idx_prism_sens_compound ON prism_sensitivity(compound_id); | |
| CREATE INDEX idx_prism_sens_cell_line ON prism_sensitivity(cell_line_id); | |
| -- Record migration | |
| INSERT INTO schema_migrations (version) VALUES ('001'); | |