Platform overview
The Biomedical Data Estate
48 data products harmonized from 46 verified sources. One drug identity spine. Delivered into your cloud infrastructure.
From public source authorities to your cloud workspace
A three-layer operating model built for enterprise analytics teams.
46 Public Source Authorities
FDA, CMS, NIH, EMA, USPTO, NLM, EMBL-EBI, ChEMBL, UniProt, PubMed, ClinicalTrials.gov, and more.
The Data Developers Processing Layer
Ingestion, harmonization, entity resolution, type correction, join key validation, and lineage monitoring.
Your Cloud Workspace
Governed BigQuery or Snowflake data products delivered query-ready, without portal exports or ETL handoffs.
One Canonical Identity. Every Drug. Every Source.
The foundation of every data product is a unified drug identity spine — 567,000+ variant mappings connecting every drug name, identifier, and code across regulatory, clinical, safety, patent, and market data sources.
Hover or focus a node to highlight one of the identity bridges used across the data estate.
Data Product Domains
Filter all 48 products by regulatory, clinical, safety, financial, scientific, identity, IP, literature, or ontology domain.
Showing 48 of 48 data products.
Drug-Target Bioactivity Intelligence (ChEMBL)
Global drug and compound database with mechanism of action, protein target linkage, clinical phase, first approval year, and bioactivity measurements (IC50, Ki, EC50).
- Records
- 2.5M compounds
- Refresh
- Quarterly
- Sources
- 4 connected
FDA Adverse Event Signal Intelligence (FAERS)
All seven linked adverse event tables — case demographics, suspect drugs, reactions, outcomes, indications, therapy details, report sources — fully normalized with PRR signal scores pre-computed.
- Records
- 25M+ reports
- Refresh
- Quarterly
- Sources
- 4 connected
FDA Orange Book Patent Intelligence
FDA-listed drug patents from the Orange Book with expiry dates, drug substance vs. method-of-use classification, Paragraph IV challenge status, and delist flags.
- Records
- 15K+ patents
- Refresh
- Monthly
- Sources
- 3 connected
Protein Target Intelligence (Swiss-Prot)
Manually curated human proteome — protein function, subcellular location, disease associations, catalytic activity, interaction partners, and tissue specificity. The gold standard drug target reference.
- Records
- 20,370 human proteins
- Refresh
- Quarterly
- Sources
- 4 connected
Clinical Trial Intelligence (ClinicalTrials.gov)
Complete ClinicalTrials.gov mirror — 50+ linked tables — with sponsor normalization, geo-located facilities, MeSH condition mapping, drug mechanism linkage, NIH funding flags, and FDAAA 801 compliance scoring pre-computed.
- Records
- 519K+ trials
- Refresh
- Weekly
- Sources
- 5 connected
EMA European Drug Authorization Intelligence
European Medicines Agency authorized products with therapeutic area classification, orphan designation, biosimilar status, and authorization dates. Exact-match bridge to FDA drug identity for dual-market tracking.
- Records
- 1,500+ products
- Refresh
- Monthly
- Sources
- 4 connected
FDA Drug Approval & Submission Intelligence
Complete drug approval history, submission types, review priority flags, CRL tracking, accelerated pathway designations (Breakthrough, Fast Track, Accelerated Approval). Every NDA and BLA submission action from first filing to current status.
- Records
- 400K+
- Refresh
- Monthly
- Sources
- 3 connected
FDA Drug Label Historical Archive
Complete version history of FDA drug labels. Track when boxed warnings were added, indications expanded, or safety language changed. Label change velocity as a compliance signal.
- Records
- 140K+ versions
- Refresh
- Monthly
- Sources
- 3 connected
FDA Orange Book Exclusivity Intelligence
All FDA exclusivity codes (NCE, ODE, PED, NDF, etc.) with expiry dates. Exclusivity shield analysis for IRA eligibility assessment.
- Records
- 8K+ exclusivity entries
- Refresh
- Monthly
- Sources
- 3 connected
FDA Risk Evaluation & Mitigation (REMS) Registry
All active REMS programs with drug identity linkage, implementing organization, protocol requirements, and effective dates. Safety burden scoring per program.
- Records
- 400+ programs
- Refresh
- Monthly
- Sources
- 3 connected
FDA Structured Drug Label Intelligence
Complete FDA prescribing information parsed into queryable sections — boxed warnings, indications, contraindications, adverse reactions, dosing. Indexed by drug identity spine.
- Records
- 54K+ active labels
- Refresh
- Weekly
- Sources
- 3 connected
Medicare Part D Drug Spending Intelligence
Medicare Part D spending 2019-2023 with 5-year trend, CAGR, average spend per claim, total beneficiary counts, and manufacturer-level breakdown. IRA negotiation priority scoring.
- Records
- 5K+ drugs
- Refresh
- Annual
- Sources
- 4 connected
NIH Research Funding Intelligence
NIH-funded research grants from 2010 to present with institute-level cost breakdown, program officer data, study section information, and direct linkage to ClinicalTrials.gov and PubMed publications.
- Records
- 1.27M grants
- Refresh
- Annual
- Sources
- 4 connected
PubMed Biomedical Literature Intelligence
PubMed biomedical literature with author affiliations, MeSH annotations, grant citations, chemical mentions, and publication history. 1981-present with dense post-2016 coverage.
- Records
- 10.2M papers
- Refresh
- Monthly
- Sources
- 4 connected
CMS HCPCS-NDC Crosswalk Intelligence
Maps retail NDC codes to Medicare billing HCPCS codes. Essential bridge for connecting drug identity across Part B and retail pharmacy data.
- Records
- 35K+ crosswalk records
- Refresh
- Annual
- Sources
- 3 connected
CMS IRA Maximum Fair Price Intelligence
CMS-negotiated Maximum Fair Prices under the Inflation Reduction Act with per-unit pricing, effective dates, and payment year tracking. IRA eligibility pre-scored.
- Records
- 25+ negotiated drugs
- Refresh
- Annual
- Sources
- 4 connected
DailyMed Pharmaceutical Label Intelligence
DailyMed structured product labeling with RxNorm mappings, UNII substance codes, billing unit standards, and inactive NDC registry. Bridge between clinical and regulatory identity.
- Records
- 158K+ labels
- Refresh
- Weekly
- Sources
- 4 connected
FAERS Adverse Event Demographics Intelligence
Patient-level adverse event case demographics — age groups, sex, reporter country, report source — linked to drug and reaction data via primary case identifier.
- Records
- 25M+ cases
- Refresh
- Quarterly
- Sources
- 4 connected
FAERS Drug-Reaction Signal Intelligence
Pre-computed drug-reaction pairs with PRR (Proportional Reporting Ratio) scores, outcome severity classification, and label coverage status. Tier-1 unlabeled signals flagged automatically.
- Records
- 60M+ drug-reaction pairs
- Refresh
- Quarterly
- Sources
- 4 connected
FDA Approved Biologics Registry
All licensed biological products with biosimilar competition tracking, interchangeability status, orphan exclusivity, and reference product linkage. IRA 11-year clock pre-calculated.
- Records
- 4K+ products
- Refresh
- Monthly
- Sources
- 3 connected
FDA Small Molecule Approval Registry
All FDA-approved small molecules with patent listings, exclusivity codes, therapeutic equivalence ratings, and IRA 7-year eligibility clock pre-calculated.
- Records
- 40K+ products
- Refresh
- Monthly
- Sources
- 3 connected
Medicare Part B Drug Spending Intelligence
Medicare Part B (physician-administered) drug spending by HCPCS code with ASP price trends, discarded drug waste metrics, and 5-year trajectory.
- Records
- 1K+ HCPCS codes
- Refresh
- Annual
- Sources
- 4 connected
MeSH Disease & Topic Intelligence
NLM Medical Subject Headings 2026 with complete disease hierarchy (C01-C20 tree), 267K synonym terms, and hierarchical tree numbers. Universal disease classification backbone.
- Records
- 31K descriptors
- Refresh
- Annual
- Sources
- 3 connected
MONDO Disease Ontology Intelligence
Monarch Initiative disease ontology harmonizing across OMIM, Orphanet, DOID, and ICD. The most comprehensive cross-ontology disease mapping available.
- Records
- 25K+ terms
- Refresh
- Quarterly
- Sources
- 5 connected
NIH Historical Funding Archive
30 years of NIH extramural research funding (1996-present) with spending categories, principal investigator history, and organization-level cost tracking.
- Records
- 1.1M grants
- Refresh
- Annual
- Sources
- 3 connected
Open Targets Platform Intelligence
62K gene targets × 23K diseases with evidence-based association scores across 19 data types. 19-dimension target druggability scoring. Literature evidence for 26M gene-paper pairs.
- Records
- 7.5M target-disease associations
- Refresh
- Quarterly
- Sources
- 5 connected
Physician & Industry Open Payments Intelligence
CMS Sunshine Act payments from pharmaceutical and device manufacturers to physicians and teaching hospitals. Parent-company hierarchy resolved via legally-enforced submitter relationships.
- Records
- 16M+ payment records
- Refresh
- Annual
- Sources
- 4 connected
Research Organization Registry (ROR)
Global research organization registry with parent-child hierarchies, successor/predecessor relationships, and country-level geographic data. Authoritative for sponsor normalization.
- Records
- 135K+ organizations
- Refresh
- Annual
- Sources
- 4 connected
USPTO Patent Intelligence
Complete US patent database with forward citations, assignee normalization, inventor networks, CPC/IPC classification, government interest statements, and publication numbers normalized to FDA Orange Book format.
- Records
- 8M+ patents
- Refresh
- Quarterly
- Sources
- 4 connected
CMS OPPS Reference Intelligence
Outpatient Prospective Payment System reference files with ambulatory payment classifications and payment rates for outpatient drug administration.
- Records
- Outpatient payment reference
- Refresh
- Annual
- Sources
- 3 connected
Disease Ontology Intelligence (DOID)
Open Biomedical Ontologies disease classification with cross-references to ICD, MeSH, OMIM, and SNOMED. Computational disease classification standard.
- Records
- 10K+ disease terms
- Refresh
- Annual
- Sources
- 4 connected
FDA National Drug Code Intelligence
Complete NDC directory with package types, labeler identities, dosage forms, and active/inactive status. Normalized to 11-digit standard for universal joining.
- Records
- 800K+ NDCs
- Refresh
- Monthly
- Sources
- 3 connected
HGNC Gene Nomenclature Intelligence
HUGO Gene Nomenclature Committee approved gene symbols, names, chromosomal locations, and cross-references. The authoritative human gene identifier registry.
- Records
- 43K+ genes
- Refresh
- Monthly
- Sources
- 4 connected
Medicaid Drug Spending Intelligence
Medicaid drug spending across all states 2019-2023 with manufacturer breakdown, unit cost trends, and CAGR calculations.
- Records
- 3K+ drugs
- Refresh
- Annual
- Sources
- 3 connected
Medicare Part B ASP Pricing Intelligence
Average Sales Price for all Medicare Part B drugs updated quarterly. Trend tracking and ASP-to-WAC ratio analysis.
- Records
- Quarterly updates
- Refresh
- Quarterly
- Sources
- 3 connected
MeSH Supplementary Chemical Intelligence
MeSH supplementary chemical records for substances not in the main descriptor file. Drug and chemical classification extension.
- Records
- 900K+ chemicals
- Refresh
- Annual
- Sources
- 3 connected
National Drug Acquisition Cost Intelligence (NADAC)
Actual pharmacy drug acquisition costs updated weekly by CMS. Most current real-world drug cost signal available publicly.
- Records
- Weekly pharmacy acquisition costs
- Refresh
- Weekly
- Sources
- 3 connected
NPI Provider Registry Intelligence (NPPES)
US National Provider Identifier registry with specialty, practice location, and organizational affiliations. Joins directly to CMS payment and prescribing data.
- Records
- 7M+ providers
- Refresh
- Monthly
- Sources
- 4 connected
Orphanet Disease Ontology (ORDO)
Rare disease ontology with hierarchical classification, synonyms, cross-references to OMIM, ICD-10, and MONDO. Structured for computational use.
- Records
- 15K+ ontology terms
- Refresh
- Annual
- Sources
- 4 connected
Orphanet Rare Disease Gene Intelligence
Curated gene-disease associations for rare diseases with association type, validation status, and genetic basis classification.
- Records
- 8K+ gene associations
- Refresh
- Annual
- Sources
- 4 connected
Orphanet Rare Disease Intelligence
Complete rare disease database with gene associations, ICD mappings, disease classifications, and prevalence data. 97.7% match rate to protein target data.
- Records
- 11K+ rare diseases
- Refresh
- Annual
- Sources
- 4 connected
Protein Cross-Reference Intelligence (UniProt)
STRING protein-protein interaction network for human proteins with confidence scoring. Pre-filtered for high-confidence edges and normalized to UniProt identifiers.
- Records
- 13M+ protein-protein interactions
- Refresh
- Quarterly
- Sources
- 3 connected
PubChem Bioassay Intelligence
PubChem BioAssay data with assay results, protein targets, and outcome classifications. Bridge between chemistry and biology for target validation.
- Records
- 1M+ assays
- Refresh
- Quarterly
- Sources
- 3 connected
PubChem Chemical Intelligence
NCBI chemical compound database with canonical SMILES, InChI keys, molecular properties, and cross-references to drug identity spine.
- Records
- 100M+ compounds
- Refresh
- Quarterly
- Sources
- 3 connected
PubMed Central Full-Text Intelligence
Open access full-text biomedical literature with methods, materials, figures, supplementary data, and complete reference networks. RAG and LLM-ready.
- Records
- 3.8M full-text papers
- Refresh
- Monthly
- Sources
- 4 connected
RxNorm Clinical Drug Intelligence
NLM clinical drug nomenclature mapping all drug names, forms, strengths to canonical RxCUI identifiers. The Rosetta Stone connecting FDA, CMS, FAERS, and clinical drug identities.
- Records
- 200K+ concepts
- Refresh
- Monthly
- Sources
- 4 connected
UMLS Medical Language Intelligence
Unified Medical Language System with cross-terminology mappings across SNOMED, MeSH, ICD, LOINC, RxNorm, and 60+ biomedical vocabularies.
- Records
- 3M+ concepts
- Refresh
- Annual
- Sources
- 5 connected
UniChem Chemical Cross-Reference Intelligence
EMBL-EBI cross-references linking chemical structures across ChEMBL, PubChem, DrugBank, FDA, and 40+ chemical databases.
- Records
- 200M+ cross-references
- Refresh
- Monthly
- Sources
- 5 connected
Cloud-native delivery model
No portals, no downloads, no custom ingestion burden for your team.
BigQuery Native Sharing — no data movement, direct table access
Snowflake Data Sharing — native share, no ETL required
Custom Delivery — other cloud environments on request