The Data Developers — Life Sciences Intelligence
Context catalog

48 Biomedical Intelligence Contexts

Not raw dataset names. Each layer describes the business, scientific, or operational context analysts need inside the warehouse.

Showing 48 of 48 intelligence context layers.

Scientific context

Drug-target mechanism and bioactivity context

Scientific teams use this context to connect mechanism, target biology, chemistry, assays, and disease evidence.

Coverage
2.5M compounds
Refresh
Quarterly
System label
Scientific layer • 2.5M compounds • Quarterly
Drug Lifecycle 360Clinical Trial
Inspect context
Regulatory context

Post-market adverse-event signals and safety reporting context

Regulatory teams use this context to reconstruct product history without parsing authority-specific files.

Coverage
25M+ reports
Refresh
Quarterly
System label
Regulatory layer • 25M+ reports • Quarterly
Drug Lifecycle 360Pharmacovigilance Signal
Inspect context
IP & Patent context

Listed patent runway and challenge context

Portfolio and BD teams use this context to model protection runway, challenge pressure, and loss-of-exclusivity timing.

Coverage
15K+ patents
Refresh
Monthly
System label
IP & Patent layer • 15K+ patents • Monthly
IRA Portfolio ExposureDrug Lifecycle 360
Inspect context
Scientific context

Human protein target biology context

Scientific teams use this context to connect mechanism, target biology, chemistry, assays, and disease evidence.

Coverage
20,370 human proteins
Refresh
Quarterly
System label
Scientific layer • 20,370 human proteins • Quarterly
Drug Lifecycle 360Clinical Trial
Inspect context
Clinical context

Active and historical trial landscape context

Clinical teams use this context to compare activity, geography, sponsors, interventions, and external evidence.

Coverage
519K+ trials
Refresh
Weekly
System label
Clinical layer • 519K+ trials • Weekly
Clinical TrialBD&L Diligence Dossier
Inspect context
Clinical context

European authorization and dual-market context

Clinical teams use this context to compare activity, geography, sponsors, interventions, and external evidence.

Coverage
1,500+ products
Refresh
Monthly
System label
Clinical layer • 1,500+ products • Monthly
Drug Lifecycle 360BD&L Diligence Dossier
Inspect context
Regulatory context

Approval pathways, review history, and regulatory status

Regulatory teams use this context to reconstruct product history without parsing authority-specific files.

Coverage
400K+
Refresh
Monthly
System label
Regulatory layer • 400K+ • Monthly
IRA Portfolio ExposureDrug Lifecycle 360
Inspect context
Regulatory context

Label-change history and regulatory event timeline

Regulatory teams use this context to reconstruct product history without parsing authority-specific files.

Coverage
140K+ versions
Refresh
Monthly
System label
Regulatory layer • 140K+ versions • Monthly
Drug Lifecycle 360Pharmacovigilance Signal
Inspect context
IP & Patent context

Regulatory exclusivity shield context

Portfolio and BD teams use this context to model protection runway, challenge pressure, and loss-of-exclusivity timing.

Coverage
8K+ exclusivity entries
Refresh
Monthly
System label
IP & Patent layer • 8K+ exclusivity entries • Monthly
IRA Portfolio ExposureDrug Lifecycle 360
Inspect context
Regulatory context

Risk-management requirements and safety-burden context

Regulatory teams use this context to reconstruct product history without parsing authority-specific files.

Coverage
400+ programs
Refresh
Monthly
System label
Regulatory layer • 400+ programs • Monthly
Drug Lifecycle 360Pharmacovigilance Signal
Inspect context
Regulatory context

Current prescribing context, warnings, indications, and dosing

Regulatory teams use this context to reconstruct product history without parsing authority-specific files.

Coverage
54K+ active labels
Refresh
Weekly
System label
Regulatory layer • 54K+ active labels • Weekly
Drug Lifecycle 360Pharmacovigilance Signal
Inspect context
Financial & Market Access context

Medicare pharmacy-channel spend and exposure context

Market access teams use this context to quantify spend, exposure, pricing pressure, and reimbursement mechanics.

Coverage
5K+ drugs
Refresh
Annual
System label
Financial & Market Access layer • 5K+ drugs • Annual
IRA Portfolio ExposureDrug Lifecycle 360
Inspect context
Clinical context

Research funding momentum and grant linkage context

Clinical teams use this context to compare activity, geography, sponsors, interventions, and external evidence.

Coverage
1.27M grants
Refresh
Annual
System label
Clinical layer • 1.27M grants • Annual
Clinical TrialBD&L Diligence Dossier
Inspect context
Literature context

Biomedical literature evidence context

Evidence teams use this context to connect publications, grants, authors, MeSH topics, and full-text source lineage.

Coverage
10.2M papers
Refresh
Monthly
System label
Literature layer • 10.2M papers • Monthly
Clinical TrialBD&L Diligence Dossier
Inspect context
Financial & Market Access context

Retail-to-medical billing bridge context

Market access teams use this context to quantify spend, exposure, pricing pressure, and reimbursement mechanics.

Coverage
35K+ crosswalk records
Refresh
Annual
System label
Financial & Market Access layer • 35K+ crosswalk records • Annual
IRA Portfolio Exposure
Inspect context
Financial & Market Access context

Negotiated price, payment year, and IRA exposure context

Market access teams use this context to quantify spend, exposure, pricing pressure, and reimbursement mechanics.

Coverage
25+ negotiated drugs
Refresh
Annual
System label
Financial & Market Access layer • 25+ negotiated drugs • Annual
IRA Portfolio Exposure
Inspect context
Regulatory context

Product labeling, clinical identity, and substance mappings

Regulatory teams use this context to reconstruct product history without parsing authority-specific files.

Coverage
158K+ labels
Refresh
Weekly
System label
Regulatory layer • 158K+ labels • Weekly
IRA Portfolio Exposure
Inspect context
Safety & Pharmacovigilance context

Reporter, patient, and case-demographic safety context

Safety teams use this context to triage signals with case, reaction, outcome, and label coverage already joined.

Coverage
25M+ cases
Refresh
Quarterly
System label
Safety & Pharmacovigilance layer • 25M+ cases • Quarterly
Pharmacovigilance Signal
Inspect context
Safety & Pharmacovigilance context

Drug-event disproportionality and label-coverage context

Safety teams use this context to triage signals with case, reaction, outcome, and label coverage already joined.

Coverage
60M+ drug-reaction pairs
Refresh
Quarterly
System label
Safety & Pharmacovigilance layer • 60M+ drug-reaction pairs • Quarterly
Pharmacovigilance Signal
Inspect context
Regulatory context

Biologic competition, biosimilar status, and IRA timing

Regulatory teams use this context to reconstruct product history without parsing authority-specific files.

Coverage
4K+ products
Refresh
Monthly
System label
Regulatory layer • 4K+ products • Monthly
IRA Portfolio Exposure
Inspect context
Regulatory context

Small-molecule approval, patent, exclusivity, and IRA timing

Regulatory teams use this context to reconstruct product history without parsing authority-specific files.

Coverage
40K+ products
Refresh
Monthly
System label
Regulatory layer • 40K+ products • Monthly
IRA Portfolio Exposure
Inspect context
Financial & Market Access context

Physician-administered drug spend and HCPCS exposure context

Market access teams use this context to quantify spend, exposure, pricing pressure, and reimbursement mechanics.

Coverage
1K+ HCPCS codes
Refresh
Annual
System label
Financial & Market Access layer • 1K+ HCPCS codes • Annual
IRA Portfolio Exposure
Inspect context
Disease & Ontology context

Disease topic hierarchy and synonym context

Strategy teams use this context to normalize indications, rare diseases, synonyms, and cross-ontology disease families.

Coverage
31K descriptors
Refresh
Annual
System label
Disease & Ontology layer • 31K descriptors • Annual
Clinical Trial
Inspect context
Disease & Ontology context

Cross-ontology disease mapping context

Strategy teams use this context to normalize indications, rare diseases, synonyms, and cross-ontology disease families.

Coverage
25K+ terms
Refresh
Quarterly
System label
Disease & Ontology layer • 25K+ terms • Quarterly
BD&L Diligence Dossier
Inspect context
Clinical context

Longitudinal research funding history

Clinical teams use this context to compare activity, geography, sponsors, interventions, and external evidence.

Coverage
1.1M grants
Refresh
Annual
System label
Clinical layer • 1.1M grants • Annual
Clinical Trial
Inspect context
Disease & Ontology context

Target-disease evidence and druggability context

Strategy teams use this context to normalize indications, rare diseases, synonyms, and cross-ontology disease families.

Coverage
7.5M target-disease associations
Refresh
Quarterly
System label
Disease & Ontology layer • 7.5M target-disease associations • Quarterly
BD&L Diligence Dossier
Inspect context
Financial & Market Access context

Physician-industry relationship and payment context

Market access teams use this context to quantify spend, exposure, pricing pressure, and reimbursement mechanics.

Coverage
16M+ payment records
Refresh
Annual
System label
Financial & Market Access layer • 16M+ payment records • Annual
Clinical Trial
Inspect context
Identity & Registry context

Research organization identity and hierarchy context

Data teams use this context as the controlled identity layer for joins across the estate.

Coverage
135K+ organizations
Refresh
Annual
System label
Identity & Registry layer • 135K+ organizations • Annual
Clinical Trial
Inspect context
IP & Patent context

Patent family, assignee, and citation context

Portfolio and BD teams use this context to model protection runway, challenge pressure, and loss-of-exclusivity timing.

Coverage
8M+ patents
Refresh
Quarterly
System label
IP & Patent layer • 8M+ patents • Quarterly
BD&L Diligence Dossier
Inspect context
Financial & Market Access context

Outpatient payment policy and rate context

Market access teams use this context to quantify spend, exposure, pricing pressure, and reimbursement mechanics.

Coverage
Outpatient payment reference
Refresh
Annual
System label
Financial & Market Access layer • Outpatient payment reference • Annual
Foundation context
Inspect context
Disease & Ontology context

Disease classification and crosswalk context

Strategy teams use this context to normalize indications, rare diseases, synonyms, and cross-ontology disease families.

Coverage
10K+ disease terms
Refresh
Annual
System label
Disease & Ontology layer • 10K+ disease terms • Annual
Foundation context
Inspect context
Regulatory context

Packaged product identity and commercial code context

Regulatory teams use this context to reconstruct product history without parsing authority-specific files.

Coverage
800K+ NDCs
Refresh
Monthly
System label
Regulatory layer • 800K+ NDCs • Monthly
Foundation context
Inspect context
Identity & Registry context

Human gene identity and approved symbol context

Data teams use this context as the controlled identity layer for joins across the estate.

Coverage
43K+ genes
Refresh
Monthly
System label
Identity & Registry layer • 43K+ genes • Monthly
Foundation context
Inspect context
Financial & Market Access context

State Medicaid spend and unit-cost context

Market access teams use this context to quantify spend, exposure, pricing pressure, and reimbursement mechanics.

Coverage
3K+ drugs
Refresh
Annual
System label
Financial & Market Access layer • 3K+ drugs • Annual
Foundation context
Inspect context
Financial & Market Access context

Physician-administered pricing trend context

Market access teams use this context to quantify spend, exposure, pricing pressure, and reimbursement mechanics.

Coverage
Quarterly updates
Refresh
Quarterly
System label
Financial & Market Access layer • Quarterly updates • Quarterly
Foundation context
Inspect context
Disease & Ontology context

Chemical concept classification context

Strategy teams use this context to normalize indications, rare diseases, synonyms, and cross-ontology disease families.

Coverage
900K+ chemicals
Refresh
Annual
System label
Disease & Ontology layer • 900K+ chemicals • Annual
Foundation context
Inspect context
Financial & Market Access context

Pharmacy acquisition cost and real-world price context

Market access teams use this context to quantify spend, exposure, pricing pressure, and reimbursement mechanics.

Coverage
Weekly pharmacy acquisition costs
Refresh
Weekly
System label
Financial & Market Access layer • Weekly pharmacy acquisition costs • Weekly
Foundation context
Inspect context
Identity & Registry context

Provider identity, specialty, and organization context

Data teams use this context as the controlled identity layer for joins across the estate.

Coverage
7M+ providers
Refresh
Monthly
System label
Identity & Registry layer • 7M+ providers • Monthly
Foundation context
Inspect context
Disease & Ontology context

Rare disease ontology and hierarchy context

Strategy teams use this context to normalize indications, rare diseases, synonyms, and cross-ontology disease families.

Coverage
15K+ ontology terms
Refresh
Annual
System label
Disease & Ontology layer • 15K+ ontology terms • Annual
Foundation context
Inspect context
Disease & Ontology context

Curated rare disease gene association context

Strategy teams use this context to normalize indications, rare diseases, synonyms, and cross-ontology disease families.

Coverage
8K+ gene associations
Refresh
Annual
System label
Disease & Ontology layer • 8K+ gene associations • Annual
Foundation context
Inspect context
Disease & Ontology context

Rare disease prevalence and gene-association context

Strategy teams use this context to normalize indications, rare diseases, synonyms, and cross-ontology disease families.

Coverage
11K+ rare diseases
Refresh
Annual
System label
Disease & Ontology layer • 11K+ rare diseases • Annual
Foundation context
Inspect context
Scientific context

Protein interaction network context

Scientific teams use this context to connect mechanism, target biology, chemistry, assays, and disease evidence.

Coverage
13M+ protein-protein interactions
Refresh
Quarterly
System label
Scientific layer • 13M+ protein-protein interactions • Quarterly
Foundation context
Inspect context
Scientific context

Assay outcome and target-validation context

Scientific teams use this context to connect mechanism, target biology, chemistry, assays, and disease evidence.

Coverage
1M+ assays
Refresh
Quarterly
System label
Scientific layer • 1M+ assays • Quarterly
Foundation context
Inspect context
Scientific context

Chemical structure and compound identity context

Scientific teams use this context to connect mechanism, target biology, chemistry, assays, and disease evidence.

Coverage
100M+ compounds
Refresh
Quarterly
System label
Scientific layer • 100M+ compounds • Quarterly
Foundation context
Inspect context
Literature context

Full-text evidence and RAG-ready context

Evidence teams use this context to connect publications, grants, authors, MeSH topics, and full-text source lineage.

Coverage
3.8M full-text papers
Refresh
Monthly
System label
Literature layer • 3.8M full-text papers • Monthly
Foundation context
Inspect context
Identity & Registry context

Clinical drug naming and RxCUI identity context

Data teams use this context as the controlled identity layer for joins across the estate.

Coverage
200K+ concepts
Refresh
Monthly
System label
Identity & Registry layer • 200K+ concepts • Monthly
Foundation context
Inspect context
Identity & Registry context

Medical language and terminology crosswalk context

Data teams use this context as the controlled identity layer for joins across the estate.

Coverage
3M+ concepts
Refresh
Annual
System label
Identity & Registry layer • 3M+ concepts • Annual
Foundation context
Inspect context
Identity & Registry context

Chemical identity cross-reference context

Data teams use this context as the controlled identity layer for joins across the estate.

Coverage
200M+ cross-references
Refresh
Monthly
System label
Identity & Registry layer • 200M+ cross-references • Monthly
Foundation context
Inspect context