Data4Cure Platform Data Hub
Layer 01 · Integrate

Semantically harmonized data integration.

Where your proprietary data meets curated public data — multi-omics, clinical and pre-clinical modalities harmonized side by side, with metadata normalized so every dataset is AI-ready, governed, and traceable from the moment it lands.

Overview

Data Hub

Every AI application worth running is bottlenecked by the data underneath it. The Data Hub is the foundation layer of the Biomedical Intelligence® Cloud — where proprietary data meets curated public data, and multi-omics, clinical and pre-clinical modalities are harmonized side by side.

Metadata is normalized and harmonized so every dataset is AI-ready — aligned across studies, normalized across schemas, governed and audit-traceable from the moment it lands. It’s a curated, governed foundation — the clean substrate every layer above reasons over directly.

How it works

Ingest. Curate. Activate.

Data arrives from any source, gets curated and harmonized into a governed foundation every layer above can reason over — without rebuilding pipelines per study.

01 · Ingest

From any source

Your proprietary data and curated public data — multi-omics, clinical, pharmacology, imaging, pre-clinical — flow in from any source via intuitive upload, command line, or a strong API that integrates with your existing pipelines.

02 · Curate

Harmonize & normalize

Metadata is normalized, ontologies harmonized across studies and schema differences resolved — optionally automated at scale by CuratorAI, with every transformation logged and reviewable.

03 · Activate

An AI-ready foundation

The result is a governed data foundation the App Engine, CURIE KG and every AI application can reason over — without re-harmonization.

By the numbers
14K+
datasets harmonized, including Sample Universes
1,800+
single-cell datasets, from 751 studies
~200M
single cells
3.2M+
analyses run on the platform

Omics · clinical · genetics · perturbation · pathways · single-cell · spatial — harmonized side by side, powering disease-specific Atlases and Sample Universes.

Get in touch

See Data Hub in action.

Walk through this layer with an applications scientist — focused on the questions that matter to you.