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Guides & news on
federated health data

How governments, pharma, health systems, and biobanks run Sovereign AI on data that never leaves the source.

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Lifebit, delivery partner for the Department of Health – Abu Dhabi Trusted Research Environment

Announcements·Oct 29, 2026·2 min read

DoH Abu Dhabi Launches Trusted Research Environment to Support Genomic and Health Research

The Department of Health – Abu Dhabi has launched its Trusted Research Environment, with Lifebit as a delivery partner alongside M42 and Microsoft.

Start here

Four Guides to Federated Health Research

The ideas behind every Lifebit deployment, explained in plain English.

Explore the platform
01 Federated Trusted Research Environment

What Is a Trusted Research Environment (TRE)? 2026 Guide

A secure platform where approved researchers analyze sensitive health data without it leaving the source.

9 min read Read the guide
 02 Sovereign AI

What Is Sovereign AI in Healthcare? 2026 Guide

AI whose data, compute, and models stay under the control of the data custodian: a nation, ministry, biobank, or hospital.

8 min read Read the guide
 03 Data Harmonization

What Is Data Harmonization? Definitive 2026 Guide

Aligning different schemas, vocabularies, units, and code systems to one Common Data Model so data can be analyzed together.

8 min read Read the guide
 04 Federation

What Is Federation in Healthcare Data? (2026 Guide)

Compute moves to the data, instead of data moving to compute.

8 min read Read the guide

All Articles

848 articles, newest first

All848Trusted Research Environment70Technology456Industry214Announcements70Opinion26

Industry Nov 4, 2026

Biobank Consent Management: Keeping Consent With the Data

Biobank consent management is the set of records, rules and systems that link each participant's consent to every sample and dataset derived from…

7 min read
Technology Nov 3, 2026

OMOP Vocabulary Mapping: Local Codes to Standard Concepts

OMOP vocabulary mapping is the process of linking every code in a source dataset, whether a standard terminology like ICD-10 or a hospital's own…

7 min read
Technology Nov 2, 2026

FHIR to OMOP: How to Convert Clinical Data for Research

FHIR to OMOP conversion takes clinical data exchanged in HL7 FHIR resources and transforms it into the tables and standard vocabularies of the OMOP…

7 min read
Industry Nov 1, 2026

Biobank Data Integrity: A Practical Guide for Data Teams

Biobank data integrity means every sample record, consent status, derived dataset and analysis result stays complete, accurate, consistent and…

7 min read
Oct 31, 2026

What Is AI Scientist Studio? AI Agents Inside Your TRE

AI Scientist Studio is Lifebit's environment for building and running AI research agents inside a data custodian's own governed Trusted Research…

9 min read
Oct 30, 2026

TRE Data Retention and Deletion Policy: A Practical Guide

A data retention and deletion policy for a Trusted Research Environment (TRE) defines how long each category of data and artifact is kept inside the…

8 min read
Oct 29, 2026

Genomic Variant Harmonization: VCF Normalization & Liftover

Harmonizing genomic variant data means making variant calls from different sources directly comparable, which comes down to two steps: normalizing…

8 min read
Oct 28, 2026

Ethics Review for Federated Multi-Site Studies

Ethics review for a federated multi-site study means obtaining research ethics approval for a study in which the analysis travels to each…

8 min read
Oct 27, 2026

DPIA for Health Research: A Practical Guide

A Data Protection Impact Assessment (DPIA) for health research is the documented risk assessment that the General Data Protection Regulation (GDPR)…

9 min read
Oct 26, 2026

Federated Meta-Analysis vs Federated Regression

Federated meta-analysis and federated regression are the two main ways to run statistics across sites that cannot pool their records. Meta-analysis…

9 min read
Oct 25, 2026

Data Provenance and Lineage in Health Research

Data provenance in health research is the documented origin and history of a dataset: where it came from, who collected it, under what consent and…

8 min read
Oct 24, 2026

Running LLMs on Sensitive Health Data Inside a TRE

To run a large language model (LLM) on sensitive health data safely, the model must come to the data: host open-weight models inside the Trusted…

8 min read