Accomplishments & Our Story

Not a collection of disconnected outputs — an infrastructure built iteratively, study by study, since the earliest multinational collaborations.

Demonstrated in practice

Applications that prove the platform works

Real studies, run on the shared infrastructure, across multiple countries and two common data models.

Proof of concept

Cardiovascular: recurrence risk in hospitalized ASCVD patients

Compared subsequent events between patients at very high versus high risk of recurrence — chosen partly because the clinically expected direction provided a built-in benchmark for the data transformation and analysis, and partly to test whether the 2018 AHA/ACC risk-stratification framework, developed in Western populations, retains discriminatory value in Asia.

Sites
Taiwan & Korea, expanded to Japan & Hong Kong
Finding
The 2018 AHA/ACC/Multi-society risk stratification is transferable to East Asia: recurrence risk was consistently higher in the very-high-risk group (HR ≈ 1.2–1.6)
Finding
Treatment intensity does not match risk — only 18–34% received high-intensity statins during hospitalization
Finding
OMOP and Sentinel-like CDMs produced broadly similar population proportions, directions of association and hazard ratios; inconsistencies were variable-specific, with terminology mapping the main source of distortion
Status
Main manuscript under submission; CDM-concordance manuscript in drafting; VESALIUS-REAL abstract accepted at APSC 2026
Second application

Dermatology: atopic dermatitis & prurigo nodularis

Examined prevalence, standard of care, medication use and clinical outcomes — comparing case definitions of increasing stringency, from any single diagnosis to repeated diagnoses within 180 days combined with systemic medication criteria (with a Hong Kong-specific adaptation).

Finding
Estimated prevalence fell substantially as definitions tightened; focusing on moderate-to-severe disease made results across some countries more similar
Finding
Age-stratified patterns matched clinical knowledge; treatment patterns varied more — hospital-EHR databases capture more severe patients
Insight
Standardize the core structure, framework and quality standards — while letting each country adapt disease algorithms to local practice and coding

The toolkit that accumulated

Built once, reused everywhere

Reusable analysis modules

Prevalence, incidence, baseline covariates, outcome estimation and subgroup analysis — parameterized so new results can be generated rapidly.

Two CDMs implemented

OMOP and an adapted Sentinel-like model, each with transformation programs, mapping tables and quality checks.

Multinational dashboard

Cross-country visualization of results, built on the standardized outputs of the shared programs.

Methodological extensions

Transportability analyses, Taiwan–Japan methodological comparisons, and a documented drug-dose table extending the Sentinel design.

Because transformation processes and shared programs already exist, new multi-database study ideas can be assessed, adapted and expanded to additional sites without rebuilding the workflow.

Our story

From one-time collaborations to a reusable platform

  1. The BTA project — where it began

    Taiwan, Hong Kong and Korea used a common protocol to study the utilization patterns and effectiveness of bone-targeting agents in breast, prostate and lung cancer with bone metastasis. Even with a shared protocol, substantial differences arose from variation in healthcare systems, data content and programming practices — the lesson that sparked IMPRESIVE.

  2. IMPRESIVE 1.0 — OMOP CDM & the ASCVD cohort

    Introduced the OMOP common data model to study baseline characteristics and recurrence risk in hospitalized ASCVD patients — with vocabulary mapping and quality assurance developed on structure-identical dummy data for restricted data centers.

  3. IMPRESIVE 2.0 & 3.0 — Sentinel-like CDM & new disease areas

    Adapted the Sentinel CDM to test result consistency across CDMs and follow-up periods, then extended into atopic dermatitis and prurigo nodularis — prevalence, baseline characteristics and prescribing patterns — with a growing focus on visualization.

  4. A growing data network — around 15 CDM cohorts

    Collaboration across Taiwan's NHIRD and CGRD, Korea's NHIS and HIRA, Hong Kong's CDARS, Japan's DeSC and the UK's CPRD. Around 15 CDM disease cohorts now stand across countries and disease areas — from tens of thousands to millions of patients each.

  5. Dashboards, transportability & method comparisons

    Multinational visualization dashboards, transportability analyses and advanced methodological comparisons — built on the established transformation processes and shared programs.

  6. The next phase — open for partners

    New countries, databases, methodological modules and research outputs are incorporated over time. The unfinished work is the invitation.

Why it matters

Four domains of impact

Distinguishing what has been achieved, what is emerging, and the value still to be created.

Scientific & academic

Improved reproducibility in multinational research, capacity to study rare events and subgroups, comparisons of CDM suitability, identification of cross-country consistency and heterogeneity, and reusable methods and tools.

Clinical, policy & societal

Real-world evidence from multiple countries supporting clinical guidelines, regulatory decisions, drug safety and health policy in a timely manner — without extrapolating a single Western population to all of Asia.

Economic, industrial & technological

Common data models, modular programs and distributed execution shorten study initiation and data-processing time, cut the cost of rebuilding workflows, and support drug development and post-marketing surveillance.

Education & global development

Shared standards, tools and training help researchers in Thailand, South and Southeast Asia and beyond build the capacity to generate their own real-world evidence — impact beyond publication counts.

What we produce

Types of output

Journal publications

Peer-reviewed multi-country studies and methods papers.

Conference abstracts

Presentations at scientific symposia and meetings.

Technical & policy reports

Decision-oriented reports for regulators, HTA and policy.

Method papers

Reusable designs, phenotypes and analysis modules.

Training materials

Courses, slides and workshop content for capacity building.

Dashboard releases

Readiness, results and evidence-to-decision dashboards.

Protocols & code

Pre-specified protocols with open, version-controlled code.

Decision briefs

Concise evidence-to-decision summaries for stakeholders.

Current pipeline: the East Asia ASCVD manuscript is under submission, the CDM-concordance manuscript is in drafting, and the VESALIUS-REAL abstract has been accepted at APSC 2026. A consolidated list of published outputs will be added here as items go public, verified against project records.

Help write the next chapter

Propose a cross-national question and build on everything that is already here.

Submit a proposal