Collaborative experience

ICPE poster

Methodological Approach

The SIGMA Consortium uses state-of-the-art methodology including causal inference target trial emulation propensity score-based approaches to confounding control, and other advanced methods in pharmacoepidemiology. 
All studies are aligned with the ENCePP research guidance, ISPE good practice guidance, and GVP module VIII principles.
In order to allow efficient execution of programs against local data, a common data model (CDM) can be used in SIGMA studies. 
SIGMA Members and Collaborators have experience in mapping to various study-specific and non-study-specific CDMs, including the ConcePTION harmonisation pipeline, BRAHMS, OMOP, Sentinel, and TheShinISS.

SIGMA Collaboration approaches

At SIGMA, we are committed to advancing epidemiological research through the most effective collaboration approaches. We offer two distinct strategies to facilitate data analysis and interpretation:

Local programming and analyses

Each participating site conducts the data analysis using local programming, adhering to the common protocol and statistical analysis plan. The individual results from each site are then pooled together to generate overall results. This method leverages the unique expertise and resources of each site, ensuring that the analysis is tailored to local contexts while contributing to a broader understanding of the research question.

Central programming and analyses

Data from all participating sites are standardized into a common data model. Centralized programming and analysis are then conducted on this harmonized dataset, based on the common protocol and statistical analysis plan. This strategy ensures consistency and comparability across sites, enabling robust and scalable analyses.

European collaborations

Title & Link to HMA-EMA Catalogue of RWD studies Funding entity Coord. Center Participating SIGMA Members Start Year
Postauthorisation Safety Study (PASS) of Avatrombopag and Haematological Malignancies in Patients With Primary Immune Thrombocytopaenia
Swedish Orphan Biovitrum AB (publ) RTI-HS, Aarhus U., KI 2024


SAFETY-VAC: Background incidence estimation of flares of pre-existing chronic diseases using pan-European electronic healthcare data sources
European Medicines Agency (EMA) UMCU, Aarhus U., ARS Toscana, BPE, FISABIO, IDIAPJGol, Utrecht U. 2024
The utilisation of antiepileptics in men and women of childbearing age, and pregnant women in Europe (ADEPT)
European Medicines Agency (EMA) Utrecht U., ARS Toscana, FISABIO, IDIAPJGol, PHARMO, UMCU 2024


SAFETY-VAC: Network of Data Sources for Vaccine Safety Evaluation
European Medicines Agency (EMA) UMCU, Aarhus U., ARS Toscana, BPE, FISABIO, IDIAPJGol, Utrecht U. 2024
Post-authorisation Safety Study of Rimegepant in Patients with Migraine and History of Cardiovascular Disease in European Countries
Pfizer RTI-HS, IDIAPJGol, PHARMO 2023

A Drug Utilization Study to Evaluate the Effectiveness of Risk Minimization Measures (RMMs) for Abrocitinib in the EU Using Electronic Healthcare Data
Pfizer Aarhus U., BPE, IDIAPJGol, KI 2022

An Active Surveillance Study to Monitor the Safety of Abrocitinib Among Real-World Patients with Atopic Dermatitis (AD) in the European Union (EU)
Pfizer Aarhus U., BPE, KI 2022

Long-term real-world safety of ozanimod – A post-authorisation safety study (PASS) in patients diagnosed with ulcerative colitis
Bristol-Myers Squibb (BMS) BPE, BIPS, Dundee U., NIPH, PHARMO, RTI-HS, SDU 2022

Drug Utilization Study Evaluating Additional Risk Minimisation Measures for Upadacitinib in the Treatment of Ulcerative Colitis in Europe
AbbVie KI, Aarhus U., RTI-HS 2022

Cohort Study of Long-term Safety of Upadacitinib for the Treatment of Ulcerative Colitis and Crohn’s Disease in a Real-world Setting in Europe
AbbVie KI, Aarhus U., RTI-HS 2022

Clinical course, outcomes and risk factors of myocarditis and pericarditis following administration of Moderna vaccines targeting SARS-CoV-2
Moderna Aarhus U., FISABIO, IDIAPJGol 2022

Safety of Paxlovid Among Patients with Moderate or Severe Hepatic or Renal Impairment
Pfizer RTI-HS, ARS Toscana, BPE, IDIAPJGol, UMCU 2022
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