Related Experiment Video
Updated: Jan 22, 2026

In Silico Clinical Trials for Cardiovascular Disease
Published on: May 27, 2022
Opportunities and barriers for pragmatic embedded trials: Triumphs and tribulations
Joakim Ramsberg1, Richard Platt1
1Department of Population Medicine Harvard Medical School and Harvard Pilgrim Health Care Institute Boston Massachusetts.
Results:
Embedded pragmatic clinical trials (PCTs) are set in routine health care, have broad eligibility criteria, and use routinely collected electronic data. Many consider them a breakthrough innovation in clinical research and a necessary step in clinical trial development. To identify barriers and success factors, we reviewed published embedded PCTs and interviewed 30 researchers and clinical leaders in 7 US delivery systems.
Literature:
We searched PubMed, the Cochrane library, and clinicaltrials.gov for studies reporting embedded PCTs. We identified 108 embedded PCTs published in the last 10 years. The included studies had a median of 5540 randomized patients, addressed a variety of diseases, and practice settings covering a broad range of interventions. Eighty-one used cluster randomization. The median cost per patient was $97 in the 64 trials for which it was possible to obtain cost data.
Interviews:
Delivery systems required research studies to align with operational priorities, existing information technology capabilities, and standard quality improvement procedures. Barriers that were identified included research governance, requirements for processes that were incompatible with clinical operations, and unrecoverable costs.
Conclusions:
Embedding PCTs in delivery systems can provide generalizable knowledge that is directly applicable to practice settings at much lower cost than conventional trials. Successful embedding trials require accommodating delivery systems' needs and priorities.
Related Concept Videos
Clinical Trials
There are four phases in a clinical trial. A phase one...
Clinical Trials: Overview
Trial and Error and Algorithm
Physiological Barriers
The blood endothelial barrier is the most porous of these. It allows all small ionized, un-ionized, and lipophilic molecules to pass through the endothelial lining into the interstitial space...
Mucosal Barrier of the Stomach
Within parietal cells, carbonic acid is first formed through the reaction of water and carbon dioxide. The dissociation of carbonic acid releases bicarbonate and hydrogen ions. The bicarbonate...
Surface Membrane Barriers
The outer layer of the skin, the epidermis, is a robust barrier comprising layers of closely packed keratinized cells. This dense arrangement prevents microbes from penetrating the body. The periodic shedding of epidermal cells...

