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Improving diagnostic safety through STeatosis Identification, Risk stratification, and Referral pathway in the ED
Danielle M McCarthy1, Lisa B VanWagner2, Miriam R Rafferty3
1Department of Emergency Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA.
Contemporary Clinical Trials
|December 17, 2025
Summary
Emergency departments can now identify fatty liver disease early. The STIRRED system uses electronic health records to notify patients, improving diagnosis rates for metabolic associated steatotic liver disease.
Area of Science:
- Hepatology
- Implementation Science
- Clinical Informatics
Background:
- Incidental hepatic steatosis (fatty liver) is common in emergency department (ED) patients but often goes unreported.
- Lack of notification can delay diagnosis of metabolic associated steatotic liver disease (MASLD) and hinder management.
- This study addresses the critical gap in communicating incidental hepatic steatosis findings to patients.
Purpose of the Study:
- To evaluate an electronic health record (EHR)-delivered intervention (STIRRED) for notifying ED patients about incidental hepatic steatosis.
- To improve the rate of new steatotic liver disease-related diagnoses in high-risk patients post-discharge.
- To assess the implementation fidelity of the STIRRED system in real-world clinical settings.
Main Methods:
- A Stepped Wedge-Cluster Randomized Trial design involving 11 EDs.
- The STeatosis Identification, Risk stratification, and Referral pathway in the ED (STIRRED) clinical decision support system integrated into the EHR.
- Analysis of approximately 4700 patients with incidental hepatic steatosis, including 616 high-risk patients.
Main Results:
- The primary effectiveness outcome is the receipt of a new steatotic liver disease-related diagnosis within 120 days post-ED discharge.
- The primary implementation outcome is fidelity, measuring adherence to the STIRRED protocol.
- The study is powered to detect a significant difference in diagnosis rates between the intervention and usual care.
Conclusions:
- The STIRRED trial utilizes EHRs to provide clinicians with risk stratification and referral recommendations for incidental hepatic steatosis.
- The study employs rigorous implementation science methods to ensure intervention usability and scalability.
- This approach aims to enhance patient notification and facilitate timely diagnosis and management of fatty liver disease.
