Detecting fatty liver on ER imaging and improving follow-up

Improving Diagnostic Safety through STeatosis Identification, Risk stratification, and Referral in the ED (STIRRED)

NIH-funded research Northwestern University · NIH-11135361

This project uses computer tools in the emergency department to spot signs of fatty liver on imaging, notify patients, and link them to follow-up liver care.

Quick facts

Grant typeR01 grant
Study typeNIH-funded research
Funding institutionNorthwestern University NIH-funded
Lab location1 site (Chicago, United States)
Project IDNIH-11135361 on NIH RePORTER

What this research studies

If you have imaging in the emergency department, the project will use computer language tools to read radiology reports and flag possible fatty liver (hepatic steatosis). When a flag appears, clinicians will get an alert and you would be notified and offered a referral to liver specialists. The system will also sort patients by risk so those most likely to have advanced disease can get faster follow-up. The aim is to reduce missed findings and help people get earlier care before serious liver problems develop.

Who could benefit from this research

Good fit: Ideal candidates are adults who receive imaging in a participating emergency department and have radiology findings suggestive of hepatic steatosis or risk factors for NAFLD.

Not a fit: People who do not have imaging showing steatosis, are not treated at participating ED sites, or have no risk factors for NAFLD are unlikely to benefit directly from this project.

Why it matters

Potential benefit: If successful, this could catch fatty liver earlier and increase timely referrals to liver care, potentially preventing progression to diabetes, cirrhosis, or liver cancer.

How similar studies have performed: Related work using natural language processing and clinical decision support has successfully flagged other radiology findings for follow-up, but applying these methods to NAFLD in the ED is relatively new.

Where this research is happening

Chicago, United States

Researchers

About this research

  1. This is an active NIH-funded research project — typically early-stage science, not a clinical trial accepting patient enrollment.
  2. Some NIH-funded labs run parallel clinical studies or seek volunteers for related work. To check, contact the principal investigator or institution listed above.
  3. For full project details, budget, and progress reports, visit the official NIH RePORTER page below.
Last reviewed 2026-06-13 by the Find a Trial editorial team. Information on this page is for educational purposes and is not medical advice. Always consult qualified healthcare professionals about clinical trial participation.