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Copyright: ©Author(s) 2026. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution-NonCommercial (CC BY-NC 4.0) license. No commercial re-use. See permissions. Published by Baishideng Publishing Group Inc.
World J Transl Med. Sep 28, 2026; 12(3): 124281
Published online Sep 28, 2026. doi: 10.5528/wjtm.124281
Application of the fibrosis-4 score in a generalised population
Hendrik F Conradie, Kate Shipman
Hendrik F Conradie, Department of Medicine, St Richard’s Hospital, Chichester PO19 6SE, West Sussex, United Kingdom
Kate Shipman, Chemical Pathology, St Richard’s Hospital, Chichester PO19 6SE, West Sussex, United Kingdom
Co-first authors: Hendrik F Conradie and Kate Shipman.
Author contributions: Shipman K located the data; Shipman K and Conradie HF both interpreted the data, wrote the article, located references, and edited the text, thus qualified as the co-first authors of the paper; revisions were made by Conradie HF.
AI contribution statement: AI tools, specifically ChatGPT, were used solely for language polishing. No AI tool was used to generate research data, interpret results, or formulate conclusions. All AI-assisted content was critically reviewed and revised by the authors, who take full responsibility for the accuracy, originality, and integrity of the manuscript.
Institutional review board statement: Study did not meet criteria to be reviewed by ethics committee. No participants were recruited for this study. All data were anonymised. Evaluation of service data is exempt from requiring ethical approval.
Informed consent statement: No identifiable patient data was analysed or published; informed consent was therefore not collected from subjects as no participation was sought and data were anonymised.
Conflict-of-interest statement: Neither author has any conflict of interest to declare.
Data sharing statement: Data were generated for this study. Anonymised data can be made available as per General Data Protection Regulation (GDPR) regulations. Please contact the author if wish to discuss.
Corresponding author: Hendrik F Conradie, MD, Department of Medicine, St Richard’s Hospital, Spitalfield Lane, Chichester PO19 6SE, West Sussex, United Kingdom. hendrik.conradie@nhs.net
Received: June 11, 2026
Revised: July 27, 2026
Accepted: August 10, 2026
Published online: September 28, 2026
Processing time: 84 Days and 18.9 Hours
Abstract
BACKGROUND

To pick up liver fibrosis, prior to presenting with cirrhosis, several different risk scores exist. One such, the fibrosis-4 (FIB-4) score, was originally validated in a population with hepatitis C and human immunodeficiency virus infection and subsequently expanded to metabolic dysfunction-associated steatotic liver disease. Local and national (British) guidelines outline when deranged liver function tests warrant calculation of a FIB-4 score.

AIM

To investigate whether the population tested with FIB-4 locally resembled the validation group/if FIB-4 was applied according to guidelines.

METHODS

All FIB-4 requests in one month from two hospitals were collected from the local laboratory system, along with laboratory and demographic data. The data collected were narrowed down to those that matched the initial validation population’s laboratory values from 2006. The group was then further narrowed down to exclude patients dissimilar to the validation population (using electronic medical records to exclude based on age, obesity, and other factors as outlined by the original study from which the FIB-4 score originates).

RESULTS

It was found that the vast majority of patients having a FIB-4 calculated were grossly dissimilar to the initial population on which the score was originally validated, and the patients who did resemble it often had a FIB-4 calculated even if there was no apparent indication to do so.

CONCLUSION

There are multiple compounding factors of error in indiscriminate use of FIB-4. Probability of liver steatosis would likely be better assessed by using adaptations of the score on appropriate populations.

Keywords: Risk assessment; Liver fibrosis; Fatty liver; Non-alcoholic fatty liver disease; Metabolic dysfunction-associated steatotic liver disease

Core Tip: The fibrosis-4 (FIB-4) score is used indiscriminately and when applied inappropriately may lead to misleading results and diagnostic noise. This study shows how different a generalised population is from the population on which the FIB-4 score was validated. Other adaptations of the FIB-4 score exist that have shown diagnostic superiority on specific populations which could be applied, even reflexively using artificial intelligence.

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