Development and validation of a model to diagnose cirrhosis in patients with hepatitis C.
Publication/Presentation Date
10-1-2002
Abstract
OBJECTIVE: Although noninvasive markers predictive of cirrhosis in patients with chronic hepatitis C have been examined, none has proved sufficiently accurate for clinical use. The aim of this study was to develop an accurate model that can be easily used by clinicians to predict the probability of cirrhosis in hepatitis C patients from readily available clinical and laboratory information.
METHODS: We identified 264 consecutive patients with established chronic hepatitis C infection and extracted multiple physical examination and biochemical variables (recorded before liver biopsy). Similar data were extracted from charts at another hospital.
RESULTS: Logistic regression identified the following independent predictors of cirrhosis: platelet count < or = 140,000/ mm3, spider nevi, AST > 40 IU/L, and male gender. Male and female patients with normal values for platelet count and AST and no spider nevi had low probabilities of cirrhosis: 1.8% (95% CI = 0.4-7) and 0.03% (95% CI = 0.003-0.04), respectively. Male patients with abnormal values on all three other predictors had a probability of cirrhosis of 99.8% (95% CI = 98.7-100). Over 48% of study patients had a low (< or = 1.8%) or a very high (> or = 99.8%) predicted probability of cirrhosis. The model had area under the receiver operating characteristic curve of 0.938 (95% CI = 0.91-0.97) and 93.4% in an internal validation. The model accurately distinguished patients with and without cirrhosis (area under the receiver operating characteristic curve = 93.3%) in 102 hepatitis C patients from another hospital.
CONCLUSIONS: In patients with hepatitis C, four readily available variables together predict cirrhosis accurately. Successful validation in hepatitis C patients at another hospital with lower prevalence of cirrhosis suggests this model's potential for broad applicability.
Volume
97
Issue
10
First Page
2623
Last Page
2628
ISSN
0002-9270
Published In/Presented At
Kaul, V., Friedenberg, F. K., Braitman, L. E., Anis, U., Zaeri, N., Fazili, J., Herrine, S. K., & Rothstein, K. D. (2002). Development and validation of a model to diagnose cirrhosis in patients with hepatitis C. The American journal of gastroenterology, 97(10), 2623–2628. https://doi.org/10.1111/j.1572-0241.2002.06040.x
Disciplines
Business Administration, Management, and Operations | Health and Medical Administration | Management Sciences and Quantitative Methods
PubMedID
12385450
Department(s)
Administration and Leadership
Document Type
Article