A novel noninvasive algorithm for the assessment of liver fibrosis in patients with chronic hepatitis B virus infection
- PMID: 28130852
- DOI: 10.1111/jvh.12682
A novel noninvasive algorithm for the assessment of liver fibrosis in patients with chronic hepatitis B virus infection
Abstract
Several noninvasive blood biomarkers have been established for the assessment of liver fibrosis in patients with chronic hepatitis B virus (HBV) infection, but their clinical performance remains inconclusive. Here, we compared the diagnostic performance of these biomarkers and developed a novel algorithm for assessing liver fibrosis. Six hundred and sixteen chronically HBV-infected and treatment-naïve patients who underwent liver biopsy were enrolled and randomly divided into training (N=410) and internal validation cohorts (N=206). One hundred and fifty-nine patients from another centre were recruited as an external validation cohort. Receiver operating characteristic (ROC) curves were used to analyse the performance of the gamma-glutamyltransferase-to-platelet ratio (GPR), red cell volume distribution width-to-platelet ratio (RPR), FIB-4 index, aspartate aminotransferase-to-platelet ratio index (APRI) and HBV DNA level against liver histology, and a novel algorithm was developed using the recursive partitioning and regression tree (RPART) method. In the training cohort, the area under the ROC curve of FIB-4 was significantly higher than that of APRI (P=.038) but was comparable to those of GPR, RPR and HBV DNA; however, the performance of the biomarkers was similar among the validation cohort. The established RPR-HBV DNA algorithm performed better in the training cohort than any individual blood biomarker, and the corresponding sensitivity, specificity, positive predictive value and negative predictive value were 63%, 90%, 72% and 80%, respectively. In the internal and external validation cohorts, the performance of the algorithm in assessing liver fibrosis was also superior to that of other biomarkers. These results suggest that the established RPR-HBV DNA algorithm might improve the diagnostic accuracy of liver fibrosis in treatment-naïve patients with chronic HBV infection, although additional studies are warranted to confirm these findings.
Keywords: blood biomarkers; chronic hepatitis B virus infection; diagnosis; liver fibrosis.
© 2017 The Authors. Journal of Viral Hepatitis Published by John Wiley & Sons Ltd.
Similar articles
-
The gamma-glutamyl transpeptidase-to-platelet ratio predicts liver fibrosis and cirrhosis in HBeAg-positive chronic HBV infection patients with high HBV DNA and normal or mildly elevated alanine transaminase levels in China.J Viral Hepat. 2016 Nov;23(11):912-919. doi: 10.1111/jvh.12563. Epub 2016 Jul 4. J Viral Hepat. 2016. PMID: 27375134
-
Aspartate transaminase to platelet ratio index and gamma-glutamyl transpeptidase-to-platelet ratio outweigh fibrosis index based on four factors and red cell distribution width-platelet ratio in diagnosing liver fibrosis and inflammation in chronic hepatitis B.J Clin Lab Anal. 2018 May;32(4):e22341. doi: 10.1002/jcla.22341. Epub 2017 Dec 18. J Clin Lab Anal. 2018. PMID: 29251384 Free PMC article.
-
Comparative evaluation of GPR versus APRI and FIB-4 in predicting different levels of liver fibrosis of chronic hepatitis B.J Viral Hepat. 2018 May;25(5):581-589. doi: 10.1111/jvh.12842. Epub 2018 Jan 4. J Viral Hepat. 2018. PMID: 29230907
-
The effectiveness of noninvasive biomarkers to predict hepatitis B-related significant fibrosis and cirrhosis: a systematic review and meta-analysis of diagnostic test accuracy.PLoS One. 2014 Jun 25;9(6):e100182. doi: 10.1371/journal.pone.0100182. eCollection 2014. PLoS One. 2014. PMID: 24964038 Free PMC article. Review.
-
Biomarkers of liver fibrosis.Adv Clin Chem. 2008;46:131-60. doi: 10.1016/s0065-2423(08)00404-6. Adv Clin Chem. 2008. PMID: 19004189 Review.
Cited by
-
Retrospective Evaluation of Non-Invasive Assessment Based on Routine Laboratory Markers for Assessing Advanced Liver Fibrosis in Chronic Hepatitis B Patients.Int J Gen Med. 2022 May 25;15:5159-5171. doi: 10.2147/IJGM.S364216. eCollection 2022. Int J Gen Med. 2022. PMID: 35642202 Free PMC article.
-
The Assessment of the Innovativeness of a New Medicine in Italy.Front Med (Lausanne). 2021 Dec 8;8:793640. doi: 10.3389/fmed.2021.793640. eCollection 2021. Front Med (Lausanne). 2021. PMID: 34957163 Free PMC article.
-
Comparison and evaluation of non-invasive models in predicting liver inflammation and fibrosis of chronic hepatitis B virus-infected patients with high hepatitis B virus DNA and normal or mildly elevated alanine transaminase levels.Medicine (Baltimore). 2020 Jun 5;99(23):e20548. doi: 10.1097/MD.0000000000020548. Medicine (Baltimore). 2020. PMID: 32502018 Free PMC article.
-
Total bile acid-to-cholesterol ratio as a novel noninvasive marker for significant liver fibrosis and cirrhosis in patients with non-cholestatic chronic hepatitis B virus infection.Medicine (Baltimore). 2020 Feb;99(8):e19248. doi: 10.1097/MD.0000000000019248. Medicine (Baltimore). 2020. PMID: 32080129 Free PMC article.
-
Predicting Hepatitis B Virus Infection Based on Health Examination Data of Community Population.Int J Environ Res Public Health. 2019 Dec 2;16(23):4842. doi: 10.3390/ijerph16234842. Int J Environ Res Public Health. 2019. PMID: 31810204 Free PMC article.
Publication types
MeSH terms
Substances
LinkOut - more resources
Full Text Sources
Other Literature Sources
Medical
