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Published on: February 19, 2019
A 6 gene signature identifies the risk of developing cirrhosis in patients with chronic hepatitis B
Ming-Yi Xu1, Ying Qu1, Zhenghong Li1
1Department of Gastroenterology, Shanghai First People's Hospital, Shanghai Jiao Tong University, Shanghai, 200080, China.
Insights
A new Cirrhosis Risk Score (CRS) using six predictor genes accurately identifies cirrhosis risk in chronic hepatitis B (CHB) patients. This gene signature offers a more reliable prediction than clinical factors, potentially reducing liver biopsies.
Area of Science:
- Hepatology
- Genomics
- Biomarker Discovery
Background:
- Clinical factors and liver biopsy have limitations in predicting cirrhosis risk in chronic hepatitis B (CHB).
- Accurate risk stratification is crucial for managing CHB and preventing disease progression.
Purpose of the Study:
- To develop and validate a predictive gene signature for cirrhosis risk in untreated CHB patients.
- To create a Cirrhosis Risk Score (CRS) based on selected predictor genes.
- To evaluate the efficacy of the CRS compared to clinical factors.
Main Methods:
- Gene expression profiling using GeneChip on liver tissues from 183 untreated CHB patients.
- Identification of significant predictor genes (PGs) using Significant Analysis of Microarray (SAM) and Prediction Analysis of Microarray (PAM).
- Development and validation of a 6-gene signature (CD24, CXCL6, EHF, ITGBL1, LUM, SOX9) and calculation of the CRS.
Main Results:
- A 6-gene signature was developed, forming the basis for the Cirrhosis Risk Score (CRS).
- The CRS demonstrated a high predictive value with an area under the ROC curve (AUROC) of 0.944.
- The CRS outperformed both individual predictor genes and clinical factors in differentiating cirrhosis risk.
Conclusions:
- The developed Cirrhosis Risk Score (CRS) is a superior predictor of cirrhosis risk in CHB patients compared to traditional clinical factors.
- Implementing the CRS in clinical practice can aid in better patient stratification and potentially reduce the need for invasive liver biopsies.
Abstract:
Clinical factors and liver biopsy cannot accurately predict the risk of developing cirrhosis in chronic hepatitis B (CHB).This study was to develop a predictive gene signature for cirrhosis in CHB patients. A total of 183 untreated CHB patients were enrolled. GeneChip, significant analysis of microarray (SAM) and prediction analysis of microarray (PAM) were used to select predictor genes (PGs) in liver tissues. The Cirrhosis Risk Score (CRS) was calculated based on 6 PG variables and the predictive value of CRS was evaluated. Firstly differentially expressed genes were filtered from a genome scan and SAM, and 87 significant genes were selected for the signature building. Secondly a signature consisting of 6 PGs (CD24, CXCL6, EHF, ITGBL1, LUM and SOX9) most predictive for cirrhosis risk in CHB patients was developed in the selection set (n=40) by use of PAM and PCR approach. Finally the CRS was calculated to estimate the risk of developing cirrhosis and then tested in validation cohort (n=143). The area under the ROC curves (AUROC) of the CRS was 0.944 and exceeded to 6 PGs and clinical factors. A low CRS cutoff of 6.43 to identify low-risk patients would misclassify only 8.16% of high-risk patients, while a high cutoff of 8.32 to identify high-risk patients would misclassify 0% of low-risk patients. So CRS is a better predictor than clinical factors in differentiating high-risk versus low-risk for cirrhosis and application of CRS in clinical practice could help to reduce the rate of liver biopsy in patients with CHB.
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