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Measurement of Liver Stiffness Using Atomic Force Microscopy Coupled with Polarization Microscopy
Published on: July 20, 2022
Plasma proteome correlations with liver stiffness in pediatric cholestasis implicate epithelial to mesenchymal
Benjamin L Shneider1, Rupa S Kanchi2, Sandra L Grimm3
1Department of Pediatrics, Baylor College of Medicine, Houston, Texas, USA.
Insights
The plasma proteome correlates with liver stiffness in pediatric liver diseases like biliary atresia (BA), alpha-1 antitrypsin deficiency (A1AT), and Alagille syndrome (ALGS), offering new biomarker opportunities.
Area of Science:
- Hepatology
- Proteomics
- Pediatric Gastroenterology
Background:
- Pediatric cholestatic liver diseases, including biliary atresia (BA), alpha-1 antitrypsin deficiency (A1AT), and Alagille syndrome (ALGS), are characterized by rapid fibrosis.
- Liver stiffness measurements (LSM) are crucial for assessing disease progression.
Purpose of the Study:
- To investigate the relationship between plasma proteome and liver stiffness measurements (LSM) in children with BA, A1AT, and ALGS.
- To identify potential biomarkers for pediatric cholestatic liver diseases.
Main Methods:
- Utilized slow off-rate modified aptamer scanning to profile over 7000 proteins in plasma from 187 children (BA, A1AT, ALGS) and 17 controls.
- Correlated plasma proteomic data with liver stiffness measurements (LSM) using Weighted Correlation Network Analysis and machine learning models.
Main Results:
- Identified a significant number of LSM-correlated proteins, with distinct proteomes in ALGS compared to BA and A1AT.
- Developed machine learning models that accurately predict LSM (median R2=0.62 for BA) and transplant time in BA.
- Single-cell transcriptomics indicated macrophage, mesenchymal, mesothelial, and endothelial cells as origins for informative proteins, with enrichment of the epithelial-to-mesenchymal transition pathway.
Conclusions:
- The plasma proteome shows disease-specific correlations with LSM in BA, A1AT, and ALGS.
- These findings highlight the potential for novel biomarker discovery and underscore the role of epithelial-to-mesenchymal transition in pediatric cholestasis.
Background:
Pediatric cholestatic liver diseases can be characterized by rapidly progressive fibrosis. A multicenter cross-sectional analysis of vibration-controlled elastography in biliary atresia (BA), alpha-1 antitrypsin deficiency (A1AT), and Alagille syndrome (ALGS) was leveraged to interrogate the plasma proteome relative to liver stiffness measurements (LSM).
Methods:
Slow off-rate modified aptamer scanning profiling of >7000 proteins in plasma from 187 children with BA (n=93), A1AT (n=31), ALGS (n=46), and healthy pediatric controls (n=17) was performed, and correlations with LSM were undertaken.
Results:
There was an abundance of LSM correlated proteins (BA n=2720, A1AT n=694, ALGS n=5968). Interestingly, a distinct plasma proteome was found in ALGS relative to BA and A1AT. Weighted Correlation Network Analysis identified groups of proteins with strong LSM correlation (eg, in a BA module of interest, Pearson correlation coefficient 0.79, p=5´0-21). Machine learning developed models predicting LSM as a continuous variable (median R2=0.62 for BA). For BA, time to transplant could be predicted equally well by the proteome or clinical parameters (elastic net models achieved a C-index using proteome 0.91, clinical parameters 0.91, proteome and clinical parameters 0.90). Single-cell transcriptomics predicted the potential hepatic cell of origin for the most informative proteins, which included macrophage, mesenchymal, mesothelial, and endothelial cells. The epithelial-to-mesenchymal transition pathway was enriched in LSM correlated proteins in all 3 diseases.
Conclusions:
The plasma proteome is highly correlated in a disease-specific fashion with LSM in BA, A1AT, and ALGS. These correlations provide unique opportunities to identify biomarkers and focus attention on epithelial-to-mesenchymal transition in pediatric cholestasis.
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