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Author Spotlight: Advancing the Analysis of Plasma Extracellular Vesicle Proteome for Cardiovascular Biomarker Studies
Published on: January 31, 2025
A systems proteolipidomic approach identifies novel circulatory biomarkers for idiopathic dilated cardiomyopathy
Shubham Saha1, Praveen Singh2, Abhi Dutta1
1School of Biosciences and Bioengineering, IIT-Mandi, Mandi, India.
Insights
This study reveals a novel proteolipidomic signature for dilated cardiomyopathy (DCM) using advanced omics and machine learning. A combined biomarker panel of lipids and proteins (B2M, CLEC3B) achieved 0.99 AUC, outperforming NT-proBNP for enhanced DCM diagnosis.
Area of Science:
- Cardiovascular Omics
- Biomarker Discovery
- Proteolipidomics
Background:
- Dilated cardiomyopathy (DCM) is a leading cause of heart failure with limited diagnostic sensitivity of current markers.
- Lipid and protein alterations in cardiac physiology may offer disease-specific diagnostic insights.
- Comprehensive proteolipidomic studies and validated biomarkers for DCM are scarce.
Purpose of the Study:
- To identify a proteolipidomic signature for DCM using an integrative omics approach.
- To discover and validate novel protein and lipid biomarkers for DCM diagnosis.
- To develop a multiparametric biomarker panel for improved diagnostic accuracy in DCM.
Main Methods:
- High-resolution mass spectrometry-based integrative omics analysis of plasma samples from 360 participants (DCM patients and controls).
- Machine learning (Boruta algorithm) for identifying discriminating lipids and proteins.
- ELISA validation for protein biomarkers (β2-microglobulin [B2M], tetranectin [CLEC3B]).
- Correlation analysis with lipid species and oxidative stress markers (8-OHdG).
- Integrative receiver operating characteristic (ROC) analysis to assess diagnostic performance.
Main Results:
- Identified 125 significantly altered lipids and 10 proteins in DCM plasma.
- 39 lipids and 10 proteins were selected as primary discriminators by machine learning.
- Validated B2M and CLEC3B as significant protein biomarkers for DCM.
- A combined panel of top lipid discriminators, B2M, and CLEC3B achieved an AUC of 0.99.
- The developed panel demonstrated superior diagnostic accuracy compared to NT-proBNP (AUC 0.96).
Conclusions:
- This study presents the first comprehensive proteolipidomic signature for DCM.
- A novel multiparametric biomarker panel combining lipids (e.g., PA) and proteins (B2M, CLEC3B) offers enhanced diagnostic precision for DCM.
- The findings suggest potential links between identified biomarkers, oxidative stress, apoptosis, and ECM remodeling in DCM pathogenesis.
Abstract:
Dilated cardiomyopathy (DCM), characterized by left ventricular dilation and systolic dysfunction, remains a major cause of heart failure, necessitating improved diagnostic strategies. Conventional imaging techniques such as echocardiography and MRI, along with classical cardiovascular markers like NT-proBNP and cTnT, demonstrate limited sensitivity for DCM-specific phenotypes. Given the critical role of lipids and proteins in cardiac physiology, their alteration may provide disease-specific diagnostic insights. To address the scarcity of comprehensive lipidomic studies and validated protein biomarkers in DCM, we used a high-resolution mass spectrometry-based integrative omics approach coupled with machine learning. Plasma samples from 360 participants, including patients with DCM and controls, were analyzed to identify specific proteolipidomic alterations. We detected 125 significantly altered lipids (0.8 ≥ FC ≥ 1.2; Padj < 0.05) and 10 proteins, of which 39 lipids and 10 proteins were identified as primary discriminators using a Boruta-based ML approach. ELISA validation confirmed β2-microglobulin [β2micoglobulin (B2M); 6.85 ± 2.86 μg/mL vs. 4.26 ± 1.25 μg/mL; P < 0.0001] and tetranectin (CLEC3B; 1.99 ± 0.88 μg/mL vs. 2.49 ± 0.90 μg/mL; P = 0.0006) as significant protein biomarkers. Single-cell transcriptomic data from DCM myocardium supported these trends, showing cell type-specific alterations in B2M and CLEC3B expression. CLEC3B was positively correlated with phosphatidic acid (PA) (18:1/20:1), whereas oxidative stress marker 8-OHdG was markedly elevated in DCM plasma. Integrative receiver operating characteristic (ROC) analysis combining top lipid discriminators with B2M and CLEC3B achieved an area under the curve (AUC) of 0.99, surpassing NT-proBNP (0.96). Overall, this study delineates the first comprehensive proteolipidomic signature of DCM and proposes a robust multiparametric biomarker panel with enhanced diagnostic precision.NEW & NOTEWORTHY First study of global proteolipidomic changes in dilated cardiomyopathy (DCM). A machine-learning-guided biomarker pipeline identified 39 lipids and 10 proteins distinguishing DCM. We propose that PE (14:0/22:4), phosphatidic acid (PA) (18:1/20:1), and tetranectin (CLEC3B) may link oxidative stress, apoptosis, and ECM remodeling in DCM. A panel combining the top 8 lipid markers along with β2micoglobulin (B2M) and CLEC3B achieved an area under the curve (AUC) of 0.99, outperforming NT-proBNP and offering superior diagnostic accuracy.
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