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Published on: March 4, 2022
Defining the molecular correlate of arteriolar hyalinosis in kidney disease progression by integration of single cell
Insights
Arteriolar hyalinosis in chronic kidney disease (CKD) involves protein buildup. This study identifies key molecular pathways, like TGFβ/BMP and VEGF signaling, linked to hyalinosis and poor kidney outcomes.
Area of Science:
- Nephrology
- Molecular Biology
- Genomics
Background:
- Arteriolar hyalinosis in kidneys predicts cardiovascular disease, a major cause of mortality in chronic kidney disease (CKD).
- The molecular mechanisms driving protein accumulation in the subendothelial space remain poorly understood.
- Understanding these mechanisms is crucial for developing targeted therapies for CKD patients.
Approach:
- Integrated single-cell transcriptomic data and whole slide images from kidney biopsies of patients with CKD and acute kidney injury.
- Performed co-expression network analysis of endothelial genes to identify modules associated with arteriolar hyalinosis.
- Utilized pathway and ligand-receptor analyses to elucidate molecular signaling and interactions.
Key Points:
- Identified transforming growth factor beta / bone morphogenetic protein (TGFβ / BMP) and vascular endothelial growth factor (VEGF) signaling pathways enriched in endothelial cells.
- Discovered over-expression of integrins and cell adhesion receptors, suggesting a role for integrin-mediated TGFβ signaling.
- Found an association between specific gene modules and poor kidney outcomes (eGFR decline or kidney failure) in the Nephrotic Syndrome Study Network cohort.
Conclusions:
- Integration of structural and molecular data revealed biologically relevant gene sets and signaling pathways underlying arteriolar hyalinosis.
- Identified potential therapeutic targets for intervention in arteriolar hyalinosis.
- Demonstrated a specific gene module's association with poor prognosis in kidney disease, independent of clinical factors.
Abstract:
Arteriolar hyalinosis in kidneys is an independent predictor of cardiovascular disease, the main cause of mortality in chronic kidney disease (CKD). The underlying molecular mechanisms of protein accumulation in the subendothelial space are not well understood. Using single cell transcriptomic data and whole slide images from kidney biopsies of patients with CKD and acute kidney injury in the Kidney Precision Medicine Project, the molecular signals associated with arteriolar hyalinosis were evaluated. Co-expression network analysis of the endothelial genes yielded three gene set modules as significantly associated with arteriolar hyalinosis. Pathway analysis of these modules showed enrichment of transforming growth factor beta / bone morphogenetic protein (TGFβ / BMP) and vascular endothelial growth factor (VEGF) signaling pathways in the endothelial cell signatures. Ligand-receptor analysis identified multiple integrins and cell adhesion receptors as over-expressed in arteriolar hyalinosis, suggesting a potential role of integrin-mediated TGFβ signaling. Further analysis of arteriolar hyalinosis associated endothelial module genes identified focal segmental glomerular sclerosis as an enriched term. On validation in gene expression profiles from the Nephrotic Syndrome Study Network cohort, one of the three modules was significantly associated with the composite endpoint (> 40% reduction in estimated glomerular filtration rate (eGFR) or kidney failure) independent of age, sex, race, and baseline eGFR, suggesting poor prognosis with elevated expression of genes in this module. Thus, integration of structural and single cell molecular features yielded biologically relevant gene sets, signaling pathways and ligand-receptor interactions, underlying arteriolar hyalinosis and putative targets for therapeutic intervention.
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