Multi-Cellular Network Model Predicts Alterations in Glomerular Endothelial Structure in Diabetic Kidney Disease
Abstract
Diabetic kidney disease (DKD) progression is often marked by early glomerular endothelial cell (GEC) dysfunction, including alterations in the fenestration size and number linked to impaired glomerular filtration. However, the cellular mechanisms regulating GEC fenestrations remain poorly understood due to limitations in existing in vitro models, challenges in imaging small fenestrations in vivo, and inconsistencies between in vitro and in vivo findings. This study used a logic-based protein-protein interaction network model with normalized Hill functions for dynamics to explore how glucose-mediated signaling dysregulation impacts fenestration dynamics in GECs. We identified key drivers of fenestration loss and size changes by incorporating signaling pathways related to actin remodeling, myosin light chain kinase, Rho-associated kinase, calcium, and VEGF and its receptor. The model predicted how hyperglycemia in diabetic mice leads to significant fenestration loss and increased size of fenestrations. We found that glycemic control in the pre-DKD stage mitigated signaling dysregulation but was less effective as DKD developed and progressed. The model suggested alternative disease intervention strategies to maintain fenestration structure integrity, such as targeting Rho-associated kinase, VEGF-A, NF{kappa}B, and actin stress fibers.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 0
- FWCI
- 0.00
- Field percentile
- 35th percentile
- Organism
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Logic-Based Modeling of Inflammatory Macrophage Crosstalk with Glomerular Endothelial Cells in Diabetic Kidney Disease
Krutika Patidar, Ashlee N. Ford Versypt·American Journal of Physiology-Renal PhysiologyPeer-reviewed·May 26, 2025
- Collagen Deposition in Diabetic Kidney Disease Boosts Intercellular Signaling: A Mathematical Model
Haryana Y. Thomas, Ashlee N. Ford Versypt·IFAC-PapersOnLinePeer-reviewed·Jan 1, 2022
- A Mathematical Model of Glomerular Fibrosis in Diabetic Kidney Disease to Predict Therapeutic Efficacy
Haryana Y. Thomas, Ashlee N. Ford Versypt·Frontiers in PharmacologyPeer-reviewed·Oct 25, 2024
- Loss of endothelial glucocorticoid receptor accelerates diabetic nephropathy
S. P. Srivastava, H. Zhou, … J. Goodwin·bioRxiv·Jun 29, 2020
- A MEF2C transcription factor network regulates proliferation of glomerular endothelial cells in diabetic kidney disease
Ricardo Melo Ferreira, Debora L. Gisch, … Tashas Cameron-Wheeler·Kidney InternationalPeer-reviewed·Apr 27, 2026
- A 3D Endothelium-on-a-Chip Model Uncovers Cx43-Dependent Glycolytic Shift and Endothelial Barrier Dysfunction in Diabetic Kidney Disease
Peter Lialios, Y. Kim, … Stella Alimperti·bioRxiv·May 19, 2025