Mathematical Model for Glucose Dependence of the Local Renin-Angiotensin System in Podocytes

Minu R Pilvankar1, Michele A Higgins1, Ashlee N Ford Versypt2,3

  • 1School of Chemical Engineering, Oklahoma State University, Stillwater, OK, 74078, USA.

Insights

Diabetic kidney disease (DKD) involves hyperglycemia damaging kidney podocytes. This study models how glucose affects the local renin-angiotensin system (RAS) in podocytes, revealing key factors in DKD progression.

Area of Science:

  • Nephrology
  • Metabolic Diseases
  • Mathematical Biology

Background:

  • Diabetic kidney disease (DKD) is a leading cause of kidney failure, primarily driven by diabetic hyperglycemia.
  • Hyperglycemia induces podocyte injury, partly through the local renin-angiotensin system (RAS) producing angiotensin II (ANG II).
  • Quantitative understanding of glucose's dose-dependent effect on ANG II in podocytes is limited.

Purpose of the Study:

  • To develop a mathematical model describing glucose-stimulated local RAS activity in podocytes.
  • To quantitatively assess the relationship between glucose levels and ANG II production in podocyte injury.
  • To identify key parameters influencing ANG II levels under varying glycemic conditions.

Main Methods:

  • Development of a mathematical model for the RAS signaling pathway in podocytes.
  • Application of local and global sensitivity analyses to identify critical model parameters.
  • Incorporation of glucose dependency using linear ramp functions and parameter estimation via literature data and least-squares regression.
  • Discrimination of plausible models using physiological parameter values and RAS peptide concentration ranges.

Main Results:

  • The study presents the first model specifically simulating the local RAS mechanism in podocytes concerning glucose levels.
  • Sensitivity analyses identified crucial parameters for modeling glucose-dependent ANG II production.
  • Multiple approaches were explored to integrate glucose dose-dependency into the model, with physiological constraints used for validation.

Conclusions:

  • This novel model provides a framework for tracking ANG II levels in podocytes across a range of glycemic conditions.
  • The model can aid in understanding the mechanisms of glycemic injury in DKD.
  • Predicting ANG II behavior may offer insights into DKD progression and potential therapeutic targets.

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