Implicit large eddy simulations for hydrodynamic stress characterization in 125 mL shake flasks for stem cell cultures

Cell therapies based on inducible pluripotent stem cells offer promising new treatments for a variety of different illnesses. However, the sensitivity of stem cells to hydrodynamic stress makes developing reliable stem cell production processes challenging. Understanding hydrodynamic stress conditions experienced by stem cells during early-stage process development is important to guide scale-up and design scale-down experiments. We characterize the hydrodynamic stresses in a 125 mL shake flask using Lattice-Boltzmann implicit large eddy simulations (LB-ILES). First, we validated the LB-ILES shake flask simulations using volumetric power input measurements and experimental liquid distribution data showing good overall agreement, while also numerical challenges of the LB-ILES method regarding grid and time step dependencies are discussed. The mean shear stress in the shake flask increases from 0.01 to 0.24 Pa when increasing the shaking frequency from 55 to 250 rpm, and the mean Kolmogorov length scale decreases from 185 to 51 μm . Furthermore, time-averaged distributions of the shear stress and Kolmogorov length scales were evaluated and compared to reported stress thresholds for stem cells. Based on the shear stress and Kolmogorov length scale distributions, our developed shake flask CFD model can help to design small-scale experiments to characterize stem cell cultures in terms of their hydrodynamic stress tolerance, and ultimately guide scale-up stem cell cultures to larger cultivation systems. • Computational fluid dynamics simulations of shake flask fluid flow. • Two-phase Lattice Boltzmann implicit large eddy (LB-ILES) simulations were used. • LB-ILES simulations were validated using existing data and empirical correlations. • Hydrodynamic stresses were quantitatively analyzed inside a 125 mL shake flask. • Shake flask CFD model is basis for designing hydrodynamic stress scale-down experiments.

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Publication Details

Journal
Biochemical Engineering Journal
Published
2025-03-29
DOI
https://doi.org/10.1016/j.bej.2025.109734
Citations
3
Primary Topic
Microfluidic and Bio-sensing Technologies
Type
article
Field-Weighted Citation Impact
2.02

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article

Implicit large eddy simulations for hydrodynamic stress characterization in 125 mL shake flasks for stem cell cultures

Cees Haringa, Marcel Ottens, Marieke E. Klijn, Ramon Dimitri van Valderen et al.
3 citations
Biochemical Engineering Journal
Microfluidic and Bio-sensing Technologies
2.02
article

Implicit large eddy simulations for hydrodynamic stress characterization in 125 mL shake flasks for stem cell cultures

Cees Haringa, Marcel Ottens, Marieke E. Klijn, Ramon Dimitri van Valderen, Brenda Elizabeth Juarez-Garza
article en
3 citations

Abstract

Cell therapies based on inducible pluripotent stem cells offer promising new treatments for a variety of different illnesses. However, the sensitivity of stem cells to hydrodynamic stress makes developing reliable stem cell production processes challenging. Understanding hydrodynamic stress conditions experienced by stem cells during early-stage process development is important to guide scale-up and design scale-down experiments. We characterize the hydrodynamic stresses in a 125 mL shake flask using Lattice-Boltzmann implicit large eddy simulations (LB-ILES). First, we validated the LB-ILES shake flask simulations using volumetric power input measurements and experimental liquid distribution data showing good overall agreement, while also numerical challenges of the LB-ILES method regarding grid and time step dependencies are discussed. The mean shear stress in the shake flask increases from 0.01 to 0.24 Pa when increasing the shaking frequency from 55 to 250 rpm, and the mean Kolmogorov length scale decreases from 185 to 51 μm . Furthermore, time-averaged distributions of the shear stress and Kolmogorov length scales were evaluated and compared to reported stress thresholds for stem cells. Based on the shear stress and Kolmogorov length scale distributions, our developed shake flask CFD model can help to design small-scale experiments to characterize stem cell cultures in terms of their hydrodynamic stress tolerance, and ultimately guide scale-up stem cell cultures to larger cultivation systems. • Computational fluid dynamics simulations of shake flask fluid flow. • Two-phase Lattice Boltzmann implicit large eddy (LB-ILES) simulations were used. • LB-ILES simulations were validated using existing data and empirical correlations. • Hydrodynamic stresses were quantitatively analyzed inside a 125 mL shake flask. • Shake flask CFD model is basis for designing hydrodynamic stress scale-down experiments.

Biochemical Engineering JournalVol. 219
Delft University of Technology (NL)
ZonMw
Openalex Percentile: Top 15%
Microfluidic and Bio-sensing Technologies
2.02
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