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Comparison of the Fitting Validity Between the 2P Model and the Nondilute Solution Model Using Statistical Methods in
Yuntian Zhang1, Gang Zhao1,2, Jingru Yi1
11 Centre for Biomedical Engineering, Department of Electronic Science and Technology, University of Science and Technology of China , Hefei, Anhui, China .
The two-parameter (2P) model slightly outperforms the nondilute solution model in predicting cell membrane mass transport during cryopreservation. This study compared their fitting validity using porcine adipose-derived stem cells (pADSCs).
Area of Science:
- Cellular Biology
- Biophysics
- Cryobiology
Background:
- Cell membrane transport is crucial for cryopreservation.
- Existing models like the two-parameter (2P) and nondilute solution models are used.
- A direct comparison of their fitting validity was lacking.
Purpose of the Study:
- To compare the fitting validity of the 2P model and the nondilute solution model.
- To determine the permeability parameters of porcine adipose-derived stem cells (pADSCs) using both models.
- To assess the predictive accuracy of each model against experimental data.
Main Methods:
- Determined pADSC permeability parameters using the 2P and nondilute solution models.
- Employed the Lilliefors test to evaluate the errors between model predictions and experimental data.
- Analyzed the mass transport across the cell membrane.
Main Results:
- The 2P model demonstrated slightly superior fitting validity compared to the nondilute solution model.
- The study identified differences in predictive accuracy between the two models.
- The Lilliefors test indicated the 2P model's better performance.
Conclusions:
- The 2P model is recommended for predicting mass transport across cell membranes in cryopreservation scenarios.
- The study provides insights into the strengths and weaknesses of each model.
- Further discussion on the causes of performance differences and model application is provided.
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