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Patient-Specific Debye Parameters for Human Blood.

Adam Santorelli, Martin O'Halloran

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference
    |January 18, 2020
    PubMed
    Summary

    A new patient-specific model for human blood

    Area of Science:

    • Biophysics
    • Biomedical Engineering
    • Materials Science

    Background:

    • Dielectric properties of biological tissues are crucial for various medical applications.
    • Human blood's dielectric properties exhibit significant variability.
    • Existing models often use population-averaged parameters, potentially limiting accuracy.

    Purpose of the Study:

    • To develop a patient-specific Debye model for human blood dielectric properties.
    • To investigate the correlation between hemoglobin concentration and blood's dielectric parameters.
    • To improve the accuracy of dielectric modeling for human blood.

    Main Methods:

    • Collected blood samples from 176 patients with complete blood count analysis.
    • Performed permittivity measurements on blood samples.

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  • Utilized a two-stage genetic algorithm to solve for Debye model parameters.
  • Developed a modified Debye model incorporating hemoglobin concentration.

    • Main Results:

    • A patient-specific Debye model was developed based on hemoglobin content.
    • The patient-specific model achieved a mean fractional error of 3.41%.
    • The general population model had a mean fractional error of 7.64%.

    Conclusions:

    • Hemoglobin concentration is a key factor influencing human blood's dielectric properties.
    • Patient-specific modeling significantly enhances the accuracy of Debye parameter representation.
    • Incorporating individual patient data is essential for precise dielectric modeling of blood.