Monitoring system of biophysical properties of the red blood cells of patients for medical diagnosis purposes

dc.contributor.authorBatyuk, Liliya
dc.contributor.authorKizilova, Nataliya
dc.date.accessioned2022-01-04T08:25:30Z
dc.date.available2022-01-04T08:25:30Z
dc.date.issued2020-08-18
dc.description.abstractModern medical diagnostics is impossible without high-tech means of collecting information about the patient's condition, in particular, the biochemical properties of blood and other tissues, physiological signals in the format of time series, and medical images as well. Extensive use of automatic methods of information processing and decision-making based on mathematical models, expert systems, and artificial intelligence is an integral part of the tomorrow’s medicine. Such approaches significantly increase the accuracy of diagnosis and the effectiveness of the prescribed treatment, but this requires the availability of properly structured databases with the results of both successful / unsuccessful treatments, and a complete set of necessary analyses and tests for each patient. This paper discusses the most important components of such database and public health monitoring system. The main issues are the standardization of data format, approaches, methods and laboratory equipment used to unify monitoring, diagnosis and control over the treatment. The importance of using additional physical parameters of blood cells and tissues to increase the efficiency of medical diagnostics with artificial intelligence is shown. The sedimentation curves corresponding to stable normal, stable increased and unstable erythrocyte aggregation rate are given. It is shown that the time to reach the maximum cell sedimentation rate can be calculated on a 2-phase model of blood suspension, indicators of which could be accumulated in the database, which will allow the extraction of additional diagnostic information using novel statistical and mathematical methods. Typical dependences of erythrocyte dielectric constant curves on temperature for oncology patients are given. It is shown that storage in the database the values of dielectric permittivity of red blood cells measured at different temperature and frequencies of electromagnetic fields applied in the dielectrometer, provides significant material for a more detailed study of the patterns of development of various diseases and finding the most sensitive indices for their timely detection.en_US
dc.identifier.citationBatyuk L. Monitoring system of biophysical properties of the red blood cells of patients for medical diagnosis purposes / L. Batyuk, N. Kizilova // Системи обробки інформації. – 2020. – Випуск 3 (162). – С. 13–20.en_US
dc.identifier.issn1681-7710
dc.identifier.otherDOI: 10.30748/soi.2020.162.02
dc.identifier.urihttps://repo.knmu.edu.ua/handle/123456789/30319
dc.language.isoenen_US
dc.publisherХарківський національний університет Повітряних Сил імені Івана Кожедубаen_US
dc.subjectmonitoring systemsen_US
dc.subjectdatabasesen_US
dc.subjectdecision makingen_US
dc.subjectbiophysicsen_US
dc.subjectred blood cellsen_US
dc.subjectmathematical modelingen_US
dc.subjectmedical diagnosticsen_US
dc.titleMonitoring system of biophysical properties of the red blood cells of patients for medical diagnosis purposesen_US
dc.typeArticleen_US

Files

Original bundle

Now showing 1 - 1 of 1
Loading...
Thumbnail Image
Name:
410-Текст статті-738-1-10-20201126.pdf
Size:
726.62 KB
Format:
Adobe Portable Document Format
Description:

License bundle

Now showing 1 - 1 of 1
Loading...
Thumbnail Image
Name:
license.txt
Size:
11.22 KB
Format:
Item-specific license agreed upon to submission
Description: