INFORMATION TECHNOLOGY OF STATISTICAL CONTROLOF ULTRAFILTRATION PROCEDURE DURING PROGRAM HEMODIALYSIS
DOI:
https://doi.org/10.26906/SUNZ.2018.1.153Keywords:
program hemodialysis, ultrafiltration, interstitial fluid, bioimpedanceometry, Fricke-Morse model, covarianceanalysis, optimization, average risk, statistical controlAbstract
The information technology of statistical control of the procedure of ultrafiltration in program hemodialysis based on information obtained from bioimpedanceometry signals is proposed in the article. The analysis of the literature sources showed the urgentneed to develop a system of informational support for the procedure of hemodialysis or its automation. Imperfection of the classicalmethods of assessing the level of hydration of the patient does not allow using them as signals indicating the state of the biologicalobject in real time. The analytical review showed that the most suitable signal by which the patient's condition can be monitored isthe bioimpedanceometry signal. The aim of the work was the development of information technology for monitoring the patient'scondition and statistical management of the ultrafiltration procedure based on bioimpedanceometry signals. To analyze such signals, covariance analysis was chosen, since it allows estimating global and local signal trends taking into account its nonstationarity, as well as assessing the significance of changing these trends. In the work, based on the classical covariance decomposition, amodified covariance method of analysis was proposed. This method allows to take into account the relative change of bioimpedancesignals trends at several frequencies, and, thereby, reducing the sum of the random remaining residue. This approach allows obtaining an additional informative parameter by increasing the sensitivity of the method to dynamic changes. Experimental studies onpatients undergoing programmed hemodialysis showed the effectiveness of the proposed method. The adequacy of the statisticalsolutions obtained was fully confirmed by the results of a control study-measurement of the hematocrit level.Downloads
References
Даугирдас Джон Т. Руководство по диализу / Даугирдас Джон Т. , Блейк Питер Дж., Тодд С. Инг. – М.: Центр Диализа. – 2003. – 744с.
Стецюк Е.А. Основы гемодиализа / Е.А. Стецюк. – М.: Изд. дом ГЭОТАР-МЕД, 2001. – 392 с
Ronco С. Hemodialysis: from basic research to clinical trials / Claudio Ronco, Dinna N.Cruz. // Karger Medical & Scientific Publishers. – 2008. – Р. 277.
Rose B.D. Clinical physiology of acid–base and electrolyte disorders / B.D. Rose, T.W. // Medical Pub. Division. – New York.: McGraw-Hill, 2001.
Castellano S. Clinical, analytical and bioimpedance characteristics of persistently overhydrated haemodialysis Інфокомункаційні системи 159 patients / Sandra Castellano, Inés Palomares, Manuel Molina and et. // Nefrologia. – 2014. – № 34(6). Р. 716 – 723
Hyponatremia, hypernatremia, and mortality in patients with chronic kidney disease with and without congestive heart failure / C.P. Kovesdy, E.H. Lott, J.L. et al. // Circulation. – 2012. – № 125. – Р. 677 – 684.
Spiegel D.M. Bioimpedance resistance ratios for the evaluation of dry weight in hemodialysis / D.M. Spiegel, K. Bashir, B. Fisch // Clin Nephrol. – 2000. № 53. – Р. 108 – 114.
Биоимпедансный анализ состава тела человека / [Николаев Д.В., Смирнов А.В., Бобринская И.Г., Руднев С.Г.]. – М. : Наука, 2009. – 392 c.
Gravimetric Method for in Vitro Calibration of Skin Hydration Measurements / O.G. Martinsen, G. Orjan S. Grimnes. – Biomedical Eng., IEEE Trans. – 2008. – Р. 728 - 732.
Lindsay R.M. Online monitoring and feedbackcontrol / R.M. Lindsay, D. Schneditz // Replacement of renal function by dialysis. – Kluwer. – 2004. – Р. 555-584.
Jaffrin M.Y. Body fluid volumes measurements by impedance: A review of bioimpedance spectroscopy (BIS) and bioimpedance analysis (BIA) methods // M.Y. Jaffrin H. Morel . –Med Eng Phys. – 2008 Dec. – № 30(10). – Р. 1257 - 1269.
Trevor Hastie. Generalized additive models for medical research / Trevor Hastie, Robert Tibshirani. - Stat Methods Med Res, 1995. pp. 187-196.
Статистика / Роберт А. Доннелли-мл. - М.: Астрель:АСТ, 2007. - XIV, 367.
Джонсон Н. Статистика и планирование эксперимента/ Джонсон Н., Лион Ф. - М.: Мир, 1981. - 520 с.
Final Draft Post-Refereeing: Taroni F., Biedermann A., Bozza S. 2016, Statistical hypothesis testing and common misinterpretations: Should we abandon p-value in forensic science applications?, Forensic Science Int., 259, e32-e36.
Hopkins W.G. Progressive Statistics for Studies in Sports Medicine and Exercise Science / Hopkins W.G., Marshall S.W., Batterham A.M., Hanin J. - Jan 2009, 41(1):. - pp. 3-13. DOI:10.1249/MSS.0b013e31818cb278 ·
Bioimpedance Monitoring of Dialysis Patients During Ultrafiltration. / Mosiychuk V.S., Timosenko G.V., Sharpan O.B., Tkachuk B.V., Tomashevskyi R.S. // Conf. Proc., IEEE Elnano. – April 19-21, 2016. – Kyiv. –pp. 236-239
Уточнение электрической схемы организма для биоимпедансометрии при ультрафильтрации эквивалентной / Б.В. Ткачук, Р.С. Томашевский, Е.И. Сокол, В.Н. Лесовой // Вестник НТУ «ХПИ». – №46 (1155). – с. 56-62.
Актуальні проблеми автоматики та приладобудування: матеріали всеукраїнської НТК / Є.І. Сокол (голова оргком.) – Х.: ТОВ «В справі», 2015. – 211 с.