An algorithm predicting safety indicators for donor blood and its components in statistically controlled technological process based on Bayesian inversion was developed. A graphical software interface is presented which provides recommendations for release of blood components with decisions regarding safety for medical use when integrated in control processes for the preparation, transportation, storage, and quality control of thermolabile blood components based on an information-analytical system.
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Roubinian, N., Kleinman, S., Murphy, E. L., Glynn, S. A., and Edgren, G., “Methodological considerations for linked blood donor-component-recipient analyses in transfusion medicine research,” ISBT Science Series, 15, No. 1, 185-193 (2020).
Robidoux, J., Laforce-Lavoie, A., Charette, S. J., Shevkoplyas, S. S., Yoshida, T., Lewin, A., and Brouard, D., “Development of a flow standard to enable highly reproducible measurements of deformability of stored red blood cells in a microfluidic device,” Transfusion, 60, No. 60, 1032-1041 (2020).
Lemondzhava, V. N., Chechetkin, A. V., Gudkov, A. G., Leushin, V. Yu., Kasianov, A. D., and Kiseleva, E. A., “Thermolability of factor VIII in donor fresh frozen blood plasma,” Russ. J. Hematol. Transfusiol., 66, No. 4, 593-609 (2021).
Vardaki, M. Z., Schulze, H. G., Serrano, K., Blades, M. W., Devine, D. V., and Turner, R. F. B., “Non-invasive monitoring of red blood cells during cold storage using handheld Raman spectroscopy,” Transfusion, No. 61, 2159-2168 (2021).
Zur, M., Gorenbein, P., Nachshon, A., Radomislensky, I., Tsur, A. M., Benov, A., Wagnert-Avraham, L., and Glassberg, E., “Post-expiry stability of freeze-dried plasma under field conditions – Can shelf life be extended?,” Transfusion, 61, No. 5, 1570-1577 (2021).
Gudkov, A. G., Leushin, V. Yu., Vetrova, N. A., Kasyanov, A. D., Lemondzhava, V. N., et al., “A refrigerator for safe storage of blood components and products,” Biomed. Eng., 55, No. 2, 89-91 (2021).
Lemondzhava, V. N., Leushin, V. Yu., Agasieva, S. V., et al., “Automated systems for thawing cryopreserved blood components,” Biomed. Eng., 51, No. 6, 385-388 (2018).
Gudkov, A. G., Leushin V. Yu., Bobrikhin, A. F., Lemondjava, V. N., and Gorlacheva, E. N., “Development results of the intelligent device for storage of the transfusion environments containing platelets,” in: Proceedings of the 8th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management (IC3K 2016), No. 3, 108-115 (2016).
Agasieva, S. V., Gudkov, A. G., Sister, V. G., et al., “Nonpolluting technologies for polymer welding,” Chem. Petrol. Eng., 51, No. 5-6, 366-369 (2015).
Gudkov, A. G., Leushin V. Yu., Shashurin, V. D., et al., “A functional line of plasma extractors,” Biomed. Eng., 54, No. 5, 350-353 (2021).
Agasieva, S. V., Gudkov, A. G., Leushin V. Yu., Lemondzhava, V. N., et al., “A Device for storage of platelet-containing transfusion media,” Biomed. Eng., 50, No. 5, 325-327 (2017).
Agasieva, S. V., Vetrova, N. A., Gudkov, A. G., et al., “Technological optimization of devices for safe storage of platelet-containing transfusion media,” Biomed. Eng., 51, No. 4, 254-257 (2017).
Gudkov, A. G., Vetrova, N. A., et al., “Devices for sealing polymer containers with blood and its components,” Biomed. Eng., 54, No. 6, 376-379 (2021).
Gudkov, A. G., Leushin V. Yu., et al., “Devices for metered collection of donor blood into polymer containers and mixing it with a preservative,” Biomed. Eng., 55, No. 3, 161-163 (2021).
Gudkov, A. G., Leushin V. Yu., Kasyanov, A. D., et al., “An automated device for sealing polymer containers with blood or its components,” Biomed. Eng., 55, No. 4, 229-231 (2021).
Beckman, N., Nightingale, M. J., and Pamphilon, D., “Practical guidelines for applying statistical process control to blood component production,” Transfus. Med., 19, No. 6, 329-339 (2009).
Magnussen, K., Quere, S., and Winkel, P., “Use of statistical process control in the production of blood components,” Transfus. Med., 18, No. 3, 190-196 (2008).
Applications and Theory of Analytic Hierarchy Process – Decision Making for Strategic Decisions, F. De Felice, and T. L. Saaty, and A. Petrillo (eds.), Croatia (2016).
Nightingale, M. J. et al., “An evaluation of statistical process control techniques applied to blood component quality monitoring with particular reference to CUSUM,” Transfus. Med., 22, No. 4, 285-293 (2012).
Armitage, P., Berry, G., and Matthews, J. N. S., Statistical Methods in Medical Research, John Wiley & Sons (2008).
Crowder, M. J. et al., Statistical Analysis of Reliability Data, Routledge (2017).
Bethea, R. M. and Rhinehart, R. R., Applied Engineering Statistics, Routledge (2019).
Bethea, R. M., Statistical Methods for Engineers and Scientists, CRC Press (2018).
Lista, L., Statistical Methods for Data Analysis in Particle Physics, Springer, (2017), Vol. 941,
Shakir, H. et al., “Radiomics based Bayesian inversion method for prediction of cancer and pathological stage,” IEEE J. Transl. Eng. Health Med., 9, 1-8 (2021).
Olefir, I. et al., “A Bayesian approach to eigenspectra optoacoustic tomography,” IEEE Trans. Med. Imaging, 37, No. 9, 2070-2079 (2018).
Hernandez-Stumpfhauser, D. et al., “The general projected normal distribution of arbitrary dimension: Modeling and Bayesian inference,” Bayesian Analysis, 12, No. 1, 113-133 (2017).
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Translated from Meditsinskaya Tekhnika, Vol. 56, No. 2, Mar.-Apr., 2022, pp. 27-30.
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Vetrova, N.A., Lemondzhava, V.N., Filyaev, A.A. et al. Prediction of Safety Indicators for Donor Blood and Its Components in a Statistically Managed Technological Process Based on Bayesian Inversion. Biomed Eng 56, 114–118 (2022). https://doi.org/10.1007/s10527-022-10179-2
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DOI: https://doi.org/10.1007/s10527-022-10179-2