Preview

Proceedings of the Southwest State University. Series: IT Management, Computer Science, Computer Engineering. Medical Equipment Engineering

Advanced search

Prediction of the Severity of Ischemia of the Affected Organ on the Basis of Metabolic Disorders

https://doi.org/10.21869/2223-1536-2022-12-2-135-148

Abstract

The purpose of research is to develop a method that allows predicting the severity of ischemia of the affected organ on the basis of metabolic disorders (PION) based on the use of such indicators as: base deficiency (DO), blood glucose (GC), potassium (K), sodium (Na), blood bicarbonate (BCC), partial CO2 voltage (PNUG), blood pH, aldosterone.

Methods. In the course of the work, an exploratory analysis was carried out using the method of group accounting of arguments (MGUA) and the theory of latent variables with the Rush model was used. As a basic mathematical apparatus, the methodology of synthesis of hybrid fuzzy decision rules was used, which proved itself well when solving problems with a fuzzy description of the classes under study.

Results. During the research, mathematical models for predicting the severity of ischemic disorders were synthesized and appropriate membership functions were obtained to assess the severity of ischemia of the affected organ for each of the signs. Expert evaluation and mathematical modeling have shown that confidence in the correct decision-making on the prognosis of the severity of ischemia of the affected organ exceeds 0.9.

Conclusion. The developed algorithm made it possible in 90% of cases to avoid the development of cardiovascular complications in the form of myocardial infarction, acute cerebrovascular accident and gangrene of the lower extremities, which makes it possible to recommend its use in clinical practice of cardiologists and cardiovascular surgeons.

About the Authors

S. V. Korogodina
Southwest State University
Russian Federation

Sofya V. Korogodina, Student of the Department of the Department of Biomedical Engineering 

50 Let Oktyabrya Str. 94, Kursk 305040



A. V. Polyakova
Southwest State University
Russian Federation

Angelina V. Polyakova, Student of the Department of the Department of Biomedical Engineering

50 Let Oktyabrya Str. 94, Kursk 305040



P. S. Azarova
Southwest State University
Russian Federation

Polina S. Azarova, Student of the Department of the Department of Biomedical Engineering

50 Let Oktyabrya Str. 94, Kursk 305040



A. V. Vinnikov
Southwest State University
Russian Federation

Artem V. Vinnikov, Post-Graduate Student of the Department of Biomedical Engineering

50 Let Oktyabrya Str. 94, Kursk 305040



A. V. Bykov
Southwest State University
Russian Federation

Alexander V. Bykov, Сand. of Sci. (Medical) , Associate Professor of the Department of Biomedical Engineering

50 Let Oktyabrya Str. 94, Kursk 305040



E. V. Tsymbal
3 A. A. Vishnevsky Central Military Clinical Hospital of the Russian Ministry of Defense
Russian Federation

 Evgeny V. Tsymbal

11 Svetlyaya Str., Krasnogorsk 143409

 



N. A. Korenevsky
Southwest State University
Russian Federation

Nikolai A. Korenevsky, Dr. of Sci. (Engineering), Professor, Head of the Department of Biomedical Engineering

50 Let Oktyabrya Str. 94, Kursk 305040



References

1. Skvorcov V. V., Skvorcova E. M., Bangarov R. Ju. Laktat-acidoz v praktike vracha - anesteziologa-reanimatologa [Lactate acidosis in the practice of an anesthesiologist-resuscitator]. Vestnik anesteziologii i reanimatologii = Bulletin of Anesthesiology and Resuscitation, 2020, no. 3, рр. 95-100.

2. Borodina L. V. Ishemicheskaja bolezn' pochek [Ischemic kidney disease]. Vestnik molodogo uchenogo = Bulletin of the Young Scientist, 2017, no. 1, рр. 36-41.

3. Korenevskij N. A., Shutkin A. N., Bojcova E. A. Ocenka i upravlenie sostojaniem zdo- rov'ja na osnove modelej G. Rasha [Assessment and management of health status based on G. Rush models]. Medicinskaja tehnika = Medical Equipment, 2015, no. 6, рр. 37-40.

4. Korenevskij N. A. Proektirovanie nechetkih reshajushhih setej, nastraivaemyh po strukture dannyh dlja zadach medicinskoj diagnostiki [Design of fuzzy decision networks configurable by data structure for medical diagnostics tasks]. Sistemnyj analiz i upravlenie v biomedicinskih sistemah = System Analysis and Management in Biomedical Systems, 2005, vol. 4, no. 1, рр. 12-20.

5. Korenevskij N. A. Ispol'zovanie nechetkoj logiki prinjatija reshenij dlja medicinskih jekspertnyh system [Using fuzzy logic of decision-making for medical expert systems]. Medicinskaja tehnika = Medical Equipment, 2015, no. 1, рр. 33-35.

6. Korenevskij N. A. Rodionova S. N., Hripina I. I. Metodologija sinteza gibridnyh nechetkih reshajushhih pravil dlja medicinskih intellektual'nyh sistem podderzhki prinjatija reshenij [Methodology of synthesis of hybrid fuzzy decision rules for medical intelligent decision support systems]. Staryj Oskol, TNT Publ., 2019. 472 p.

7. Korenevskij N. A., Artemenko M. V., Provotorov V. Ja., Novikova L. A. Metod sinteza nechetkih reshajushhih pravil na osnove modelej sistemnyh vzaimosvjazej dlja reshenija zadach prognozirovanija i diagnostiki zabolevanij [The method of synthesis of fuzzy decision rules based on models of system relationships for solving problems of forecasting and diagnosis of diseases]. Sistemnyj analiz i upravlenie v biomedicinskih sistemah = System Analysis and Management in Biomedical Systems, 2014, vol. 13, no. 4, рр. 881-886.

8. Bokeriya L. A., Bykov A. V., Korenevskij N. A. Optimizaciya vedeniya pacientov s mul'ticentrichnym ishemicheskim porazheniem na baze nechetkih intellektual'nyh tekhnologij [Optimization of management of patients with multicentric ischemic lesion based on fuzzy intelligent technologies]. Staryj Oskol, TNT Publ., 2019. 400 р.

9. Bykov A. V. Metod i nechetkaya model' ocenki stepeni tyazhesti ishemicheskoj bolezni central'noj gemodinamicheskoj sistemy [Method and fuzzy model for assessing the severity of ischemic disease of the central hemodynamic system]. Vestnik novyh medicinskih tekhnologij = Bulletin of New Medical Technologies, 2017, vol. 24, no. 4, рр. 144-150.

10. Bykov A. V. [Method for assessing the variability of indicators characterizing the blood supply of the foot in patients with ischemic disease of the lower extremities]. Sovremennoe nauchnoe znanie: teoriya metodologiya, praktika. Sbornik materialov nauchnyh trudov po materialam Mezhdunarodnoj nauchno-prakticheskoj konferencii [Modern scientific knowledge: theory, methodology, practice. СoПection of materials of scientific papers based on the materials of the International Scientific and Practical Conference]. Smolensk, NOVALENSO Publ., 2016, pt. 1, рр. 26-29. (In Russ.)

11. Bykov A. V. Prognozirovanie vozniknoveniya i razvitiya gangreny nizhnih konech- nostej na osnove nechetkih modelej prinyatiya reshenij [Forecasting the occurrence and development of gangrene of the lower extremities based on fuzzy decision-making models]. Izvestiya Yugo-Zapadnogo universiteta. Seriya Upravlenie, vychislitel'naya tekhnika, informatika. Medicinskoe priborostroenie = Proceedings Southwest State University. Series: Management, Computer Engineering, Computer Science. Medical Instrumentation, 2017, no. 4 (25), рр. 95-103.

12. Bykov A. V., Bojcov A. V., Rodionov D. S. Sposob opredeleniya inetensivnosti bolevogo sindroma pri ishemii golovnogo mozga [A method for determining the inetensiveness of pain syndrome in cerebral ischemia]. Izvestiya Yugo-Zapadnogo universiteta. Seriya Upravlenie, vychislitel'naya tekhnika, informatika. Medicinskoe priborostroenie = Proceedings Southwest State University. Series: Management, Computer Engineering, Computer Science. Medical Instrumentation, 2017, vol. 7, no. 3 (24), рр. 91-100.

13. Bykov A. V., Burmaka A. A., Korenevskaya S. N., Rodionov D. S. Intellektual'naya podderzhka prinyatiya reshenij pri vedenii pacientov s ishemiej nizhnih konechnostej na osnove gibridnyh nechetkih modelej [Intellectual decision support in the management of patients with lower limb ischemia based on hybrid fuzzy models]. Medicinskaya tekhnika = Medical Equipment, 2018, vol. 4 (310), рр. 39-41.

14. Bykov A. V., Korenevskaya S. N., Komlev I. A., Rodionov D. S. Prognozirovanie razvitiya kriticheskogo sostoyaniya krovoobrashcheniya serdca na osnove gibridnyh nechetkih modelej [Forecasting the development of a critical state of the circulation of the heart based on hybrid fuzzy models]. Izvestiya Yugo-Zapadnogo gosudarstvennogo universiteta. Seriya: Upravlenie, vychislitel'naya tekhnika, informatika. Medicinskoe priborostroenie = Proceedings of the Southwest State University. Series: Control, Computer Engineering, Information Science. Medical Instruments Engineering, 2018, vol. 8, no. 1 (26), рр. 74-87.

15. Bykov A. V., Korenevskaya S. N., Parhomenko S. A., Rodionov D. S. [Intellectual support for the management of patients with systemic ischemic lesions]. Fizika i radioelektronika v medicine i ekologii. Trudy XIII Mezhdunarodnoj nauchnoj konferencii s nauchnoj molodezhnoj shkoloj imeni I. N. Spiridonova [Physics and radio electronics in medicine and ecology. Proceedings of the XIII International Scientific Conference with the Scientific Youth School named after I. N. Spiridonova]. Moscow, Grafika Publ., 2018, рр. 334-336. (In Russ.)

16. Bykov A. V., Korenevskaya S. N., Parhomenko S. A. [Decision support system for managing patients with chronic occlusive disease of the arteries of the lower extremities aggravated by ischemic pathology]. Mediko-ekologicheskie informacionnye tekhnologii - 2018. Sbornik nauchnyh statej po materialam XXI Mezhdunarodnoj nauchno-tekhnicheskoj konferencii [Medico-ecological information technologies - 2018. Collection of scientific articles based on materials of the XXI International scientific and technical conference]; ed. by N. A. Korenevskij. Kursk, Southwest State University Publ., 2018, рр. 69-77. (In Russ.)

17. Bykov A. V., Korenevskaya S. N., Parhomenko S. A., Starodubceva L. V., Hripina I. I. Prognozirovanie poyavleniya i razvitiya gangreny nizhnih konechnostej s ispol'zovaniem nechetkih intellektual'nyh tekhnologij [Forecasting the appearance and development of gangrene of the lower extremities using fuzzy intelligent technologies]. Kursk, Izdatel'skij dom VIP Publ., 2017. 470 p.

18. Bykov A. V., Korenevskaya S. N., Rodionov D. S. [Using hybrid fuzzy models to assess the severity of combined ischemic pathologies]. Biotekhnicheskie, medicinskie, ekologicheskie sistemy i robototekhnicheskie kompleksy - Biomedsistemy-2017. Sbornik trudov ХХХ Vserossijskoj nauchno-tekhnicheskoj konferencii studentov, molodyh uchenyh i specialistov [Biotechnical, medical, ecological systems and robotic complexes - Biomedsystems-2017. Proceedings of the XXX All-Russian Scientific and Technical Conference of Students, Young Scientists and Specialists]. Ryazan, Ryazan State Radio Engineering University Publ., 2017, рр. 297-300. (In Russ.)

19. Bykov A. V., Korenevskij N. A., Bojcova E. A., Goryajnov R. Yu. Ocenka intensivnosti bolevogo sindroma pri ishemii serdca [Evaluation of the intensity of pain syndrome in cardiac ischemia]. Sistemnyj analiz i upravlenie v biomedicinskih sistemah = System Analysis and Management in Biomedical Systems, 2017, vol. 16, no. 4, рр. 848-856.

20. Bykov A. V., Korenevskij N. A., Rodionova S. N., Cymbal E. V. Metod i nechetkaya model' ocenki dinamiki razvitiya kriticheskoj ishemii nizhnih konechnostej [Method and fuzzy model for assessing the dynamics of development of critical ischemia of the lower extremities]. Vestnik novyh medicinskih tekhnologij = Bulletin of New Medical Technologies, 2018, vol. 25, no. 4, рр. 251-257.

21. Bykov A. V., Korenevskij N. A., Parhomenko S. A., Rodionova S. N., Cymbal E. V. Vybor skhem lechebno-ozdorovitel'nyh meropriyatij dlya bol'nyh hronicheskimi obliteriruyushchimi zabolevaniyami arterij nizhnih konechnostej s uchetom sistemnyh vzaimosvyazej central'noj i regional'noj gemodinamiki [The choice of schemes of medical and recreational activities for patients with chronic obliterating diseases of the arteries of the lower extremities, taking into account systemic relationships of central and regional hemodynamics]. Vestnik novyh medicinskih tekhnologij. Elektronnoe izdanie = Bulletin of New Medical Technologies. Electronic Edition, 2018, no. 6, рр. 105-114.

22. Bykov A. V., Korenevskij N. A. Sposob prognozirovanija stepeni tjazhesti ishemicheskogo processa serdca, golovnogo mozga i nizhnih konechnostej na osnovanii ocenki central'noj i regionarnoj gemodinamiki organov [A method for predicting the severity of the ischemic process of the heart, brain and lower extremities based on the assessment of central and regional hemodynamics of organs]. Patent RF, no. 2691932, 2017.


Review

For citations:


Korogodina S.V., Polyakova A.V., Azarova P.S., Vinnikov A.V., Bykov A.V., Tsymbal E.V., Korenevsky N.A. Prediction of the Severity of Ischemia of the Affected Organ on the Basis of Metabolic Disorders. Proceedings of the Southwest State University. Series: IT Management, Computer Science, Computer Engineering. Medical Equipment Engineering. 2022;12(2):135-148. (In Russ.) https://doi.org/10.21869/2223-1536-2022-12-2-135-148

Views: 219

JATS XML


Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 License.


ISSN 2223-1536 (Print)