Submitted:
20 July 2026
Posted:
21 July 2026
You are already at the latest version
Abstract
The aim of the present review was to summarize the effects of physical exercise of varying intensity, duration, and frequency on the key biological and biomechanical factors that determine erythrocyte deformability. Erythrocyte deformability is a multifactorial property influenced by mechanical, biochemical, metabolic, and hemodynamic mechanisms activated during exercise, including membrane rheology, osmotic balance, hemoglobin concentration, intracellular Ca²⁺ homeostasis, ATP availability and release, nitric oxide (NO) signaling, oxidative stress, erythrocyte age, and temperature. Current evidence indicates that the effect of physical exercise on erythrocyte deformability is bidirectional. Moderate and well-adapted exercise generally improves membrane properties, microcirculatory blood flow, and oxygen delivery, whereas exhaustive or prolonged exercise may induce oxidative and structural damage and transiently reduce deformability. NO-dependent vasodilation and ATP release from erythrocytes appear to play central regulatory roles in optimizing microvascular perfusion during exercise. Osmotic changes, lactate accumulation, intracellular Ca²⁺ concentration, dehydration, and temperature are critical physiological modulators of erythrocyte mechanics. Because each athlete may exhibit an individual erythrocyte deformation profile shaped by biological, hemorheological, physiological, and training-related factors, individualized training loads and regular monitoring of hemorheological indicators are recommended. Such an approach may contribute to the development of hemorheological fitness and improved exercise performance.
Keywords:
1. Introduction
2. Topics and Results
2.1. Factors Determining Erythrocyte Deformability Under the Influence of Physical Exercise
2.1.1. Geometric Shape of Erythrocytes
2.1.2. Rheological Properties of the Erythrocyte Membrane
2.1.3. Biochemical and Structural Changes in Erythrocyte Membrane Lipids and Proteins
2.1.4. Hemoglobin (Hb) Concentration
2.1.5. Calcium Ion Concentration (Ca²⁺)
2.1.6. Intracellular Diffusion and Osmosis (Osmotic Concentration)
2.1.7. Nitric Oxide and Erythrocytic Nitric Oxide Synthase
2.1.8. Erythrocyte ATP (Adenosine Triphosphate)
2.1.9. Erythrocyte Age, Maturation, and Differentiation
2.1.10. Body and Erythrocyte Temperature
3. Conclusions
Conflicts of Interest
References
- Mairbäurl, H., (2013). Red blood cells in sports: effects of exercise and training on oxygen supply by red blood cells. Frontiers in physiology, 4, p.332. [CrossRef]
- Ivanov, I. (2022). Hemorheological Alterations and Physical Activity. Applied Sciences, 12(20), 10374. [CrossRef]
- Nemkov, T., Skinner, S. C., Nader, E., Stefanoni, D., Robert, M., Cendali, F., .. & D’Alessandro, A. (2021). Acute cycling exercise induces changes in red blood cell deformability and membrane lipid remodeling. International journal of molecular sciences, 22(2), 896.
- Caimi, G., Carlisi, M., & Presti, R. L. (2023). Red Blood Cell Distribution Width, Erythrocyte Indices, and Elongation Index at Baseline in a Group of Trained Subjects. Journal of Clinical Medicine, 13(1), 151. [CrossRef]
- Huang, Y. C., Chen, Y. C., Lin, Y. T., Hsu, C. C., Fu, T. C., & Wang, J. S. (2024). Effects of concentric and eccentric cycling training on muscular hemodynamic and erythrocyte rheological responses to exercise in sedentary males. European Journal of Sport Science, 24(2), 266-276. [CrossRef]
- Sloop, G. D., Pop, G., Weidman, J. J., & Cyr, J. A. S. (2024). Hormonal Control of Blood Viscosity. Cureus, 16(2). [CrossRef]
- Smith, J. A., Martin, D. T., Telford, R. D. & Ballas, S.K., (1999). Greater erythrocyte deformability in world-class endurance athletes. American Journal of Physiology-Heart and Circulatory Physiology, 276(6), pp.H2188-H2193. [CrossRef]
- Alexy, T., Detterich, J., Connes, P., Toth, K., Nader, E., Kenyeres, P., .. & Simmonds, M. J. (2022). Physical properties of blood and their relationship to clinical conditions. Frontiers in Physiology, 13, 906768.
- Zhang, X., Lin, Y., Xin, J., Zhang, Y., Yang, K., Luo, Y., & Wang, B. (2024). Red blood cells in biology and translational medicine: natural vehicle inspires new biomedical applications. Theranostics, 14(1), 220. [CrossRef]
- Fedosov, D.A., Peltomäki, M. and Gompper, G., (2014). Deformation and dynamics of red blood cells in flow through cylindrical microchannels. Soft matter, 10(24), pp.4258-4267. [CrossRef]
- Brun, J. F., Varlet-Marie, E., Myzia, J., Raynaud de Mauverger, E., & Pretorius, E. (2021). Metabolic influences modulating erythrocyte deformability and eryptosis. Metabolites, 12(1), 4. [CrossRef]
- Grau, M., Zollmann, E., Bros, J., Seeger, B., Dietz, T., Noriega Ureña, J. A., .. & Schumann, M. (2022). Autologous blood doping induced changes in red blood cell rheologic parameters, RBC age distribution, and performance. Biology, 11(5), 647.
- Braslavskaya, K., Reformato, V., & Pantin, E. (2025). Blood Physiology and Oxygen Transport. In Clinical Perfusion for Cardiac Surgery: A Step-by-Step Guide to the Fundamentals (pp. 27-38). Cham: Springer Nature Switzerland.
- Kuhn, V., Diederich, L., Keller IV, T. S., Kramer, C. M., Lückstädt, W., Panknin, C., .. & Cortese-Krott, M. M. (2017). Red blood cell function and dysfunction: redox regulation, nitric oxide metabolism, anemia. Antioxidants & redox signaling, 26(13), 718-742.
- Kim, J., Lee, H., & Shin, S. (2015). Advances in the measurement of red blood cell deformability: A brief review. Journal of Cellular Biotechnology, 1(1), 63-79. [CrossRef]
- Sawka, M. N., & Coyle, E. F. (1999). Influence of body water and blood volume on thermoregulation and exercise performance in the heat. Exercise and sport sciences reviews, 27, 167-218.
- Chatzinikolaou, P. N., Margaritelis, N. V., Paschalis, V., Theodorou, A. A., Vrabas, I. S., Kyparos, A., .. & Nikolaidis, M. G. (2024). Erythrocyte metabolism. Acta Physiologica, 240(3), e14081.
- McMahon, T.J., (2019). Red blood cell deformability, vasoactive mediators, and adhesion. Frontiers in physiology, 10, p.1417. [CrossRef]
- Barshtein, G., Livshits, L., Gural, A., Arbell, D., Barkan, R., Pajic-Lijakovic, I., & Yedgar, S. (2024). Hemoglobin Binding to the Red Blood Cell (RBC) Membrane Is Associated with Decreased Cell Deformability. International Journal of Molecular Sciences, 25(11), 5814. [CrossRef]
- Gunina, L. M., Rybina, I. L., Ataman, Y. O., & Voitenko, V. L. (2021). Oxidative stress as a factor in the deterioration of oxygen transfer during exercise. [CrossRef]
- Connes, P., Bouix, D., Py, G., Caillaud, C., Kippelen, P., Brun, J. F., .. & Mercier, J. (2004c). Does exercise-induced hypoxemia modify lactate influx into erythrocytes and hemorheological parameters in athletes?. Journal of Applied Physiology, 97(3), 1053-1058.
- Safeukui, I., Buffet, P. A., Deplaine, G., Perrot, S., Brousse, V., Ndour, A., .. & Mohandas, N. (2012). Quantitative assessment of sensing and sequestration of spherocytic erythrocytes by the human spleen. Blood, The Journal of the American Society of Hematology, 120(2), 424-430.
- Takeishi, N. & Imai, Y., (2017). Capture of microparticles by bolus flow of red blood cells in capillaries. Scientific reports, 7(1), pp.1-8. [CrossRef]
- Baskurt, O. K., & Meiselman, H. J. (2024, September). Blood rheology and hemodynamics. In Seminars in Thrombosis and Hemostasis (Vol. 50, No. 06, pp. 902-915). Thieme Medical Publishers, Inc.
- Romagnoli, M., Alis, R., Martinez-Bello, V., Sanchis-Gomar, F., Aranda, R., & Gómez-Cabrera, M. C. (2014). Blood rheology effect of submaximal exercise on young subjects. Clinical hemorheology and microcirculation, 56(2), pp. 111-117. [CrossRef]
- Alis, R., Sanchis-Gomar, F., Ferioli, D., Torre, A. L., Blesa, J. R., & Romagnoli, M. (2015). Exercise effects on erythrocyte deformability in exercise-induced arterial hypoxemia. International Journal of Sports Medicine, 36(04), 286-291. [CrossRef]
- Brinkmann C, Bizjak DA, Bischof S, et al. Endurance training alters enzymatic and rheological properties of red blood cells (RBC) in type 2 diabetic men during in vivo RBC aging. Clinical Hemorheology and Microcirculation. 2015;63(3):173-184. [CrossRef]
- Hochmuth, R. M., & Waugh, R. E. (1987). Erythrocyte membrane elasticity and viscosity. Annual review of physiology, 49, 209-219. [CrossRef]
- Tsuda, K., Yoshikawa, A., Kimura, K. & Nishio, I., (2003). Effects of mild aerobic physical exercise on membrane fluidity of erythrocytes in essential hypertension. Clinical and experimental pharmacology and physiology, 30(5-6), pp.382-386. [CrossRef]
- Yunus, M. (2023). Effect Of 8 Weeks Of Moderate-Intensity Aerobic Exercise On Increasing Erytocyte Cell Membrane Endurance And Erytrocyte Cell Count. Asian Journal of Healthy and Science, 2(7), 314-325. [CrossRef]
- Jordan, J., Kiernan, W., Merker, H. J., Wenzel, M., & Beneke, R. (1998). Red cell membrane skeletal changes in marathon runners. International journal of sports medicine, 19(01), 16-19. [CrossRef]
- Corrons, J. L. V., & Krishnevskaya, E. (2023). Congenital Defects with Impaired Red Blood Cell Deformability–The Role of Next-Generation Ektacytometry. In The Erythrocyte-A Unique Cell. IntechOpen.
- Chien S., (1987). Red cell deformability and its relevance to blood flow. Annual Review of Physiology; 49:177-92.
- Brzeszczynska, J., Pieniazek, A., Gwozdz¬inski, L., Gwozdzinski, K., & Jegier, A. (2008). Structural alterations of erythrocyte membrane components induced by exhaustive exercise. Applied Physiology, Nutrition, and Metabolism, 33(6), pp. 1223-1231. [CrossRef]
- Berzosa, C., Gómez–Trullén, E. M., Pie¬drafita, E., Cebrián, I., Martínez–Ballarín, E., Miana–Mena, F. J., .. & García, J. J. (2011). Erythrocyte membrane fluidity and indices of plasmatic oxidative damage after acute physical exercise in humans. European journal of applied physiology, 111(6), pp. 1127-1133.
- Clark, M. R., Mohandas, N., Caggiano, V., & Shohet, S. B. (1978). Effects of abnor¬mal cation transport on deformability of des¬iccytes. Journal of Supramolecular Struc-ture, 8(4), pp. 521-532.
- Ivanov, I. (2022). Red blood cell deformability and physical activity. Journal of Applied Sports Sciences, 6, 106-118. [CrossRef]
- Bareford, D., Stone, P. C. W., Caldwell, N. M., Meiselman, H. J., & Stuart, J. (1985). Comparison of instruments for measurement of erythrocyte deformability. Clinical Hemorheology and Microcirculation, 5(4), 311-322. [CrossRef]
- Radomski, M. W., Sabiston, B. H., & Isoard, P. (1980). Development of „sports ane-mia“ in physically fit men after daily sustained submaximal exercise. Aviation, Space, and Environmental Medicine, 51(1), pp. 41-45.
- Romero, P.J., & Romero, E.A., (1997). Differences in Ca2+ pumping activity between sub-populations of human red cells. Cell calcium, 21(5), pp.353-358. [CrossRef]
- Nikolaidis, M.G., Protosygellou, M.D., Petridou, A., Tsalis, G., Tsigilis, N. and Mougios, V., (2003). Hematologic and biochemical profile of juvenile and adult athletes of both sexes: implications for clinical evaluation. International journal of sports medicine, 24(07), pp.506-511.
- Cluitmans, J. C., Hardeman, M. R., Dinkla, S., Brock, R., & Bosman, G. J. (2012). Red blood cell deformability during storage: towards functional proteomics and metabolomics in the Blood Bank. Blood Transfusion, 10(Suppl 2), s12.
- Heo, Y., Jung, H., & Shin, S. (2015). Osmotic deformability of erythrocytes at various shear stresses. Clinical Hemorheology and Microcirculation, 59(3), 211-218.
- Fung, Y. C., (1990). Biomechanics, Springer. (book).
- Connes, P., Bouix, D., Py, G., Prefaut, C., Mercier, J., Brun, J. F., & Caillaud, C. (2004b). Opposite effects of in vitro lactate on erythrocyte deformability in athletes and untrained subjects. Clinical hemorheology and microcirculation, 31(4), 311-318.
- Yalcin, O., Erman, A., Muratli, S., Bor-Kucukatay, M., & Baskurt, O. K. (2003). Time course of hemorheological alterations after heavy anaerobic exercise in untrained human subjects. Journal of Applied Physiology, 94(3), 997-1002.
- Bouix, D., Peyreigne, C., Raynaud, E., Monnier, J. F., Micallef, J. P., & Brun, J. F. (1998). Relationships among body composition, hemorheology and exercise performance in rugbymen. Clinical Hemorheology and Microcirculation, 19(3), 245-254.
- Lipovac, V., Gavella, M., Turk, Z., & Škrabalo, Z. (1985). Influence of lactate on the insulin action on red blood cell filterability. Clinical Hemorheology and Microcirculation, 5(5), 421-428.
- Reinhart, W. H., Gaudenz, R., & Walter, R. (2000). Lactate and pyruvate increase blood viscosity. JOURNAL DES MALADIES VASCULAIRES, 25, 171-171.
- Hardeman, M. R., Peters, H. P. F., & Goedhart, P. T. (1995). Low hematocrit and plasma fibrinogen in trained athletes increase hemorheological tolerance for physical stress. Clinical Hemorheology, 3(15), 506.
- Connes, P., Bouix, D., Durand, F., Kippelen, P., Mercier, J., Prefaut, C., .. & Caillaud, C. (2004a). Is hemoglobin desaturation related to blood viscosity in athletes during exercise?. International journal of sports medicine, 25(08), 569-574.
- Green, D. J., Maiorana, A., O'Driscoll, G., & Taylor, R. (2004). Effect of exercise training on endothelium-derived nitric oxide function in humans. The Journal of physiology, 561(1), 1-25.
- Palmer, R. M., Rees, D. D., Ashton, D. S., & Moncada, S. (1988). L-arginine is the physiological precursor for the formation of nitric oxide in endothelium-dependent relaxation. Biochemical and biophysical research communications, 153(3), 1251-1256.
- Pohl, U., Holtz, J., Busse, R., & Bassenge, E. (1986). Crucial role of endothelium in the vasodilator response to increased flow in vivo. Hypertension, 8(1), 37-44.
- Rubanyi, G. M., Romero, J. C., & Vanhoutte, P. M. (1986). Flow-induced release of endothelium-derived relaxing factor. American Journal of Physiology-Heart and Circulatory Physiology, 250(6), H1145-H1149.
- Dimmeler S & Zeiher AM (2003). Exercise and cardiovascular health. Get active to AKTivate your endothelial nitric oxide synthase. Circulation 107, 3118–3120.
- Grau, M., Pauly, S., Ali, J., Walpurgis, K., Thevis, M., Bloch, W., & Suhr, F. (2013). RBC-NOS-dependent S-nitrosylation of cytoskeletal proteins improves RBC deformability. PloS one, 8(2), e56759.
- Bryan, N. S., Fernandez, B. O., Bauer, S. M., Garcia-Saura, M. F., Milsom, A. B., Rassaf, T., .. & Feelisch, M. (2005). Nitrite is a signaling molecule and regulator of gene expression in mammalian tissues. Nature chemical biology, 1(5), 290-297.
- Gladwin, M. T. (2005). Nitrite as an intrinsic signaling molecule. Nature Chemical Biology, 1(5), 245-246.
- Totzeck, M., Hendgen-Cotta, U. B., Luedike, P., Berenbrink, M., Klare, J. P., Steinhoff, H. J., .. & Rassaf, T. (2012). Nitrite regulates hypoxic vasodilation via myoglobin-dependent nitric oxide generation. Circulation, 126(3), 325-334.
- Bor-Kucukatay, M., Wenby, R. B., Meiselman, H. J., & Baskurt, O. K. (2003). Effects of nitric oxide on red blood cell deformability. American Journal of Physiology-Heart and Circulatory Physiology, 284(5), H1577-H1584.
- Starzyk, D., Korbut, R., & Gryglewski, R. J. (1997). The role of nitric oxide in regulation of deformability of red blood cells in acute phase of endotoxaemia in rats. Journal of physiology and pharmacology, 48(4).
- Korbut, R., & Gryglewski, R. J. (1993). Nitric oxide from polymorphonuclear leukocytes mo¬du¬lates red blood cell deformability in vitro. European journal of pharmacology, 234(1), 17-22.
- Jia, L., Bonaventura, C., Bonaventura, J., and Stamler, J. S. (1996). S-nitrosohaemoglobin: a dynamic activity of blood involved in vascular control. Nature 380, 221–226.
- McMahon, T. J., Moon, R. E., Luchsinger, B. P., Carraway, M. S., Stone, A. E., Stolp, B. W., et al. (2002). Nitric oxide in the human respiratory cycle. Nat. Med. 8, 711–717.
- Sonveaux, P., Lobysheva, I. I., Feron, O., and McMahon, T. J. (2007). Transport and peripheral bioactivities of nitrogen oxides carried by red blood cell hemoglobin: role in oxygen delivery. Physiology 22, 97–112.
- Kirby, B. S., Schwarzbaum, P. J., Lazarowski, E. R., Dinenno, F. A., and McMahon, T. J. (2015). Liberation of ATP secondary to hemolysis is not mutually exclusive of regulated export. Blood 125, 1844–1845.
- Bennett-Guerrero, E., Veldman, T. H., Doctor, A., Telen, M. J., Ortel, T. L., Reid, T. S., et al. (2007). Evolution of adverse changes in stored RBCs. Proc. Natl. Acad. Sci. U.S.A. 104, 17063–17068.
- Zhang, H., Shen, Z., Hogan, B., Barakat, A.I. and Misbah, C., (2018). ATP release by red blood cells under flow: model and simulations. Biophysical journal, 115(11), pp.2218-2229.
- Forrester, T., (1972). An estimate of adenosine triphosphate release into the venous effluent from exercising human forearm muscle. The Journal of Physiology, 224(3), pp.611-628.
- Ellsworth, M. L., Forrester, T. H. O. M. A. S., Ellis, C. G., & Dietrich, H. H. (1995). The erythrocyte as a regulator of vascular tone. American Journal of Physiology-Heart and Circulatory Physiology, 269(6), H2155-H2161.
- González-Alonso, J., Olsen, D. B., & Saltin, B. (2002). Erythrocyte and the regulation of human skeletal muscle blood flow and oxygen delivery: role of circulating ATP. Circulation research, 91(11), 1046-1055.
- Tomschi, F., Bloch, W., & Grau, M. (2018). Impact of type of sport, gender and age on red blood cell deformability of elite athletes. International journal of sports medicine, 40(01), 12-20.
- Teległów, A., Konieczny, K., Dobija, I., Kuśmierczyk, J., Tota, Ł., Rembiasz, K., & Maciejczyk, M. (2024). Effect of regular winter swimming on blood morphological, rheological, and biochemical indicators and activity of antioxidant enzymes in males. BMC Sports Science, Medicine and Rehabilitation, 16(1), 138.
- Pospieszna, B., Kusy, K., Slominska, E. M., & Zieliński, J. (2021). Life-long sports engagement enhances adult erythrocyte adenylate energetics. Scientific Reports, 11(1), 1-9.
- Mohanty, J. G., Nagababu, E., & Rifkind, J. M. (2014). Red blood cell oxidative stress impairs oxygen delivery and induces red blood cell aging. Frontiers in physiology, 5, 84.
- Barodka, V. M., Nagababu, E., Mohanty, J. G., Nyhan, D., Berkowitz, D. E., Rifkind, J. M., & Strouse, J. J. (2014). New insights provided by a comparison of impaired deformability with erythrocyte oxidative stress for sickle cell disease. Blood Cells, Molecules, and Diseases, 52(4), 230-235.
- Winder, W. W., Holmes, B. F., Rubink, D. S., Jensen, E. B., Chen, M., & Holloszy, J. O. (2000). Activation of AMP-activated protein kinase increases mitochondrial enzymes in skeletal muscle. Journal of applied physiology, 88(6), 2219-2226.
- Smith, J.A., (1995). Exercise, training and red blood cell turnover. Sports medicine, 19(1), pp.9-31.
- Gleeson, M., (1998). Temperature regulation during exercise. International Journal of Sports Medicine, 19(S 2), pp.S96-S99.
- Teległów, A., Marchewka, J., Tota, Ł., Ptaszek, B., Pilch, W., Pałka, T., .. & Marchewka, A. (2020). Changes in the morphological, rheological, and biochemical blood indicators in triathletes. Folia Biologica (Kraków), 68(3), 107-120.
- Bizjak, D. A., Tomschi, F., Bales, G., Nader, E., Romana, M., Connes, P., .. & Grau, M. (2020). Does endurance training improve red blood cell aging and hemorheology in moderate-trained healthy individuals?. Journal of sport and health science, 9(6), 595-603.
- Mardyła, M., Teległów, A., Ptaszek, B., Jekiełek, M., Mańko, G., & Marchewka, J. (2023). Effects of rowing on rheological properties of blood. International Journal of Environmental Research and Public Health, 20(6), 5159.
- Maruyama, T., Hieda, M., Mawatari, S., & Fujino, T. (2022). Rheological abnormalities in human erythrocytes subjected to oxidative inflammation. Frontiers in Physiology, 13, 837926.
- Teległów, A., Mardyła, M., Myszka, M., Pałka, T., Maciejczyk, M., Bujas, P., .. & Marchewka, J. (2022). Effect of intermittent hypoxic training on selected biochemical indicators, blood rheological properties, and metabolic activity of erythrocytes in rowers. Biology, 11(10), 1513.
- Huang, Y. C., Chen, Y. C., Lin, Y. T., Hsu, C. C., Fu, T. C., & Wang, J. S. (2024). Effects of concentric and eccentric cycling training on muscular hemodynamic and erythrocyte rheological responses to exercise in sedentary males. European Journal of Sport Science, 24(2), 266-276.
- Freitag, N., Böttrich, T., Weber, P. D., Manferdelli, G., Bizjak, D. A., Grau, M., .. & Schumann, M. (2020). Acute low-dose hyperoxia during a single bout of high-intensity interval exercise does not affect red blood cell deformability and muscle oxygenation in trained men—A randomized crossover study. Sports, 8(1), 4.
- Carin, R., Deglicourt, G., Rezigue, H., Martin, M., Nougier, C., Boisson, C., .. & Nader, E. (2023). Effects of a maximal exercise followed by a submaximal exercise performed in normobaric hypoxia (2500 m), on blood rheology, red blood cell senescence, and coagulation in well-trained cyclists. Metabolites, 13(2), 179.
- Ciekot-Sołtysiak, M., Kusy, K., Podgórski, T., Pospieszna, B., & Zieliński, J. (2024). Changes in red blood cell parameters during incremental exercise in highly trained athletes of different sport specializations. PeerJ, 12, e17040.
- Barshtein, G., Livshits, L., Gural, A., Arbell, D., Barkan, R., Pajic-Lijakovic, I., & Yedgar, S. (2024). Hemoglobin Binding to the Red Blood Cell (RBC) Membrane Is Associated with Decreased Cell Deformability. International Journal of Molecular Sciences, 25(11), 5814.
- Antonova, N., Khristov, K., Alexandrova, A., Muravyov, A., & Velcheva, I. (2023). Development of experimental microfluidic device and methodology for assessing microrheological properties of blood. Clinical Hemorheology and Microcirculation, 83(3), 231-245.
- Antonova, N., & Khristov, K. (2025). Microrheological and microfluidic approaches for evaluation of the mechanical properties of blood cells. Applied Sciences, 15(15), 8291. [CrossRef]




Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).