Highly Sensitive Zinc Oxide Nanorods for Non-Enzyme Electrochemical Detection of Ascorbic and Uric Acids
Abstract
1. Introduction
2. Materials and Methods
2.1. Procedure
2.2. Characterization
3. Results and Discussion
3.1. Morphology and Structural and Optical Properties
3.2. Electrochemical Characterization
4. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| AA | Ascorbic Acid |
| UA | Uric Acid |
| GCE | Glassy Carbon Electrode |
References
- Mirzaei, A.; Ansari, H.R.; Shahbaz, M.; Kim, J.-Y.; Kim, H.W.; Kim, S.S. Metal Oxide Semiconductor Nanostructure Gas Sensors with Different Morphologies. Chemosensors 2022, 10, 289. [Google Scholar] [CrossRef]
- Kawakami, R.; Miyaji, Y.; Yanagiya, S.; Shirai, A.; Koinkar, P.; Furube, A.; Nakano, Y.; Niibe, M. Enhanced photocatalytic activity of TiO2/Au/TiO2/Au stacked nanostructures synthesized via sputtering and subsequent annealing. Appl. Surf. Sci. 2025, 702, 163328. [Google Scholar] [CrossRef]
- Markhabayeva, A.A.; Kalkozova, Z.K.; Nemkayeva, R.; Yerlanuly, Y.; Anarova, A.S.; Tulegenova, M.A.; Tulegenova, A.T.; Abdullin, K.A. Construction of a ZnO heterogeneous structure using Co3O4 as a co-catalyst to enhance photoelectrochemical performance. Materials 2024, 17, 146. [Google Scholar] [CrossRef] [PubMed]
- Serik, A.; Idrissov, N.; Baratov, A.; Dikov, A.; Kislitsin, S.; Daulbayev, C.; Kuspanov, Z. Recent Progress in Photocatalytic Applications of Electrospun Nanofibers: A Review. Molecules 2024, 29, 4824. [Google Scholar] [CrossRef]
- Mussabek, G.; Zhylkybayeva, N.; Baktygerey, S.; Yermukhamed, D.; Taurbayev, Y.; Sadykov, G.; Zaderko, A.N.; Lisnyak, V.V. Preparation and characterization of hybrid nanopowder based on nanosilicon decorated with carbon nanostructures. Appl. Nanosci. 2023, 13, 6709–6718. [Google Scholar] [CrossRef]
- Maafa, I.M. Potential of Zinc Oxide Nanostructures in Biosensor Application. Biosensors 2025, 15, 61. [Google Scholar] [CrossRef]
- Zhang, L. Electrochemical Detection of Ascorbic Acid in Citrus Juices using Mn-doped ZnO nanorods modified graphene oxide. Int. J. Electrochem. Sci. 2020, 15, 5049–5057. [Google Scholar] [CrossRef]
- Kedruk, Y.Y.; Contestabile, A.; Zeng, J.; Fontana, M.; Laurenti, M.; Gritsenko, L.V.; Cicero, G.; Pirri, C.F.; Abdullin, K.A. Morphology Effects on Electro- and Photo-Catalytic Properties of Zinc Oxide Nanostructures. Nanomaterials 2023, 13, 2527. [Google Scholar] [CrossRef]
- Permiakov, N.; Maraeva, E.; Bobkov, A.; Mbwahnche, R.; Moshnikov, V. Investigation of the Conductive Properties of ZnO Thin Films Using Liquid Probes and Creation of a Setup Using Liquid Probes EGaIn for Studing the Conductive Properties of Thin Films. Technologies 2023, 11, 26. [Google Scholar] [CrossRef]
- Bakranova, D.; Seitov, B.; Bakranov, N. Preparation and Photocatalytic/Photoelectrochemical Investigation of 2D ZnO/CdS Nanocomposites. ChemEngineering 2022, 6, 87. [Google Scholar] [CrossRef]
- Yang, C.; Zhang, H.; Zhang, H. Preparation and mechanism study of highly sensitive NH3 gas sensor based on Au-modified CdS nanorods. Appl. Surf. Sci. 2025, 680, 161389. [Google Scholar] [CrossRef]
- Akrami, Z.E.; Sohouli, E. Preparation of an ultra-sensitive electrochemical sensor for morphine measurement using the ZnS/Mil-125 nanocomposite. J. Alloys Compd. 2025, 1010, 178042. [Google Scholar] [CrossRef]
- Sha, R.; Basak, A.; Maity, P.C.; Badhulika, S. ZnO nano-structured based devices for chemical and optical sensing applications. Sens. Actuators Rep. 2022, 4, 100098. [Google Scholar] [CrossRef]
- Witkowski, B.S.; Pietruszka, R.; Gieraltowska, S.; Wachnicki, L.; Przybylinska, H.; Godlewski, M. Photoresistor based on ZnO nanorods grown on a p-type silicon substrate. Opto-Electron. Rev. 2017, 25, 15–18. [Google Scholar] [CrossRef]
- Mohamed, K.M.; Benitto, J.J.; Vijaya, J.J.; Bououdina, M. Recent Advances in ZnO-Based Nanostructures for the Photocatalytic Degradation of Hazardous, Non-Biodegradable Medicines. Crystals 2023, 13, 329. [Google Scholar] [CrossRef]
- Tolubayeva, D.B.; Gritsenko, L.V.; Kedruk, Y.Y.; Aitzhanov, M.B.; Nemkayeva, R.R.; Abdullin, K.A. Effect of hydrogen plasma treatment on the sensitivity of ZnO based electrochemical non-enzymatic biosensor. Biosensors 2023, 13, 793. [Google Scholar] [CrossRef]
- Khan, M.W.A.; Shaalan, N.M.; Ahmed, F.; Sherwani, S.; Aljaafari, A.; Alsukaibi, A.K.D.; Alenezi, K.M.; Al-Motair, K. Gas Sensing Performance of Zinc Oxide Nanorods Fabricated via Ochradenus baccatus Leaf. Chemosensors 2024, 12, 28. [Google Scholar] [CrossRef]
- Fallahazad, P.; Eshraghi, M.J. Effect of reduced graphene oxide on the performance of ZnO thin film/pyramidal silicon heterostructure solar cells. Mater. Lett. 2025, 395, 138712. [Google Scholar] [CrossRef]
- Sheikh, M.; Pazirofteh, M.; Dehghani, M.; Asghari, M.; Rezakazemi, M.; Valderrama, C.; Cortina, J.-L. Application of ZnO nanostructures in ceramic and polymeric membranes for water and wastewater technologies: A review. Chem. Eng. J. 2020, 391, 123475. [Google Scholar] [CrossRef]
- Zhou, X.-Q.; Hayat, Z.; Zhang, D.-D.; Li, M.-Y.; Hu, S.; Wu, Q.; Cao, Y.-F.; Yuan, Y. Zinc Oxide Nanorods: Synthesis, Characterization, Modification, and Applications in Food and Agriculture. Processes 2023, 11, 1193. [Google Scholar] [CrossRef]
- Phan, T.-L.; Cuong, L.V.; Lam, V.D.; Dang, N.T. Various CVD-grown ZnO nanostructures for nanodevices and interdisciplinary applications. Beilstein J. Nanotechnol. 2024, 15, 1390–1399. [Google Scholar] [CrossRef]
- Khlifi, N.; Ihzaz, N.; Toulemonde, O.; Dandre, A.; Labrugère-Sarroste, C.; Bessadok, M.N.; Lemine, O.M.; El Mir, L. Cobalt-doped ZnO nanorods and PLD-deposited thin film forms: Structure, optical properties and nature of magnetic anisotropy. RSC Adv. 2024, 14, 27622–27633. [Google Scholar] [CrossRef] [PubMed]
- Majid, F.; Bashir, M.; Bibi, I.; Raza, A.; Ezzine, S.; Alwadai, N.; Iqbal, M. ZnO nanofibers fabrication by hydrothermal route and effect of reaction time on dielectric, structural and optical properties. J. Mater. Res. Technol. 2022, 18, 4019–4029. [Google Scholar] [CrossRef]
- Abdullin, K.A.; Bakranov, N.B.; Ismailov, D.V.; Kalkozova, J.K.; Kumekov, S.E.; Podrezova, L.V.; Cicero, G. Composite materials based on nanostructured zinc oxide. Semiconductors 2014, 48, 471–475. [Google Scholar] [CrossRef]
- Benzarti, Z.; Neiva, J.; Faia, P.; Silva, E.; Carvalho, S.; Devesa, S. Novel Green Synthesis Route of ZnO Nanoparticles for Dielectric Applications. Nanomaterials 2025, 15, 991. [Google Scholar] [CrossRef]
- Nithya, M. Electrochemical Sensing of Ascorbic Acid on ZnO-decorated Reduced Graphene Oxide Electrode. J. Biosens. Bioelectron. 2015, 6, 1. [Google Scholar] [CrossRef]
- Abamecha, A.; Yimer, A.A.; Muleta, G.G.; Kitte, S.A. Electrochemical Determination of Ascorbic Acid at Ag2S-CuO-ZnO Ternary Nanocomposite Modified Glassy Carbon Electrode. Sci. Afr. 2025, 28, e02669. [Google Scholar] [CrossRef]
- John, J.F.; Dhinasekaran, D.; Subashchandran, S. ZnO/NiFe2O4 heterostructure on nickel foam for the electrochemical detection of uric acid. Mater. Chem. Phys. 2024, 328, 129977. [Google Scholar] [CrossRef]
- Masrat, S.; Nagal, V.; Khan, M.; Ahmad, A.; Alshammari, M.B.; Alam, S.; Nakate, U.T.; Lee, B.; Mishra, P.; Bhat, K.S.; et al. Electrochemical Sensing of Uric Acid with Zinc Oxide Nanorods Decorated with Copper Oxide Nanoseeds. ACS Appl. Nano Mater. 2023, 6, 16615–16624. [Google Scholar] [CrossRef]
- Guo, D.; Liao, Y.; Na, J.; Wu, L.; Yin, Y.; Mi, Z.; Fang, S.; Liu, X.; Huang, Y. The Involvement of Ascorbic Acid in Cancer Treatment. Molecules 2024, 29, 2295. [Google Scholar] [CrossRef] [PubMed]
- Maekawa, T.; MiyakeMasaji, T.; Uemoto, T. Diverse antitumor effects of ascorbic acid on cancer cells and the tumor microenvironment. Front. Oncol. 2022, 12, 981547. [Google Scholar] [CrossRef]
- Lim, J.C.; Arredondo, M.C.; Braakhuis, A.J.; Donaldson, P.J. Vitamin C and the Lens: New Insights into Delaying the Onset of Cataract. Nutrients 2020, 12, 3142. [Google Scholar] [CrossRef]
- Gherghina, M.-E.; Peride, I.; Tiglis, M.; Neagu, T.P.; Niculae, A.; Checherita, I.A. Uric Acid and Oxidative Stress—Relationship with Cardiovascular, Metabolic, and Renal Impairment. Int. J. Mol. Sci. 2022, 23, 3188. [Google Scholar] [CrossRef] [PubMed]
- Xu, L.; Li, C.; Wan, T.; Sun, X.; Lin, X.; Yan, D.; Li, J.; Wei, P. Targeting uric acid: A promising intervention against oxidative stress and neuroinflammation in neurodegenerative diseases. Cell Commun. Signal 2025, 23, 4. [Google Scholar] [CrossRef]
- Banavath, R.; Abhinav, A.; Srivastava, R.; Bhargava, P. Highly sensitive ascorbic acid sensors from EDTA chelation derived nickel hexacyanoferrate/graphene nanocomposites. Electrochim. Acta 2022, 419, 140335. [Google Scholar] [CrossRef]
- Khattak, N.S.; Ara, L.; Shah, L.A.; Ullah, R.; Rehman, T.U. Fabrication of non-enzymatic and highly sensitive electrochemical ascorbic acid sensor based on GO/Ag/PMMA nanocomposites. Inorg. Chem. Commun. 2024, 170, 113386. [Google Scholar] [CrossRef]
- Zhao, Y.; Qin, J.; Xu, H.; Gao, S.; Jiang, T.; Zhang, S.; Jin, J. Gold nanorods decorated with graphene oxide and multi-walled carbon nanotubes for trace level voltammetric determination of ascorbic acid. Microchim. Acta 2019, 186, 17. [Google Scholar] [CrossRef] [PubMed]
- Wei, C.; Wang, Z.; Hu, Y.; Huang, J.; Zhang, Y.; Wang, H.; Liu, Q.; Yu, Z. Layer-by-layer growth of Cu3(HHTP)2 films on Cu(OH)2 nanowire arrays for high performance ascorbic acid sensing. Biosens. Bioelectron. 2024, 255, 116256. [Google Scholar] [CrossRef]
- Rahman, M.M.; Rana, M.S.; Minami, H.; Rahman, M.M.; Rahman, M.A.; Alam, M.A.; Ahmad, H. The efficiency of an aminated nanocrystalline cellulose stabilized binary Ag–ZnO nanocomposite as an electrode platform for electrochemical sensing of ascorbic acid. Mat. Adv. 2025, 6, 9655–9671. [Google Scholar] [CrossRef]
- Alam, M.M.; Balkhoyor, H.B.; Asiri, A.M.; Karim, M.R.; Chani, M.T.; Rahman, M.M. Fabrication of ascorbic sensor acid with Co3O4·Fe2O3 nanosphere materials by electrochemical technique. Surf. Interfaces 2020, 20, 100607. [Google Scholar] [CrossRef]
- Masrat, S.; Nagal, V.; Khan, M.; Moid, I.; Alam, S.; Bhat, K.S.; Khosla, A.; Ahmad, R. Electrochemical Ultrasensitive Sensing of Uric Acid on Non-Enzymatic Porous Cobalt Oxide Nanosheets-Based Sensor. Biosensors 2022, 12, 1140. [Google Scholar] [CrossRef]
- Yin, Y.; Zhao, J.; Qin, L.; Yang, Y.; He, L. Synthesis of an ordered nanoporous Fe2O3/Au film for application in ascorbic acid detection. RSC Adv. 2016, 6, 63358–63364. [Google Scholar] [CrossRef]
- Ahmed, J.; Faisal, M.; Algethami, J.S.; Alsaiari, M.; Jalalah, M.; Harraz, F.A. CeO·ZnO@biomass-derived carbon nanocomposite-based electrochemical sensor for efficient detection of ascorbic acid. Anal. Biochem. 2024, 692, 115574. [Google Scholar] [CrossRef]
- Karim, M.R.; Jayed, M.; Laskar, M.Z.; Bhuyan, M.M.; Islam, M.S.; Hayami, S.; Rahman, M.M. Enhancement of functional surface and molecular dynamics at Pt-rGO by spacer 1,6-hexanediamine for precise detection of biomolecules: Uric acid as a specimen. Sens. Diagn 2023, 2, 1541–1552. [Google Scholar] [CrossRef]
- Pan, Y.; Zuo, J.; Hou, Z.; Huang, Y.; Huang, C. Preparation of Electrochemical Sensor Based on Zinc Oxide Nanoparticles for Simultaneous Determination of AA, DA, and UA. Front. Chem. 2020, 8, 592538. [Google Scholar] [CrossRef]
- Fernandes, D.M.; Costa, M.; Pereira, C.; Bachiller-Baeza, B.; Rodríguez-Ramos, I.; Guerrero-Ruiz, A.; Freire, C. Novel electrochemical sensor based on N-doped carbon nanotubes and Fe3O4 nanoparticles: Simultaneous voltammetric determination of ascorbic acid, dopamine and uric acid. J. Colloid Interface Sci. 2014, 432, 207–213. [Google Scholar] [CrossRef]
- Somashekar, M.N.; Dhanalakshmi, M.; Nagamani, T.S.; Subhas Chandra, T.; Sharanakumar, T.M.; Ravikumar, C.R. Photocatalytic and electrochemical sensor detection of ascorbic and uric acid using novel plant extract green synthesis of CaO nanoparticles. Sens. Int. 2025, 6, 100308. [Google Scholar] [CrossRef]
- Choi, J.W.; Lee, C.M.; Park, C.H.; Lim, J.H.; Park, G.C.; Joo, J. Effect of Annealing Temperature on Morphology and Electrical Property of Hydrothermally-Grown ZnO Nanorods/p-Si Heterojunction Diodes. J Nanosci Nanotechnol. 2019, 19, 1640–1644. [Google Scholar] [CrossRef] [PubMed]
- Yermakov, M.; Pshenychnyi, R.; Opanasyuk, A.; Gnatenko, Y.; Bukivskij, P.; Bukivskii, A.; Klymov, O.; Muñoz-Sanjosé, V.; Gamernyk, R. The effect of annealing on the structural, optical, electrical and photoelectric properties of ZnO/NiO heterostructures. Appl. Surf. Sci. Adv. 2025, 25, 100668. [Google Scholar] [CrossRef]
- Rauwel, E.; Galeckas, A.; Rauwel, P.; Sunding, M.F.; Fjellvåg, H. Precursor-Dependent Blue-Green Photoluminescence Emission of ZnO Nanorods. J. Phys. Chem. 2011, 115, 25227–25233. [Google Scholar] [CrossRef]
- Zuo, J.; Erbe, A. Optical and electronic properties of native zinc oxide films on polycrystalline Zn. Phys. Chem. Chem. Phys. 2010, 12, 11467–11476. [Google Scholar] [CrossRef]
- Morales, C.; del Campo, A.; Méndez, J.; Prieto, P.; Soriano, L. Re-Oxidation of ZnO Clusters Grown on HOPG. Coatings 2020, 10, 401. [Google Scholar] [CrossRef]
- Henderson, J.D.; Payne, B.P.; McIntyre, N.S.; Biesinger, M.C. Enhancing Oxygen Spectra Interpretation by Calculating Oxygen Linked to Adventitious Carbon. Surf. Interface Anal. 2025, 57, 214–220. [Google Scholar] [CrossRef]
- Das, A.; Deka, T.; Kumar, P.M.; Bhagavathiachari, M.; Nair, R.G. Ag-modified ZnO nanorods and its dual application in visible light-driven photoelectrochemical water oxidation and photocatalytic dye degradation: A correlation between optical and electrochemical properties. Adv. Powder Technol. 2022, 33, 103434. [Google Scholar] [CrossRef]
- Gurgur, E.; Oluyamo, S.S.; Adetuyi, A.O.; Omotunde, O.I.; Okoronkwo, A.E. Green synthesis of zinc oxide nanorods and zinc oxide–silver, zinc oxide-copper nanocomposites using Bridelia ferruginea as biotemplate. SN Appl. Sci. 2020, 2, 911. [Google Scholar] [CrossRef]
- Guo, W.; Chen, K.; Zhang, H. Synthesis and characterization of ZnO hexagonal sheets wrapped MoS2 sphere for tri-ethylamine gas sensing application. Ceram. Int. 2024, 50, 50890–50905. [Google Scholar] [CrossRef]
- Song, Y.; Zhang, S.; Zhang, C.; Yang, Y.; Lv, K. Raman Spectra and Microstructure of Zinc Oxide irradiated with Swift Heavy Ion. Crystals 2019, 9, 395. [Google Scholar] [CrossRef]
- Rajalakshmi, M.; Arora, A.K.; Bendre, B.S.; Mahamuni, S. Optical phonon confinement in zinc oxide nanorods. J. Appl. Phys. 2000, 87, 2445. [Google Scholar] [CrossRef]
- Aljaafari, A.; Ahmed, F.; Awada, C.; Shaalan, N.M. Flower-like ZnO Nanorods Synthesized by Microwave-Assisted One-Pot Method for Detecting Reducing Gases: Structural Properties and Sensing Reversibility. Front. Chem. 2020, 8, 456. [Google Scholar] [CrossRef] [PubMed]
- Makuła, P.; Pacia, M.; Macyk, W. How To Correctly Determine the Band Gap Energy of Modified Semiconductor Photocatalysts Based on UV–Vis Spectra. J. Phys. Chem. Lett. 2018, 9, 6814–6817. [Google Scholar] [CrossRef]
- da Silva-Neto, M.L.; de Oliveira, M.C.A.; Dominguez, C.T.; Lins, R.E.M.; Rakov, N.; de Araújo, C.B.; de Souza Menezes, L.; de Oliveira, H.P.; Gomes, A.S.L. UV random laser emission from flexible ZnO-Ag-enriched electrospun cellulose acetate fiber matrix. Sci. Rep. 2019, 9, 11765. [Google Scholar] [CrossRef] [PubMed]
- Vivek, C.; Balraj, B.; Thangavel, S. Structural, optical and electrical behavior of ZnO@Ag core–shell nanocomposite synthesized via novel plasmon-green mediated approach. J. Mater. Sci. Mater. Electron. 2019, 30, 11220–11230. [Google Scholar] [CrossRef]
- Mahalakshmi, S.; Hema, N.; Vijaya, P.P. In Vitro Biocompatibility and Antimicrobial activities of Zinc Oxide Nanorods (ZnO NPs) Prepared by Chemical and Green Synthetic Route- A Comparative Study. BioNanoScience 2020, 10, 112–121. [Google Scholar] [CrossRef]
- Kumar, S.; Pandey, J.; Tripathi, R.; Chauhan, R. Photoluminescence Investigations and Band Gap Engineering in Environment Friendly ZnO Nanorods: Enhanced Water Treatment Application and Defect Model. ACS Omega 2023, 8, 27732–27742. [Google Scholar] [CrossRef]
- Galdámez-Martinez, A.; Santana, G.; Güell, F.; Martínez-Alanis, P.R.; Dutt, A. Photoluminescence of ZnO Nanowires: A Review. Nanomaterials 2020, 10, 857. [Google Scholar] [CrossRef]
- Abdullin, A.K.; Cicero, G.; Gritsenko, L.V.; Kumekov, S.E.; Markhabaeva, A.A. Effect of annealing and hydrogen plasma treatment on the luminescence and persistent photoconductivity of polycrystalline ZnO films. J. Appl. Phys. 2017, 121, 245303-1–245303-6. [Google Scholar] [CrossRef]
- Ma, G.; Shi, Q.; Hou, X.; Peng, Y.; Liu, Q. An electrochemical sensor for simultaneous voltammetric detection of ascorbic acid and dopamine enabled by higher electrocatalytic activity of co-modified MCM-41 mesoporous molecular sieve. Front. Sustain. Food Syst. 2024, 8, 1448421. [Google Scholar] [CrossRef]
- Han, E.; Pan, Y.Y.; Li, L.; Cai, J.R. Bisphenol a detection based on nano gold-doped molecular imprinting electrochemical sensor with enhanced sensitivity. Food Chem. 2023, 426, 136608. [Google Scholar] [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.
Share and Cite
Gritsenko, L.V.; Paltusheva, Z.U.; Tastaibek, D.T.; Abdullin, K.A.; Kalkozova, Z.K.; Gabdullin, M.T.; Zeng, J. Highly Sensitive Zinc Oxide Nanorods for Non-Enzyme Electrochemical Detection of Ascorbic and Uric Acids. Biosensors 2026, 16, 143. https://doi.org/10.3390/bios16030143
Gritsenko LV, Paltusheva ZU, Tastaibek DT, Abdullin KA, Kalkozova ZK, Gabdullin MT, Zeng J. Highly Sensitive Zinc Oxide Nanorods for Non-Enzyme Electrochemical Detection of Ascorbic and Uric Acids. Biosensors. 2026; 16(3):143. https://doi.org/10.3390/bios16030143
Chicago/Turabian StyleGritsenko, Lesya V., Zhaniya U. Paltusheva, Dinara T. Tastaibek, Khabibulla A. Abdullin, Zhanar K. Kalkozova, Maratbek T. Gabdullin, and Juqin Zeng. 2026. "Highly Sensitive Zinc Oxide Nanorods for Non-Enzyme Electrochemical Detection of Ascorbic and Uric Acids" Biosensors 16, no. 3: 143. https://doi.org/10.3390/bios16030143
APA StyleGritsenko, L. V., Paltusheva, Z. U., Tastaibek, D. T., Abdullin, K. A., Kalkozova, Z. K., Gabdullin, M. T., & Zeng, J. (2026). Highly Sensitive Zinc Oxide Nanorods for Non-Enzyme Electrochemical Detection of Ascorbic and Uric Acids. Biosensors, 16(3), 143. https://doi.org/10.3390/bios16030143

