Computational Analysis of Microtubule-Mediated Saltatory Neuroelectrical Transmission: A Theoretical Exploration
Abstract
1. Introduction
2. Materials and Methods
2.1. Rationale for Using Seamless 15-PF MTs for Modeling Analysis
2.2. Estimation of the Electric Field (EF) Direction and Its Relative Intensity
2.3. Simulating the Movement of a Free Electron Inside a Neuro-MT
3. Results and Discussion
3.1. Overall Structure and Charge Distribution of a Neuro-MT
3.2. A Theoretical Neuro-MT at the Resting State
3.3. Electron Movements Inside a Theoretical Neuro-MT at the Active State
3.4. Mechanism of Neuro-MT-Mediated Saltatory Neuroelectrical Transmission
4. Conclusions, Limitations, and Future Directions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
| MT | microtubule |
| neuro-MT | neuro-microtubule |
| EF | electrical field |
| AP | action potential |
| NR | node of Ranvier |
| GDP | guanosine diphosphate |
| GTP | guanosine triphosphate |
| TYR | tyrosine |
| TRP | tryptophan |
References
- Zhu, B.T. Role of microtubules in neuroelectrical transmission: A hypothesis. Brain Netw. Modul. 2022, 1, 155–165. [Google Scholar] [CrossRef]
- Bardeen, J.; Cooper, L.N.; Schrieffer, J.R. Theory of superconductivity. Phys. Rev. 1957, 108, 1175–1204. [Google Scholar] [CrossRef]
- Zhu, B.T. An important structural requirement for the superconductor material: A hypothesis. arXiv 2022, arXiv:2207.01226v2. [Google Scholar] [CrossRef]
- Li, H.; DeRosier, D.J.; Nicholson, W.V.; Nogales, E.; Downing, K.H. Microtubule structure at 8 Å resolution. Structure 2002, 10, 1317–1328. [Google Scholar] [CrossRef] [PubMed]
- Nogales, E.; Wolf, S.G.; Downing, K.H. Structure of the αβ tubulin dimer by electron crystallography. Nature 1998, 391, 199–203, Erratum in Nature 1998, 393, 191. [Google Scholar] [CrossRef] [PubMed]
- Löwe, J.; Li, H.; Downing, K.H.; Nogales, E. Refined structure of αβ-tubulin at 3.5 Å resolution. J. Mol. Biol. 2001, 313, 1045–1057. [Google Scholar] [CrossRef] [PubMed]
- Tilney, L.G.; Bryan, J.; Bush, D.J.; Fujiwara, K.; Mooseker, M.S.; Murphy, D.B.; Snyder, D.H. Microtubules: Evidence for 13 protofilaments. J. Cell Biol. 1973, 59, 267–275. [Google Scholar] [CrossRef] [PubMed]
- Unger, E.; Böhm, K.J.; Vater, W. Structural diversity and dynamics of microtubules and polymorphic tubulin assemblies. Electron Microsc. Rev. 1990, 3, 355–395. [Google Scholar] [CrossRef] [PubMed]
- Nogales, E.; Whittaker, M.; Milligan, R.A.; Downing, K.H. High-resolution model of the microtubule. Cell 1999, 96, 79–88. [Google Scholar] [CrossRef] [PubMed]
- Portet, S.; Tuszyński, J.A.; Hogue, C.W.; Dixon, J.M. Elastic vibrations in seamless microtubules. Eur. Biophys. J. 2005, 34, 912–920. [Google Scholar] [CrossRef] [PubMed]
- Benoit, M.P.M.H.; Asenjo, A.B.; Sosa, H. Cryo-EM reveals the structural basis of microtubule depolymerization by kinesin-13s. Nat. Commun. 2018, 9, 1662, Erratum in Nat. Commun. 2018, 9, 2748. [Google Scholar] [CrossRef] [PubMed]
- Kellogg, E.H.; Hejab, N.M.A.; Poepsel, S.; Downing, K.H.; DiMaio, F.; Nogales, E. Near-atomic model of microtubule-tau interactions. Science 2018, 360, 1242–1246. [Google Scholar] [CrossRef] [PubMed]
- Garnett, J.A.; Atherton, J. Structure determination of microtubules and Pili: Past, present, and future directions. Front. Mol. Biosci. 2022, 8, 830304. [Google Scholar] [CrossRef] [PubMed]
- Kalra, A.P.; Patel, S.D.; Bhuiyan, A.F.; Preto, J.; Scheuer, K.G.; Mohammed, U.; Lewis, J.D.; Rezania, V.; Shankar, K.; Tuszynski, J.A. Investigation of the electrical properties of microtubule ensembles under cell-like conditions. Nanomaterials 2020, 10, 265. [Google Scholar] [CrossRef] [PubMed]
- Priel, A.; Ramos, A.J.; Tuszynski, J.A.; Cantiello, H.F. A biopolymer transistor: Electrical amplification by microtubules. Biophys. J. 2006, 9, 4639–4643. [Google Scholar] [CrossRef]
- Cantero, M.D.R.; Villa Etchegoyen, C.; Perez, P.L.; Scarinci, N.; Cantiello, H.F. Bundles of Brain Microtubules Generate Electrical Oscillations. Sci. Rep. 2018, 8, 11899. [Google Scholar] [CrossRef] [PubMed]
- Cantero, M.D.R.; Perez, P.L.; Scarinci, N.; Cantiello, H.F. Two-Dimensional Brain Microtubule Structures Behave as Memristive Devices. Sci. Rep. 2019, 9, 12398. [Google Scholar] [CrossRef] [PubMed]
- Georgiev, D.D. Electric and Magnetic Fields Inside Neurons and Their Impact upon the Cytoskeletal Microtubules. In Rhythmic Oscillations in Proteins to Human Cognition; Bandyopadhyay, A., Ray, K., Eds.; Springer: Singapore, 2021; pp. 51–102. [Google Scholar]
- Gutierrez, B.C.; Cantiello, H.F.; Rocío Cantero, M.D. Electrical oscillations of isolated brain microtubules. Biophys. J. 2021, 120, 255a–256a. [Google Scholar] [CrossRef]
- Kalra, A.P.; Benny, A.; Travis, S.M.; Zizzi, E.A.; Morales-Sanchez, A.; Oblinsky, D.G.; Craddock, T.J.A.; Hameroff, S.R.; MacIver, M.B.; Tuszyński, J.A.; et al. Electronic energy migration in microtubules. ACS Cent. Sci. 2023, 9, 352–361. [Google Scholar] [CrossRef] [PubMed]
- Kalra, A.P.; Eakins, B.B.; Patel, S.D.; Ciniero, G.; Rezania, V.; Shankar, K.; Tuszynski, J.A. All wired Up: An exploration of the electrical properties of microtubules and tubulin. ACS Nano 2020, 14, 16301–16320. [Google Scholar] [CrossRef] [PubMed]
- Brown, J.A.; Tuszyński, J.A. Dipole interactions in axonal microtubules as a mechanism of signal propagation. Phys. Rev. E 1997, 56, 5834–5840. [Google Scholar] [CrossRef]
- Schoutens, J.E. Dipole-dipole interactions in microtubules. J. Biol. Phys. 2005, 31, 35–55. [Google Scholar] [CrossRef] [PubMed]
- Tuszyński, J.A.; Brown, J.A.; Crawford, E.; Carpenter, E.J.; Nip, M.L.A.; Dixon, J.M.; Satarić, M.V. Molecular dynamics simulations of tubulin structure and calculations of electrostatic properties of microtubules. Math. Comput. Model. 2005, 41, 1055–1070. [Google Scholar] [CrossRef]
- Luchko, T.; Huzil, J.T.; Stepanova, M.; Tuszynski, J. Conformational analysis of the carboxy-terminal tails of human beta-tubulin isotypes. Biophys. J. 2008, 94, 1971–1982. [Google Scholar] [CrossRef] [PubMed]
- Zeiger, A.S.; Layton, B.E. Molecular modeling of the axial and circumferential elastic moduli of tubulin. Biophys. J. 2008, 95, 3606–3618. [Google Scholar] [CrossRef] [PubMed]
- Satarić, M.V.; Ilić, D.I.; Ralević, N.; Tuszynski, J.A. A nonlinear model of ionic wave propagation along microtubules. Eur. Biophys. J. 2009, 38, 637–647. [Google Scholar] [CrossRef] [PubMed]
- Wells, D.B.; Aksimentiev, A. Mechanical properties of a complete microtubule revealed through molecular dynamics simulation. Biophys. J. 2010, 99, 629–637. [Google Scholar] [CrossRef] [PubMed]
- Freedman, H.; Rezania, V.; Priel, A.; Carpenter, E.; Noskov, S.Y.; Tuszynski, J.A. Model of ionic currents through microtubule nanopores and the lumen. Phys. Rev. E Stat. Nonlinear Soft Matter Phys. 2010, 81, 051912. [Google Scholar] [CrossRef]
- Freedman, H.; Luchko, T.; Luduena, R.F.; Tuszynski, J.A. Molecular dynamics modeling of tubulin C-terminal tail interactions with the microtubule surface. Proteins 2011, 79, 2968–2982. [Google Scholar] [CrossRef] [PubMed]
- Sekulić, D.L.; Satarić, B.M.; Tuszynski, J.A.; Satarić, M.V. Nonlinear ionic pulses along microtubules. Eur. Phys. J. E Soft Matter 2011, 34, 49. [Google Scholar] [CrossRef] [PubMed]
- Ayoub, A.T.; Staelens, M.; Prunotto, A.; Deriu, M.A.; Danani, A.; Klobukowski, M.; Tuszynski, J.A. Explaining the Microtubule Energy Balance, Contributions Due to Dipole Moments, Charges, van der Waals and Solvation Energy. Int. J. Mol. Sci. 2017, 18, 2042. [Google Scholar] [CrossRef] [PubMed]
- Hemmat, M.; Castle, B.T.; Sachs, J.N.; Odde, D.J. Multiscale Computational Modeling of Tubulin-Tubulin Lateral Interaction. Biophys. J. 2019, 117, 1234–1249. [Google Scholar] [CrossRef] [PubMed]
- Marracino, P.; Havelka, D.; Průša, J.; Liberti, M.; Tuszynski, J.; Ayoub, A.T.; Apollonio, F.; Cifra, M. Tubulin response to intense nanosecond-scale electric field in molecular dynamics simulation. Sci. Rep. 2019, 9, 10477. [Google Scholar] [CrossRef] [PubMed]
- Tong, D.; Voth, G.A. Microtubule Simulations Provide Insight into the Molecular Mechanism Underlying Dynamic Instability. Biophys. J. 2020, 118, 2938–2951. [Google Scholar] [CrossRef] [PubMed]
- Hemmat, M.; Odde, D.J. Atomistic basis of microtubule dynamic instability assessed via multiscale modeling. Ann. Biomed. Eng. 2021, 49, 1716–1734, Erratum in Ann. Biomed. Eng. 2021,49, 2672. [Google Scholar] [CrossRef] [PubMed]
- Průša, J.; Ayoub, A.T.; Chafai, D.E.; Havelka, D.; Cifra, M. Electro-opening of a microtubule lattice in silico. Comput. Struct. Biotechnol. J. 2021, 19, 1488–1496. [Google Scholar] [CrossRef] [PubMed]
- Pokorný, J.; Pokorný, J.; Vrba, J. Generation of electromagnetic field by microtubules. Int. J. Mol. Sci. 2021, 22, 8215. [Google Scholar] [CrossRef] [PubMed]
- Eakins, B.B.; Patel, S.D.; Kalra, A.P.; Rezania, V.; Shankar, K.; Tuszynski, J.A. Modeling Microtubule Counterion Distributions and Conductivity Using the Poisson-Boltzmann Equation. Front. Mol. Biosci. 2021, 8, 650757. [Google Scholar] [CrossRef] [PubMed]
- Shi, X.X.; Wang, P.Y.; Chen, H.; Xie, P. Studies of conformational changes of tubulin induced by interaction with kinesin using atomistic molecular dynamics simulations. Int. J. Mol. Sci. 2021, 22, 6709. [Google Scholar] [CrossRef] [PubMed]
- Kliuchnikov, E.; Klyshko, E.; Kelly, M.S.; Zhmurov, A.; Dima, R.I.; Marx, K.A.; Barsegov, V. Microtubule assembly and disassembly dynamics model, Exploring dynamic instability and identifying features of Microtubules’ Growth, Catastrophe, Shortening, and Rescue. Comput. Struct. Biotechnol. J. 2022, 20, 953–974. [Google Scholar] [CrossRef] [PubMed]
- Guo, W.; Ale, T.A.; Sun, S.; Sanchez, J.E.; Li, L.A. Comprehensive study on the electrostatic properties of tubulin-tubulin complexes in microtubules. Cells 2023, 12, 238. [Google Scholar] [CrossRef] [PubMed]
- Berman, H.M.; Westbrook, J.; Feng, Z.; Gilliland, G.; Bhat, T.N.; Weissig, H.; Shindyalov, I.N.; Bourne, P.E. The Protein Data Bank. Nucleic Acids Res. 2000, 28, 235–242. [Google Scholar] [CrossRef] [PubMed]
- Jumper, J.; Evans, R.; Pritzel, A.; Green, T.; Figurnov, M.; Ronneberger, O.; Tunyasuvunakool, K.; Bates, R.; Žídek, A.; Potapenko, A.; et al. Highly accurate protein structure prediction with AlphaFold. Nature 2021, 596, 583–589. [Google Scholar] [CrossRef] [PubMed]
- Huang, J.; Rauscher, S.; Nawrocki, G.; Ran, T.; Feig, M.; de Groot, B.L.; Grubmüller, H.; MacKerell, A.D., Jr. CHARMM36m: An improved force field for folded and intrinsically disordered proteins. Nat. Methods 2017, 14, 71–73. [Google Scholar] [PubMed]
- Jo, S.; Kim, T.; Iyer, V.G.; Im, W. CHARMM-GUI: A web-based graphical user interface for CHARMM. J. Comput. Chem. 2008, 29, 1859–1865. [Google Scholar] [CrossRef] [PubMed]
- Rosenbluth, J. Intramembranous particle distribution at the node of Ranvier and adjacent axolemma in myelinated axons of the frog brain. J. Neurocytol. 1976, 5, 731–745. [Google Scholar] [CrossRef] [PubMed]
- Ritchie, J.M.; Rogart, R.B. Density of sodium channels in mammalian myelinated nerve fibers and nature of the axonal membrane under the myelin sheath. Proc. Natl. Acad. Sci. USA 1977, 74, 211–215. [Google Scholar] [CrossRef] [PubMed]
- Hille, B. Ion Channels of Excitable Membranes; Sinauer Associates: Sunderland, MA, USA, 2001. [Google Scholar]
- Cuveillier, C.; Delaroche, J.; Seggio, M.; Gory-Fauré, S.; Bosc, C.; Denarier, E.; Bacia, M.; Schoehn, G.; Mohrbach, H.; Kulić, I.; et al. MAP6 is an intraluminal protein that induces neuronal microtubules to coil. Sci. Adv. 2020, 6, eaaz4344. [Google Scholar] [CrossRef] [PubMed]
- Prasad, A.R.; Luduena, R.F.; Horowitz, P.M. Detection of energy transfer between tryptophan residues in the tubulin molecule and bound bis(8-anilinonaphthalene-1-sulfonate), an inhibitor of microtubule assembly, that binds to a flexible region on tubulin. Biochemistry 1986, 25, 5638–5645. [Google Scholar] [CrossRef]
- Shih, C.; Museth, A.K.; Abrahamsson, M.; Blanco-Rodriguez, A.M.; Di Bilio, A.J.; Sudhamsu, J.; Crane, B.R.; Ronayne, K.L.; Towrie, M.; Vlcek, A.; et al. Tryptophan-accelerated electron flow through proteins. Science 2008, 320, 1760–1762. [Google Scholar] [CrossRef] [PubMed]
- Sardar, P.S.; Maity, S.S.; Das, L.; Ghosh, S. Luminescence studies of perturbation of tryptophan residues of tubulin in the complexes of tubulin with colchicine and colchicine analogues. Biochemistry 2007, 46, 14544–14556. [Google Scholar] [CrossRef] [PubMed]
- Aubert, C.; Mathis, P.; Eker, A.P.; Brettel, K. Intraprotein electron transfer between tyrosine and tryptophan in DNA photolyase from Anacystis nidulans. Proc. Natl. Acad. Sci. USA 1999, 96, 5423–5427. [Google Scholar] [CrossRef] [PubMed]
- Lacombat, F.; Espagne, A.; Dozova, N.; Plaza, P.; Müller, P.; Brettel, K.; Franz-Badur, S.; Essen, L.O. Ultrafast oxidation of a tyrosine by proton-coupled electron transfer promotes light activation of an animal-like cryptochrome. J. Am. Chem. Soc. 2019, 141, 13394–13409. [Google Scholar] [CrossRef] [PubMed]
- Tasaki, I. New measurements of the capacity and the resistance of the myelin sheath and the nodal membrane of the isolated frog nerve fiber. Am. J. Physiol. 1955, 181, 639–650. [Google Scholar] [CrossRef] [PubMed]




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Yang, Y.X.; Zhu, B.T. Computational Analysis of Microtubule-Mediated Saltatory Neuroelectrical Transmission: A Theoretical Exploration. Biophysica 2026, 6, 61. https://doi.org/10.3390/biophysica6040061
Yang YX, Zhu BT. Computational Analysis of Microtubule-Mediated Saltatory Neuroelectrical Transmission: A Theoretical Exploration. Biophysica. 2026; 6(4):61. https://doi.org/10.3390/biophysica6040061
Chicago/Turabian StyleYang, Yong Xiao, and Bao Ting Zhu. 2026. "Computational Analysis of Microtubule-Mediated Saltatory Neuroelectrical Transmission: A Theoretical Exploration" Biophysica 6, no. 4: 61. https://doi.org/10.3390/biophysica6040061
APA StyleYang, Y. X., & Zhu, B. T. (2026). Computational Analysis of Microtubule-Mediated Saltatory Neuroelectrical Transmission: A Theoretical Exploration. Biophysica, 6(4), 61. https://doi.org/10.3390/biophysica6040061

