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Published in: Medical & Biological Engineering & Computing 2/2011

01-02-2011 | Original Article

A hybrid approach for the control of axonal outgrowth: preliminary simulation results

Authors: Gianni Ciofani, Pier Nicola Sergi, Jacopo Carpaneto, Silvestro Micera

Published in: Medical & Biological Engineering & Computing | Issue 2/2011

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Abstract

The possible control of axonal outgrowth during neural regeneration could be very useful not only from a neurobiological point of view, but also in the field of neural interfaces. In this manuscript, simulations are presented which investigate the possibility of guiding axons by using a hybrid approach based on the combined used of a chemical model and of a genetic algorithm. Microspheres embedding chemical cues on the basis of information provided by a genetic algorithm are placed to impose a desired trajectory on the axons. Two kinds of simulations were carried out: (i) tracking of linear trajectories; (ii) tracking of trajectories, which were reconstructed from real axonal extension. The results achieved during the simulations seem to confirm the possible use of this approach to guide axonal outgrowth, being the obtained trajectories congruent to possible actual situations. Moreover, the model can be easily extended to a three-dimensional environment.

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Literature
1.
go back to reference Cao X, Schoichet MS (1999) Delivering neuroactive molecules from biodegradable microspheres for application in central nervous system disorders. Biomaterials 20:329–339CrossRefPubMed Cao X, Schoichet MS (1999) Delivering neuroactive molecules from biodegradable microspheres for application in central nervous system disorders. Biomaterials 20:329–339CrossRefPubMed
2.
go back to reference Chan L, Lee H, Heng P (2002) Production of alginate microspheres by internal gelation using an emulsification method. Int J Pharm 242:259–262CrossRefPubMed Chan L, Lee H, Heng P (2002) Production of alginate microspheres by internal gelation using an emulsification method. Int J Pharm 242:259–262CrossRefPubMed
3.
go back to reference Chang X, Lilly JH (2004) Evolutionary design of a fuzzy classifier from data. IEEE Trans Syst Man Cybern B Cybern 34:1894–1906CrossRefPubMed Chang X, Lilly JH (2004) Evolutionary design of a fuzzy classifier from data. IEEE Trans Syst Man Cybern B Cybern 34:1894–1906CrossRefPubMed
4.
go back to reference Ciofani G, Raffa V, Menciassi A, Micera S, Dario P (2007) A drug delivery system based on alginate microspheres: mass-transport test and in vitro validation. Biomed Microdevices 9:395–403CrossRefPubMed Ciofani G, Raffa V, Menciassi A, Micera S, Dario P (2007) A drug delivery system based on alginate microspheres: mass-transport test and in vitro validation. Biomed Microdevices 9:395–403CrossRefPubMed
5.
go back to reference Ciofani G, Raffa V, Menciassi A, Cuschieri A, Micera S (2009) Magnetic alginate microspheres: system for the position controlled delivery of nerve growth factor. Biomed Microdevices 11:517–527CrossRefPubMed Ciofani G, Raffa V, Menciassi A, Cuschieri A, Micera S (2009) Magnetic alginate microspheres: system for the position controlled delivery of nerve growth factor. Biomed Microdevices 11:517–527CrossRefPubMed
6.
go back to reference Dario P, Garzella P, Toro M, Micera S, Alavi M, Meyer U, Valderrama E, Sebastiani L, Ghelarducci B, Mazzoni C, Pastacaldi P (1998) Neural interfaces for regenerated nerve stimulation and recording. IEEE Trans Rehabil Eng 6:353–363CrossRefPubMed Dario P, Garzella P, Toro M, Micera S, Alavi M, Meyer U, Valderrama E, Sebastiani L, Ghelarducci B, Mazzoni C, Pastacaldi P (1998) Neural interfaces for regenerated nerve stimulation and recording. IEEE Trans Rehabil Eng 6:353–363CrossRefPubMed
7.
go back to reference Deb K, Anand A, Joshi D (2002) A computationally efficient evolutionary algorithm for real-parameter optimization. Evol Comput 10:371–395CrossRefPubMed Deb K, Anand A, Joshi D (2002) A computationally efficient evolutionary algorithm for real-parameter optimization. Evol Comput 10:371–395CrossRefPubMed
8.
go back to reference Dhillon GS, Horch KW (2005) Direct neural sensory feedback and control of a prosthetic arm. IEEE Trans Neural Syst Rehabil Eng 13:468–472CrossRefPubMed Dhillon GS, Horch KW (2005) Direct neural sensory feedback and control of a prosthetic arm. IEEE Trans Neural Syst Rehabil Eng 13:468–472CrossRefPubMed
9.
go back to reference Edell DJ (1986) A peripheral nerve information transducer for amputees: long-term multichannel recordings from rabbit peripheral nerves. IEEE Trans Biomed Eng 33:203–214CrossRefPubMed Edell DJ (1986) A peripheral nerve information transducer for amputees: long-term multichannel recordings from rabbit peripheral nerves. IEEE Trans Biomed Eng 33:203–214CrossRefPubMed
13.
go back to reference Goodhill GJ, Gu M, Urbach JS (2004) Predicting axonal response to molecular gradients with a computational model of filopodial dynamics. Neural Comput 16:2221–2243CrossRefPubMed Goodhill GJ, Gu M, Urbach JS (2004) Predicting axonal response to molecular gradients with a computational model of filopodial dynamics. Neural Comput 16:2221–2243CrossRefPubMed
14.
go back to reference Grill WM, Norman SE, Bellamkonda RV (2009) Implanted neural interfaces: biochallenges and engineered solutions. Annu Rev Biomed Eng 11:1–24CrossRefPubMed Grill WM, Norman SE, Bellamkonda RV (2009) Implanted neural interfaces: biochallenges and engineered solutions. Annu Rev Biomed Eng 11:1–24CrossRefPubMed
15.
go back to reference Höke A, Redett R, Hameed H, Jari R, Zhou C, Li ZB, Griffin JW, Brushart TM (2006) Schwann cells express motor and sensory phenotypes that regulate axon regeneration. J Neurosci 26:9646–9655CrossRefPubMed Höke A, Redett R, Hameed H, Jari R, Zhou C, Li ZB, Griffin JW, Brushart TM (2006) Schwann cells express motor and sensory phenotypes that regulate axon regeneration. J Neurosci 26:9646–9655CrossRefPubMed
16.
go back to reference Holland JH (1975) Adaptation in natural and artificial systems. MIT Press, Cambridge Holland JH (1975) Adaptation in natural and artificial systems. MIT Press, Cambridge
17.
go back to reference Hudson TW, Evans GR, Schmidt CE (1999) Engineering strategies for peripheral nerve repair. Clin Plast Surg 26:617–628PubMed Hudson TW, Evans GR, Schmidt CE (1999) Engineering strategies for peripheral nerve repair. Clin Plast Surg 26:617–628PubMed
18.
go back to reference Jin Y, Branke J (2005) Evolutionary optimization in uncertain environments—a survey. IEEE Trans Evol Comput 9:303–317CrossRef Jin Y, Branke J (2005) Evolutionary optimization in uncertain environments—a survey. IEEE Trans Evol Comput 9:303–317CrossRef
19.
go back to reference Krottje JK, van Ooyen A (2007) A mathematical framework for modeling axon guidance. Bull Math Biol 69:3–31CrossRefPubMed Krottje JK, van Ooyen A (2007) A mathematical framework for modeling axon guidance. Bull Math Biol 69:3–31CrossRefPubMed
20.
go back to reference Lago N, Ceballos D, Rodríguez FJ, Stieglitz T, Navarro X (2005) Long term assessment of axonal regeneration through polyimide regenerative electrodes to interface the peripheral nerve. Biomaterials 26:2021–2031CrossRefPubMed Lago N, Ceballos D, Rodríguez FJ, Stieglitz T, Navarro X (2005) Long term assessment of axonal regeneration through polyimide regenerative electrodes to interface the peripheral nerve. Biomaterials 26:2021–2031CrossRefPubMed
21.
go back to reference Li GH, Qin CD (1996) A model for neurite growth and neuronal morphogenesis. Math Biosci 132:97–110CrossRefPubMed Li GH, Qin CD (1996) A model for neurite growth and neuronal morphogenesis. Math Biosci 132:97–110CrossRefPubMed
22.
go back to reference Maskery S, Shinbrot T (2005) Deterministic and stochastic elements of axonal guidance. Annu Rev Biomed Eng 7:187–221CrossRefPubMed Maskery S, Shinbrot T (2005) Deterministic and stochastic elements of axonal guidance. Annu Rev Biomed Eng 7:187–221CrossRefPubMed
23.
go back to reference Maysinger D, Krieglstein K, Filipovic-Grcic J, Sendtner M, Unsicker K, Richardson P (1996) Microencapsulated ciliary neurotrophic factor: physical properties and biological activities. Exp Neurol 138:177–188CrossRefPubMed Maysinger D, Krieglstein K, Filipovic-Grcic J, Sendtner M, Unsicker K, Richardson P (1996) Microencapsulated ciliary neurotrophic factor: physical properties and biological activities. Exp Neurol 138:177–188CrossRefPubMed
24.
go back to reference Mezura-Montes E, Coello CAC (2005) A simple multimembered evolution strategy to solve constrained optimization problems. IEEE Trans Evol Comput 9:1–17CrossRef Mezura-Montes E, Coello CAC (2005) A simple multimembered evolution strategy to solve constrained optimization problems. IEEE Trans Evol Comput 9:1–17CrossRef
25.
go back to reference Micera S, Citi L, Rigosa J, Carpaneto J, Raspopovic S, Dipino G, Rossini L, Yoshida K, Rossini PM (2010) Decoding sensory and motor information from neural signals recorded using intraneural electrodes: towards the development of a neurocontrolled hand prosthesis. Proc IEEE 98:407–417CrossRef Micera S, Citi L, Rigosa J, Carpaneto J, Raspopovic S, Dipino G, Rossini L, Yoshida K, Rossini PM (2010) Decoding sensory and motor information from neural signals recorded using intraneural electrodes: towards the development of a neurocontrolled hand prosthesis. Proc IEEE 98:407–417CrossRef
26.
go back to reference Micera S, Navarro X (2009) Bidirectional interfaces with the peripheral nervous system. Int Rev Neurobiol 86:23–38CrossRefPubMed Micera S, Navarro X (2009) Bidirectional interfaces with the peripheral nervous system. Int Rev Neurobiol 86:23–38CrossRefPubMed
27.
go back to reference Micera S, Carrozza M, Vecchi F, Beccai L, Dario P (2006) Hybrid bionic systems for the replacement of hand function. Proc IEEE 94:1752–1762CrossRef Micera S, Carrozza M, Vecchi F, Beccai L, Dario P (2006) Hybrid bionic systems for the replacement of hand function. Proc IEEE 94:1752–1762CrossRef
28.
go back to reference Michalewicz Z (1994) Genetic algorithms + data structures = evolution programs. Springer-Verlag New York, Inc., New York, NY, USA Michalewicz Z (1994) Genetic algorithms + data structures = evolution programs. Springer-Verlag New York, Inc., New York, NY, USA
29.
go back to reference Millesi H, Ganglberger J, Berger A (1967) Erfharungen mit der Mikrochirurgie peripherer. Nerven Chir Plast 3:47 Millesi H, Ganglberger J, Berger A (1967) Erfharungen mit der Mikrochirurgie peripherer. Nerven Chir Plast 3:47
30.
go back to reference Ming G, Henley J, Tessier-Lavigne M, Song H, Poo M (2001) Electrical activity modulates growth cone guidance by diffusible factors. Neuron 29:441–452CrossRefPubMed Ming G, Henley J, Tessier-Lavigne M, Song H, Poo M (2001) Electrical activity modulates growth cone guidance by diffusible factors. Neuron 29:441–452CrossRefPubMed
31.
go back to reference Navarro X, Krueger TB, Lago N, Micera S, Stieglitz T, Dario P (2005) A critical review of interfaces with the peripheral nervous system for the control of neuroprostheses and hybrid bionic systems. J Peripher Nerv Syst 10:229–258CrossRefPubMed Navarro X, Krueger TB, Lago N, Micera S, Stieglitz T, Dario P (2005) A critical review of interfaces with the peripheral nervous system for the control of neuroprostheses and hybrid bionic systems. J Peripher Nerv Syst 10:229–258CrossRefPubMed
32.
go back to reference Ramachandran A, Schuettler M, Lago N, Doerge T, Koch KP, Navarro X, Hoffmann KP, Stieglitz T (2006) Design, in vitro and in vivo assessment of a multi-channel sieve electrode with integrated multiplexer. J Neural Eng 3:114–124CrossRefPubMed Ramachandran A, Schuettler M, Lago N, Doerge T, Koch KP, Navarro X, Hoffmann KP, Stieglitz T (2006) Design, in vitro and in vivo assessment of a multi-channel sieve electrode with integrated multiplexer. J Neural Eng 3:114–124CrossRefPubMed
33.
go back to reference Riso RR (1999) Strategies for providing upper extremity amputees with tactile and hand position feedback—moving closer to the bionic arm. Technol Health Care 7:401–409PubMed Riso RR (1999) Strategies for providing upper extremity amputees with tactile and hand position feedback—moving closer to the bionic arm. Technol Health Care 7:401–409PubMed
34.
go back to reference Rudolph G (1994) Convergence analysis of canonical genetic algorithms. IEEE Trans Neural Netw 5:96–101CrossRefPubMed Rudolph G (1994) Convergence analysis of canonical genetic algorithms. IEEE Trans Neural Netw 5:96–101CrossRefPubMed
35.
go back to reference Segev R, Ben-Jacob E (2000) Generic modeling of chemotactic based self-wiring of neural networks. Neural Netw 13:185–199CrossRefPubMed Segev R, Ben-Jacob E (2000) Generic modeling of chemotactic based self-wiring of neural networks. Neural Netw 13:185–199CrossRefPubMed
36.
Metadata
Title
A hybrid approach for the control of axonal outgrowth: preliminary simulation results
Authors
Gianni Ciofani
Pier Nicola Sergi
Jacopo Carpaneto
Silvestro Micera
Publication date
01-02-2011
Publisher
Springer-Verlag
Published in
Medical & Biological Engineering & Computing / Issue 2/2011
Print ISSN: 0140-0118
Electronic ISSN: 1741-0444
DOI
https://doi.org/10.1007/s11517-010-0687-x

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