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2019 | OriginalPaper | Chapter

An Adaptive Temporal-Causal Network Model for Stress Extinction Using Fluoxetine

Author : S. Sahand Mohammadi Ziabari

Published in: Artificial Intelligence Applications and Innovations

Publisher: Springer International Publishing

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Abstract

In this paper, an adaptive temporal causal network model based on drug therapy named fluoxetine to decrease the stress level of post-traumatic stress disorder is presented. The stress extinction is activated by a cognitive drug therapy (here fluoxetine) that uses continuous usage of medicine. The aim of this therapy is to reduce the connectivity between some components inside the brain which are responsible for causing stress. This computational model aspires to realistically demonstrate the activation of different portions of brain when the therapy is applied. The cognitive model starts with a situation of strong and continuous stress in an individual and after using fluoxetine the stress level begins to decrease over time. As a result, the patient will have a reduced stress level compared to not using drug.

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Literature
1.
go back to reference Blazer, D.: Mood Disorders: Epidemiology. Lippincott, Williams and Wilkins, New York (2000) Blazer, D.: Mood Disorders: Epidemiology. Lippincott, Williams and Wilkins, New York (2000)
2.
go back to reference Kuroki, T., Meltzer, H.Y., Ichikawa, J.: Effects of antipsychotic drugs on extracellular dopamine levels in rat medial prefrontal cortex and nucleus accumbens. J. Pharmacol. Exp. Ther. 288, 774–781 (1999) Kuroki, T., Meltzer, H.Y., Ichikawa, J.: Effects of antipsychotic drugs on extracellular dopamine levels in rat medial prefrontal cortex and nucleus accumbens. J. Pharmacol. Exp. Ther. 288, 774–781 (1999)
3.
go back to reference Bremner, J.D., et al.: MRI-based measurement of hippocampal volume in patients with combat-related posttraumatic stress disorder. Am. J. Psychiatry 152, 973–981 (1995)CrossRef Bremner, J.D., et al.: MRI-based measurement of hippocampal volume in patients with combat-related posttraumatic stress disorder. Am. J. Psychiatry 152, 973–981 (1995)CrossRef
4.
go back to reference Kodama, M., Fujioka, T., Duman, R.S.: Chronic olanzapine or fluoxetine administration increases cell proliferation in hippocampus and prefrontal cortex of adult rat. Biol. Psychiatry 57(2), 199 (2005)CrossRef Kodama, M., Fujioka, T., Duman, R.S.: Chronic olanzapine or fluoxetine administration increases cell proliferation in hippocampus and prefrontal cortex of adult rat. Biol. Psychiatry 57(2), 199 (2005)CrossRef
5.
go back to reference Pereira, A., et al.: Processing of tactile information by the hippocampus. Proc. Nat. Acad. Sci. U.S.A. 104(46), 18286–18291 (2007)CrossRef Pereira, A., et al.: Processing of tactile information by the hippocampus. Proc. Nat. Acad. Sci. U.S.A. 104(46), 18286–18291 (2007)CrossRef
6.
go back to reference Rocher, C., Spedding, M., Munoz, C., Jay, T.M.: Acute stressinduced changes in hippocampal/prefrontal circuits in rats: effects of antidepressants. Cereb. Cortex 14, 224–229 (2004)CrossRef Rocher, C., Spedding, M., Munoz, C., Jay, T.M.: Acute stressinduced changes in hippocampal/prefrontal circuits in rats: effects of antidepressants. Cereb. Cortex 14, 224–229 (2004)CrossRef
7.
go back to reference Kumaran, D., Maguire, E.A.: Which computational mechanisms operate in the hippocampus during novelty detection. Hippocampus 17(9), 735–748 (2007)CrossRef Kumaran, D., Maguire, E.A.: Which computational mechanisms operate in the hippocampus during novelty detection. Hippocampus 17(9), 735–748 (2007)CrossRef
9.
go back to reference Spennato, G., Zerbib, C., Mondadori, C., Garcia, R.: Fluoxetine protects hippocampal plasticity during conditioned fear stress and prevents fear learning potentiation. Psychopharmacology 196(4), 583–589 (2007). Epub 2007CrossRef Spennato, G., Zerbib, C., Mondadori, C., Garcia, R.: Fluoxetine protects hippocampal plasticity during conditioned fear stress and prevents fear learning potentiation. Psychopharmacology 196(4), 583–589 (2007). Epub 2007CrossRef
11.
go back to reference Schafer, W.R.: How do antidepressants work? Prospects for genetic analysis of drug mechanisms. Cell 98, 551–554 (1993)CrossRef Schafer, W.R.: How do antidepressants work? Prospects for genetic analysis of drug mechanisms. Cell 98, 551–554 (1993)CrossRef
12.
go back to reference Kessal, K., Deschaux, O., Chessel, A., Xu, L., Moreau, J.L., Garcia, R.: Fluoxetine reverses stress-induced fimbria-prefrontal LTP facilitation. NeuroReport 17, 319–322 (2006)CrossRef Kessal, K., Deschaux, O., Chessel, A., Xu, L., Moreau, J.L., Garcia, R.: Fluoxetine reverses stress-induced fimbria-prefrontal LTP facilitation. NeuroReport 17, 319–322 (2006)CrossRef
13.
go back to reference Rocher, C., Spedding, M., Munoz, C., Jay, T.M.: Acute stress-induced changes in hippocampal/prefrontal circuits in rats: effects of antidepressants. Cereb. Cortex 14, 224–229 (2004)CrossRef Rocher, C., Spedding, M., Munoz, C., Jay, T.M.: Acute stress-induced changes in hippocampal/prefrontal circuits in rats: effects of antidepressants. Cereb. Cortex 14, 224–229 (2004)CrossRef
14.
go back to reference Czeh, B., et al.: Chronic social stress inhibits cell proliferation in the adult medial prefrontal cortex: hemispheric asymmetry and reversal by fluoxetine treatment. Neuropsychopharmacology 32, 1490–1503 (2007)CrossRef Czeh, B., et al.: Chronic social stress inhibits cell proliferation in the adult medial prefrontal cortex: hemispheric asymmetry and reversal by fluoxetine treatment. Neuropsychopharmacology 32, 1490–1503 (2007)CrossRef
15.
go back to reference Cook, S.C., Well, C.L.: Chronic stress alters dendritic morphology in rat medial prefrontal cortex. J. Neurobiol. 60, 236–248 (2005)CrossRef Cook, S.C., Well, C.L.: Chronic stress alters dendritic morphology in rat medial prefrontal cortex. J. Neurobiol. 60, 236–248 (2005)CrossRef
16.
go back to reference Radley, J.J., Rocher, A.B., Janssen, W.G., Hof, P.R., McEwen, B.S., Morrison, J.H.: Reversibility of apical dendritic retraction in the rat medial prefrontal cortex following repeated stress. Exp. Neurol. 196, 199–203 (2005)CrossRef Radley, J.J., Rocher, A.B., Janssen, W.G., Hof, P.R., McEwen, B.S., Morrison, J.H.: Reversibility of apical dendritic retraction in the rat medial prefrontal cortex following repeated stress. Exp. Neurol. 196, 199–203 (2005)CrossRef
18.
go back to reference Treur, J.: Verification of temporal-causal network models by mathematical analysis. Vietnam J. Comput. Sci. 3, 207–221 (2016)CrossRef Treur, J.: Verification of temporal-causal network models by mathematical analysis. Vietnam J. Comput. Sci. 3, 207–221 (2016)CrossRef
19.
go back to reference Treur, J.: The ins and outs of network-oriented modeling: from biological networks and mental networks to social networks and beyond. In: Nguyen, N.T., Kowalczyk, R., Hernes, M. (eds.) Transactions on Computational Collective Intelligence. Paper for keynote lecture at ICCCI 2018, pp. 120–139. Springer, Heidelberg (2018). https://doi.org/10.1007/978-3-662-58611-2_2CrossRef Treur, J.: The ins and outs of network-oriented modeling: from biological networks and mental networks to social networks and beyond. In: Nguyen, N.T., Kowalczyk, R., Hernes, M. (eds.) Transactions on Computational Collective Intelligence. Paper for keynote lecture at ICCCI 2018, pp. 120–139. Springer, Heidelberg (2018). https://​doi.​org/​10.​1007/​978-3-662-58611-2_​2CrossRef
20.
go back to reference Treur, J., Sahand Mohammadi Ziabari, S.: An adaptive temporal-causal network model for decision making under acute stress. In: Nguyen, N.T., Pimenidis, E., Khan, Z., Trawiński, B. (eds.) ICCCI 2018. LNCS (LNAI), vol. 11056, pp. 13–25. Springer, Cham (2018). https://doi.org/10.1007/978-3-319-98446-9_2. Journal version: Mohammadi Ziabari, S.S., Treur, J.: An adaptive temporal-causal network model for decision making under acute stress. Vietnam J. Comput. Sci. (2018, submitted)CrossRef Treur, J., Sahand Mohammadi Ziabari, S.: An adaptive temporal-causal network model for decision making under acute stress. In: Nguyen, N.T., Pimenidis, E., Khan, Z., Trawiński, B. (eds.) ICCCI 2018. LNCS (LNAI), vol. 11056, pp. 13–25. Springer, Cham (2018). https://​doi.​org/​10.​1007/​978-3-319-98446-9_​2. Journal version: Mohammadi Ziabari, S.S., Treur, J.: An adaptive temporal-causal network model for decision making under acute stress. Vietnam J. Comput. Sci. (2018, submitted)CrossRef
21.
go back to reference Mohammadi Ziabari, S.S., Treur, J.: Computational analysis of gender differences in coping with extreme stressful emotions. In: Proceedings of the 9th International Conference on Biologically Inspired Cognitive Architecture (BICA2018). Elsevier (2018) Mohammadi Ziabari, S.S., Treur, J.: Computational analysis of gender differences in coping with extreme stressful emotions. In: Proceedings of the 9th International Conference on Biologically Inspired Cognitive Architecture (BICA2018). Elsevier (2018)
22.
go back to reference Mohammadi Ziabari, S.S., Treur, J.: A modeling environment for dynamic and adaptive network models implemented in Matlab. In: Proceedings of the 4th International Congress on Information and Communication Technology (ICICT 2019), 25–26 February. Springer, London (2019) Mohammadi Ziabari, S.S., Treur, J.: A modeling environment for dynamic and adaptive network models implemented in Matlab. In: Proceedings of the 4th International Congress on Information and Communication Technology (ICICT 2019), 25–26 February. Springer, London (2019)
23.
go back to reference Sahand Mohammadi-Ziabari, S., Treur, J.: Integrative biological, cognitive and affective modeling of a drug-therapy for a post-traumatic stress disorder. In: Fagan, D., Martín-Vide, C., O’Neill, M., Vega-Rodríguez, M.A. (eds.) TPNC 2018. LNCS, vol. 11324, pp. 292–304. Springer, Cham (2018). https://doi.org/10.1007/978-3-030-04070-3_23CrossRef Sahand Mohammadi-Ziabari, S., Treur, J.: Integrative biological, cognitive and affective modeling of a drug-therapy for a post-traumatic stress disorder. In: Fagan, D., Martín-Vide, C., O’Neill, M., Vega-Rodríguez, M.A. (eds.) TPNC 2018. LNCS, vol. 11324, pp. 292–304. Springer, Cham (2018). https://​doi.​org/​10.​1007/​978-3-030-04070-3_​23CrossRef
25.
go back to reference Sahand Mohammadi Ziabari, S., Treur, J.: Cognitive modeling of mindfulness therapy by autogenic training. In: Satapathy, S.C., Bhateja, V., Somanah, R., Yang, X.-S., Senkerik, R. (eds.) Information Systems Design and Intelligent Applications. AISC, vol. 863, pp. 53–66. Springer, Singapore (2019). https://doi.org/10.1007/978-981-13-3338-5_6CrossRef Sahand Mohammadi Ziabari, S., Treur, J.: Cognitive modeling of mindfulness therapy by autogenic training. In: Satapathy, S.C., Bhateja, V., Somanah, R., Yang, X.-S., Senkerik, R. (eds.) Information Systems Design and Intelligent Applications. AISC, vol. 863, pp. 53–66. Springer, Singapore (2019). https://​doi.​org/​10.​1007/​978-981-13-3338-5_​6CrossRef
26.
go back to reference Mohammadi Ziabari, S.S., Treur, J.: A temporal cognitive model of the influence of methylphenidate (ritalin) on test anxiety. In: Proceedings of the 4th International Congress on Information and Communication Technology (ICICT 2019), 25–26 February. Springer, London (2019) Mohammadi Ziabari, S.S., Treur, J.: A temporal cognitive model of the influence of methylphenidate (ritalin) on test anxiety. In: Proceedings of the 4th International Congress on Information and Communication Technology (ICICT 2019), 25–26 February. Springer, London (2019)
27.
go back to reference Mohammadi Ziabari, S.S., Treur, J.: An adaptive cognitive temporal-causal network model of a mindfulness therapy based on humor. In: International Conference on Computational Science (ICCS 2019), (2019, submitted) Mohammadi Ziabari, S.S., Treur, J.: An adaptive cognitive temporal-causal network model of a mindfulness therapy based on humor. In: International Conference on Computational Science (ICCS 2019), (2019, submitted)
28.
go back to reference Mohammadi Ziabari, S.S.: Integrative cognitive and affective modeling of deep Brain stimulation. In: Proceedings of the 32nd International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems (IEA/AIE 2019) (2019, submitted) Mohammadi Ziabari, S.S.: Integrative cognitive and affective modeling of deep Brain stimulation. In: Proceedings of the 32nd International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems (IEA/AIE 2019) (2019, submitted)
29.
go back to reference Andrianov, A., Guerriero, E., Mohammadi Ziabari, S.S.: Cognitive modeling of mindfulness therapy: effects of yoga on overcoming stress. In: Proceedings of the 16th International conference on Distributed Computing and Artificial Intelligence (DCAI 2019) (2019, submitted) Andrianov, A., Guerriero, E., Mohammadi Ziabari, S.S.: Cognitive modeling of mindfulness therapy: effects of yoga on overcoming stress. In: Proceedings of the 16th International conference on Distributed Computing and Artificial Intelligence (DCAI 2019) (2019, submitted)
30.
go back to reference de Haan, R.E., Blanker, M., Mohammadi Ziabari, S.S.: Integrative biological, cognitive and affective modeling of caffeine use on stress. In: Proceedings of the 16th International conference on Distributed Computing and Artificial Intelligence (DCAI 2019) (2019, submitted) de Haan, R.E., Blanker, M., Mohammadi Ziabari, S.S.: Integrative biological, cognitive and affective modeling of caffeine use on stress. In: Proceedings of the 16th International conference on Distributed Computing and Artificial Intelligence (DCAI 2019) (2019, submitted)
Metadata
Title
An Adaptive Temporal-Causal Network Model for Stress Extinction Using Fluoxetine
Author
S. Sahand Mohammadi Ziabari
Copyright Year
2019
DOI
https://doi.org/10.1007/978-3-030-19823-7_8

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