Effects of Inducing Gamma Oscillations in Hippocampal Subregions DG, CA3, and CA1 on the Potential Alleviation of Alzheimer’s Disease-Related Pathology: Computer Modeling and Simulations

The aim of this study was to evaluate the possibility of the gamma oscillation function (40&#8722;130 Hz) to reduce Alzheimer&#8217;s disease related pathology in a computer model of the hippocampal network dentate gyrus, CA3, and CA1 (DG-CA3-CA1) regions. <b>Methods</b>: Compute...

Full description

Bibliographic Details
Main Authors: Dariusz Świetlik, Jacek Białowąs, Janusz Moryś, Ilona Klejbor, Aida Kusiak
Format: Article
Language:English
Published: MDPI AG 2019-06-01
Series:Entropy
Subjects:
Online Access:https://www.mdpi.com/1099-4300/21/6/587
id doaj-ef046daaa5ba4ec3b06fda767daa5310
record_format Article
spelling doaj-ef046daaa5ba4ec3b06fda767daa53102020-11-25T00:16:47ZengMDPI AGEntropy1099-43002019-06-0121658710.3390/e21060587e21060587Effects of Inducing Gamma Oscillations in Hippocampal Subregions DG, CA3, and CA1 on the Potential Alleviation of Alzheimer’s Disease-Related Pathology: Computer Modeling and SimulationsDariusz Świetlik0Jacek Białowąs1Janusz Moryś2Ilona Klejbor3Aida Kusiak4Intrafaculty College of Medical Informatics and Biostatistics, Medical University of Gdańsk, 1 Debinki St., 80-211 Gdańsk, PolandDepartment of Anatomy and Neurobiology, Medical University of Gdańsk, 1 Debinki St., 80-211 Gdańsk, PolandDepartment of Anatomy and Neurobiology, Medical University of Gdańsk, 1 Debinki St., 80-211 Gdańsk, PolandDepartment of Anatomy and Neurobiology, Medical University of Gdańsk, 1 Debinki St., 80-211 Gdańsk, PolandDepartment of Periodontology and Oral Mucosa Diseases, Medical University of Gdańsk, 18 E. Orzeszkowej St., 80-204 Gdańsk, PolandThe aim of this study was to evaluate the possibility of the gamma oscillation function (40&#8722;130 Hz) to reduce Alzheimer&#8217;s disease related pathology in a computer model of the hippocampal network dentate gyrus, CA3, and CA1 (DG-CA3-CA1) regions. <b>Methods</b>: Computer simulations were made for a pathological model in which Alzheimer&#8217;s disease was simulated by synaptic degradation in the hippocampus. Pathology modeling was based on sequentially turning off the connections with entorhinal cortex layer 2 (EC2) and the dentate gyrus on CA3 pyramidal neurons. Gamma induction modeling consisted of simulating the oscillation provided by the septo-hippocampal pathway with band frequencies from 40&#8722;130 Hz. Pathological models with and without gamma induction were compared with a control. <b>Results</b>: In the hippocampal regions of DG, CA3, and CA1, and jointly DG-CA3-CA1 and CA3-CA1, gamma induction resulted in a statistically significant improvement in terms of increased numbers of spikes, spikes per burst, and burst duration as compared with the model simulating Alzheimer&#8217;s disease (AD). The positive maximal Lyapunov exponent was negative in both the control model and the one with gamma induction as opposed to the pathological model where it was positive within the DG-CA3-CA1 region. Gamma induction resulted in decreased transfer entropy in accordance with the information flow in DG &#8594; CA3 and CA3 &#8594; CA1. <b>Conclusions</b>: The results of simulation studies show that inducing gamma oscillations in the hippocampus may reduce Alzheimer&#8217;s disease related pathology. Pathologically higher transfer entropy values after gamma induction returned to values comparable to the control model.https://www.mdpi.com/1099-4300/21/6/587entropyneural networksAlzheimer’s diseasehippocampuslong-term potentiation (LTP)gamma oscillationscomputer simulation
collection DOAJ
language English
format Article
sources DOAJ
author Dariusz Świetlik
Jacek Białowąs
Janusz Moryś
Ilona Klejbor
Aida Kusiak
spellingShingle Dariusz Świetlik
Jacek Białowąs
Janusz Moryś
Ilona Klejbor
Aida Kusiak
Effects of Inducing Gamma Oscillations in Hippocampal Subregions DG, CA3, and CA1 on the Potential Alleviation of Alzheimer’s Disease-Related Pathology: Computer Modeling and Simulations
Entropy
entropy
neural networks
Alzheimer’s disease
hippocampus
long-term potentiation (LTP)
gamma oscillations
computer simulation
author_facet Dariusz Świetlik
Jacek Białowąs
Janusz Moryś
Ilona Klejbor
Aida Kusiak
author_sort Dariusz Świetlik
title Effects of Inducing Gamma Oscillations in Hippocampal Subregions DG, CA3, and CA1 on the Potential Alleviation of Alzheimer’s Disease-Related Pathology: Computer Modeling and Simulations
title_short Effects of Inducing Gamma Oscillations in Hippocampal Subregions DG, CA3, and CA1 on the Potential Alleviation of Alzheimer’s Disease-Related Pathology: Computer Modeling and Simulations
title_full Effects of Inducing Gamma Oscillations in Hippocampal Subregions DG, CA3, and CA1 on the Potential Alleviation of Alzheimer’s Disease-Related Pathology: Computer Modeling and Simulations
title_fullStr Effects of Inducing Gamma Oscillations in Hippocampal Subregions DG, CA3, and CA1 on the Potential Alleviation of Alzheimer’s Disease-Related Pathology: Computer Modeling and Simulations
title_full_unstemmed Effects of Inducing Gamma Oscillations in Hippocampal Subregions DG, CA3, and CA1 on the Potential Alleviation of Alzheimer’s Disease-Related Pathology: Computer Modeling and Simulations
title_sort effects of inducing gamma oscillations in hippocampal subregions dg, ca3, and ca1 on the potential alleviation of alzheimer’s disease-related pathology: computer modeling and simulations
publisher MDPI AG
series Entropy
issn 1099-4300
publishDate 2019-06-01
description The aim of this study was to evaluate the possibility of the gamma oscillation function (40&#8722;130 Hz) to reduce Alzheimer&#8217;s disease related pathology in a computer model of the hippocampal network dentate gyrus, CA3, and CA1 (DG-CA3-CA1) regions. <b>Methods</b>: Computer simulations were made for a pathological model in which Alzheimer&#8217;s disease was simulated by synaptic degradation in the hippocampus. Pathology modeling was based on sequentially turning off the connections with entorhinal cortex layer 2 (EC2) and the dentate gyrus on CA3 pyramidal neurons. Gamma induction modeling consisted of simulating the oscillation provided by the septo-hippocampal pathway with band frequencies from 40&#8722;130 Hz. Pathological models with and without gamma induction were compared with a control. <b>Results</b>: In the hippocampal regions of DG, CA3, and CA1, and jointly DG-CA3-CA1 and CA3-CA1, gamma induction resulted in a statistically significant improvement in terms of increased numbers of spikes, spikes per burst, and burst duration as compared with the model simulating Alzheimer&#8217;s disease (AD). The positive maximal Lyapunov exponent was negative in both the control model and the one with gamma induction as opposed to the pathological model where it was positive within the DG-CA3-CA1 region. Gamma induction resulted in decreased transfer entropy in accordance with the information flow in DG &#8594; CA3 and CA3 &#8594; CA1. <b>Conclusions</b>: The results of simulation studies show that inducing gamma oscillations in the hippocampus may reduce Alzheimer&#8217;s disease related pathology. Pathologically higher transfer entropy values after gamma induction returned to values comparable to the control model.
topic entropy
neural networks
Alzheimer’s disease
hippocampus
long-term potentiation (LTP)
gamma oscillations
computer simulation
url https://www.mdpi.com/1099-4300/21/6/587
work_keys_str_mv AT dariuszswietlik effectsofinducinggammaoscillationsinhippocampalsubregionsdgca3andca1onthepotentialalleviationofalzheimersdiseaserelatedpathologycomputermodelingandsimulations
AT jacekbiałowas effectsofinducinggammaoscillationsinhippocampalsubregionsdgca3andca1onthepotentialalleviationofalzheimersdiseaserelatedpathologycomputermodelingandsimulations
AT januszmorys effectsofinducinggammaoscillationsinhippocampalsubregionsdgca3andca1onthepotentialalleviationofalzheimersdiseaserelatedpathologycomputermodelingandsimulations
AT ilonaklejbor effectsofinducinggammaoscillationsinhippocampalsubregionsdgca3andca1onthepotentialalleviationofalzheimersdiseaserelatedpathologycomputermodelingandsimulations
AT aidakusiak effectsofinducinggammaoscillationsinhippocampalsubregionsdgca3andca1onthepotentialalleviationofalzheimersdiseaserelatedpathologycomputermodelingandsimulations
_version_ 1725382643876364288