The Multi-Scale Impact of the Alzheimer's Disease on the Topology Diversity of Astrocyte Molecular Communications Nanonetworks

被引:19
作者
Barros, Michael Taynnan [1 ]
Silva, Walisson [2 ]
Miranda Regis, Carlos Danilo [2 ]
机构
[1] Waterford Inst Technol, Telecommun Software & Syst Grp, Waterford X91 K0EK, Ireland
[2] Fed Inst Educ Sci & Technol Paraiba, BR-58000000 Joao Pessoa, Paraiba, Brazil
基金
爱尔兰科学基金会;
关键词
Molecular communications; nanonetworks; bionano sensing; communication theory; Alzheimer's; ENDOPLASMIC-RETICULUM; AMYLOID HYPOTHESIS; MODEL; INFORMATION; OSCILLATIONS; ASTROGLIOSIS; MODULATION; SIMULATION; PLASTICITY; NETWORKS;
D O I
10.1109/ACCESS.2018.2885518
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The Internet of Bio-Nano-Things is a new paradigm that can bring novel remotely controlled actuation and sensing techniques inside the human body. Toward precise bionano sensing techniques in the brain, we investigate the challenges of modeling spatial distribution of astrocyte networks by developing a mathematical framework that lays the groundwork for future early detection techniques of the neurode-generative disease. In this paper, we investigate the effect of the beta-amyloid plaques in astrocytes with Alzheimer's disease. We developed a computation model of healthy and Alzheimer's diseases astrocytes networks from the state-of-the-art models and results that account for the intracellular pathways, IP3 dynamics, gap junctions, voltage-gated calcium channels, and astrocytes volumes. We also implemented different types of astrocytes network topologies, including shortcut networks, regular degree networks, Erdos Renyi networks, and link radius networks. A proposed multi-scale stochastic computational model captures the relationship between the intracellular and intercellular scales. Finally, we designed and evaluated a single-hop communication system with frequency modulation using metrics such as propagation extend, molecular delay, and channel gain. The results show that the more unstable but at the same time lower level oscillations of Alzheimer's astrocyte networks can create a multi-scale effect on communication between astrocytes with increased molecular delay and lower channel gain compared to healthy astrocytes, with an elevated impact on Erdos Renyi network and link radius network topologies.
引用
收藏
页码:78904 / 78917
页数:14
相关论文
共 54 条
[1]  
Aguado F, 2002, J NEUROSCI, V22, P9430
[2]   Fundamentals of Molecular Information and Communication Science [J].
Akan, Ozgur B. ;
Ramezani, Hamideh ;
Khan, Tooba ;
Abbasi, Naveed A. ;
Kuscu, Murat .
PROCEEDINGS OF THE IEEE, 2017, 105 (02) :306-318
[3]   THE INTERNET OF BIO-NANOTHINGS [J].
Akyildiz, I. F. ;
Pierobon, M. ;
Balasubramaniam, S. ;
Koucheryavy, Y. .
IEEE COMMUNICATIONS MAGAZINE, 2015, 53 :32-40
[4]   Ca2+-dependent endoplasmic reticulum stress correlates with astrogliosis in oligomeric amyloid -treated astrocytes and in a model of Alzheimer's disease [J].
Alberdi, Elena ;
Wyssenbach, Ane ;
Alberdi, Maria ;
Sanchez-Gomez, Ma V. ;
Cavaliere, Fabio ;
Rodriguez, Jose J. ;
Verkhratsky, Alexei ;
Matute, Carlos .
AGING CELL, 2013, 12 (02) :292-302
[5]   Communication dynamics in complex brain networks [J].
Avena-Koenigsberger, Andrea ;
Misic, Bratislav ;
Sporns, Olaf .
NATURE REVIEWS NEUROSCIENCE, 2018, 19 (01) :17-33
[6]   Modelling the effect of gap junction nonlinearities in systems of coupled cells [J].
Baigent, S ;
Stark, J ;
Warner, A .
JOURNAL OF THEORETICAL BIOLOGY, 1997, 186 (02) :223-239
[7]  
Barros M. T., BIORXIV
[8]  
Barros MT, 2017, IEEE CONF NANOTECH, P315, DOI 10.1109/NANO.2017.8117306
[10]   Comparative End-to-End Analysis of Ca2+- Signaling-Based Molecular Communication in Biological Tissues [J].
Barros, Michael Taynnan ;
Balasubramaniam, Sasitharan ;
Jennings, Brendan .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2015, 63 (12) :5128-5142