TY - JOUR
T1 - Feed-Forward and Feedback Control in Astrocytes for Ca2p-Based Molecular Communications Nanonetworks
AU - Barros, Michael Taynnan
AU - Dey, Subhrakanti
N1 - Funding Information:
The work described in this paper was facilitated by the Science Foundation Ireland via the CONNECT research centre (grant no. 13/RC/2077), and the Irish Research Council, under the government of Ireland post-doc fellowship (grant GOIPD/2016/650).
Publisher Copyright:
© 2004-2012 IEEE.
PY - 2020/7/1
Y1 - 2020/7/1
N2 - Synaptic plasticity depends on the gliotransmitters' concentration in the synaptic channel. And, an abnormal concentration of gliotransmitters is linked to neurodegenerative diseases, including Alzheimer's, Parkinson's, and epilepsy. In this paper, a theoretical investigation of the cause of the abnormal concentration of gliotransmitters and how to achieve its control is presented through a Ca^{2+}2+-signalling-based molecular communications framework. A feed-forward and feedback control technique is used to manipulate IP_33 values to stabilize the concentration of Ca^{2+}2+ inside the astrocytes. The theoretical analysis of the given model aims i) to stabilize the Ca^{2+}2+ concentration around a particular desired level in order to prevent abnormal gliotransmitters' concentration (extremely high or low concentration can result in neurodegeneration), ii) to improve the molecular communication performance that utilizes Ca^{2+}2+ signalling, and maintain gliotransmitters' regulation remotely. It shows that the refractory periods from Ca^{2+}2+ can be maintained to lower the noise propagation resulting in smaller time-slots for bit transmission, which can also improve the delay and gain performances. The proposed approach can potentially lead to novel nanomedicine solutions for the treatment of neurodegenerative diseases, where a combination of nanotechnology and gene therapy approaches can be used to elicit the regulated Ca^{2+}2+ signalling in astrocytes, ultimately improving neuronal activity.
AB - Synaptic plasticity depends on the gliotransmitters' concentration in the synaptic channel. And, an abnormal concentration of gliotransmitters is linked to neurodegenerative diseases, including Alzheimer's, Parkinson's, and epilepsy. In this paper, a theoretical investigation of the cause of the abnormal concentration of gliotransmitters and how to achieve its control is presented through a Ca^{2+}2+-signalling-based molecular communications framework. A feed-forward and feedback control technique is used to manipulate IP_33 values to stabilize the concentration of Ca^{2+}2+ inside the astrocytes. The theoretical analysis of the given model aims i) to stabilize the Ca^{2+}2+ concentration around a particular desired level in order to prevent abnormal gliotransmitters' concentration (extremely high or low concentration can result in neurodegeneration), ii) to improve the molecular communication performance that utilizes Ca^{2+}2+ signalling, and maintain gliotransmitters' regulation remotely. It shows that the refractory periods from Ca^{2+}2+ can be maintained to lower the noise propagation resulting in smaller time-slots for bit transmission, which can also improve the delay and gain performances. The proposed approach can potentially lead to novel nanomedicine solutions for the treatment of neurodegenerative diseases, where a combination of nanotechnology and gene therapy approaches can be used to elicit the regulated Ca^{2+}2+ signalling in astrocytes, ultimately improving neuronal activity.
KW - Molecular communication, tripartite synapses, Ca2p signalling, astrocytes, control theory
UR - http://www.scopus.com/inward/record.url?scp=85058889635&partnerID=8YFLogxK
U2 - 10.1109/TCBB.2018.2887222
DO - 10.1109/TCBB.2018.2887222
M3 - Article
C2 - 30575545
AN - SCOPUS:85058889635
SN - 1545-5963
VL - 17
SP - 1174
EP - 1186
JO - IEEE/ACM Transactions on Computational Biology and Bioinformatics
JF - IEEE/ACM Transactions on Computational Biology and Bioinformatics
IS - 4
M1 - 8580431
ER -