TY - GEN
T1 - Dynamic micro-circuit analysis for calcium imaging data
AU - Chen, Rong
AU - Wang, Huaping
AU - He, Jiping
AU - Lin, Da Ting
N1 - Publisher Copyright:
© 2017 IEEE.
PY - 2017/7/2
Y1 - 2017/7/2
N2 - Micro-circuits are mesoscopic scale networks and play an important role in cognition, emotion, and learning. Analysis of micro-circuits provides a system-level understanding of the neurobiology of health and disease. We propose a computational framework for micro-circuit analysis. The proposed framework combines miniature cellular imaging and network modeling. We used the proposed framework to study micro-circuits of D1 and D2 medium spiny neurons in the dorsal striatum for saline and cocaine injection. We found that cocaine injection had reduced numbers of total-, cross-, and self-links, relative to saline injection. The proposed method enables us to develop a circuit-based approach to understand the brain.
AB - Micro-circuits are mesoscopic scale networks and play an important role in cognition, emotion, and learning. Analysis of micro-circuits provides a system-level understanding of the neurobiology of health and disease. We propose a computational framework for micro-circuit analysis. The proposed framework combines miniature cellular imaging and network modeling. We used the proposed framework to study micro-circuits of D1 and D2 medium spiny neurons in the dorsal striatum for saline and cocaine injection. We found that cocaine injection had reduced numbers of total-, cross-, and self-links, relative to saline injection. The proposed method enables us to develop a circuit-based approach to understand the brain.
KW - dynamics Bayesian network
KW - graph theoretical analysis
KW - micro-circuits
UR - https://www.scopus.com/pages/publications/85050480802
U2 - 10.1109/CBS.2017.8266091
DO - 10.1109/CBS.2017.8266091
M3 - Conference contribution
AN - SCOPUS:85050480802
T3 - 2017 IEEE International Conference on Cyborg and Bionic Systems, CBS 2017
SP - 169
EP - 172
BT - 2017 IEEE International Conference on Cyborg and Bionic Systems, CBS 2017
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2017 IEEE International Conference on Cyborg and Bionic Systems, CBS 2017
Y2 - 17 October 2017 through 19 October 2017
ER -