Feature selection for KNN classifier to improve accurate detection of subthalamic nucleus during deep brain stimulation surgery in Parkinson’s patients

Author(s):  
L. Schiaffino ◽  
A. Rosado Muñoz ◽  
J. Francés Villora ◽  
M. Bataller ◽  
A. Gutiérrez ◽  
...  
2009 ◽  
Vol 256 (8) ◽  
pp. 1321-1329 ◽  
Author(s):  
Laura B. Zahodne ◽  
Michael S. Okun ◽  
Kelly D. Foote ◽  
Hubert H. Fernandez ◽  
Ramon L. Rodriguez ◽  
...  

2014 ◽  
Vol 82 (6) ◽  
pp. 1295-1299.e2 ◽  
Author(s):  
Harutomo Hasegawa ◽  
Michael Samuel ◽  
Abdel Douiri ◽  
Keyoumars Ashkan

2021 ◽  
Vol 12 ◽  
Author(s):  
Lin Shi ◽  
Shiying Fan ◽  
Tianshuo Yuan ◽  
Huaying Fang ◽  
Jie Zheng ◽  
...  

Background: The successful application of subthalamic nucleus (STN) deep brain stimulation (DBS) surgery relies mostly on optimal lead placement, whereas the major challenge is how to precisely localize STN. Microstimulation, which can induce differentiating inhibitory responses between STN and substantia nigra pars reticulata (SNr) near the ventral border of STN, has indicated a great potential of breaking through this barrier.Objective: This study aims to investigate the feasibility of localizing the boundary between STN and SNr (SSB) using microstimulation and promote better lead placement.Methods: We recorded neurophysiological data from 41 patients undergoing STN-DBS surgery with microstimulation in our hospital. Trajectories with typical STN signal were included. Microstimulation was applied near the bottom of STN to determine SSB, which was validated by the imaging reconstruction of DBS leads.Results: In most trajectories with microstimulation (84.4%), neuronal firing in STN could not be inhibited by microstimulation, whereas in SNr long inhibition was observed following microstimulation. The success rate of localizing SSB was significantly higher in trajectories with microstimulation than those without. Moreover, results from imaging reconstruction and intraoperative neurological assessments demonstrated better lead location and higher therapeutic effectiveness in trajectories with microstimulation and accurately identified SSB.Conclusion: Microstimulation on microelectrode recording is an effective approach to localize the SSB. Our data provide clinical evidence that microstimulation can be routinely employed to achieve better lead placement.


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