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A rational, multispectral mapping algorithm for primary motor cortex: A primary step before cortical stimulation.

Shuichiro Neshige1,2, Katsuya Kobayashi1, Masao Matsuhashi3

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Summary

A new electrocorticography (ECoG) score effectively maps the primary motor area (M1) using intrinsic brain activity. This scoring system offers a rational, safe alternative to electrical cortical stimulation (ECS) for future AI-driven brain mapping.

Keywords:
Bereitschaftspotentialelectrical cortical stimulationevent-related desynchronizationevent-related synchronizationmovement-related cortical potentialprimary motor area

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Area of Science:

  • Neuroscience
  • Computational Neuroscience
  • Medical Technology

Background:

  • Developing AI-based brain mapping requires reliable scoring systems for motor cortex localization.
  • Electrocorticography (ECoG) captures intrinsic brain activity, offering potential for mapping without direct stimulation.
  • Electrical cortical stimulation (ECS) is a common but invasive method for presurgical brain mapping.

Purpose of the Study:

  • To develop and validate a novel ECoG score for mapping the primary motor area (M1).
  • To assess the ECoG score's accuracy and concordance with ECS-based M1 localization.
  • To establish a rational and safe scoring system for AI-driven brain mapping.

Main Methods:

  • Analyzed ECoG data from 1114 electrodes in 10 epilepsy patients undergoing surgery.
  • Developed an ECoG score based on movement-related cortical potentials, event-related synchronization, and desynchronization.
  • Validated the ECoG score against M1 localization defined by ECS, calculating sensitivity, specificity, and AUC.

Main Results:

  • The ECoG score demonstrated high specificity (94%) and sensitivity (98%) for M1 localization, with an overall AUC of 0.76.
  • The score achieved higher accuracy for upper limb M1 mapping (AUC = 0.85) compared to face M1 mapping (AUC = 0.64).
  • Cutoff scores of 4 and 1 indicated high specificity and sensitivity, respectively.

Conclusions:

  • The proposed ECoG score is a rational, simple, and useful tool for M1 mapping, spatially concordant with ECS.
  • This ECoG scoring system offers a potential alternative to ECS for presurgical examination and future AI-based brain mapping.
  • The ECoG score may be applicable beyond M1 mapping, independent of ECS.