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Human motor cortex encodes complex handwriting through a sequence of stable neural states
Yu Qi1,2,3,4, Xinyun Zhu5, Xinzhu Xiong5
1Affiliated Mental Health Center and Hangzhou Seventh People's Hospital, MOE Frontier Science Center for Brain Science and Brain-Machine Integration, Zhejiang University, Hangzhou, China. qiyu@zju.edu.cn.
Nature Human Behaviour
|April 2, 2025
Summary
Human motor cortex activity shifts through distinct states during handwriting. These state-specific neural configurations help encode complex movements, improving handwriting trajectory reconstruction.
Area of Science:
- Neuroscience
- Motor Control
- Computational Neuroscience
Background:
- The neural mechanisms underlying the human motor cortex's control of fine, sequential movements like handwriting are not fully understood.
- Sophisticated motor skills require precise orchestration of neural activity patterns.
Purpose of the Study:
- To investigate how the human motor cortex (MC) encodes complex handwriting movements.
- To identify neural dynamics within the MC during the execution of intricate character writing.
Main Methods:
- Utilized Utah array recordings from the human MC during attempted Chinese character handwriting (306 characters).
- Analyzed neural activity patterns and neuronal firing characteristics across different writing stages.
- Developed computational models to infer neural states and implement state-dependent directional tuning.
Main Results:
- MC activity was observed to transition through distinct sequential states corresponding to writing stroke fragments.
- Neuronal directional tuning remained stable within states but varied significantly in gain and preferred direction across states.
- Models incorporating state-dependent tuning significantly improved the explanation of individual neuron firing patterns (69% improvement in trajectory reconstruction).
Conclusions:
- Skilled and complex human movements are encoded by state-specific neural configurations within the motor cortex.
- This state-dependent encoding provides a more accurate model for understanding motor control and predicting movement trajectories.
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