Data from: Sensory expectations shape neural population dynamics in motor circuits
Data files
Sep 29, 2025 version files 1.69 GB
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Monkey-M-Recording-1.mat
19.72 MB
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Monkey-M-Recording-10.mat
40.18 MB
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Monkey-M-Recording-11.mat
41.32 MB
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Monkey-M-Recording-12.mat
49.20 MB
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Monkey-M-Recording-13.mat
45.40 MB
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Monkey-M-Recording-14.mat
45.88 MB
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Monkey-M-Recording-15.mat
42.46 MB
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Monkey-M-Recording-16.mat
42.94 MB
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Monkey-M-Recording-17.mat
25.81 MB
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Monkey-M-Recording-18.mat
34.88 MB
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Monkey-M-Recording-19.mat
28.24 MB
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Monkey-M-Recording-2.mat
21.60 MB
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Monkey-M-Recording-20.mat
48.97 MB
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Monkey-M-Recording-21.mat
22.69 MB
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Monkey-M-Recording-22.mat
34.87 MB
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Monkey-M-Recording-23.mat
24.20 MB
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Monkey-M-Recording-24.mat
28.86 MB
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Monkey-M-Recording-25.mat
35.10 MB
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Monkey-M-Recording-26.mat
41.89 MB
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Monkey-M-Recording-27.mat
27.94 MB
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Monkey-M-Recording-28.mat
34.50 MB
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Monkey-M-Recording-29.mat
41.59 MB
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Monkey-M-Recording-3.mat
33.37 MB
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Monkey-M-Recording-4.mat
42.27 MB
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Monkey-M-Recording-5.mat
37.86 MB
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Monkey-M-Recording-6.mat
44.94 MB
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Monkey-M-Recording-7.mat
35.43 MB
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Monkey-M-Recording-8.mat
30.54 MB
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Monkey-M-Recording-9.mat
38.16 MB
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Monkey-P-Recording-1.mat
20.49 MB
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Monkey-P-Recording-10.mat
36.12 MB
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Monkey-P-Recording-11.mat
40.38 MB
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Monkey-P-Recording-12.mat
40.90 MB
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Monkey-P-Recording-13.mat
38.71 MB
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Monkey-P-Recording-14.mat
35.66 MB
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Monkey-P-Recording-15.mat
40.36 MB
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Monkey-P-Recording-16.mat
17.26 MB
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Monkey-P-Recording-17.mat
26.83 MB
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Monkey-P-Recording-18.mat
43.64 MB
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Monkey-P-Recording-19.mat
37.78 MB
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Monkey-P-Recording-2.mat
25.79 MB
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Monkey-P-Recording-20.mat
33.86 MB
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Monkey-P-Recording-3.mat
26.10 MB
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Monkey-P-Recording-4.mat
26.82 MB
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Monkey-P-Recording-5.mat
31.36 MB
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Monkey-P-Recording-6.mat
30.03 MB
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Monkey-P-Recording-7.mat
37.04 MB
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Monkey-P-Recording-8.mat
29.34 MB
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Monkey-P-Recording-9.mat
35.27 MB
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README.md
1.20 KB
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Recording_Session_Info_Table.pdf
56.80 KB
Abstract
The neural basis of movement preparation has been extensively studied during self-initiated actions where motor cortical activity during preparation shows a lawful relationship to the parameters of the subsequent action. However, movements are regularly triggered or corrected based on sensory inputs caused by disturbances to the body. Since such disturbances are often predictable and since preparing for disturbances would make movements better, we hypothesized that expectations about sensory inputs also influence preparatory activity in motor circuits. Here we show that when humans and monkeys are probabilistically cued about the direction of future mechanical perturbations, they incorporate sensory expectations into their movement preparation and improve their corrective responses. Using high-density neural recordings, we establish that sensory expectations are widespread across the brain, including the motor cortical areas involved in preparing self-initiated actions. The geometry of these preparatory signals in the neural population state is simple, scaling with the probability of each perturbation direction. After perturbation onset, a condition-independent signal shifts the neural state leading to rapid responses that initially reflect sensory expectations. Based on neural networks coupled to a biomechanical model of the arm, we show that this neural geometry emerges only when sensory inputs signal that a perturbation has occurred before resolving the direction of the perturbation. Thus, just as preparatory activity sets the stage for self-initiated movement, it also configures motor circuits to respond efficiently to sensory inputs.
Dataset DOI: 10.5061/dryad.0vt4b8hbr
Description of the data and file structure
Data are stored in matlab (.mat) format
Each file contains neural and behavioral data from one recording session, labeled by monkey and recording session number. Details on each recording session can be found in the Recording Session Info Table. All variables include descriptors that detail the format of the data in each variable.
The variables contained in each recording are:
- "neural": binary spike timing information for all trials
- "kin": hand and joint kinematics for all trials
- "trial": timing and condition information for all trials
- "date": date and time of recording session
Files and variables
File: Recording_Session_Info_Table.pdf
Description: Information about each recording session, including date, monkey, trials, neurons, brain areas, etc.
Data Files: Monkey-(M/P)-Recording-#.mat
Description: Each recording session has a single data file including the monkey (M or P) and the recording session number (#).
