Deep Learning Driven Light-Based Motor Mapping of Multiple Limb Movements in Mice Reveals Behaviorally Relevant Movements

Nischal Khanal; Jonah Padawer-Curry; Kevin Schulte; Trevor Voss; Annie R. Bice; Jin Moo Lee; Adam Q. Bauer

doi:10.1364/BRAIN.2023.BTu1B.5

Deep Learning Driven Light-Based Motor Mapping of Multiple Limb Movements in Mice Reveals Behaviorally Relevant Movements

Nischal Khanal, Jonah Padawer-Curry, Kevin Schulte, Trevor Voss, Annie R. Bice, Jin Moo Lee, Adam Q. Bauer

Research output: Contribution to conference › Paper › peer-review

Abstract

We demonstrate a hybrid method utilizing DeepLabCut and LBMM to concurrently localize motor representations of multiple limbs in mice. Results suggest that motor movements involving multiple limbs reside in overlapping cortical representations of each limb.

Original language	English
DOIs	https://doi.org/10.1364/BRAIN.2023.BTu1B.5
State	Published - 2023
Event	Biophotonics Congress: Optics in the Life Sciences 2023, OMA, NTM, BODA, OMP, BRAIN 2023 - Part of Optica Biophotonics Congress: Optics in the Life Sciences - Vancouver, Canada Duration: Apr 24 2023 → Apr 27 2023

Conference

Conference	Biophotonics Congress: Optics in the Life Sciences 2023, OMA, NTM, BODA, OMP, BRAIN 2023 - Part of Optica Biophotonics Congress: Optics in the Life Sciences
Country/Territory	Canada
City	Vancouver
Period	04/24/23 → 04/27/23

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10.1364/BRAIN.2023.BTu1B.5

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Khanal, N., Padawer-Curry, J., Schulte, K., Voss, T., Bice, A. R., Lee, J. M., & Bauer, A. Q. (2023). Deep Learning Driven Light-Based Motor Mapping of Multiple Limb Movements in Mice Reveals Behaviorally Relevant Movements. Paper presented at Biophotonics Congress: Optics in the Life Sciences 2023, OMA, NTM, BODA, OMP, BRAIN 2023 - Part of Optica Biophotonics Congress: Optics in the Life Sciences, Vancouver, Canada. https://doi.org/10.1364/BRAIN.2023.BTu1B.5

Khanal, Nischal ; Padawer-Curry, Jonah ; Schulte, Kevin et al. / Deep Learning Driven Light-Based Motor Mapping of Multiple Limb Movements in Mice Reveals Behaviorally Relevant Movements. Paper presented at Biophotonics Congress: Optics in the Life Sciences 2023, OMA, NTM, BODA, OMP, BRAIN 2023 - Part of Optica Biophotonics Congress: Optics in the Life Sciences, Vancouver, Canada.

@conference{3273d6e678af4c5d970fc5e76eb1eaca,

title = "Deep Learning Driven Light-Based Motor Mapping of Multiple Limb Movements in Mice Reveals Behaviorally Relevant Movements",

abstract = "We demonstrate a hybrid method utilizing DeepLabCut and LBMM to concurrently localize motor representations of multiple limbs in mice. Results suggest that motor movements involving multiple limbs reside in overlapping cortical representations of each limb.",

author = "Nischal Khanal and Jonah Padawer-Curry and Kevin Schulte and Trevor Voss and Bice, {Annie R.} and Lee, {Jin Moo} and Bauer, {Adam Q.}",

note = "Publisher Copyright: {\textcopyright} 2023 The Author(s), {\textcopyright} Optica Publishing Group 2023.; Biophotonics Congress: Optics in the Life Sciences 2023, OMA, NTM, BODA, OMP, BRAIN 2023 - Part of Optica Biophotonics Congress: Optics in the Life Sciences ; Conference date: 24-04-2023 Through 27-04-2023",

year = "2023",

doi = "10.1364/BRAIN.2023.BTu1B.5",

language = "English",

}

Khanal, N, Padawer-Curry, J, Schulte, K, Voss, T, Bice, AR, Lee, JM & Bauer, AQ 2023, 'Deep Learning Driven Light-Based Motor Mapping of Multiple Limb Movements in Mice Reveals Behaviorally Relevant Movements', Paper presented at Biophotonics Congress: Optics in the Life Sciences 2023, OMA, NTM, BODA, OMP, BRAIN 2023 - Part of Optica Biophotonics Congress: Optics in the Life Sciences, Vancouver, Canada, 04/24/23 - 04/27/23. https://doi.org/10.1364/BRAIN.2023.BTu1B.5

Deep Learning Driven Light-Based Motor Mapping of Multiple Limb Movements in Mice Reveals Behaviorally Relevant Movements. / Khanal, Nischal; Padawer-Curry, Jonah; Schulte, Kevin et al.
2023. Paper presented at Biophotonics Congress: Optics in the Life Sciences 2023, OMA, NTM, BODA, OMP, BRAIN 2023 - Part of Optica Biophotonics Congress: Optics in the Life Sciences, Vancouver, Canada.

Research output: Contribution to conference › Paper › peer-review

TY - CONF

T1 - Deep Learning Driven Light-Based Motor Mapping of Multiple Limb Movements in Mice Reveals Behaviorally Relevant Movements

AU - Khanal, Nischal

AU - Padawer-Curry, Jonah

AU - Schulte, Kevin

AU - Voss, Trevor

AU - Bice, Annie R.

AU - Lee, Jin Moo

AU - Bauer, Adam Q.

PY - 2023

Y1 - 2023

N2 - We demonstrate a hybrid method utilizing DeepLabCut and LBMM to concurrently localize motor representations of multiple limbs in mice. Results suggest that motor movements involving multiple limbs reside in overlapping cortical representations of each limb.

AB - We demonstrate a hybrid method utilizing DeepLabCut and LBMM to concurrently localize motor representations of multiple limbs in mice. Results suggest that motor movements involving multiple limbs reside in overlapping cortical representations of each limb.

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U2 - 10.1364/BRAIN.2023.BTu1B.5

DO - 10.1364/BRAIN.2023.BTu1B.5

M3 - Paper

AN - SCOPUS:85193081443

T2 - Biophotonics Congress: Optics in the Life Sciences 2023, OMA, NTM, BODA, OMP, BRAIN 2023 - Part of Optica Biophotonics Congress: Optics in the Life Sciences

Y2 - 24 April 2023 through 27 April 2023

ER -

Khanal N, Padawer-Curry J, Schulte K, Voss T, Bice AR, Lee JM et al.. Deep Learning Driven Light-Based Motor Mapping of Multiple Limb Movements in Mice Reveals Behaviorally Relevant Movements. 2023. Paper presented at Biophotonics Congress: Optics in the Life Sciences 2023, OMA, NTM, BODA, OMP, BRAIN 2023 - Part of Optica Biophotonics Congress: Optics in the Life Sciences, Vancouver, Canada. doi: 10.1364/BRAIN.2023.BTu1B.5

Deep Learning Driven Light-Based Motor Mapping of Multiple Limb Movements in Mice Reveals Behaviorally Relevant Movements

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