Literature DB >> 35449141

AJILE12: Long-term naturalistic human intracranial neural recordings and pose.

Steven M Peterson1,2, Satpreet H Singh3, Benjamin Dichter4, Michael Scheid4, Rajesh P N Rao5,6, Bingni W Brunton7,8.   

Abstract

Understanding the neural basis of human movement in naturalistic scenarios is critical for expanding neuroscience research beyond constrained laboratory paradigms. Here, we describe our Annotated Joints in Long-term Electrocorticography for 12 human participants (AJILE12) dataset, the largest human neurobehavioral dataset that is publicly available; the dataset was recorded opportunistically during passive clinical epilepsy monitoring. AJILE12 includes synchronized intracranial neural recordings and upper body pose trajectories across 55 semi-continuous days of naturalistic movements, along with relevant metadata, including thousands of wrist movement events and annotated behavioral states. Neural recordings are available at 500 Hz from at least 64 electrodes per participant, for a total of 1280 hours. Pose trajectories at 9 upper-body keypoints were estimated from 118 million video frames. To facilitate data exploration and reuse, we have shared AJILE12 on The DANDI Archive in the Neurodata Without Borders (NWB) data standard and developed a browser-based dashboard.
© 2022. The Author(s).

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Year:  2022        PMID: 35449141      PMCID: PMC9023453          DOI: 10.1038/s41597-022-01280-y

Source DB:  PubMed          Journal:  Sci Data        ISSN: 2052-4463            Impact factor:   8.501


  52 in total

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Authors:  Andreas Pedroni; Amirreza Bahreini; Nicolas Langer
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3.  Neural correlates of unstructured motor behaviors.

Authors:  Paolo G Gabriel; K J Chen; A Alasfour; T Pailla; W K Doyle; O Devinsky; D Friedman; P Dugan; L Melloni; T Thesen; D Gonda; S Sattar; S G Wang; V Gilja
Journal:  J Neural Eng       Date:  2019-10-30       Impact factor: 5.379

4.  Deep learning-based electroencephalography analysis: a systematic review.

Authors:  Yannick Roy; Hubert Banville; Isabela Albuquerque; Alexandre Gramfort; Tiago H Falk; Jocelyn Faubert
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5.  Decoding natural grasp types from human ECoG.

Authors:  Tobias Pistohl; Andreas Schulze-Bonhage; Ad Aertsen; Carsten Mehring; Tonio Ball
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Review 6.  Challenges and opportunities for next-generation intracortically based neural prostheses.

Authors:  Vikash Gilja; Cindy A Chestek; Ilka Diester; Jaimie M Henderson; Karl Deisseroth; Krishna V Shenoy
Journal:  IEEE Trans Biomed Eng       Date:  2011-01-20       Impact factor: 4.538

7.  AJILE12: Long-term naturalistic human intracranial neural recordings and pose.

Authors:  Steven M Peterson; Satpreet H Singh; Benjamin Dichter; Michael Scheid; Rajesh P N Rao; Bingni W Brunton
Journal:  Sci Data       Date:  2022-04-21       Impact factor: 8.501

8.  Two-dimensional movement control using electrocorticographic signals in humans.

Authors:  G Schalk; K J Miller; N R Anderson; J A Wilson; M D Smyth; J G Ojemann; D W Moran; J R Wolpaw; E C Leuthardt
Journal:  J Neural Eng       Date:  2008-02-01       Impact factor: 5.379

9.  Multiscale low-dimensional motor cortical state dynamics predict naturalistic reach-and-grasp behavior.

Authors:  Hamidreza Abbaspourazad; Mahdi Choudhury; Yan T Wong; Bijan Pesaran; Maryam M Shanechi
Journal:  Nat Commun       Date:  2021-01-27       Impact factor: 14.919

Review 10.  A survey on deep learning-based non-invasive brain signals: recent advances and new frontiers.

Authors:  Xiang Zhang; Lina Yao; Xianzhi Wang; Jessica Monaghan; David McAlpine; Yu Zhang
Journal:  J Neural Eng       Date:  2021-03-05       Impact factor: 5.379

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  3 in total

1.  The Neurodata Without Borders ecosystem for neurophysiological data science.

Authors:  Oliver Rübel; Andrew Tritt; Ryan Ly; Benjamin K Dichter; Satrajit Ghosh; Lawrence Niu; Pamela Baker; Ivan Soltesz; Lydia Ng; Karel Svoboda; Loren Frank; Kristofer E Bouchard
Journal:  Elife       Date:  2022-10-04       Impact factor: 8.713

2.  AJILE12: Long-term naturalistic human intracranial neural recordings and pose.

Authors:  Steven M Peterson; Satpreet H Singh; Benjamin Dichter; Michael Scheid; Rajesh P N Rao; Bingni W Brunton
Journal:  Sci Data       Date:  2022-04-21       Impact factor: 8.501

3.  Spatiotemporal dynamics of human high gamma discriminate naturalistic behavioral states.

Authors:  Abdulwahab Alasfour; Paolo Gabriel; Xi Jiang; Isaac Shamie; Lucia Melloni; Thomas Thesen; Patricia Dugan; Daniel Friedman; Werner Doyle; Orin Devinsky; David Gonda; Shifteh Sattar; Sonya Wang; Eric Halgren; Vikash Gilja
Journal:  PLoS Comput Biol       Date:  2022-08-08       Impact factor: 4.779

  3 in total

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