Closed-loop enhancement and neural decoding of cognitive control in humans

被引:30
|
作者
Basu, Ishita [1 ,2 ]
Yousefi, Ali [1 ,2 ,9 ,10 ]
Crocker, Britni [3 ]
Zelmann, Rina [3 ]
Paulk, Angelique C. [3 ]
Peled, Noam [2 ,4 ]
Ellard, Kristen K. [1 ,2 ]
Weisholtz, Daniel S. [5 ]
Cosgrove, G. Rees [6 ]
Deckersbach, Thilo [1 ,2 ]
Eden, Uri T. [7 ]
Eskandar, Emad N. [8 ,11 ]
Dougherty, Darin D. [1 ,2 ]
Cash, Sydney S. [3 ]
Widge, Alik S. [1 ,2 ,12 ]
机构
[1] Massachusetts Gen Hosp, Dept Psychiat, Boston, MA 02114 USA
[2] Harvard Med Sch, Boston, MA 02115 USA
[3] Massachusetts Gen Hosp, Dept Neurol, Boston, MA 02114 USA
[4] MGH HST Martinos Ctr Biomed Imaging, Dept Radiol, Boston, MA USA
[5] Brigham & Womens Hosp, Dept Neurol, 75 Francis St, Boston, MA 02115 USA
[6] Brigham & Womens Hosp, Dept Neurol Surg, 75 Francis St, Boston, MA 02115 USA
[7] Boston Univ, Dept Math & Stat, Boston, MA 02215 USA
[8] Massachusetts Gen Hosp, Dept Neurol Surg, Boston, MA 02114 USA
[9] Worcester Polytech Inst, Dept Comp Sci, Worcester, MA 01609 USA
[10] Worcester Polytech Inst, Dept Neurosci, Worcester, MA 01609 USA
[11] Albert Einstein Coll Med, Dept Neurol Surg, Bronx, NY 10467 USA
[12] Univ Minnesota, Dept Psychiat, Minneapolis, MN 55455 USA
基金
美国国家卫生研究院;
关键词
ANTERIOR CINGULATE CORTEX; DEEP BRAIN-STIMULATION; THETA; PSYCHIATRY; CIRCUITS; ANXIETY; TASK;
D O I
10.1038/s41551-021-00804-y
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Deficits in cognitive control-that is, in the ability to withhold a default pre-potent response in favour of a more adaptive choice-are common in depression, anxiety, addiction and other mental disorders. Here we report proof-of-concept evidence that, in participants undergoing intracranial epilepsy monitoring, closed-loop direct stimulation of the internal capsule or striatum, especially the dorsal sites, enhances the participants' cognitive control during a conflict task. We also show that closed-loop stimulation upon the detection of lapses in cognitive control produced larger behavioural changes than open-loop stimulation, and that task performance for single trials can be directly decoded from the activity of a small number of electrodes via neural features that are compatible with existing closed-loop brain implants. Closed-loop enhancement of cognitive control might remediate underlying cognitive deficits and aid the treatment of severe mental disorders. Closed-loop electrical stimulation of the internal capsule of participants undergoing intracranial epilepsy monitoring improved the participants' performance on a cognitive conflict task, and performance could be decoded from electrode activity.
引用
收藏
页码:576 / +
页数:19
相关论文
共 50 条
  • [1] Closed-loop enhancement and neural decoding of cognitive control in humans
    Ishita Basu
    Ali Yousefi
    Britni Crocker
    Rina Zelmann
    Angelique C. Paulk
    Noam Peled
    Kristen K. Ellard
    Daniel S. Weisholtz
    G. Rees Cosgrove
    Thilo Deckersbach
    Uri T. Eden
    Emad N. Eskandar
    Darin D. Dougherty
    Sydney S. Cash
    Alik S. Widge
    [J]. Nature Biomedical Engineering, 2023, 7 : 576 - 588
  • [2] Closed-loop control of analgesia in humans
    Gentilini, A
    Morari, M
    Bieniok, C
    Wymann, R
    Schnider, TW
    [J]. PROCEEDINGS OF THE 40TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-5, 2001, : 861 - 866
  • [3] Neural decoding and feature selection methods for closed-loop control of avoidance behavior
    Liu, Jinhan
    Younk, Rebecca
    M Drahos, Lauren
    S Nagrale, Sumedh
    Yadav, Shreya
    S Widge, Alik
    Shoaran, Mahsa
    [J]. Journal of Neural Engineering, 2024, 21 (05)
  • [4] Perioperative closed-loop control of analgesia in humans
    Schaniel, C
    Gentilini, A
    Morari, M
    Bieniok, C
    Wymann, R
    Schnider, TW
    [J]. PROCEEDINGS OF THE 23RD ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-4: BUILDING NEW BRIDGES AT THE FRONTIERS OF ENGINEERING AND MEDICINE, 2001, 23 : 449 - 449
  • [5] Enhancement of Closed-Loop Cognitive Stress Regulation Using Supervised Control Architectures
    Azgomi, Hamid Fekri
    Faghih, Rose T.
    [J]. IEEE OPEN JOURNAL OF ENGINEERING IN MEDICINE AND BIOLOGY, 2022, 3 : 7 - 17
  • [6] Multifunctional Neural Interfaces for Closed-Loop Control of Neural Activity
    Chapman, Christopher A. R.
    Goshi, Noah
    Seker, Erkin
    [J]. ADVANCED FUNCTIONAL MATERIALS, 2018, 28 (12)
  • [7] Neural network enhancement of closed-loop controllers for nonlinear systems
    Trusca, M
    Lazea, G
    [J]. 7TH INTERNATIONAL WORKSHOP ON ADVANCED MOTION CONTROL, PROCEEDINGS, 2002, : 291 - 295
  • [8] Closed-Loop Cognitive-Driven Gain Control of Competing Sounds Using Auditory Attention Decoding
    Aroudi, Ali
    Fischer, Eghart
    Serman, Maja
    Puder, Henning
    Doclo, Simon
    [J]. ALGORITHMS, 2021, 14 (10)
  • [9] Neural Control: Closed-Loop Human Brain Reading
    Foeldiak, Peter
    [J]. CURRENT BIOLOGY, 2011, 21 (02) : R80 - R81
  • [10] Comparison of brain–computer interface decoding algorithms in open-loop and closed-loop control
    Shinsuke Koyama
    Steven M. Chase
    Andrew S. Whitford
    Meel Velliste
    Andrew B. Schwartz
    Robert E. Kass
    [J]. Journal of Computational Neuroscience, 2010, 29 : 73 - 87