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Throughout the brain, specialized systems carry out different but complementary functions, sometimes independently but often in cooperation. However, we do not understand how their activity is dynamically coordinated, and dysregulation of this is associated with many mental health conditions. Neuronal oscillations, which are detectable in local field potentials (LFPs) at various frequencies, are a promising target for this coordination. Gamma oscillations (40-100 Hz) in particular have been singled out since they enhance stimulus responses, facilitate interactions between brain regions, and are expressed ubiquitously across cortical and subcortical regions. Indeed, gamma oscillations occur in the basolateral nucleus of the amygdala (BL), an important regulator of emotional behaviors. BL gamma oscillations are enhanced during periods of heightened vigilance during a foraging task, following emotionally salient experiences, and upon presentation of socially-relevant stimuli. The variety of circumstances that engage it make it a promising target for interventions affecting emotional behaviors in general. However, technical challenges abound because gamma manifests as brief intermittent oscillatory bursts, layered atop numerous ongoing activities in other frequency bands. This precludes manipulating gamma exclusively with traditional pharmacological, optogenetic, or chemogenetic approaches, since these have substantial effects on ongoing non-gamma activities, and are delivered irrespective of whether gamma bursts are present or absent. To overcome this, a closed-loop algorithm was developed that monitors the LFP in real-time for gamma oscillations and delivers precisely timed optogenetic stimulation capable of enhancing or suppressing gamma strength on a cycle-by-cycle basis. While this improves upon the status quo,, further refinement is needed. Aim 1 of this proposal seeks to clarify how the gamma modulation technique operates via biophysically detailed modeling of the local circuits in the BL that generate gamma, the effects of optogenetic stimulation, and the closed-loop algorithm. Aim 2 designs better signal processing routines for detecting and parameterizing gamma in real-time. Aim 3 develops an approach to create customized biophysical models that reproduce the properties of gamma observed in individual subjects, which when combined with the results of Aims 1 and 2 should allow for optimized control over gamma oscillations in individual subjects. RELEVANCE (See instructions): Gamma oscillations occur in the basolateral amygdala, a brain region implicated in emotional regulation. By developing improved methods to manipulate these oscillations, we hope to better understand their function and improve our ability to control emotional states and behaviors.
期刊论文(12)
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Reverse engineering information processing in lateral amygdala during auditory tones.
听觉音调期间外侧杏仁核的逆向工程信息处理。
DOI: 10.1109/ner52421.2023.10123856
发表时间: 2023
期刊: International IEEE/EMBS Conference on Neural Engineering : [proceedings]. International IEEE EMBS Conference on Neural Engineering
影响因子: --
作者: [Glickert,Greg, Latimer,Ben, Sah,Pankaj, Nair,SatishS]
通讯作者: Nair,SatishS
Predicting opioid use disorder before and after the opioid prescribing peak in the United States: A machine learning tool using electronic healthcare records.
在美国的阿片类药物处方峰之前和之后预测阿片类药物使用障碍:使用电子医疗记录的机器学习工具。
DOI: 10.1177/14604582231168826
发表时间: 2023-04
期刊: Health informatics journal
影响因子: 3
作者: []
通讯作者:
DOI: 10.1109/tkde.2021.3093350
发表时间: 2023-02
期刊: IEEE Transactions on Knowledge and Data Engineering
影响因子: 8.9
作者: [Yuanxun Zhang;P. Calyam;T. Joshi;Satish Nair;Dong Xu]
通讯作者: Yuanxun Zhang;P. Calyam;T. Joshi;Satish Nair;Dong Xu
Classification of Brainwaves Using Convolutional Neural Network.
使用卷积神经网络对脑电波进行分类。
DOI: 10.23919/eusipco.2019.8902952
发表时间: 2019
期刊: Proceedings of the ... European Signal Processing Conference (EUSIPCO). EUSIPCO (Conference)
影响因子: --
作者: [Joshi,SwapnilR, Headley,DrewB, Ho,KC, Paré,Denis, Nair,SatishS]
通讯作者: Nair,SatishS
7
    CRCNS: Optimization of closed-loop control of gamma oscillations
    • 批准号:
      10002297
    • 项目类别:
    • 资助金额:
      $28.4万
    • 财政年份:
      2019
    • 负责人:
      Satish S Nair
    • 依托单位:
    CRCNS: Optimization of closed-loop control of gamma oscillations
    • 批准号:
      10207403
    • 项目类别:
    • 资助金额:
      $28.4万
    • 财政年份:
      2019
    • 负责人:
      Satish S Nair
    • 依托单位:
    CRCNS: Optimization of closed-loop control of gamma oscillations
    • 批准号:
      10418751
    • 项目类别:
    • 资助金额:
      $28.4万
    • 财政年份:
      2019
    • 负责人:
      Satish S Nair
    • 依托单位:
    CRCNS: Optimization of closed-loop control of gamma oscillations
    • 批准号:
      9914633
    • 项目类别:
    • 资助金额:
      $29.78万
    • 财政年份:
      2019
    • 负责人:
      Satish S Nair
    • 依托单位:
    海外基金