Xunda Wang1,2, Alex T. L. Leong1,2, Shawn Zheng kai Tan3, Teng Ma1,2, Pek-Lan Khong4, Lee-Wei Lim3, and Ed Xuekui Wu1,2,3,4
1Laboratory of Biomedical Imaging and Signal Processing, The University of Hong Kong, Hong Kong, Hong Kong, 2Department of Electrical and Electronic Engineering, The University of Hong Kong, Hong Kong, Hong Kong, 3School of Biomedical Sciences, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, Hong Kong, 4Department of Diagnostic Radiology, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, Hong Kong
Synopsis
Spindle is one of the most critical brain
oscillatory activities that has been shown to mediate sensory transmission and
memory consolidation. However, where and how spindle-related activities are
distributed at the systems level and their brain-wide propagation targets remain
elusive. In this study, we demonstrate the first integrative view of the causal
recruitment of brain-wide networks by thalamo-cortically initiated
spindle-related activities in a temporal-frequency specific manner and verified
its role in facilitating memory consolidation.
Purpose
Brain-wide spatiotemporal patterns arise
from coordinated interactions between large groups of neurons distributed across
different circuits and systems1-4.
Spindle is one of the most critical oscillatory activities that has been shown
to orchestrate thalamic, cortical and hippocampal neuronal populations to mediate
sensory transmission and memory consolidation5-9.
They are 0.5-3s, 7-14Hz brief brain oscillatory events that are presently attributed
to originate from localized interactions in thalamo-cortical circuits. Considerable
efforts have been devoted in an attempt to document spindle activity and their
propagation characteristics using electroencephalography (EEG) topography9-15
or EEG activity-triggered blood-oxygenation-level-dependent functional MRI
(BOLD-fMRI) mapping16-22.
However, these studies rely on EEG recordings that have limited density and only
represent cortical surface activities without incorporating neural activities
at deep brain and subcortical regions. Consequently, they are insufficient to provide
comprehensive insights about
the extent of brain-wide spindle-related activities. In particular, where
and how brain-wide spindle-related activities are distributed and their
propagation targets remain
unknown and poorly understood. To address these questions, we combine spatiotemporal
and cell-type-specific optogenetic stimulation with fMRI to simultaneously evoke
thalamo-cortical spindle-like activities that mimic localized spontaneous spindle
events and monitor
their brain-wide responses and propagation characteristics. As an additional exploratory goal, we
also examine the functional relevance of such brain-wide spindle-related activities
to memory consolidation through visual fMRI and behavior experiments.Method
Animal preparation and MRI experimental setup: 3μl AAV5-CaMKIIα::ChR2(H134R)-mCherry was injected to ventral posteromedial thalamus (VPM)
of SD rats. After 4 weeks (Figure 1A),
an opaque optical fiber cannula was implanted at VPM. All fMRI experiments
were performed under 1.0% isoflurane. MRI data were acquired at 7T
using GE-EPI.
Optogenetic fMRI and
electrophysiology experiments: 8, 16, 24 and 96 pulses 8Hz or 24 pulses 4, 14, and 20Hz of blue (473nm)
light optogenetic stimulations were presented every 30s (10ms pulse width,
40mW/mm2; Figure 1B). Significant BOLD responses was identified by coherence
analysis23. BOLD signal profiles were extracted from atlas-based ROIs. To verify
whether the brain-wide BOLD responses were evoked by spindle-like neural
activities, electrophysiology data (Figure 3A)
was acquired using a multichannel electrode (16 channels) at primary
somatosensory barrel field (S1BF) and 5 single electrodes at VPM, amygdala
(Amg), retrosplenial (RS), prelimbic cortex (PrL) and superior colliculus (SC).
Visual fMRI and behavior
experiments: Visual fMRI/fear conditioning experiments
were conducted before and after 40 mins of 24 pulses 8Hz spindle-like stimulation
(Figure 4A and 5A). 10s 5Hz visual
stimulation was employed for visual fMRI and as the conditioned stimulus (CS) for
fear conditioning experiments. Visual responses were analyzed via a GLM model
and ROI-based BOLD characterization. Freezing rates were examined for each 5
blocks of CS during extinction phase of the behavior experiments (Figure 5B).Results
Temporal characteristics dictate brain-wide coordination of spindle-like neural activities: Optogenetic stimulations of VPM at
the typical temporal-frequency range of spindles (i.e., 8-24 pulses at 8-14Hz)
evoked robust brain-wide BOLD activations (Figure
2A and B) that are more widespread than stimulations outside the range (i.e.,
96
pulses 8Hz or 24 pulses 4/20Hz). Strongest brain-wide spindle-related activations
(i.e., 24 pulses 8Hz stimulation) included the sensorimotor cortices,
thalamus and midbrain regions
(somatosensory, visual, etc.), higher-order sensory and
motor-related cortices (insula, piriform and parietal), limbic regions (amygdala,
hippocampus and cingulate, etc.), and basal-ganglia
(caudate putamen and substantia nigra). In general, cortical responses were widespread, while subcortical
responses were confined to the ipsilateral hemisphere (Figure 2A, B and D). The electrophysiology results confirmed
that the optogenetically-evoked spindle-like thalamo-cortical activities follow
typical features of spindles in frequency, duration, waxing-and–waning shape of
the neural activity’s amplitude envelops, and slow oscillation-spindle coupling (Figure 3).
Optogenetically-evoked brain-wide
spindle-like activities enhance consolidation of visual memory: We found that after (post) optogenetic
spindle-like stimulation, visual responses increased significantly in the visual
pathway (e.g., SC). Moreover, we also found that numerous higher-order regions,
such as Amg, Cg, PrL, RS, and orbital frontal cortex,
were activated post-spindle-like stimulation (Figure 4B and C). These observations
were not found in sham animals. Furthermore, freezing rates of
OG animals during extinction phase were elevated significantly
longer than those of sham and naïve animals (Figure 5B).Discussion
Our results demonstrated that the optogenetic stimulation of VPM,
specifically within the range of typical spindle duration (<3s) and
frequency (8-14Hz), evokes robust brain-wide BOLD response including sensorimotor-related
thalamo-cortical and midbrain regions, limbic system, and basal-ganglia. This
brain-wide spindle-related BOLD activation pattern propagated the furthest at 24 pulses 8Hz stimulation, recruiting multiple deep and small brain regions (e.g.,
amygdala and entorhinal areas) that had only been implicated separately by
invasive electrophysiology studies24-26. Our electrophysiology results confirmed
that our evoked spindle-like activities were similar to spontaneous27,28 or optogenetically-evoked29,30 spindles.
Together with the BOLD activation patterns, these results demonstrated that the
strength of brain-wide spindle-related activities was dictated by temporal
characteristics of the optogenetic spindle-like stimulation. Furthermore, brain-wide spindle-related activities evoked
by 24 pulses 8Hz led to the enhancement of visual memory consolidation.
This suggests that brain-wide spindle-related activation together with its
coupled slow oscillation could facilitate brain-wide functional connectivity of
critical circuits17,20,31,32 for
consolidating such cross-modality memory. In conclusion, our
study documents for the first time where and how spindle-like activity is
distributed brain-wide to provide critical insights into spindle activity at
the systems level. Acknowledgements
This study is supported in part by Hong Kong Research Grant Council (C7048-16G and HKU17115116 to E.X.W. and HKU17103819 to A.T.L.), Guangdong Key Technologies for Treatment of Brain Disorders (2018B030332001) and Guangdong Key Technologies for Alzheimer’ Disease Diagnosis and Treatment (2018B030336001) to E.X.W.References
- Buzsaki, G. Rhythms
of the Brain, (Oxford University Press, 2006).
- Buzsaki,
G., Logothetis, N. & Singer, W. Scaling brain size, keeping timing:
evolutionary preservation of brain rhythms. Neuron
80, 751-764 (2013).
- Florin,
E., Watanabe, M. & Logothetis, N.K. The role of sub-second neural events in
spontaneous brain activity. Curr Opin
Neurobiol 32, 24-30 (2015).
- Steriade,
M., McCormick, D.A. & Sejnowski, T.J. Thalamocortical oscillations in the
sleeping and aroused brain. Science 262, 679-685 (1993).
- Astori,
S., Wimmer, R.D. & Luthi, A. Manipulating sleep spindles--expanding views
on sleep, memory, and disease. Trends in
Neurosciences 36, 738-748 (2013).
- Luthi,
A. Sleep Spindles: Where They Come From, What They Do. Neuroscientist 20,
243-256 (2014).
Antony,
J.W., Schonauer, M., Staresina, B.P. & Cairney, S.A. Sleep Spindles and
Memory Reprocessing. Trends Neurosci 42, 1-3 (2019).
- Staresina,
B.P., Bergmann, T.O., Bonnefond, M., van der Meij, R., Jensen, O., Deuker, L.,
Elger, C.E., Axmacher, N. & Fell, J. Hierarchical nesting of slow
oscillations, spindles and ripples in the human hippocampus during sleep. Nature Neuroscience 18, 1679-1686 (2015).
- Mak-McCully,
R.A., Rolland, M., Sargsyan, A., Gonzalez, C., Magnin, M., Chauvel, P., Rey,
M., Bastuji, H. & Halgren, E. Coordination of cortical and thalamic
activity during non-REM sleep in humans. Nature
Communications 8, 15499 (2017).
- Nir,
Y., Staba, R.J., Andrillon, T., Vyazovskiy, V.V., Cirelli, C., Fried, I. &
Tononi, G. Regional slow waves and spindles in human sleep. Neuron 70, 153-169 (2011).
- Helfrich,
R.F., Lendner, J.D., Mander, B.A., Guillen, H., Paff, M., Mnatsakanyan, L.,
Vadera, S., Walker, M.P., Lin, J.J. & Knight, R.T. Bidirectional
prefrontal-hippocampal dynamics organize information transfer during sleep in
humans. Nat Commun 10, 3572 (2019).
- Andrillon,
T., Nir, Y., Staba, R.J., Ferrarelli, F., Cirelli, C., Tononi, G. & Fried,
I. Sleep spindles in humans: insights from intracranial EEG and unit
recordings. J Neurosci 31, 17821-17834 (2011).
- Piantoni,
G., Halgren, E. & Cash, S.S. Spatiotemporal characteristics of sleep
spindles depend on cortical location. Neuroimage
146, 236-245 (2017).
- Purcell,
S.M., Manoach, D.S., Demanuele, C., Cade, B.E., Mariani, S., Cox, R.,
Panagiotaropoulou, G., Saxena, R., Pan, J.Q., Smoller, J.W., Redline, S. &
Stickgold, R. Characterizing sleep spindles in 11,630 individuals from the
National Sleep Research Resource. Nat
Commun 8, 15930 (2017).
- Dehghani,
N., Cash, S.S. & Halgren, E. Topographical frequency dynamics within EEG
and MEG sleep spindles. Clin Neurophysiol
122, 229-235 (2011).
- Schabus,
M., Dang-Vu, T.T., Albouy, G., Balteau, E., Boly, M., Carrier, J., Darsaud, A.,
Degueldre, C., Desseilles, M., Gais, S., Phillips, C., Rauchs, G., Schnakers,
C., Sterpenich, V., Vandewalle, G., Luxen, A. & Maquet, P. Hemodynamic
cerebral correlates of sleep spindles during human non-rapid eye movement
sleep. Proc Natl Acad Sci U S A 104, 13164-13169 (2007).
- Boutin,
A., Pinsard, B., Bore, A., Carrier, J., Fogel, S.M. & Doyon, J. Transient
synchronization of hippocampo-striato-thalamo-cortical networks during sleep
spindle oscillations induces motor memory consolidation. Neuroimage 169, 419-430
(2018).
- Dang-Vu,
T.T. Functional neuroimaging insights into the physiology of human sleep. Sleep (2010).
- Fogel,
S.M., Albouy, G., Vien, C., Popovicci, R., King, B.R., Hoge, R., Jbabdi, S.,
Benali, H., Karni, A., Maquet, P., Carrier, J. & Doyon, J. fMRI and sleep
correlates of the age-related impairment in motor memory consolidation. Hum Brain Mapp 35, 3625-3645 (2014).
- Andrade,
K.C., Spoormaker, V.I., Dresler, M., Wehrle, R., Holsboer, F., Samann, P.G.
& Czisch, M. Sleep spindles and hippocampal functional connectivity in
human NREM sleep. J Neurosci 31, 10331-10339 (2011).
- Mander,
B.A., Rao, V., Lu, B., Saletin, J.M., Ancoli-Israel, S., Jagust, W.J. &
Walker, M.P. Impaired prefrontal sleep spindle regulation of
hippocampal-dependent learning in older adults. Cereb Cortex 24,
3301-3309 (2014).
- Bergmann,
T.O., Molle, M., Diedrichs, J., Born, J. & Siebner, H.R. Sleep
spindle-related reactivation of category-specific cortical regions after
learning face-scene associations. Neuroimage
59, 2733-2742 (2012).
- Lee,
J.H., Durand, R., Gradinaru, V., Zhang, F., Goshen, I., Kim, D.S., Fenno, L.E.,
Ramakrishnan, C. & Deisseroth, K. Global and local fMRI signals driven by
neurons defined optogenetically by type and wiring. Nature 465, 788-792
(2010).
- Berke,
J.D., Okatan, M., Skurski, J. & Eichenbaum, H.B. Oscillatory entrainment of
striatal neurons in freely moving rats. Neuron
43, 883-896 (2004).
- Lazarus,
M., Chen, J.F., Urade, Y. & Huang, Z.L. Role of the basal ganglia in the
control of sleep and wakefulness. Curr
Opin Neurobiol 23, 780-785
(2013).
- Saunders,
A., Oldenburg, I.A., Berezovskii, V.K., Johnson, C.A., Kingery, N.D., Elliott,
H.L., Xie, T., Gerfen, C.R. & Sabatini, B.L. A direct GABAergic output from
the basal ganglia to frontal cortex. Nature
521, 85-89 (2015).
- Coppieters
't Wallant, D., Maquet, P. & Phillips, C. Sleep Spindles as an
Electrographic Element: Description and Automatic Detection Methods. Neural Plast 2016, 6783812 (2016).
- Contreras,
D. & Steriade, M. Spindle oscillation in cats: the role of corticothalamic
feedback in a thalamically generated rhythm. The Journal of Physiology 490,
159-179 (1996).
- Kim,
A., Latchoumane, C., Lee, S., Kim, G.B., Cheong, E., Augustine, G.J. &
Shin, H.S. Optogenetically induced sleep spindle rhythms alter sleep
architectures in mice. Proc Natl Acad Sci
U S A 109, 20673-20678 (2012).
- Latchoumane,
C.-F., Ngo, H.-V., Born, J. & Shin, H.-S. Thalamic spindles promote memory
formation during sleep through triple phase-locking of cortical, thalamic, and
hippocampal rhythms. Neuron 95, 424-435 (2017).
- Wang,
X., Leong, A.T., Chan, R.W., Liu, Y. & Wu, E.X. Thalamic low frequency
activity facilitates resting-state cortical interhemispheric MRI functional
connectivity. NeuroImage 201, 115985 (2019).
- Wang,
X., Leong, A.T., Audrey, G.S., Dong, C.M. & Wu, E.X. Optogenetically-evoked
spindle-like activity from thalamus propagates brain-wide and enhances rsfMRI
connectivity. in Proceedings of the 27th
Annual Meeting of ISMRM 3752 (International Society for Magnetic Resonance
in Medicine, Montreal, Canada, 2019).