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Dissociation of Centrally and Peripherally Induced Transcranial Magnetic Stimulation Effects in Nonhuman Primates

Perera, Nipun D; Alekseichuk, Ivan; Shirinpour, Sina; Wischnewski, Miles; Linn, Gary; Masiello, Kurt; Butler, Brent; Russ, Brian E; Schroeder, Charles E; Falchier, Arnaud; Opitz, Alexander
Transcranial magnetic stimulation (TMS) is a noninvasive brain stimulation method that is rapidly growing in popularity for studying causal brain-behavior relationships. However, its dose-dependent centrally induced neural mechanisms and peripherally induced sensory costimulation effects remain debated. Understanding how TMS stimulation parameters affect brain responses is vital for the rational design of TMS protocols. Studying these mechanisms in humans is challenging because of the limited spatiotemporal resolution of available noninvasive neuroimaging methods. Here, we leverage invasive recordings of local field potentials in a male and a female nonhuman primate (rhesus macaque) to study TMS mesoscale responses. We demonstrate that early TMS-evoked potentials show a sigmoidal dose-response curve with stimulation intensity. We further show that stimulation responses are spatially specific. We use several control conditions to dissociate centrally induced neural responses from auditory and somatosensory coactivation. These results provide crucial evidence regarding TMS neural effects at the brain circuit level. Our findings are highly relevant for interpreting human TMS studies and biomarker developments for TMS target engagement in clinical applications.SIGNIFICANCE STATEMENT Transcranial magnetic stimulation (TMS) is a widely used noninvasive brain stimulation method to stimulate the human brain. To advance its utility for clinical applications, a clear understanding of its underlying physiological mechanisms is crucial. Here, we perform invasive electrophysiological recordings in the nonhuman primate brain during TMS, achieving a spatiotemporal precision not available in human EEG experiments. We find that evoked potentials are dose dependent and spatially specific, and can be separated from peripheral stimulation effects. This means that TMS-evoked responses can indicate a direct physiological stimulation response. Our work has important implications for the interpretation of human TMS-EEG recordings and biomarker development.
PMCID:10727178
PMID: 37852789
ISSN: 1529-2401
CID: 5612922

Anatomical and functional connectivity support the existence of a salience network node within the caudal ventrolateral prefrontal cortex

Trambaiolli, Lucas R; Peng, Xiaolong; Lehman, Julia F; Linn, Gary; Russ, Brian E; Schroeder, Charles E; Liu, Hesheng; Haber, Suzanne N
Three large-scale networks are considered essential to cognitive flexibility: the ventral and dorsal attention (VANet and DANet) and salience (SNet) networks. The ventrolateral prefrontal cortex (vlPFC) is a known component of the VANet and DANet, but there is a gap in the current knowledge regarding its involvement in the SNet. Herein, we used a translational and multimodal approach to demonstrate the existence of a SNet node within the vlPFC. First, we used tract-tracing methods in non-human primates (NHP) to quantify the anatomical connectivity strength between different vlPFC areas and the frontal and insular cortices. The strongest connections were with the dorsal anterior cingulate cortex (dACC) and anterior insula (AI) - the main cortical SNet nodes. These inputs converged in the caudal area 47/12, an area that has strong projections to subcortical structures associated with the SNet. Second, we used resting-state functional MRI (rsfMRI) in NHP data to validate this SNet node. Third, we used rsfMRI in the human to identify a homologous caudal 47/12 region that also showed strong connections with the SNet cortical nodes. Taken together, these data confirm a SNet node in the vlPFC, demonstrating that the vlPFC contains nodes for all three cognitive networks: VANet, DANet, and SNet. Thus, the vlPFC is in a position to switch between these three networks, pointing to its key role as an attentional hub. Its additional connections to the orbitofrontal, dorsolateral, and premotor cortices, place the vlPFC at the center for switching behaviors based on environmental stimuli, computing value, and cognitive control.
PMCID:9106333
PMID: 35510840
ISSN: 2050-084x
CID: 5249422

Electric field dynamics in the brain during multi-electrode transcranial electric stimulation

Alekseichuk, Ivan; Falchier, Arnaud Y; Linn, Gary; Xu, Ting; Milham, Michael P; Schroeder, Charles E; Opitz, Alexander
Neural oscillations play a crucial role in communication between remote brain areas. Transcranial electric stimulation with alternating currents (TACS) can manipulate these brain oscillations in a non-invasive manner. Recently, TACS using multiple electrodes with phase shifted stimulation currents were developed to alter long-range connectivity. Typically, an increase in coordination between two areas is assumed when they experience an in-phase stimulation and a disorganization through an anti-phase stimulation. However, the underlying biophysics of multi-electrode TACS has not been studied in detail. Here, we leverage direct invasive recordings from two non-human primates during multi-electrode TACS to characterize electric field magnitude and phase as a function of the phase of stimulation currents. Further, we report a novel "traveling wave" stimulation where the location of the electric field maximum changes over the stimulation cycle. Our results provide a mechanistic understanding of the biophysics of multi-electrode TACS and enable future developments of novel stimulation protocols.
PMCID:6561925
PMID: 31189931
ISSN: 2041-1723
CID: 4087302

Gradients of connectivity distance in the cerebral cortex of the macaque monkey

Oligschläger, Sabine; Xu, Ting; Baczkowski, Blazej M; Falkiewicz, Marcel; Falchier, Arnaud; Linn, Gary; Margulies, Daniel S
Cortical connectivity conforms to a series of organizing principles that are common across species. Spatial proximity, similar cortical type, and similar connectional profile all constitute factors for determining the connectivity between cortical regions. We previously demonstrated another principle of connectivity that is closely related to the spatial layout of the cerebral cortex. Using functional connectivity from resting-state fMRI in the human cortex, we found that the further a region is located from primary cortex, the more distant are its functional connections with the other areas of the cortex. However, it remains unknown whether this relationship between cortical layout and connectivity extends to other primate species. Here, we investigated this relationship using both resting-state functional connectivity as well as gold-standard tract-tracing connectivity in the macaque monkey cortex. For both measures of connectivity, we found a gradient of connectivity distance extending between primary and frontoparietal regions. In the human cortex, the further a region is located from primary areas, the stronger its connections to distant portions of the cortex, with connectivity distance highest in frontal and parietal regions. The similarity between the human and macaque findings provides evidence for a phylogenetically conserved relationship between the spatial layout of cortical areas and connectivity.
PMCID:6420469
PMID: 30547311
ISSN: 1863-2661
CID: 4087292

Delineating the Macroscale Areal Organization of the Macaque Cortex In Vivo

Xu, Ting; Falchier, Arnaud; Sullivan, Elinor L; Linn, Gary; Ramirez, Julian S B; Ross, Deborah; Feczko, Eric; Opitz, Alexander; Bagley, Jennifer; Sturgeon, Darrick; Earl, Eric; Miranda-Domínguez, Oscar; Perrone, Anders; Craddock, R Cameron; Schroeder, Charles E; Colcombe, Stan; Fair, Damien A; Milham, Michael P
Complementing long-standing traditions centered on histology, fMRI approaches are rapidly maturing in delineating brain areal organization at the macroscale. The non-human primate (NHP) provides the opportunity to overcome critical barriers in translational research. Here, we establish the data requirements for achieving reproducible and internally valid parcellations in individuals. We demonstrate that functional boundaries serve as a functional fingerprint of the individual animals and can be achieved under anesthesia or awake conditions (rest, naturalistic viewing), though differences between awake and anesthetized states precluded the detection of individual differences across states. Comparison of awake and anesthetized states suggested a more nuanced picture of changes in connectivity for higher-order association areas, as well as visual and motor cortex. These results establish feasibility and data requirements for the generation of reproducible individual-specific parcellations in NHPs, provide insights into the impact of scan state, and motivate efforts toward harmonizing protocols.
PMCID:6157013
PMID: 29642002
ISSN: 2211-1247
CID: 4087282

Limitations of ex vivo measurements for in vivo neuroscience

Opitz, Alexander; Falchier, Arnaud; Linn, Gary S; Milham, Michael P; Schroeder, Charles E
A long history of postmortem studies has provided significant insight into human brain structure and organization. Cadavers have also proven instrumental for the measurement of artifacts and nonneural effects in functional imaging, and more recently, the study of biophysical properties critical to brain stimulation. However, death produces significant changes in the biophysical properties of brain tissues, making an ex vivo to in vivo comparison complex, and even questionable. This study directly compares biophysical properties of electric fields arising from transcranial electric stimulation (TES) in a nonhuman primate brain pre- and postmortem. We show that pre- vs. postmortem, TES-induced intracranial electric fields differ significantly in both strength and frequency response dynamics, even while controlling for confounding factors such as body temperature. Our results clearly indicate that ex vivo cadaver and in vivo measurements are not easily equitable. In vivo examinations remain essential to establishing an adequate understanding of even basic biophysical phenomena in vivo.
PMCID:5441777
PMID: 28461475
ISSN: 1091-6490
CID: 3177262

Spatiotemporal structure of intracranial electric fields induced by transcranial electric stimulation in humans and nonhuman primates

Opitz, Alexander; Falchier, Arnaud; Yan, Chao-Gan; Yeagle, Erin M; Linn, Gary S; Megevand, Pierre; Thielscher, Axel; Deborah A, Ross; Milham, Michael P; Mehta, Ashesh D; Schroeder, Charles E
Transcranial electric stimulation (TES) is an emerging technique, developed to non-invasively modulate brain function. However, the spatiotemporal distribution of the intracranial electric fields induced by TES remains poorly understood. In particular, it is unclear how much current actually reaches the brain, and how it distributes across the brain. Lack of this basic information precludes a firm mechanistic understanding of TES effects. In this study we directly measure the spatial and temporal characteristics of the electric field generated by TES using stereotactic EEG (s-EEG) electrode arrays implanted in cebus monkeys and surgical epilepsy patients. We found a small frequency dependent decrease (10%) in magnitudes of TES induced potentials and negligible phase shifts over space. Electric field strengths were strongest in superficial brain regions with maximum values of about 0.5 mV/mm. Our results provide crucial information of the underlying biophysics in TES applications in humans and the optimization and design of TES stimulation protocols. In addition, our findings have broad implications concerning electric field propagation in non-invasive recording techniques such as EEG/MEG.
PMCID:4989141
PMID: 27535462
ISSN: 2045-2322
CID: 2218952

NMDA-INDUCED DOPAMINERGIC INSTABILITY, COGNITIVE DYSFUNCTION AND GLUTAMATE-BASED TREATMENT APPROACHES FOR SCHIZOPHRENIA [Meeting Abstract]

Javitt, Daniel C.; Sershen, H.; Balla, A.; Linn, G.; Schneider, S.; Monaco, L.
ISI:000287746000824
ISSN: 0586-7614
CID: 128826

Behavioral effects of orally administered glycine in socially housed monkeys chronically treated with phencyclidine

Linn, Gary S; O'Keeffe, Robert T; Lifshitz, Kenneth; Schroeder, Charles; Javitt, Daniel C
RATIONALE: Schizophrenia is a major mental disorder. Dissociative anesthetics such as phencyclidine (PCP) produce a syndrome in humans that is clinically indistinguishable from schizophrenia by blocking neurotransmission at N-methyl-D-aspartate (NMDA)-type glutamate receptors. NMDA receptors in brain are modulated by the amino acid glycine (GLY), which reverses neurochemical and behavioral effects of PCP in rodents. The present study investigates GLY effects on PCP-induced behavior in primates. OBJECTIVES: In primates, PCP induces characteristic behavioral symptoms that can be used to model positive and negative symptoms of schizophrenia. This study investigated the effects of GLY treatment in ten socially housed monkeys receiving chronically infused PCP. METHODS: Ten monkeys received escalating then stable doses of continuously infused PCP through a series of subcutaneously implanted osmotic minipumps. During a segment of the highest PCP dose period, monkeys were concurrently treated with glycine (2 g kg(-1) day(-1) bid p.o.). Behavioral observations were recorded during baseline and treatment periods. RESULTS: Chronic PCP treatment was associated with a progressive decrease in stereotyped pacing and a progressive increase in scanning behavior. Eight of ten animals had one or more episodes of extreme motoric and physiological responses precipitated by stressful events. GLY treatment significantly reversed the effects of PCP on stereotyped pacing but had no effect on scanning. CONCLUSIONS: The results support GLY treatment as beneficial for negative symptoms of schizophrenia. Although further validation is needed, the results also indicate that chronic PCP in primates may be an appropriate model system for development of drugs targeting positive and negative symptoms of schizophrenia
PMID: 17393142
ISSN: 0033-3158
CID: 74126

The sexual behavior and breeding system of tufted capuchin monkeys (Cebus apella)

Carosi, M; Linn, GS; Visalberghi, E
ISI:000234422200003
ISSN: 0065-3454
CID: 61468