Abstract
The subgenual anterior cingulate cortex (sgACC) has been identified as a key brain area involved in various cognitive and emotional processes. While the sgACC has been implicated in both emotional valuation and emotional conflict monitoring, it is still unclear how this area integrates multiple functions. We characterized both single neuron and local field oscillatory activity in 14 patients undergoing sgACC deep brain stimulation for treatment-resistant depression. During recording, patients were presented with a modified Stroop task containing emotional face images that varied in valence and congruence. We further analyzed spike-field interactions to understand how network dynamics influence single neuron activity in this area. Most single neurons responded to both valence and congruence, revealing that sgACC neuronal activity can encode multiple processes within the same task, indicative of multifunctionality. During peak neuronal response, we observed increased spectral power in low frequency oscillations, including theta-band synchronization (4–8 Hz), as well as desynchronization in beta-band frequencies (13–30 Hz). Theta activity was modulated by current trial congruency with greater increases in spectral power following non-congruent stimuli, while beta desynchronizations occurred regardless of emotional valence. Spike-field interactions revealed that local sgACC spiking was phase-locked most prominently to the beta band, whereas phase-locking to the theta band occurred in fewer neurons overall but was modulated more strongly for neurons that were responsive to task. Our findings provide the first direct evidence of spike-field interactions relating to emotional cognitive processing in the human sgACC. Furthermore, we directly related theta oscillatory dynamics in human sgACC to current trial congruency, demonstrating it as an important regulator during conflict detection. Our data endorse the sgACC as an integrative hub for cognitive emotional processing through modulation of beta and theta network activity.
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References
Mayberg HS, Lozano AM, Voon V, McNeely HE, Seminowicz D, Hamani C, et al. Deep brain stimulation for treatment-resistant depression. Neuron. 2005;45:651–60.
Drevets WC, Savitz J, Trimble M. The subgenual anterior cingulate cortex in mood disorders. CNS Spectr. 2008;13:663–81.
Rosales J-H, Ramos F, Ramos M, Cervantes J-A. Search for an Appropriate Behavior within the Emotional Regulation in Virtual Creatures Using a Learning Classifier System. Comput Intell Neurosci. 2017;2017:5204083.
Shenhav A, Botvinick MM, Cohen JD. The expected value of control: An integrative theory of anterior cingulate cortex function. Neuron. 2013;79:217–40.
Etkin A, Egner T, Kalisch R. Emotional processing in anterior cingulate and medial prefrontal cortex. Trends Cogn Sci. 2011;15:85–93.
Etkin A, Büchel C, Gross JJ. The neural bases of emotion regulation. Nat Rev Neurosci. 2015;16:693–700.
Ochsner KN, Gross JJ. The cognitive control of emotion. Trends Cogn Sci. 2005;9:242–9.
Ochsner KN, Ray RR, Hughes B, McRae K, Cooper JC, Weber J, et al. Bottom-Up and Top-Down Processes in Emotion Generation. Psychol Sci. 2009;20:1322–31.
Hornak J, Bramham J, Rolls ET, Morris RG, O’Doherty J, Bullock PR, et al. Changes in emotion after circumscribed surgical lesions of the orbitofrontal and cingulate cortices. Brain. 2003;126:1691–712.
Price JL, Drevets WC. Neural circuits underlying the pathophysiology of mood disorders. Trends Cogn Sci. 2012;16:61–71.
Laxton AW, Neimat JS, Davis KD, Womelsdorf T, Hutchison WD, Dostrovsky JO, et al. Neuronal coding of implicit emotion categories in the subcallosal cortex in patients with depression. Biol Psychiatry. 2013;74:714–9.
Merkl A, Neumann W-J, Huebl J, Aust S, Horn A, Krauss JK, et al. Modulation of Beta-Band Activity in the Subgenual Anterior Cingulate Cortex during Emotional Empathy in Treatment-Resistant Depression. Cereb Cortex N Y N 1991. 2016;26:2626–38.
Huebl J, Brücke C, Merkl A, Bajbouj M, Schneider G-H, Kühn AA. Processing of emotional stimuli is reflected by modulations of beta band activity in the subgenual anterior cingulate cortex in patients with treatment resistant depression. Soc Cogn Affect Neurosci. 2016;11:1290–8.
Lipsman N, Kaping D, Westendorff S, Sankar T, Lozano AM, Womelsdorf T. Beta coherence within human ventromedial prefrontal cortex precedes affective value choices. NeuroImage. 2014;85:769–78.
Shapira-Lichter I, Strauss I, Oren N, Gazit T, Sammartino F, Giacobbe P, et al. Conflict monitoring mechanism at the single-neuron level in the human ventral anterior cingulate cortex. NeuroImage. 2018;175:45–55.
Cavanagh JF, Cohen MX, Allen JJB. Prelude to and Resolution of an Error: EEG Phase Synchrony Reveals Cognitive Control Dynamics during Action Monitoring. J Neurosci. 2009;29:98–105.
Cohen M, Van Gaal S, Ridderinkhof KR, Lamme V. Unconscious errors enhance prefrontal-occipital oscillatory synchrony. Front Hum Neurosci. 2009;3:54.
Cohen MX, Ridderinkhof KR, Haupt S, Elger CE, Fell J. Medial frontal cortex and response conflict: Evidence from human intracranial EEG and medial frontal cortex lesion. Brain Res. 2008;1238:127–42.
Cohen MX, Cavanagh JF. Single-Trial Regression Elucidates the Role of Prefrontal Theta Oscillations in Response Conflict. Front Psychol. 2011;2:30.
Cohen MX, Donner TH. Midfrontal conflict-related theta-band power reflects neural oscillations that predict behavior. J Neurophysiol. 2013;110:2752–63.
Hanslmayr S, Pastötter B, Bäuml K-H, Gruber S, Wimber M, Klimesch W. The electrophysiological dynamics of interference during the Stroop task. J Cogn Neurosci. 2008;20:215–25.
Luu P, Tucker DM. Regulating action: alternating activation of midline frontal and motor cortical networks. Clin Neurophysiol. 2001;112:1295–306.
Nigbur R, Cohen MX, Ridderinkhof KR, Stürmer B. Theta Dynamics Reveal Domain-specific Control over Stimulus and Response Conflict. J Cogn Neurosci. 2012;24:1264–74.
van Veen V, Cohen JD, Botvinick MM, Stenger VA, Carter CS. Anterior Cingulate Cortex, Conflict Monitoring, and Levels of Processing. NeuroImage. 2001;14:1302–8.
Wang C, Ulbert I, Schomer DL, Marinkovic K, Halgren E. Responses of Human Anterior Cingulate Cortex Microdomains to Error Detection, Conflict Monitoring, Stimulus-Response Mapping, Familiarity, and Orienting. J Neurosci. 2005;25:604–13.
Womelsdorf T, Valiante TA, Sahin NT, Miller KJ, Tiesinga P. Dynamic circuit motifs underlying rhythmic gain control, gating and integration. Nat Neurosci. 2014;17:1031–40.
Cavanagh JF, Frank MJ. Frontal theta as a mechanism for cognitive control. Trends Cogn Sci. 2014;18:414–21.
Fries P. A mechanism for cognitive dynamics: neuronal communication through neuronal coherence. Trends Cogn Sci. 2005;9:474–80.
Singer W. Neuronal Synchrony: A Versatile Code for the Definition of Relations? Neuron. 1999;24:49–65.
Varela F, Lachaux J-P, Rodriguez E, Martinerie J. The Brainweb: Phase Synchronization and Large-Scale Integration. Nat Rev Neurosci. 2001;2:229–39.
Siegel M, Donner TH, Engel AK. Spectral fingerprints of large-scale neuronal interactions. Nat Rev Neurosci. 2012;13:121–34.
Buschman TJ, Miller EK. Top-Down Versus Bottom-Up Control of Attention in the Prefrontal and Posterior Parietal Cortices. Science. 2007;315:1860–2.
Clark DL, Brown EC, Ramasubbu R, Kiss ZHT. Intrinsic Local Beta Oscillations in the Subgenual Cingulate Relate to Depressive Symptoms in Treatment-Resistant Depression. Biol Psychiatry. 2016;80:e93–e94.
Jacobs J, Kahana MJ, Ekstrom AD, Fried I. Brain Oscillations Control Timing of Single-Neuron Activity in Humans. J Neurosci. 2007;27:3839–44.
Wang X-J. Neurophysiological and Computational Principles of Cortical Rhythms in Cognition. Physiol Rev. 2010;90:1195–268.
Saul LJ, Davis H. Action currents in the central nervous system. Arch Neurol Psychiatry. 1933;29:255–9.
Wang J, John Y, Barbas H. Pathways for Contextual Memory: The Primate Hippocampal Pathway to Anterior Cingulate Cortex. Cereb Cortex. 2021;31:1807–26.
Joyce MKP, Wang J, Barbas H. Subgenual and Hippocampal Pathways in Amygdala Are Set to Balance Affect and Context Processing. J Neurosci. 2023;43:3061–80.
Buzsáki G. Theta Oscillations in the Hippocampus. Neuron. 2002;33:325–40.
Jensen O, Lisman JE. Hippocampal sequence-encoding driven by a cortical multi-item working memory buffer. Trends Neurosci. 2005;28:67–72.
Knyazev GG. Motivation, emotion, and their inhibitory control mirrored in brain oscillations. Neurosci Biobehav Rev. 2007;31:377–95.
Siapas AG, Lubenov EV, Wilson MA. Prefrontal Phase Locking to Hippocampal Theta Oscillations. Neuron. 2005;46:141–51.
Benchenane K, Peyrache A, Khamassi M, Tierney PL, Gioanni Y, Battaglia FP, et al. Coherent Theta Oscillations and Reorganization of Spike Timing in the Hippocampal- Prefrontal Network upon Learning. Neuron. 2010;66:921–36.
Remondes M, Wilson MA. Cingulate-hippocampus Coherence and Trajectory Coding in a Sequential Choice Task. Neuron. 2013;80:1277–89.
Jones MW, Wilson MA. Phase precession of medial prefrontal cortical activity relative to the hippocampal theta rhythm. Hippocampus. 2005;15:867–73.
Mayberg HS. Limbic-cortical dysregulation: a proposed model of depression. J Neuropsychiatry Clin Neurosci. 1997;9:471–81.
Ramasubbu R, Clark DL, Golding S, Dobson KS, Mackie A, Haffenden A, et al. Long versus short pulse width subcallosal cingulate stimulation for treatment-resistant depression: a randomised, double-blind, crossover trial. Lancet Psychiatry. 2020;7:29–40.
Fava M. Diagnosis and definition of treatment-resistant depression. Biol Psychiatry. 2003;53:649–59.
Lee JR, Kiss ZHT. Interhemispheric difference of pallidal local field potential activity in cervical dystonia. J Neurol Neurosurg Psychiatry. 2014;85:306–10.
Riva-Posse P, Choi SK, Holtzheimer PE, Crowell AL, Garlow SJ, Rajendra JK, et al. A connectomic approach for subcallosal cingulate deep brain stimulation surgery: prospective targeting in treatment-resistant depression. Mol Psychiatry. 2018;23:843–9.
Smolker HR, Wang K, Luciana M, Bjork JM, Gonzalez R, Barch DM, et al. The Emotional Word-Emotional Face Stroop task in the ABCD study: Psychometric validation and associations with measures of cognition and psychopathology. Dev Cogn Neurosci. 2022;53:101054.
Young A, Perrett D, Calder A, Sprengelmeyer R, Ekman P. Facial expressions of emotion: Stimuli and tests (FEEST). Thames Val Test Co TVTC. 2002. 1 January 2002.
Maris E, Oostenveld R. Nonparametric statistical testing of EEG- and MEG-data. J Neurosci Methods. 2007;164:177–90.
Yang AI, Vanegas N, Lungu C, Zaghloul KA. Beta-Coupled High-Frequency Activity and Beta-Locked Neuronal Spiking in the Subthalamic Nucleus of Parkinson’s Disease. J Neurosci. 2014;34:12816–27.
Shimamoto SA, Ryapolova-Webb ES, Ostrem JL, Galifianakis NB, Miller KJ, Starr PA. Subthalamic Nucleus Neurons Are Synchronized to Primary Motor Cortex Local Field Potentials in Parkinson’s Disease. J Neurosci. 2013;33:7220–33.
Davis KD, Taylor KS, Hutchison WD, Dostrovsky JO, McAndrews MP, Richter EO, et al. Human Anterior Cingulate Cortex Neurons Encode Cognitive and Emotional Demands. J Neurosci. 2005;25:8402–6.
Totah NKB, Kim YB, Homayoun H, Moghaddam B. Anterior cingulate neurons represent errors and preparatory attention within the same behavioral sequence. J Neurosci Off J Soc Neurosci. 2009;29:6418–26.
Güntekin B, Başar E. A review of brain oscillations in perception of faces and emotional pictures. Neuropsychologia. 2014;58:33–51.
Donner TH, Siegel M, Fries P, Engel AK. Buildup of choice-predictive activity in human motor cortex during perceptual decision making. Curr Biol CB. 2009;19:1581–5.
Gould IC, Nobre AC, Wyart V, Rushworth MFS. Effects of Decision Variables and Intraparietal Stimulation on Sensorimotor Oscillatory Activity in the Human Brain. J Neurosci. 2012;32:13805–18.
Spitzer B, Haegens S. Beyond the Status Quo: A Role for Beta Oscillations in Endogenous Content (Re)Activation. eNeuro. 2017;4:ENEURO.0170–17.2017.
Wyart V, de Gardelle V, Scholl J, Summerfield C. Rhythmic Fluctuations in Evidence Accumulation during Decision Making in the Human Brain. Neuron. 2012;76:847–58.
Duprez J, Gulbinaite R, Cohen MX. Midfrontal theta phase coordinates behaviorally relevant brain computations during cognitive control. NeuroImage. 2020;207:116340.
Cohen MX. A neural microcircuit for cognitive conflict detection and signaling. Trends Neurosci. 2014;37:480–90.
Mulert C, Juckel G, Brunnmeier M, Karch S, Leicht G, Mergl R, et al. Rostral Anterior Cingulate Cortex Activity in the Theta Band Predicts Response to Antidepressive Medication. Clin EEG Neurosci. 2007;38:78–81.
Pizzagalli DA, Oakes TR, Davidson RJ. Coupling of theta activity and glucose metabolism in the human rostral anterior cingulate cortex: An EEG/PET study of normal and depressed subjects. Psychophysiology. 2003;40:939–49.
Saletu B, Anderer P, Saletu-Zyhlarz GM. EEG topography and tomography (LORETA) in diagnosis and pharmacotherapy of depression. Clin EEG Neurosci. 2010;41:203–10.
Tyng CM, Amin HU, Saad MNM, Malik AS. The Influences of Emotion on Learning and Memory. Front Psychol. 2017;8:1454.
Bastos AM, Vezoli J, Bosman CA, Schoffelen J-M, Oostenveld R, Dowdall JR, et al. Visual Areas Exert Feedforward and Feedback Influences through Distinct Frequency Channels. Neuron. 2015;85:390–401.
Micheli C, Kaping D, Westendorff S, Valiante TA, Womelsdorf T. Inferior-frontal cortex phase synchronizes with the temporal–parietal junction prior to successful change detection. NeuroImage. 2015;119:417–31.
Womelsdorf T, Everling S. Long-Range Attention Networks: Circuit Motifs Underlying Endogenously Controlled Stimulus Selection. Trends Neurosci. 2015;38:682–700.
Vinogradova OS. Expression, control, and probable functional significance of the neuronal theta-rhythm. Prog Neurobiol. 1995;45:523–83.
Bland BH, Oddie SD, Colom LV. Mechanisms of Neural Synchrony in the Septohippocampal Pathways Underlying Hippocampal Theta Generation. J Neurosci. 1999;19:3223–37.
Markello RD, Spreng RN, Luh W-M, Anderson AK, De Rosa E. Segregation of the human basal forebrain using resting state functional MRI. NeuroImage. 2018;173:287–97.
Cowan N, Saults JS, Blume CL. Central and Peripheral Components of Working Memory Storage. J Exp Psychol Gen. 2014;143:1806–36.
Engle RW, Tuholski SW, Laughlin JE, Conway ARA. Working memory, short-term memory, and general fluid intelligence: a latent-variable approach. J Exp Psychol Gen. 1999;128:309–31.
Engle RW, Kane MJ. Executive Attention, Working Memory Capacity, and a Two-Factor Theory of Cognitive Control. Psychol. Learn. Motiv., vol. 44, Academic Press; 2003. p. 145–99.
George MS, Ketter TA, Parekh PI, Horwitz B, Herscovitch P, Post RM. Brain activity during transient sadness and happiness in healthy women. Am J Psychiatry. 1995;152:341–51.
Vogt BA. Pain and Emotion Interactions in Subregions of the Cingulate Gyrus. Nat Rev Neurosci. 2005;6:533–44.
Alexander L, Gaskin PLR, Sawiak SJ, Fryer TD, Hong YT, Cockcroft GJ, et al. Fractionating Blunted Reward Processing Characteristic of Anhedonia by Over-Activating Primate Subgenual Anterior Cingulate Cortex. Neuron. 2019;101:307–20.e6.
Alexander L, Wood CM, Gaskin PLR, Sawiak SJ, Fryer TD, Hong YT, et al. Over-activation of primate subgenual cingulate cortex enhances the cardiovascular, behavioral and neural responses to threat. Nat Commun. 2020;11:5386.
Sequeira SL, Silk JS, Ladouceur CD, Hanson JL, Ryan ND, Morgan JK, et al. Association of Neural Reward Circuitry Function With Response to Psychotherapy in Youths With Anxiety Disorders. Am J Psychiatry. 2021;178:343–51.
Fan J, Gu X, Liu X, Guise KG, Park Y, Martin L, et al. Involvement of the anterior cingulate and frontoinsular cortices in rapid processing of salient facial emotional information. NeuroImage. 2011;54:2539–46.
Kawasaki H, Adolphs R, Kaufman O, Damasio H, Damasio AR, Granner M, et al. Single-neuron responses to emotional visual stimuli recorded in human ventral prefrontal cortex. Nat Neurosci. 2001;4:15–16.
Kawasaki H, Adolphs R, Oya H, Kovach C, Damasio H, Kaufman O, et al. Analysis of Single-Unit Responses to Emotional Scenes in Human Ventromedial Prefrontal Cortex. J Cogn Neurosci. 2005;17:1509–18.
Lipsman N, Nakao T, Kanayama N, Krauss JK, Anderson A, Giacobbe P, et al. Neural overlap between resting state and self-relevant activity in human subcallosal cingulate cortex – Single unit recording in an intracranial study. Cortex. 2014;60:139–44.
Lenz FA, Dostrovsky JO, Tasker RR, Yamashiro K, Kwan HC, Murphy JT. Single-unit analysis of the human ventral thalamic nuclear group: somatosensory responses. J Neurophysiol. 1988;59:299–316.
Sheth SA, Mian MK, Patel SR, Asaad WF, Williams ZM, Dougherty DD, et al. Human Dorsal Anterior Cingulate Cortex Neurons Mediate Ongoing Behavioral Adaptation. Nature. 2012;488:218–21.
Rey HG, De Falco E, Ison MJ, Valentin A, Alarcon G, Selway R, et al. Encoding of long-term associations through neural unitization in the human medial temporal lobe. Nat Commun. 2018;9:4372.
Rey HG, Gori B, Chaure FJ, Collavini S, Blenkmann AO, Seoane P, et al. Single Neuron Coding of Identity in the Human Hippocampal Formation. Curr Biol. 2020;30:1152–9.e3.
Acknowledgements
Authors thank all participants. This project was funded by Alberta Innovates Health Solutions (AIHS, #04126-2017). AJG received funding through Natural Sciences and Engineering Research Council of Canada (NSERC) and New Frontiers in Research Fund (NFRF). DLC and ECB were both AIHS post-doctoral fellows and received additional funding from NSERC-CREATE. APA and NAZ also received funding from NSERC-CREATE. LHK received scholarships from Parkinson Canada, Parkinson Alberta and Eyes High, and MSN was funded by NSERC-CREATE and Parkinson Canada.
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ZHTK and RR: Alberta Innovates Health Solutions (AIHS, #04126-2017).
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NAZ, AJG, RR, ZHTK, and DLC contributed to study conceptualization and design. FL, LHK, MSN, ECB and DLC participated in data collection. NAZ, APA, AJG, ZHTK and DLC contributed to methodology and software. NAZ and DLC performed formal analysis. NAZ contributed to formal drafting of the original article, and all authors contributed to editing and review. RR, ZHTK and DLC contributed to project administration. ZHTK and DLC supplied resources and supervised all aspects of this study. Study funding was acquired by RR and ZHTK. All authors read and approved the final manuscript.
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Zalasky, N.A., Luo, F., Kim, L.H. et al. Integration of valence and conflict processing through cellular-field interactions in human subgenual cingulate during emotional face processing in treatment-resistant depression. Mol Psychiatry (2024). https://doi.org/10.1038/s41380-024-02667-6
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DOI: https://doi.org/10.1038/s41380-024-02667-6