Decoding the Role of the Insula in Human Cognition: Functional Parcellation and Large-Scale Reverse Inference
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Recent work has indicated that the insula may be involved in goal-directed cognition, switching between networks, and the conscious awareness of affect and somatosensation. However, these findings have been limited by the insula's remarkably high base rate of activation and considerable functional heterogeneity. The present study used a relatively unbiased data-driven approach combining resting-state connectivity-based parcellation of the insula with large-scale meta-analysis to understand how the insula is anatomically organized based on functional connectivity patterns as well as the consistency and specificity of the associated cognitive functions. Our findings support a tripartite subdivision of the insula and reveal that the patterns of functional connectivity in the resting-state analysis appear to be relatively conserved across tasks in the meta-analytic coactivation analysis. The function of the networks was meta-analytically "decoded" using the Neurosynth framework and revealed that while the dorsoanterior insula is more consistently involved in human cognition than ventroanterior and posterior networks, each parcellated network is specifically associated with a distinct function. Collectively, this work suggests that the insula is instrumental in integrating disparate functional systems involved in processing affect, sensory-motor processing, and general cognition and is well suited to provide an interface between feelings, cognition, and action.
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The posterior insular cortex is heavily involved in sensory processing, particularly exteroception and pain perception.
“The posterior insular cortex (pIC), located close to the primary sensory regions such as the somatosensory cortices, visual cortex, and auditory cortex, is heavily involved in sensory processing, particularly exteroception and pain perception [14][15][16].”
From The Insular Cortex: An Interface Between Sensation, Emotion and Cognition (2024) · cites this paper as [14]
The Introduction and ‘Functional Dissociations within the Insula’ describe the posterior insula as involved in sensory processing, including exteroceptive information and pain. The cited sentence also says it is close to the somatosensory, visual, and auditory cortices; the passages from our copy do not establish that anatomical proximity. (LLM, conf=0.78)
Experimental — accuracy not yet measuredThe insula is involved in social-emotion experience and visceral state, contributing to integration of affective information.
“The insula is involved in social-emotion experience and in visceral state (Chang et al., 2013), contributing in the integration of affective information (Shah et al., 2009; Sterpenich et al., 2019).”
From The Functional Role of Dreaming in Emotional Processes (2019) · cites this paper as Chang et al., 2013
Shaw et al. (2008) found that the most anterior portion of the insula exhibited linear thinning across adolescence, suggesting ongoing maturation similar to cognitive control regions.
“Using cortical thickness measurements as a marker of neural maturity (thinner cortex is associated with greater neural maturity), Shaw et al. [60] (2008) found that the most anterior portion of the insula (not anatomically defined in the paper, however) exhibited a linear pattern of thinning across adolescence, suggesting that this region undergoes ongoing maturation across this developmental peri”
From The role of the anterior insula in adolescent decision making (2014) · cites this paper as [60]
Different patterns of development have been documented within different areas of the insular cortex.
“Similar to findings from whole brain studies, which show different timing and rates of development in various regions [59], different patterns of development have been documented within different areas of the insular cortex [60, 61].”
From The role of the anterior insula in adolescent decision making (2014) · cites this paper as [60]
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Cites
(2003) · Journal of Machine Learning Research · doi:10.5555/944919.944937 · Cited by 32,337 · see citing works
The human brain is intrinsically organized into dynamic, anticorrelated functional networks
Fox, M. D., Snyder, A. Z., Vincent, J. L., Corbetta, M., Van Essen, D. C., & Raichle, M. E. (2005) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0504136102 · Cited by 8,553 · see citing works
Dissociable intrinsic connectivity networks for salience processing and executive control
Seeley, W. W., Menon, V., Schatzberg, A. F., Keller, J., Glover, G. H., Kenna, H., Reiss, A. L., & Greicius, M. D. (2007) · The Journal of Neuroscience · doi:10.1523/jneurosci.5587-06.2007 · Cited by 7,426 · see citing works
How do you feel — now? The anterior insula and human awareness
(Bud) Craig, A. D. (2009) · Nature Reviews Neuroscience · doi:10.1038/nrn2555 · Cited by 6,657 · cited 2× · see citing works
“The convergence of multimodal sensory information and ability to readout subjective states (Craig 2009; Ullsperger et al. 2010) likely explains why the insula is intimately involved in affective processing (Damasio et al. 2000; Wager and FeldmanBarrett 2004).”
BackgroundHow do you feel? Interoception: The sense of the physiological condition of the body
Craig, A. D. (2002) · Nature Reviews Neuroscience · doi:10.1038/nrn894 · Cited by 6,006 · see citing works
Saliency, switching, attention and control: a network model of insula function
Menon, V., & Uddin, L. Q. (2010) · Brain Structure and Function · doi:10.1007/s00429-010-0262-0 · Cited by 5,592 · see citing works
Correspondence of the brain's functional architecture during activation and rest
Smith, S. M., Fox, P. T., Miller, K. L., Glahn, D. C., Fox, P. M., Mackay, C. E., Filippini, N., Watkins, K. E., Toro, R., Laird, A. R., et al. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0905267106 · Cited by 5,150 · see citing works
Large-scale automated synthesis of human functional neuroimaging data.
Yarkoni, T., Poldrack, R. A., Nichols, T. E., Van Essen, D. C., & Wager, T. D. (2011) · Nature Methods · doi:10.1038/nmeth.1635 · Cited by 3,686 · cited 12× · see citing works
“Despite this limitation, the automated Neurosynth software has been highly successful at replicating findings using manually coded methods and decoding broad cognitive states in individual human subjects (Yarkoni et al. 2011), and we are currently working to improve specificity via alternative coding”
BackgroundMethodResultInfluentialSelf-citationThe neural basis of economic decision-making in the Ultimatum Game.
Sanfey, A. G., Rilling, J. K., Aronson, J. A., Nystrom, L. E., & Cohen, J. D. (2003) · Science · doi:10.1126/science.1082976 · Cited by 3,375 · see citing works
Self-citationSridharan, D., Levitin, D. J., & Menon, V. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0800005105 · Cited by 2,892 · see citing works
Interoception: the sense of the physiological condition of the body
(Bud) Craig, A. (2003) · Current Opinion in Neurobiology · doi:10.1016/s0959-4388(03)00090-4 · Cited by 2,556 · see citing works
Common regions of the human frontal lobe recruited by diverse cognitive demands
Duncan, J., & Owen, A. M. (2000) · Trends in Neurosciences · doi:10.1016/s0166-2236(00)01633-7 · Cited by 2,498 · see citing works
Can cognitive processes be inferred from neuroimaging data?
POLDRACK, R. (2006) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2005.12.004 · Cited by 2,230 · see citing works
Both of Us Disgusted in My Insula
Wicker, B., Keysers, C., Plailly, J., Royet, J.-P., Gallese, V., & Rizzolatti, G. (2003) · Neuron · doi:10.1016/s0896-6273(03)00679-2 · Cited by 2,185 · see citing works
Subcortical and cortical brain activity during the feeling of self-generated emotions
Damasio, A. R., Grabowski, T. J., Bechara, A., Damasio, H., Ponto, L. L. B., Parvizi, J., & Hichwa, R. D. (2000) · Nature Neuroscience · doi:10.1038/79871 · Cited by 2,117 · see citing works
A three-dimensional statistical analysis for CBF activation studies in human brain
Worsley, K. J., Evans, A. C., Marrett, S., & Neelin, P. (1992) · Journal of Cerebral Blood Flow & Metabolism · doi:10.1038/jcbfm.1992.127 · Cited by 2,036 · see citing works
Placebo-Induced Changes in fMRI in the Anticipation and Experience of Pain
Wager, T. D., Rilling, J. K., Smith, E. E., Sokolik, A., Casey, K. L., Davidson, R. J., Kosslyn, S. M., Rose, R. M., & Cohen, J. D. (2004) · Science · doi:10.1126/science.1093065 · Cited by 1,992 · see citing works
The global signal and observed anticorrelated resting state brain networks
Fox, M. D., Zhang, D., Snyder, A. Z., & Raichle, M. E. (2009) · Journal of Neurophysiology · doi:10.1152/jn.90777.2008 · Cited by 1,877 · see citing works
Circuitry and functional aspects of the insular lobe in primates including humans
AUGUSTINE, J. (1996) · Brain Research Reviews · doi:10.1016/s0165-0173(96)00011-2 · Cited by 1,776 · see citing works
A Core System for the Implementation of Task Sets
Dosenbach, N. U. F., Visscher, K. M., Palmer, E. D., Miezin, F. M., Wenger, K. K., Kang, H. C., Burgund, E. D., Grimes, A. L., Schlaggar, B. L., & Petersen, S. E. (2006) · Neuron · doi:10.1016/j.neuron.2006.04.031 · Cited by 1,772 · see citing works
Multilevel linear modelling for FMRI group analysis using Bayesian inference
Woolrich, M. W., Behrens, T. E. J., Beckmann, C. F., Jenkinson, M., & Smith, S. M. (2004) · NeuroImage · doi:10.1016/j.neuroimage.2003.12.023 · Cited by 1,719 · see citing works
A specific neural substrate for perceiving facial expressions of disgust
Phillips, M. L., Young, A. W., Senior, C., Brammer, M., Andrew, C., Calder, A. J., Bullmore, E. T., Perrett, D. I., Rowland, D., Williams, S. C. R., et al. (1997) · Nature · doi:10.1038/39051 · Cited by 1,609 · see citing works
Kurth, F., Zilles, K., Fox, P. T., Laird, A. R., & Eickhoff, S. B. (2010) · Brain Structure and Function · doi:10.1007/s00429-010-0255-z · Cited by 1,293 · see citing works
A common role of insula in feelings, empathy and uncertainty
Singer, T., Critchley, H. D., & Preuschoff, K. (2009) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2009.05.001 · Cited by 1,270 · see citing works
Activation of the left amygdala to a cognitive representation of fear
Phelps, E. A., O'Connor, K. J., Gatenby, J. C., Gore, J. C., Grillon, C., & Davis, M. (2001) · Nature Neuroscience · doi:10.1038/86110 · Cited by 895 · see citing works
Functional connectivity of the insula in the resting brain
Cauda, F., D'Agata, F., Sacco, K., Duca, S., Geminiani, G., & Vercelli, A. (2011) · NeuroImage · doi:10.1016/j.neuroimage.2010.11.049 · Cited by 793 · see citing works
Beckmann, M., Johansen-Berg, H., & Rushworth, M. F. S. (2009) · The Journal of Neuroscience · doi:10.1523/jneurosci.3328-08.2009 · Cited by 789 · see citing works
Three systems of insular functional connectivity identified with cluster analysis
Deen, B., Pitskel, N. B., & Pelphrey, K. A. (2011) · Cerebral Cortex · doi:10.1093/cercor/bhq186 · Cited by 716 · see citing works
Changes in connectivity profiles define functionally distinct regions in human medial frontal cortex
Johansen‐Berg, H., Behrens, T. E. J., Robson, M. D., Drobnjak, I., Rushworth, M. F. S., Brady, J. M., Smith, S. M., Higham, D. J., & Matthews, P. M. (2004) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0403743101 · Cited by 684 · see citing works
Mesulam, M. M., & Mufson, E. J. (1982) · The Journal of Comparative Neurology · doi:10.1002/cne.902120102 · Cited by 654 · see citing works
Ray, S., & Turi, R. H. (2000) · International Conference on Advances in Pattern Recognition · Cited by 541 · see citing works
Guldin, W. O., & Grüsser, O.-J. (1998) · Trends in Neurosciences · doi:10.1016/s0166-2236(97)01211-3 · Cited by 504 · see citing works
Weiskopf, N., Hutton, C., Josephs, O., & Deichmann, R. (2006) · NeuroImage · doi:10.1016/j.neuroimage.2006.07.029 · Cited by 488 · see citing works
Conscious perception of errors and its relation to the anterior insula
Ullsperger, M., Harsay, H. A., Wessel, J. R., & Ridderinkhof, K. R. (2010) · Brain Structure and Function · doi:10.1007/s00429-010-0261-1 · Cited by 463 · see citing works
Role of the anterior insula in task-level control and focal attention
Nelson, S. M., Dosenbach, N. U. F., Cohen, A. L., Wheeler, M. E., Schlaggar, B. L., & Petersen, S. E. (2010) · Brain Structure and Function · doi:10.1007/s00429-010-0260-2 · Cited by 435 · see citing works
At the heart of the ventral attention system: The right anterior insula
Eckert, M. A., Menon, V., Walczak, A., Ahlstrom, J., Denslow, S., Horwitz, A., & Dubno, J. R. (2009) · Human Brain Mapping · doi:10.1002/hbm.20688 · Cited by 406 · see citing works
The insula (Island of Reil) and its role in auditory processing
Bamiou, D., Musiek, F. E., & LUXON, L. M. (2003) · Brain Research Reviews · doi:10.1016/s0165-0173(03)00172-3 · Cited by 397 · see citing works
The Vestibular Cortex: Its Locations, Functions, and Disorders
Brandt, T., & Dieterich, M. (1999) · Annals of the New York Academy of Sciences · doi:10.1111/j.1749-6632.1999.tb09193.x · Cited by 380 · see citing works
Functional Coactivation Map of the Human Brain
Toro, R., Fox, P. T., & Paus, T. (2008) · Cerebral Cortex · doi:10.1093/cercor/bhn014 · Cited by 378 · see citing works
Jabbi, M., Bastiaansen, J., & Keysers, C. (2008) · PLoS ONE · doi:10.1371/journal.pone.0002939 · Cited by 362 · see citing works
Metaanalytic connectivity modeling: Delineating the functional connectivity of the human amygdala
Robinson, J. L., Laird, A. R., Glahn, D. C., Lovallo, W. R., & Fox, P. T. (2010) · Human Brain Mapping · doi:10.1002/hbm.20854 · Cited by 327 · see citing works
Yarkoni, T., Barch, D. M., Gray, J. R., Conturo, T. E., & Braver, T. S. (2009) · PLoS ONE · doi:10.1371/journal.pone.0004257 · Cited by 312 · see citing works
Self-citationNeurobiological Substrates of Dread
Berns, G. S., Chappelow, J., Cekic, M. M., Zink, C. F., Pagnoni, G., & Martin-Skurski, M. E. (2006) · Science · doi:10.1126/science.1123721 · Cited by 270 · see citing works
The Angry Brain: Neural Correlates of Anger, Angry Rumination, and Aggressive Personality
Denson, T., Pedersen, W. C., Ronquillo, J., & Nandy, A. S. (2009) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2009.21051 · Cited by 263 · see citing works
Gustatory responses of single neurons in the insula of the macaque monkey
Yaxley, S., Rolls, E. T., & Sienkiewicz, Z. J. (1990) · Journal of Neurophysiology · doi:10.1152/jn.1990.63.4.689 · Cited by 262 · see citing works
Triangulating the Neural, Psychological, and Economic Bases of Guilt Aversion
Chang, L. J., Smith, A., Dufwenberg, M., & Sanfey, A. G. (2011) · Neuron · doi:10.1016/j.neuron.2011.02.056 · Cited by 260 · see citing works
Self-citationEvaluating the consistency and specificity of neuroimaging data using meta-analysis
Wager, T. D., Lindquist, M. A., Nichols, T. E., Kober, H., & Van Snellenberg, J. X. (2009) · NeuroImage · doi:10.1016/j.neuroimage.2008.10.061 · Cited by 242 · see citing works
Cytoarchitecture and Probabilistic Maps of the Human Posterior Insular Cortex
Kurth, F., Eickhoff, S. B., Schleicher, A., Hömke, L., Zilles, K., & Amunts, K. (2009) · Cerebral Cortex · doi:10.1093/cercor/bhp208 · Cited by 241 · see citing works
Functional organization of the human anterior insular cortex
Mutschler, I., Wieckhorst, B., Kowalevski, S., Derix, J., Wentlandt, J., Schulze‐Bonhage, A., & Ball, T. (2009) · Neuroscience Letters · doi:10.1016/j.neulet.2009.03.101 · Cited by 238 · see citing works
Decoding the Large-Scale Structure of Brain Function by Classifying Mental States Across Individuals
Poldrack, R. A., Halchenko, Y. O., & Hanson, S. J. (2009) · Psychological Science · doi:10.1111/j.1467-9280.2009.02460.x · Cited by 237 · see citing works
Taste perception in patients with insular cortex lesions
Pritchard, T. C., Macaluso, D. A., & Eslinger, P. J. (1999) · Behavioral Neuroscience · doi:10.1037/0735-7044.113.4.663 · Cited by 225 · cited 3× · see citing works
“For additional information about this publication click this link. http://hdl.handle.net/2066/115384 Please be advised that this information was generated on 2019-11-12 and may be subject to change.”
Motion or activity: their role in intra- and inter-subject variation in fMRI
Lund, T. E., Nørgaard, M. D., Rostrup, E., Rowe, J. B., & Paulson, O. B. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2005.02.021 · Cited by 221 · see citing works
From affect to control: Functional specialization of the insula in motivation and regulationPreprint
Wager, T. D., & Barrett, L. F. (2017) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/102368 · Cited by 200 · see citing works
Shelley, B. P., & Trimble, M. (2004) · The World Journal of Biological Psychiatry · doi:10.1080/15622970410029933 · Cited by 168 · see citing works
Great expectations: neural computations underlying the use of social norms in decision-making
Chang, L. J., & Sanfey, A. G. (2011) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsr094 · Cited by 165 · see citing works
Self-citationGroup analyses of connectivity-based cortical parcellation using repeated k-means clustering
Nanetti, L., Cerliani, L., Gazzola, V., Renken, R. J., & Keysers, C. (2009) · NeuroImage · doi:10.1016/j.neuroimage.2009.06.014 · Cited by 111 · see citing works
Nishiike, S., & Sakata, Y. (2002) · Equilibrium Research · doi:10.3757/jser.61.71 · Cited by 73 · see citing works
Dependence of amygdala activation on echo time: Results from olfactory fMRI experiments
Stöcker, T., Kellermann, T., Schneider, F. W., Habel, U., Amunts, K., Pieperhoff, P., Zilles, K., & Shah, N. J. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2005.09.050 · Cited by 71 · see citing works
Chang, L. J. (2009) · Frontiers in Behavioral Neuroscience · doi:10.3389/neuro.08.036.2009 · Cited by 54 · see citing works
Self-citationCognitive and Motivational Functions of the Human Prefrontal Cortex
Snellenberg, J. X. V., & Wager, T. D. (2009) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780195176704.003.0004 · Cited by 36 · see citing works
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Salience processing and insular cortical function and dysfunction
Uddin, L. Q. (2015) · Nature Reviews Neuroscience · doi:10.1038/nrn3857 · Cited by 2,083 · see citing works
Cognitive Reappraisal of Emotion: A Meta-Analysis of Human Neuroimaging Studies
Buhle, J. T., Silvers, J. A., Wager, T. D., Lopez, R., Onyemekwu, C., Kober, H., Weber, J., & Ochsner, K. N. (2014) · Cerebral Cortex · doi:10.1093/cercor/bht154 · Cited by 1,896 · see citing works
Structure and Function of the Human Insula
Uddin, L. Q., Nomi, J. S., Hébert-Seropian, B., Ghaziri, J., & Boucher, O. (2017) · Journal of Clinical Neurophysiology · doi:10.1097/wnp.0000000000000377 · Cited by 1,262 · see citing works
Network attributes for segregation and integration in the human brain
Sporns, O. (2013) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2012.11.015 · Cited by 1,067 · see citing works
Anterior insular cortex and emotional awareness
Gu, X., Hof, P. R., Friston, K. J., & Fan, J. (2013) · Journal of Comparative Neurology · doi:10.1002/cne.23368 · Cited by 712 · see citing works
“…that the insular cortex works closely with a network of regions, including the ACC (Critchley, 2004; Critchley et al., 2004; Medford and Critchley, 2010; Fan et al., 2011; Denny et al., 2012; Lindquist et al., 2012), somatosensory cortex (Gu et al., 2013), and amygdala (Etkin and Wager, 2007).”
Menon, V. (2015) · Brain Mapping · doi:10.1016/b978-0-12-397025-1.00052-x · Cited by 625 · see citing works
The insula: an underestimated brain area in clinical neuroscience, psychiatry, and neurology
Namkung, H., Kim, S.-H., & Sawa, A. (2017) · Trends in Neurosciences · doi:10.1016/j.tins.2017.02.002 · Cited by 462 · see citing works
Understanding brain networks and brain organization
Pessoa, L. (2014) · Physics of Life Reviews · doi:10.1016/j.plrev.2014.03.005 · Cited by 464 · see citing works
Dynamic Resting-State Functional Connectivity in Major Depression
Kaiser, R. H., Whitfield-Gabrieli, S., Dillon, D. G., Goer, F., Beltzer, M., Minkel, J., Smoski, M., Dichter, G., & Pizzagalli, D. A. (2016) · Neuropsychopharmacology · doi:10.1038/npp.2015.352 · Cited by 438 · see citing works
Cieslik, E. C., Zilles, K., Caspers, S., Roski, C., Kellermann, T. S., Jakobs, O., Langner, R., Laird, A. R., Fox, P. T., & Eickhoff, S. B. (2013) · Cerebral Cortex · doi:10.1093/cercor/bhs256 · Cited by 391 · see citing works
“Forward and reverse inferences has become an increasingly used tool to decode mental states from brain imaging activations (cf. Poldrack 2011; Yarkoni et al. 2011; Chang et al. 2012).”
Visceral Signals Shape Brain Dynamics and Cognition
Azzalini, D., Rebollo, I., & Tallon-Baudry, C. (2019) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2019.03.007 · Cited by 409 · see citing works
Common Dysfunction of Large-Scale Neurocognitive Networks Across Psychiatric Disorders
Sha, Z., Wager, T. D., Mechelli, A., & He, Y. (2019) · Biological Psychiatry · doi:10.1016/j.biopsych.2018.11.011 · Cited by 367 · see citing works
Cai, W., Ryali, S., Chen, T., Li, C.-S. R., & Menon, V. (2014) · The Journal of Neuroscience · doi:10.1523/jneurosci.3048-14.2014 · Cited by 362 · see citing works
Revisiting the role of the insula in addiction
Droutman, V., Read, S. J., & Bechara, A. (2015) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2015.05.005 · Cited by 317 · see citing works
Connectivity-based parcellation of the human orbitofrontal cortex
Kahnt, T., Chang, L. J., Park, S. Q., Heinzle, J., & Haynes, J.-D. (2012) · The Journal of Neuroscience · doi:10.1523/jneurosci.0257-12.2012 · Cited by 299 · see citing works
Self-citationInteroception and drug addiction
Paulus, M. P., & Stewart, J. L. (2014) · Neuropharmacology · doi:10.1016/j.neuropharm.2013.07.002 · Cited by 281 · see citing works
Beyond the Tripartite Cognition–Emotion–Interoception Model of the Human Insular Cortex
Uddin, L. Q., Kinnison, J., Pessoa, L., & Anderson, M. L. (2014) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_00462 · Cited by 275 · see citing works
Adolfi, F., Couto, B., Richter, F., Decety, J., Lopez, J., Sigman, M., Manes, F., & Ibáñez, A. (2017) · Cortex · doi:10.1016/j.cortex.2016.12.019 · Cited by 238 · see citing works
Lieberman, M. D., & Eisenberger, N. I. (2015) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1515083112 · Cited by 241 · see citing works
Meta-analysis of functional neuroimaging of major depressive disorder in youth
Miller, C. H., Hamilton, J. P., Sacchet, M. D., & Gotlib, I. H. (2015) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2015.1376 · Cited by 229 · see citing works
Johnson, D. C., Thom, N. J., Stanley, E. A., Haase, L., Simmons, A. N., Shih, P.-A. B., Thompson, W. K., Potterat, E. G., Minor, T. R., & Paulus, M. P. (2014) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2014.13040502 · Cited by 227 · see citing works
Sezer, I., Pizzagalli, D. A., & Sacchet, M. D. (2022) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2022.104583 · Cited by 214 · see citing works
“In sum, to move beyond reverse inference , these links need to be subsequently studied directly (Chang et al., 2013; Sprooten et al., 2017).”
BackgroundPsychological pain, depression, and suicide: Recent evidences and future directions
Conejero, I., Olié, E., Calati, R., Ducasse, D., & Courtet, P. (2018) · Current Psychiatry Reports · doi:10.1007/s11920-018-0893-z · Cited by 206 · see citing works
The insular cortex and the regulation of cardiac function
Oppenheimer, S., & Cechetto, D. (2016) · Comprehensive Physiology · doi:10.1002/cphy.c140076 · Cited by 191 · see citing works
The Functional Role of Dreaming in Emotional Processes
Scarpelli, S., Bartolacci, C., D'Atri, A., Gorgoni, M., & De Gennaro, L. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.00459 · Cited by 190 · see citing works
“The insula is involved in social-emotion experience and in visceral state (Chang et al., 2013), contributing in the integration of affective information (Shah et al.”
BackgroundFunctional dissociation of stimulus intensity encoding and predictive coding of pain in the insula
Geuter, S., Boll, S., Eippert, F., & Büchel, C. (2017) · eLife · doi:10.7554/elife.24770 · Cited by 184 · see citing works
Costa Dias, T. G., Wilson, V. B., Bathula, D. R., Iyer, S. P., Mills, K. L., Thurlow, B. L., Stevens, C. A., Musser, E. D., Carpenter, S. D., Grayson, D. S., et al. (2013) · European Neuropsychopharmacology · doi:10.1016/j.euroneuro.2012.10.015 · Cited by 180 · see citing works
Disruption of anterior insula modulation of large-scale brain networks in schizophrenia
Moran, L. V., Tagamets, M. A., Sampath, H., O’Donnell, A., Stein, E. A., Kochunov, P., & Hong, L. E. (2013) · Biological Psychiatry · doi:10.1016/j.biopsych.2013.02.029 · Cited by 181 · see citing works
Evans, J. W., Szczepanik, J., Brutsché, N., Park, L. T., Nugent, A. C., & Zarate, C. A. (2018) · Biological Psychiatry · doi:10.1016/j.biopsych.2018.01.027 · Cited by 173 · see citing works
Mehler, D. M. A., Sokunbi, M. O., Habes, I., Barawi, K., Subramanian, L., Range, M., Evans, J., Hood, K., Lührs, M., Keedwell, P., et al. (2018) · Neuropsychopharmacology · doi:10.1038/s41386-018-0126-5 · Cited by 175 · see citing works
Neurobiology of culturally common maternal responses to infant cry
Bornstein, M. H., Putnick, D. L., Rigo, P., Esposito, G., Swain, J. E., Suwalsky, J. T. D., Su, X., Du, X., Zhang, K., Cote, L. R., et al. (2017) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1712022114 · Cited by 168 · see citing works
The neural crossroads of psychiatric illness: an emerging target for brain stimulation
Downar, J., Blumberger, D. M., & Daskalakis, Z. J. (2016) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2015.10.007 · Cited by 166 · see citing works
The Insular Cortex: An Interface Between Sensation, Emotion and Cognition
Zhang, R., Deng, H., & Xiao, X. (2024) · Neuroscience Bulletin · doi:10.1007/s12264-024-01211-4 · Cited by 158 · see citing works
Effects of Direct Social Experience on Trust Decisions and Neural Reward Circuitry
Fareri, D. S., Chang, L. J., & Delgado, M. R. (2012) · Frontiers in Neuroscience · doi:10.3389/fnins.2012.00148 · Cited by 147 · see citing works
Self-citationDroutman, V., Bechara, A., & Read, S. J. (2015) · Frontiers in Behavioral Neuroscience · doi:10.3389/fnbeh.2015.00309 · Cited by 131 · see citing works
Neuroimaging-based biomarkers for treatment selection in major depressive disorder
Dunlop, B. W., & Mayberg, H. S. (2014) · Dialogues in Clinical Neuroscience · doi:10.31887/dcns.2014.16.4/bdunlop · Cited by 127 · see citing works
The experience of social exclusion in women with a history of suicidal acts: a neuroimaging study
Olié, E., Jollant, F., Deverdun, J., de Champfleur, N. M., Cyprien, F., Le Bars, E., Mura, T., Bonafé, A., & Courtet, P. (2017) · Scientific Reports · doi:10.1038/s41598-017-00211-x · Cited by 120 · see citing works
Damage to insula abolishes cognitive distortions during simulated gambling
Clark, L., Studer, B., Bruss, J., Tranel, D., & Bechara, A. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1322295111 · Cited by 117 · see citing works
The role of the anterior insula in adolescent decision making
Smith, A. R., Steinberg, L., & Chein, J. (2014) · Developmental Neuroscience · doi:10.1159/000358918 · Cited by 110 · see citing works
Increased anterior insula activity in anxious individuals is linked to diminished perceived control
Alvarez, R. P., Kirlic, N., Misaki, M., Bodurka, J., Rhudy, J. L., Paulus, M. P., & Drevets, W. C. (2015) · Translational Psychiatry · doi:10.1038/tp.2015.84 · Cited by 113 · see citing works
Seminowicz, D. A., Burrowes, S. A. B., Kearson, A., Zhang, J., Krimmel, S. R., Samawi, L., Furman, A. J., Keaser, M. L., Gould, N. F., Magyari, T., et al. (2020) · Pain · doi:10.1097/j.pain.0000000000001860 · Cited by 110 · see citing works
Harricharan, S., Nicholson, A. A., Thome, J., Densmore, M., McKinnon, M. C., Théberge, J., Frewen, P. A., Neufeld, R. W. J., & Lanius, R. A. (2020) · Psychophysiology · doi:10.1111/psyp.13472 · Cited by 94 · see citing works
McNaughton, N., DeYoung, C. G., & Corr, P. J. (2016) · Neuroimaging Personality, Social Cognition, and Character · doi:10.1016/b978-0-12-800935-2.00002-6 · Cited by 123 · see citing works
Subjective confidence reflects representation of Bayesian probability in cortex
Geurts, L. S., Cooke, J. R. H., van Bergen, R. S., & Jehee, J. F. M. (2022) · Nature Human Behaviour · doi:10.1038/s41562-021-01247-w · Cited by 104 · see citing works
Stewart, J. L., May, A. C., Poppa, T., Davenport, P. W., Tapert, S. F., & Paulus, M. P. (2014) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2014.06.003 · Cited by 86 · see citing works
Insula response and connectivity during social and non-social attention in children with autism
Odriozola, P., Uddin, L. Q., Lynch, C. J., Kochalka, J., Chen, T., & Menon, V. (2016) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsv126 · Cited by 95 · see citing works
Structural basis of empathy and the domain general region in the anterior insular cortex
Mutschler, I., Reinbold, C., Wankerl, J., Seifritz, E., & Ball, T. (2013) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2013.00177 · Cited by 92 · see citing works
Wiebking, C., de Greck, M., Duncan, N. W., Tempelmann, C., Bajbouj, M., & Northoff, G. (2015) · Frontiers in Behavioral Neuroscience · doi:10.3389/fnbeh.2015.00082 · Cited by 90 · see citing works
Addicott, M. A., Sweitzer, M. M., Froeliger, B., Rose, J. E., & McClernon, F. J. (2015) · Neuropsychopharmacology · doi:10.1038/npp.2015.114 · Cited by 85 · see citing works
Neural Correlates of Reinforcement Learning and Social Preferences in Competitive Bidding
van den Bos, W., Talwar, A., & McClure, S. M. (2013) · The Journal of Neuroscience · doi:10.1523/jneurosci.3095-12.2013 · Cited by 80 · see citing works
zu Eulenburg, P., Baumgärtner, U., Treede, R.-D., & Dieterich, M. (2013) · NeuroImage · doi:10.1016/j.neuroimage.2013.06.057 · Cited by 82 · see citing works
Ehrlich, S., Lord, A. R., Geisler, D., Borchardt, V., Boehm, I., Seidel, M., Ritschel, F., Schulze, A., King, J. A., Weidner, K., et al. (2015) · Human Brain Mapping · doi:10.1002/hbm.22736 · Cited by 65 · see citing works
Hassanpour, M. S., Yan, L., Wang, D. J. J., Lapidus, R. C., Arevian, A. C., Simmons, W. K., Feusner, J. D., & Khalsa, S. S. (2016) · Philosophical Transactions of the Royal Society B: Biological Sciences · doi:10.1098/rstb.2016.0017 · Cited by 70 · see citing works
Abnormal functional global and local brain connectivity in female patients with anorexia nervosa
Geisler, D., Borchardt, V., Lord, A. R., Boehm, I., Ritschel, F., Zwipp, J., Clas, S., King, J. A., Wolff-Stephan, S., Roessner, V., et al. (2016) · Journal of Psychiatry and Neuroscience · doi:10.1503/jpn.140310 · Cited by 62 · see citing works
Smith, D. V., Gseir, M., Speer, M. E., & Delgado, M. R. (2016) · Human Brain Mapping · doi:10.1002/hbm.23216 · Cited by 61 · see citing works
Kotler, S., Mannino, M., Kelso, S., & Huskey, R. (2022) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2022.104956 · Cited by 52 · see citing works
Functional neural mechanisms of sensory phenomena in obsessive-compulsive disorder
Brown, C., Shahab, R., Collins, K., Fleysher, L., Goodman, W. K., Burdick, K. E., & Stern, E. R. (2019) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2018.11.018 · Cited by 52 · see citing works
Insula sub-regions across the psychosis spectrum: morphology and clinical correlates
Sheffield, J. M., Huang, A. S., Rogers, B. P., Blackford, J. U., Heckers, S., & Woodward, N. D. (2021) · Translational Psychiatry · doi:10.1038/s41398-021-01461-0 · Cited by 46 · see citing works
Yamada, T., Itahashi, T., Nakamura, M., Watanabe, H., Kuroda, M., Ohta, H., Kanai, C., Kato, N., & Hashimoto, R.-I. (2016) · Molecular Autism · doi:10.1186/s13229-016-0106-8 · Cited by 50 · see citing works
Know thyself: Exploring interoceptive sensitivity in Parkinson's disease
Ricciardi, L., Ferrazzano, G., Demartini, B., Morgante, F., Erro, R., Ganos, C., Bhatia, K. P., Berardelli, A., & Edwards, M. (2016) · Journal of the Neurological Sciences · doi:10.1016/j.jns.2016.03.019 · Cited by 46 · see citing works
Fedota, J. R., Matous, A. L., Salmeron, B. J., Gu, H., Ross, T. J., & Stein, E. A. (2016) · Neuropsychopharmacology · doi:10.1038/npp.2016.62 · Cited by 45 · see citing works
Chen, X., Duan, M., He, H., Yang, M., Klugah–Brown, B., Xu, H., Lai, Y., Luo, C., & Yao, D. (2016) · Psychiatry Research: Neuroimaging · doi:10.1016/j.pscychresns.2016.09.006 · Cited by 38 · see citing works
Salience network activity in perceptual decisions
Lamichhane, B., Adhikari, B. M., & Dhamala, M. (2016) · Brain Connectivity · doi:10.1089/brain.2015.0392 · Cited by 33 · see citing works
Salience network dynamics underlying successful resistance of temptation
Steimke, R., Nomi, J. S., Calhoun, V. D., Stelzel, C., Paschke, L. M., Gaschler, R., Goschke, T., Walter, H., & Uddin, L. Q. (2017) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsx123 · Cited by 30 · see citing works
Higher Landing Accuracy in Expert Pilots is Associated with Lower Activity in the Caudate Nucleus
Adamson, M. M., Taylor, J. L., Heraldez, D., Khorasani, A., Noda, A., Hernandez, B., & Yesavage, J. A. (2014) · PLoS ONE · doi:10.1371/journal.pone.0112607 · Cited by 28 · see citing works
Altered response to risky decisions and reward in patients with obsessive–compulsive disorder
Moreira, P. S., Macoveanu, J., Marques, P., Coelho, A., Magalhães, R., Siebner, H. R., Soares, J. M., Sousa, N., & Morgado, P. (2020) · Journal of Psychiatry and Neuroscience · doi:10.1503/jpn.180226 · Cited by 26 · see citing works
Touching moments: desire modulates the neural anticipation of active romantic caress
Ebisch, S. J., Ferri, F., & Gallese, V. (2014) · Frontiers in Behavioral Neuroscience · doi:10.3389/fnbeh.2014.00060 · Cited by 25 · see citing works
Fear in dreams and in wakefulness: Evidence for day/night affective homeostasis
Sterpenich, V, Perogamvros, L., Tononi, G., & Schwartz, S. (2019) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/534099 · Cited by 99 · see citing works
Wang, C., Huang, P., Shen, Z., Qian, W., Li, K., Luo, X., Zeng, Q., Guo, T., Yu, H., Yang, Y., et al. (2019) · Neuroscience Letters · doi:10.1016/j.neulet.2018.12.013 · Cited by 16 · see citing works
McKenna, R., Rushe, T., & Woodcock, K. A. (2017) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2017.00154 · Cited by 13 · see citing works
Adaptive coding of pain prediction error in the anterior insula
Hoskin, R., & Talmi, D. (2023) · European Journal of Pain · doi:10.1002/ejp.2093 · Cited by 12 · see citing works
Neural Representation of Valenced and Generic Probability and Uncertainty
Kim, J.-C., Hellrung, L., Grueschow, M., Nebe, S., Nagy, Z., & Tobler, P. N. (2024) · The Journal of Neuroscience · doi:10.1523/jneurosci.0195-24.2024 · Cited by 5 · see citing works
- Authors
- Chang, L. J., Yarkoni, T., Khaw, M. W., & Sanfey, A. G.
- Affiliations
- University of Arizona (US)
- University of Colorado Boulder (US)
- Duke University (US)
- Venue
- Cerebral Cortex
- Publisher
- Oxford University Press (OUP)
- Published
- 2012-03-20
- Volume
- 23
- Issue
- 3
- Pages
- 739-749
- ISSN
- 1047-3211 (ISSN-L)
- 1460-2199
- PMC
- PMC3563343
- OpenAlex
- W2102139723
- Cited by
- 879
- References
- 60
- Citations by year
- 2026: 26 · 2025: 38 · 2024: 78 · 2023: 46 · 2022: 71 · 2021: 74 · 2020: 64 · 2019: 71 · 2018: 74 · 2017: 77 · 2016: 72 · 2015: 76 · 2014: 59 · 2013: 41 · 2012: 10
- FWCI
- 30.43
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Cerebral Cortex (publishedVersion)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Radboud Repository (Radboud University) (submittedVersion)
- Radboud Repository (Radboud University) (submittedVersion, other-oa)
- Funders
- National Institute on Aging (R21AG030768)
- National Institute of Mental Health (F31MH085465)
- National Institute of Nursing Research (F32NR012081)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Functional Brain Connectivity Studies
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Health Sciences › Medicine › Psychiatry and Mental health › Psychosomatic Disorders and Their Treatments
- Keywords
- insula, functional parcellation, resting-state functional connectivity, Neurosynth, posterior insula, emotional processing, sensory-motor processing, goal-directed cognition, network switching
- MeSH terms
- Algorithms, Brain Mapping, Cerebral Cortex, Cognition, Female, Humans, Image Interpretation, Computer-Assisted, Magnetic Resonance Imaging, Male, Neural Pathways, Young Adult
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