Salience network dynamics underlying successful resistance of temptation
Open accessPublished version of a preprint
Abstract
Self-control and the ability to resist temptation are critical for successful completion of long-term goals. Contemporary models in cognitive neuroscience emphasize the primary role of prefrontal cognitive control networks in aligning behavior with such goals. Here, we use gaze pattern analysis and dynamic functional connectivity fMRI data to explore how individual differences in the ability to resist temptation are related to intrinsic brain dynamics of the cognitive control and salience networks. Behaviorally, individuals exhibit greater gaze distance from target location (e.g. higher distractibility) during presentation of tempting erotic images compared with neutral images. Individuals whose intrinsic dynamic functional connectivity patterns gravitate toward configurations in which salience detection systems are less strongly coupled with visual systems resist tempting distractors more effectively. The ability to resist tempting distractors was not significantly related to intrinsic dynamics of the cognitive control network. These results suggest that susceptibility to temptation is governed in part by individual differences in salience network dynamics and provide novel evidence for involvement of brain systems outside canonical cognitive control networks in contributing to individual differences in self-control.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Intrinsic dynamics of the M-CIN, but not the L-FPN, relate to individual differences in distractibility in neurotypical adults.
“For example, intrinsic dynamics of the M-CIN (but not the L-FPN) have been shown to relate to individual differences in distractibility in neurotypical adults84.”
From Cognitive and behavioural flexibility: Neural mechanisms and clinical considerations (2021) · cites this paper as [84]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Miyake, A., Friedman, N. P., Emerson, M. J., Witzki, A. H., Howerter, A., & Wager, T. D. (2000) · Cognitive Psychology · doi:10.1006/cogp.1999.0734 · Cited by 15,798 · 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
Sparse inverse covariance estimation with the graphical lasso
Friedman, J., Hastie, T., & Tibshirani, R. (2008) · Biostatistics · doi:10.1093/biostatistics/kxm045 · Cited by 6,355 · see citing works
Consistent resting-state networks across healthy subjects
Damoiseaux, J. S., Rombouts, S. A. R. B., Barkhof, F., Scheltens, P., Stam, C. J., Smith, S. M., & Beckmann, C. F. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0601417103 · Cited by 4,326 · see citing works
Functional Network Organization of the Human Brain
Power, J. D., Cohen, A. L., Nelson, S. M., Wig, G. S., Barnes, K. A., Church, J. A., Vogel, A. C., Laumann, T. O., Miezin, F. M., Schlaggar, B. L., et al. (2011) · Neuron · doi:10.1016/j.neuron.2011.09.006 · Cited by 4,124 · see citing works
Reflective and Impulsive Determinants of Social Behavior
Strack, F., & Deutsch, R. (2004) · Personality and Social Psychology Review · doi:10.1207/s15327957pspr0803_1 · Cited by 3,984 · see citing works
Tracking whole-brain connectivity dynamics in the resting state
Allen, E. A., Damaraju, E., Plis, S. M., Erhardt, E. B., Eichele, T., & Calhoun, V. D. (2014) · Cerebral Cortex · doi:10.1093/cercor/bhs352 · Cited by 2,992 · see citing works
Self-citationA hot/cool-system analysis of delay of gratification: dynamics of willpower
Metcalfe, J., & Mischel, W. (1999) · Psychological Review · doi:10.1037/0033-295x.106.1.3 · Cited by 2,931 · see citing works
Using confidence intervals in within-subject designs
Loftus, G. R., & Masson, M. E. J. (1994) · Psychonomic Bulletin & Review · doi:10.3758/bf03210951 · Cited by 2,433 · see citing works
Decision making, impulse control and loss of willpower to resist drugs: a neurocognitive perspective
Bechara, A. (2005) · Nature Neuroscience · doi:10.1038/nn1584 · Cited by 2,149 · cited 2× · see citing works
“…(Hofmann et al., 2014), and self-control failure has been related to addiction, obesity, posttraumatic stress disorder, depression, and attention-deficit hyperactivity disorder (Bechara, 2005; Konttinen et al., 2009; Özdemir et al., 2014; Schweitzer & Sulzerazaroff, 1995; Walter et al., 2010).”
BackgroundSalience 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
Self-citationSelf-Control in Decision-Making Involves Modulation of the vmPFC Valuation System
Hare, T. A., Camerer, C. F., & Rangel, A. (2009) · Science · doi:10.1126/science.1168450 · Cited by 1,928 · see citing works
Decoding subject-driven cognitive states with whole-brain connectivity patterns
Shirer, W. R., Ryali, S., Rykhlevskaia, E., Menon, V., & Greicius, M. D. (2012) · Cerebral Cortex · doi:10.1093/cercor/bhr099 · Cited by 1,843 · see citing works
Niendam, T. A., Laird, A. R., Ray, K. L., Dean, Y. M., Glahn, D. C., & Carter, C. S. (2012) · Cognitive, Affective, & Behavioral Neuroscience · doi:10.3758/s13415-011-0083-5 · Cited by 1,700 · cited 1× · see citing works
“, 2007), and bilateral dorsolateral prefrontal cortex and lateral parietal regions are key regions for a variety of cognitive tasks (Niendam et al., 2012).”
BackgroundImpulse and Self-Control From a Dual-Systems Perspective
Hofmann, W., Friese, M., & Strack, F. (2009) · Perspectives on Psychological Science · doi:10.1111/j.1745-6924.2009.01116.x · Cited by 1,487 · see citing works
The Chronnectome: Time-Varying Connectivity Networks as the Next Frontier in fMRI Data Discovery
Calhoun, V. D., Miller, R. L., Pearlson, G. D., & Adalı, T. (2014) · Neuron · doi:10.1016/j.neuron.2014.10.015 · Cited by 1,388 · see citing works
Self-citationA Baseline for the Multivariate Comparison of Resting-State Networks
Allen, E. A., Erhardt, E. B., Damaraju, E., Gruner, W. E., Segall, J. M., Silva, R. F., Havlíček, M., Rachakonda, S., Fries, J. F., Kalyanam, R., et al. (2011) · Frontiers in Systems Neuroscience · doi:10.3389/fnsys.2011.00002 · Cited by 1,286 · see citing works
Self-citationDamaraju, E., Allen, E. A., Belger, A., Ford, J. M., McEwen, S. C., Mathalon, D. H., Mueller, B. A., Pearlson, G. D., Potkin, S. G., Preda, A., et al. (2014) · NeuroImage Clinical · doi:10.1016/j.nicl.2014.07.003 · Cited by 1,066 · see citing works
Self-citationEveryday temptations: an experience sampling study of desire, conflict, and self-control
Hofmann, W., Baumeister, R. F., Förster, G., & Vohs, K. D. (2012) · Journal of Personality and Social Psychology · doi:10.1037/a0026545 · Cited by 986 · see citing works
The Resting Brain: Unconstrained yet Reliable
Shehzad, Z. E., Kelly, C. A. M., Reiss, P. T., Gee, D. G., Gotimer, K., Uddin, L. Q., Lee, S. H., Margulies, D. S., Roy, A. K., Biswal, B. B., et al. (2009) · Cerebral Cortex · doi:10.1093/cercor/bhn256 · Cited by 913 · see citing works
Self-citationChang, L. J., Yarkoni, T., Khaw, M. W., & Sanfey, A. G. (2013) · Cerebral Cortex · doi:10.1093/cercor/bhs065 · Cited by 879 · see citing works
On spurious and real fluctuations of dynamic functional connectivity during rest
Leonardi, N., & Van De Ville, D. (2015) · NeuroImage · doi:10.1016/j.neuroimage.2014.09.007 · Cited by 828 · see citing works
Comparison of multi‐subject ICA methods for analysis of fMRI data
Erhardt, E. B., Rachakonda, S., Bedrick, E. J., Allen, E. A., Adalı, T., & Calhoun, V. D. (2010) · Human Brain Mapping · doi:10.1002/hbm.21170 · Cited by 724 · see citing works
Self-citationHutchison, R. M., Womelsdorf, T., Gati, J. S., Everling, S., & Menon, R. S. (2012) · Human Brain Mapping · doi:10.1002/hbm.22058 · Cited by 715 · see citing works
Sakoğlu, Ü., Pearlson, G. D., Kiehl, K. A., Wang, Y. M., Michael, A. M., & Calhoun, V. D. (2010) · Magnetic Resonance Materials in Physics Biology and Medicine · doi:10.1007/s10334-010-0197-8 · Cited by 620 · see citing works
Self-citationBuilding a Science of Individual Differences from fMRI
Dubois, J., & Adolphs, R. (2016) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2016.03.014 · Cited by 610 · see citing works
Yes, But Are They Happy? Effects of Trait Self‐Control on Affective Well‐Being and Life Satisfaction
Hofmann, W., Luhmann, M., Fisher, R. R., Vohs, K. D., & Baumeister, R. F. (2013) · Journal of Personality · doi:10.1111/jopy.12050 · Cited by 592 · see citing works
Calhoun, V. D., & Adalı, T. (2012) · IEEE Reviews in Biomedical Engineering · doi:10.1109/rbme.2012.2211076 · Cited by 543 · see citing works
Self-citationUddin, L. Q., Supekar, K. S., Ryali, S., & Menon, V. (2011) · The Journal of Neuroscience · doi:10.1523/jneurosci.4465-11.2011 · Cited by 520 · see citing works
Self-citationMars, R. B., Sallet, J., Schuffelgen, U., Jbabdi, S., Toni, I., & Rushworth, M. F. S. (2012) · Cerebral Cortex · doi:10.1093/cercor/bhr268 · Cited by 520 · see citing works
On the stability of BOLD fMRI correlations
Laumann, T. O., Snyder, A. Z., Mitra, A., Gordon, E. M., Gratton, C., Adeyemo, B., Gilmore, A. W., Nelson, S. M., Berg, J. J., Greene, D. J., et al. (2016) · Cerebral Cortex · doi:10.1093/cercor/bhw265 · Cited by 516 · see citing works
Rashid, B., Damaraju, E., Pearlson, G. D., & Calhoun, V. D. (2014) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2014.00897 · Cited by 399 · see citing works
Self-citationFunctional segmentation of the brain cortex using high model order group PICA
Kiviniemi, V. J., Starck, T., Remes, J. J., Long, X., Nikkinen, J., Haapea, M., Veijola, J. M., Moilanen, I. K., Isohanni, M. K., Zang, Y., et al. (2009) · Human Brain Mapping · doi:10.1002/hbm.20813 · Cited by 368 · see citing works
The effect of model order selection in group PICA
Abou‐Elseoud, A., Starck, T., Remes, J. J., Nikkinen, J., Tervonen, O. A., & Kiviniemi, V. J. (2010) · Human Brain Mapping · doi:10.1002/hbm.20929 · Cited by 362 · see citing works
Depression, loneliness and Internet addiction: How important is low self-control?
Özdemir, Y., Kuzucu, Y., & Ak, Ş. (2014) · Computers in Human Behavior · doi:10.1016/j.chb.2014.02.009 · Cited by 312 · 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
Self-citationAn Update on Sex in Magazine Advertising: 1983 to 2003
Reichert, T., & Carpenter, C. (2004) · Journalism & Mass Communication Quarterly · doi:10.1177/107769900408100407 · Cited by 264 · see citing works
Hayashi, T., Ko, J. H., Strafella, A. P., & Dagher, A. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1212185110 · Cited by 251 · see citing works
Walter, M., Bermpohl, F., Mouras, H., Schiltz, K., Tempelmann, C., Rotte, M., Heinze, H. J., Bogerts, B., & Northoff, G. (2008) · NeuroImage · doi:10.1016/j.neuroimage.2008.01.040 · Cited by 210 · see citing works
A dual‐systems perspective on addiction: contributions from neuroimaging and cognitive training
McClure, S. M., & Bickel, W. K. (2014) · Annals of the New York Academy of Sciences · doi:10.1111/nyas.12561 · Cited by 201 · see citing works
Nomi, J. S., Farrant, K., Damaraju, E., Rachakonda, S., Calhoun, V. D., & Uddin, L. Q. (2016) · Human Brain Mapping · doi:10.1002/hbm.23135 · Cited by 175 · see citing works
Self-citationKucyi, A., Hodaie, M., & Davis, K. D. (2012) · Journal of Neurophysiology · doi:10.1152/jn.00674.2012 · Cited by 172 · see citing works
Schweitzer, J. B., & Sulzer‐Azároff, B. (1995) · Journal of Child Psychology and Psychiatry · doi:10.1111/j.1469-7610.1995.tb02321.x · Cited by 162 · see citing works
Individual differences in self-reported self-control predict successful emotion regulation
Paschke, L. M., Dörfel, D., Steimke, R., Trempler, I., Magrabi, A., Ludwig, V. U., Schubert, T., Stelzel, C., & Walter, H. (2016) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsw036 · Cited by 161 · see citing works
Self-citationContexts and Catalysts: A Resolution of the Localization and Integration of Function in the Brain
McIntosh, A. R. (2004) · Neuroinformatics · doi:10.1385/ni:2:2:175 · Cited by 142 · see citing works
Konttinen, H. M., Haukkala, A., Sarlio‐Lähteenkorva, S., Silventoinen, K., & Jousilahti, P. (2009) · Appetite · doi:10.1016/j.appet.2009.05.001 · Cited by 140 · see citing works
Chronnectomic patterns and neural flexibility underlie executive function
Nomi, J. S., Vij, S. G., Dajani, D. R., Steimke, R., Damaraju, E., Rachakonda, S., Calhoun, V. D., & Uddin, L. Q. (2017) · NeuroImage · doi:10.1016/j.neuroimage.2016.10.026 · Cited by 131 · see citing works
Self-citationErotic and disgust-inducing pictures—Differences in the hemodynamic responses of the brain
Stark, R. M., Schienle, A., GIROD, C., Walter, B., Kirsch, P., Blecker, C. R., Ott, U., Schäfer, A., Sammer, G., & Zimmermann, M. (2005) · Biological Psychology · doi:10.1016/j.biopsycho.2004.11.014 · Cited by 128 · see citing works
Behavioral Relevance of the Dynamics of the Functional Brain Connectome
Jia, H., Hu, X. P., & Deshpande, G. (2014) · Brain Connectivity · doi:10.1089/brain.2014.0300 · Cited by 118 · see citing works
Yang, Z., Craddock, R. C., Margulies, D. S., Yan, C., & Milham, M. P. (2014) · NeuroImage · doi:10.1016/j.neuroimage.2014.02.014 · Cited by 100 · see citing works
Initial Orienting Towards Sexually Relevant Stimuli: Preliminary Evidence from Eye Movement Measures
Fromberger, P., Jordan, K., von Herder, J., Steinkrauss, H., Nemetschek, R., Stolpmann, G., & Müller, J. L. (2011) · Archives of Sexual Behavior · doi:10.1007/s10508-011-9816-3 · Cited by 73 · see citing works
Wilson, R. S., Mayhew, S. D., Rollings, D. T., Goldstone, A., Przeździk, I., Arvanitis, T. N., & Bagshaw, A. P. (2015) · NeuroImage · doi:10.1016/j.neuroimage.2015.02.061 · Cited by 59 · see citing works
Ćirić, R., Nomi, J. S., Uddin, L. Q., & Satpute, A. B. (2017) · Scientific Reports · doi:10.1038/s41598-017-06866-w · Cited by 50 · see citing works
Self-citationEmotional attention for erotic stimuli: Cognitive and brain mechanisms
Sennwald, V., Pool, E. R., Brosch, T., Delplanque, S., Bianchi‐Demicheli, F., & Sander, D. (2015) · The Journal of Comparative Neurology · doi:10.1002/cne.23859 · Cited by 42 · see citing works
Resting-State fMRI Dynamics and Null Models: Perspectives, Sampling Variability, and Simulations
Miller, R. L., Abrol, A., Adalı, T., Levin‐Schwartz, Y., & Calhoun, V. D. (2018) · Frontiers in Neuroscience · doi:10.3389/fnins.2018.00551 · Cited by 38 · see citing works
Self-citationImpulsivity, self-control, and hypnotic suggestibility
Ludwig, V. U., Stelzel, C., Krutiak, H., Prunkl, C., Steimke, R., Paschke, L. M., Kathmann, N., & Walter, H. (2013) · Consciousness and Cognition · doi:10.1016/j.concog.2013.04.001 · Cited by 30 · see citing works
Self-citationStriatal activation as a neural link between cognitive and perceptual flexibility
Sekutowicz, M., Schmack, K., Steimke, R., Paschke, L. M., Sterzer, P., Walter, H., & Stelzel, C. (2016) · NeuroImage · doi:10.1016/j.neuroimage.2016.07.046 · Cited by 23 · see citing works
Self-citationSelf-control predicts later symptoms of posttraumatic stress disorder.
Walter, K. H., Gunstad, J., & Hobfoll, S. E. (2010) · Psychological Trauma Theory Research Practice and Policy · doi:10.1037/a0018958 · Cited by 20 · see citing works
Steimke, R., Stelzel, C., Gaschler, R., Rothkirch, M., Ludwig, V. U., Paschke, L. M., Trempler, I., Kathmann, N., Goschke, T., & Walter, H. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.00382 · Cited by 14 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 2
- Calhoun V., Adali T., Pearlson G., Pekar J. (2001). A method for making group inferences using independent component analysis of functional mri data: exploring the visual system. Neuroimage, 13(6), S88 http://dx.doi.org/10.1016/S1053-8119(01)91431-4 PMC6871952 11559959 · DOI
- Schönbrodt F.D., Perugini M. (2013). At what sample size do correlations stabilize?. Journal of Research in Personality, 47(5), 609– 12.
Cited by
Sorted by citations
Cognitive and behavioural flexibility: Neural mechanisms and clinical considerations
Uddin, L. Q. (2021) · Nature Reviews Neuroscience · doi:10.1038/s41583-021-00428-w · Cited by 698 · see citing works
Self-citation
- Authors
- Steimke, R., Nomi, J. S., Calhoun, V. D., Stelzel, C., Paschke, L. M., Gaschler, R., Goschke, T., Walter, H., & Uddin, L. Q.
- Affiliations
- University of Miami (US)
- Mind Research Network (US)
- Humboldt-Universität zu Berlin (DE)
- FernUniversität in Hagen (DE)
- Technische Universität Dresden (DE)
- Corresponding author
- Steimke, Rosa
- ORCID
- Venue
- Social Cognitive and Affective Neuroscience
- Publisher
- Oxford University Press (OUP)
- Published
- 2017-10-18
- Volume
- 12
- Issue
- 12
- Pages
- 1928-1939
- ISSN
- 1749-5016 (ISSN-L)
- 1749-5024
- PMC
- PMC5716209
- OpenAlex
- W2952732530
- Cited by
- 30
- References
- 59
- Citations by year
- 2026: 2 · 2025: 6 · 2024: 1 · 2023: 2 · 2022: 3 · 2021: 5 · 2020: 5 · 2019: 5 · 2018: 1
- FWCI
- 1.73
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Social Cognitive and Affective Neuroscience (publishedVersion, cc-by-nc)
- bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion)
- Europe PMC (PubMed Central) (publishedVersion, cc-by-nc)
- PubMed Central (publishedVersion, cc-by-nc)
- PubMed (publishedVersion)
- Funders
- National Institute of Mental Health
- NIH (2R01EB005846, P20GM103472, and R01EB020407)
- NSF (#1539067)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Life Sciences › Neuroscience › Cognitive Neuroscience › Functional Brain Connectivity Studies
- Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neurotransmitter Receptor Influence on Behavior
- Keywords
- resistance to temptation, self-control, salience network, dynamic functional connectivity, cognitive control network, individual differences, distractibility, gaze patterns, erotic images, long-term goal pursuit
- MeSH terms
- Adult, Attention, Brain Mapping, Cognition, Cues, Ego, Female, Humans, Impulsive Behavior, Individuality, Magnetic Resonance Imaging, Male, Motivation, Nerve Net, Psychomotor Performance, Reaction Time, Substantia Nigra, Prefrontal Cortex, Young Adult
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review