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Neural Mechanisms of Decision Making in Hoarding Disorder
Open accessAbstract
CONTEXT: Hoarding disorder (HD), previously considered a subtype of obsessive-compulsive disorder (OCD), has been proposed as a unique diagnostic entity in DSM-5. Current models of HD emphasize problems of decision-making, attachment to possessions, and poor insight, whereas previous neuroimaging studies have suggested abnormalities in frontal brain regions. OBJECTIVE: To examine the neural mechanisms of impaired decision making in HD in patients with well-defined primary HD compared with patients with OCD and healthy control subjects (HCs). DESIGN: We compared neural activity among patients with HD, patients with OCD, and HCs during decisions to keep or discard personal possessions and control possessions from November 9, 2006, to August 13, 2010. SETTING: Private, not-for-profit hospital. PARTICIPANTS: A total of 107 adults (43 with HD, 31 with OCD, and 33 HCs). MAIN OUTCOME MEASURES: Neural activity as measured by functional magnetic resonance imaging in which actual real-time and binding decisions had to be made about whether to keep or discard possessions. RESULTS: Compared with participants with OCD and HC, participants with HD exhibited abnormal activity in the anterior cingulate cortex and insula that was stimulus dependent. Specifically, when deciding about items that did not belong to them, patients with HD showed relatively lower activity in these brain regions. However, when deciding about items that belonged to them, these regions showed excessive functional magnetic resonance imaging signals compared with the other 2 groups. These differences in neural function correlated significantly with hoarding severity and self-ratings of indecisiveness and "not just right" feelings among patients with HD and were unattributable to OCD or depressive symptoms. CONCLUSIONS: Findings suggest a biphasic abnormality in anterior cingulate cortex and insula function in patients with HD related to problems in identifying the emotional significance of a stimulus, generating appropriate emotional response, or regulating affective state during decision making.
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“Because many individuals with HD experience intense distress and negative emotions during decision-making (Frost et al., 2016;Tolin et al., 2012), refusal to discard or make decisions about items may represent avoidance of negative emotions that are difficult to manage.”
From A naturalistic study of emotion regulation-enhanced cognitive-behavioral group therapy for hoarding disorder in a community setting (2022) · cites this paper as Tolin et al., 2012
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Citations
Cites
Hamilton, M. (1960) · Journal of Neurology, Neurosurgery & Psychiatry · doi:10.1136/jnnp.23.1.56 · Cited by 32,817
(1976) · Medical Entomology and Zoology · Cited by 8,899
Toward a positive theory of consumer choice
Thaler, R. H. (1980) · Journal of Economic Behavior & Organization · doi:10.1016/0167-2681(80)90051-7 · Cited by 5,796
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
Spatial registration and normalization of images
Friston, K. J., Ashburner, J., Frith, C., Poline, J.-B., Heather, J. D., & Frackowiak, R. S. J. (1995) · Human Brain Mapping · doi:10.1002/hbm.460030303 · Cited by 3,744
Anterior Cingulate Cortex, Error Detection, and the Online Monitoring of Performance
Carter, C. S., Braver, T. S., Barch, D. M., Botvinick, M. M., Noll, D., & Cohen, J. D. (1998) · Science · doi:10.1126/science.280.5364.747 · Cited by 3,273
Inhibition and the right inferior frontal cortex
Aron, A. R., Robbins, T. W., & Poldrack, R. A. (2004) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2004.02.010 · Cited by 3,197 · cited 1×
“Notably, among patients with HD, anxiety, indecisiveness, sadness, and not just right feelings were associated with inferior frontal gyrus activation, possibly indicating an inhibitory signal to accept a risky option.(50,51) Findings from behavioral economics, such as the endowment effect(52) in which ownership of an…”
The Obsessive-Compulsive Inventory: Development and validation of a short version.
Foa, E. B., Huppert, J. D., Leiberg, S., Langner, R., Kichic, R., Hajcak, G., & Salkovskis, P. M. (2002) · Psychological Assessment · doi:10.1037/1040-3590.14.4.485 · Cited by 2,959
Neurobiology of emotion perception I: the neural basis of normal emotion perception
Phillips, M. L., Drevets, W. C., Rauch, S. L., & Lane, R. (2003) · Biological Psychiatry · doi:10.1016/s0006-3223(03)00168-9 · Cited by 2,173 · cited 1×
“Together, these regions are thought to be part of a functionally connected network of structures used to identify the emotional significance of a stimulus, generate an emotional response, and regulate affective state.(36,37,40-42) The apparent biphasic pattern (ie, hypofunction to EPs but hyperfunction to PPs) of ACC…”
Self-citationWilamowska (2010) · doi:10.1001/archpsyc.1988.01800320058007 · Cited by 2,115
Research works printed but not linked: 3
- [33]Williams JB A structured interview guide for the Hamilton Depression Rating Scale Arch Gen Psychiatry 1988 45 8 742 747 3395203
- [35]Frost RO Tolin DF Taylor S Abramowitz JS McKay D Compulsive hoarding Clinical Handbook of Obsessive-Compulsive Disorder and Related Problems Baltimore, MD Johns Hopkins University Press 2008 76 94
- [49]Knutson B Bossaerts P Neural antecedents of financial decisions J Neurosci 2007 27 31 8174 8177 17670962 PMC6673081
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Items 101–172 of 172
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Guzick, A. G., Schneider, S. C., & Storch, E. A. (2020) · Children Australia · doi:10.1017/cha.2020.13 · Cited by 4
“Several cognitive biases have been consistently identified in adults with HD compared with individuals without HD, most prominently including performance-based assessments of categorisation difficulties and indecisiveness (Grisham et al., 2010; Tolin et al., 2012).”
BackgroundMcCabe‐Bennett, H., Roorda, B. A., Girard, T. A., Lachman, R., & Antony, M. M. (2024) · Journal of Obsessive-Compulsive and Related Disorders · doi:10.1016/j.jocrd.2024.100929 · Cited by 3
Tomiyama, H., Murayama, K., Kato, K., Matsuo, A., Nishida, N., Matsukuma, K., Kawahito, M., Kang, M., Sashikata, K., Yamashita, K., et al. (2025) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2025.03.055 · Cited by 4
The Children's Yale-Brown Obsessive-Compulsive Scale's auxiliary items: Long-term outcome
Jensen, S. S., Hybel, K. A., Højgaard, D. R. M. A., Nissen, J. B., Skarphéðinsson, G., Torp, N. C., Ivarsson, T., Weidle, B., Mortensen, E. L., Carlsen, A. H., et al. (2020) · Journal of Obsessive-Compulsive and Related Disorders · doi:10.1016/j.jocrd.2020.100589 · Cited by 3
Frías, Á., Palma, C., Barón-Fernández, F., Bernáldez-Fernández, I., & Aluco, E. (2014) · PubMed · Cited by 3
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Breet, E., & Löchner, C. (2015) · Springer eBooks · doi:10.1007/978-3-319-13060-6_5 · Cited by 4
Steketee, G. S. (2018) · Behavior Therapy · doi:10.1016/j.beth.2018.05.001 · Cited by 3
Self-citationAbouzed, M. A., Gabr, A., Elag, K. A., Soliman, M., Elsaadouni, N., Elzahab, N. F. A., Barakat, M., & Elsherbiny, A. (2024) · Scientific Reports · doi:10.1038/s41598-024-75371-8 · Cited by 2
Bravo-Adasme, N., Cataldo, A., Grandón, E. E., Riquelme, J. A., Rayo, Y. A., & Reyes, C. (2026) · Behavioral Sciences · doi:10.3390/bs16030429 · Cited by 2
“For example, authors have demonstrated that deficits in executive functions such as memory and decision-making significantly predict the severity of hoarding (Frost et al., 2011; Tolin et al., 2012).”
Senger, M., DORUCH, P., Rogacka, K., & Kędziora–Kornatowska, K. (2022) · Journal of Education Health and Sport · doi:10.12775/jehs.2022.12.06.004 · Cited by 2
Kanwal, G. S. (2016) · Neuropsychoanalysis · doi:10.1080/15294145.2016.1149778 · Cited by 2
“There is rapidly accumulating data on impairments of neural circuits involved in decision-making in various impulse control disorders, including OCD, hoarding disorder, and addictions (An et al., 2009; da Rocha et al., 2011; Tolin et al., 2012).”
BackgroundInfluentialA Case of Coexisting Depression and Hoarding Disorder
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“Observations of functional magnetic resonance imaging studies have shown that ACC activation is lower in hoarding individuals compared to control individuals [6,7].”
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Pato, M. T., Arnold, P. D., Zohar, J., Bitan, S., Klein, K. P., & Eisen, J. L. (2023) · Springer eBooks · doi:10.1007/978-3-030-42825-9_23-1 · Cited by 3
Editorial: Hoarding and Obsessive-Compulsive Disorder
Scahill, L. D. (2019) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1016/j.jaac.2019.05.010 · Cited by 2
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Frost, R. O., & Woolley, M. G. (2023) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780190068752.013.4 · Cited by 1
Self-citationKnowles, K. A., Stevens, M. C. G., Levy, H. C., & Tolin, D. F. (2024) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2024.11.017 · Cited by 1
Self-citationHypogyrification in the medial regions of the temporal and occipital lobes in hoarding disorder
Matsuo, A., Tomiyama, H., Murayama, K., Kato, K., Nishida, N., Matsukuma, K., Kawahito, M., Tsunoda, K., Kang, M., Sashikata, K., et al. (2025) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2025.02.040 · Cited by 1
McCabe‐Bennett, H., Kandasamy, K., Carney, A. E., Lachman, R., Girard, T. A., & Antony, M. M. (2025) · Cognitive Neuropsychiatry · doi:10.1080/13546805.2025.2502618 · Cited by 1
“A large-scale study found that participants with problematic hoarding took longer to make discarding decisions for both personal and nonpersonal paper objects relative to healthy participants (Tolin et al., 2012).”
InfluentialAyomen, E. N., Keil, A., & Mathews, C. A. (2025) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2025.106446 · Cited by 2
Can a virtual environment enhance understanding of hoarding deficits? A pilot investigation
Somaratne, Y. N., Collett, J., & Foe, A. D. (2021) · Heliyon · doi:10.1016/j.heliyon.2021.e07986 · Cited by 1
“, 2020; Yap and Grisham, 2019); (iv) difficulties in decision-making (Tolin et al., 2012), categorisation and organisation; and (v) being driven by maladaptive beliefs on the responsibility of possessions (Steketee et al.”
BackgroundInvestigating executive functions in youth with OCD and hoarding symptoms
Elgie, M., Cameron, D. H., Rowa, K., Hall, G. B., McCabe, R. E., MacKillop, J., Crosbie, J., Burton, C. L., & Soreni, N. (2021) · Bulletin of the Menninger Clinic · doi:10.1521/bumc.2021.85.4.335 · Cited by 1
Two Case Examples of Cognitive Behavioral Treatment for Hoarding Disorder
Stanton, C. H., & Worden, B. L. (2023) · Journal of Cognitive Psychotherapy · doi:10.1891/jcp-2022-0009 · Cited by 1
Central and Peripheral Physiological Responses to Decision Making in Hoarding Disorder
Levy, H. C., Naples, A. J., Collett, S., McPartland, J. C., & Tolin, D. F. (2023) · International Journal of Psychophysiology · doi:10.1016/j.ijpsycho.2024.112437 · Cited by 1
“As described above, the most reliable evidence of exaggerated CNS activity during discarding decisions comes from fMRI research (Stevens et al., 2020; Tolin et al., 2012).”
BackgroundResultInfluentialSelf-citationHOARDING DISORDER: COGNITIVE-BEHAVIORAL THERAPY AS A THERAPEUTIC APPROACH
Oliveira, C., Ferreira, T. F., Dehanov, S., Castro, S., & Maia, T. (2018) · Psicologia Saúde & Doenças · doi:10.15309/18psd190317 · Cited by 1
Hoarding: A multifactorial understanding
Akhtar, S. (2019) · International Journal of Applied Psychoanalytic Studies · doi:10.1002/aps.1626 · Cited by 1
Sivakanthan, A., Basu, A., & Jacob, T. (2021) · The Journal of Nervous and Mental Disease · doi:10.1097/nmd.0000000000001319 · Cited by 1
“This finding was not present in patients with OCD (Tolin et al., 2012).”
InfluentialPhenomenology of Hoarding Disorder
Dozier, M. E., & Ayers, C. R. (2017) · doi:10.1002/9781118890233.ch47 · Cited by 1
Obsessive–Compulsive and Related Disorders: Obsessive–Compulsive Disorder and Hoarding Disorder
Pato, M. T., Steketee, G. S., Eisen, J. L., Yip, A. G., & Phillips, K. A. (2015) · Wiley eBooks · doi:10.1002/9781118753378.ch57
Self-citationAn 18th-century view of demonomania. I: Classification
Subotsky, F. (2016) · The British Journal of Psychiatry · doi:10.1192/bjp.bp.114.161265
Lozano, E. R., Fuillerat, C. O., Blasco-Novalbos, G., Gutiérrez, F. G., & Pérez, C. (2014)
Functional Magnetic Resonance Imaging Studies of Obsessive-Compulsive and Related Disorders
Han, J., & Kwon, J. S. (2018) · Cambridge University Press eBooks · doi:10.1017/9781108164313.010
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Sapota-Zaręba, K., & Nasierowski, T. (2019) · Psychiatria Polska · doi:10.12740/pp/89994
Italiaander, A., & Jan Treur, A. (2019) · Lecture notes in computer science · doi:10.1007/978-3-030-33792-6_50
Kikuchi, Y., Noriuchi, M., Isobe, H., Shirato, M., & Hirao, N. (2021) · Research Square · doi:10.21203/rs.3.rs-145584/v1
“It is critical to identify the neural basis of attachment to cosmetics for understanding neural correlates that play a role in evaluative judgments and decision-making processes in neuroeconomics [23], and to better evaluate hoarding disorder involved in emotional attachment to possessions in psychiatry [24, 25]; howe…”
BackgroundKings, C. A. (2019) · Deakin Research Online (Deakin University)
Grützmann, R. (2021) · Biological Psychiatry Cognitive Neuroscience and Neuroimaging · doi:10.1016/j.bpsc.2021.06.001
Min, S., Choi, O. S., & Shin, S.-W. (2021) · Journal of Social Science · doi:10.16881/jss.2021.10.32.4.357
Cognitive Behavioral Therapy for Obsessive-Compulsive Disorder and Associated Disorders
Todd, G., & Branch, R. (2021) · Cambridge University Press eBooks · doi:10.1017/9781108355605.013
Cognitive Behavioral Therapy for Hoarding Disorder
Stamatis, C. A., Roddy, M. K., & Timpano, K. R. (2021) · Cambridge University Press eBooks · doi:10.1017/9781108355605.020
Tolin, D. F., Worden, B. L., Wootton, B. M., & Gilliam, C. M. (2017) · doi:10.1002/9781119159278.refs
Self-citationSteketee, G. S., & Kelley, A. A. (2015) · Elsevier eBooks · doi:10.1016/b978-0-12-397045-9.00088-4
Self-citationBibliography: Obsessive-Compulsive and Related Disorders
(2015) · FOCUS The Journal of Lifelong Learning in Psychiatry · doi:10.1176/appi.focus.130214
Agyemang, A. A. (2018) · Springer eBooks · doi:10.1007/978-3-319-57111-9_9179
Agyemang, A. A. (2017) · Springer eBooks · doi:10.1007/978-3-319-56782-2_9179-1
Springer, K. S., Worden, B. L., & Tolin, D. F. (2018) · Cambridge University Press eBooks · doi:10.1017/9781108140416.024
Self-citationde la Cruz, L. F., & Mataix‐Cols, D. (2018) · Cambridge University Press eBooks · doi:10.1017/9781108164313.026
Mayes, T. L., & Ayers, C. R. (2017) · doi:10.1002/9781118877142.ch7
A General Review of Hoarding Disorder and Its Comorbidities
Chen, L., Shi, S., Zhang, M., & Zhao, Y. (2022) · Advances in Social Science, Education and Humanities Research/Advances in social science, education and humanities research · doi:10.2991/assehr.k.220504.166
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(2022) · دراسات تربوية ونفسية مجلة کلية التربية بالزقازيق · doi:10.21608/sec.2023.276934
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جلال, خ. أ. (2023) · مجلة الدراسات النفسیة المعاصرة جامعة بنى سویف · doi:10.21608/bshjo.2022.174947.1035
Palanisamy, V. (2023) · Pondicherry Journal of Nursing · doi:10.5005/jp-journals-10084-13158
إسهام القصور فی بعض الوظائف التنفیذیة فی التنبؤ باضطراب الاكتناز القهری.
المجد, ح. أ. (2023) · مجلة الآداب والعلوم الإنسانية · doi:10.21608/fjhj.2023.188553.1421
Neuroanatomy of Obsessive-Compulsive and Related Disorders
Thorsen, A. L., & van den Heuvel, O. A. (2023) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780190068752.013.7
Worden, B. L., Tolin, D. F., & Stevens, M. C. G. (2023) · Journal of Affective Disorders · doi:10.1016/j.jad.2023.10.148
Self-citationObsessive‐Compulsive and Related Disorders
Neer, S. M., Gramlich, M. A., & Ragsdale, K. A. (2018) · Wiley eBooks · doi:10.1002/9781394258970.ch10
Obsessive-Compulsive and Related Disorders
Salvi, J. D., Ipek, S. I., Keuthen, N. J., Dougherty, D. D., Jenike, M. A., Wilhelm, S., & Zakhary, L. (2024) · Elsevier eBooks · doi:10.1016/b978-0-443-11844-9.00032-1
Pato, M. T., Arnold, P. D., Zohar, J., Bitan, S., Klein, K. P., & Eisen, J. L. (2024) · Springer eBooks · doi:10.1007/978-3-030-51366-5_23
The relationship between early life adversity and hoarding: A life history perspective
Shi, Y., Geng, Y., & Zhang, C. (2026) · Asian Journal Of Social Psychology · doi:10.1111/ajsp.70101
Rodríguez, P. A. M., Pines, A., Zhang, X., van Roessel, P., Mukunda, P., McCarthy, E., Williams, L. M., & Rodríguez, C. I. (2025) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2025.04.010
An exploration of exaggerated fears of identity theft in hoarding disorder
Worden, B. L., & Levy, H. C. (2025) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2025.05.043 · Cited by 1
Obsessive-compulsive disorder with hoarding behavior: unravelling key differences
de Mattos, C. N., Cooke, M. E., Whiteman, C., & Pato, M. T. (2025) · Psychiatry Research · doi:10.1016/j.psychres.2025.116640
Timpano, K. R., Bratiotis, C., & Grisham, J. R. (2026) · Advances in Psychiatry and Behavioral Health · doi:10.1016/j.ypsc.2026.05.008
Reaction time variability and attentional impairment in hoarding disorder.
Worden, B. L., Manjarrez, E., & Timpano, K. (2026) · Behaviour Research and Therapy · doi:10.1016/j.brat.2026.105135
Baumard, J. (2026) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2026.109581
Ishii, K., Choi, H., & Oishi, S. (2026) · Current Research in Ecological and Social Psychology · doi:10.1016/j.cresp.2026.100289
Holz, P., Hoeppner, S. S., Wilhelm, S., & Jacoby, R. J. (2026) · Cognitive Therapy and Research · doi:10.1007/s10608-026-10789-0
“OCD and HD are nosologically distinct (Albert et al., 2015; Mataix-Cols, 2014), and evidence suggests that the deficits in decision-making present in both disorders may arise from different cognitive and neural mechanisms (Pushkarskaya et al., 2017; Tolin et al., 2012).”
Metadata
- Authors
- Tolin, D. F., Stevens, M. C., Villavicencio, A. L., Norberg, M. M., Calhoun, V. D., Frost, R. O., Steketee, G., Rauch, S. L., & Pearlson, G. D.
- Affiliations
- Boston University (US)
- ORCID
- Venue
- Archives of General Psychiatry
- Publisher
- American Medical Association (AMA)
- Published
- 2012-08-01
- Volume
- 69
- Issue
- 8
- Pages
- 832
- ISSN
- 0003-990X (ISSN-L)
- PMC
- PMC3506167
- OpenAlex
- W2099281977
- Cited by
- 174
- References
- 64
- Citations by year
- 2026: 7 · 2025: 11 · 2024: 7 · 2023: 15 · 2022: 9 · 2021: 18 · 2020: 11 · 2019: 17 · 2018: 21 · 2017: 11 · 2016: 13 · 2015: 15 · 2014: 11 · 2013: 5 · 2012: 3
- FWCI
- 12.37
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Archives of General Psychiatry (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Smith ScholarWorks (Smith College) (submittedVersion)
- Funders
- National Institute of Mental Health (R01MH074934)
- National Institute of Biomedical Imaging and Bioengineering (R01EB000840, R01EB020407, R01EB006841)
- Topics
- Social Sciences › Psychology › Clinical Psychology › Obsessive-Compulsive Spectrum Disorders
- Social Sciences › Psychology › Clinical Psychology › Perfectionism, Procrastination, Anxiety Studies
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Keywords
- hoarding disorder, decision-making, anterior cingulate cortex, insula, obsessive-compulsive disorder, indecision, emotion regulation, hoarding severity
- MeSH terms
- Hoarding Disorder, Adult, Brain Mapping, Cerebral Cortex, Decision Making, Evoked Potentials, Female, Gyrus Cinguli, Hospitals, Voluntary, Humans, Magnetic Resonance Imaging, Male, Middle Aged, Neural Pathways, Obsessive Behavior, Sickness Impact Profile, Expressed Emotion, Diagnostic and Statistical Manual of Mental Disorders
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