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Impairment in the goal-directed corticostriatal learning system as a biomarker for obsessive–compulsive disorder

Published online by Cambridge University Press:  05 July 2019

Chenjie Dong
Affiliation:
Center for the Study of Applied Psychology, Guangdong Key Laboratory of Mental Health and Cognitive Science and School of Psychology, South China Normal University, Guangzhou, China
Qiong Yang
Affiliation:
Southern Medical University, Guangzhou, China Affiliated Brain Hospital of Guangzhou Medical University (Guangzhou Huiai Hospital), Guangzhou, China
Jingjing Liang
Affiliation:
Center for the Study of Applied Psychology, Guangdong Key Laboratory of Mental Health and Cognitive Science and School of Psychology, South China Normal University, Guangzhou, China
Carol A. Seger
Affiliation:
Center for the Study of Applied Psychology, Guangdong Key Laboratory of Mental Health and Cognitive Science and School of Psychology, South China Normal University, Guangzhou, China Department of Psychology, Colorado State University, CO, USA
Hongying Han
Affiliation:
Department of Psychiatry, the Third Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China
Yuping Ning
Affiliation:
Southern Medical University, Guangzhou, China Affiliated Brain Hospital of Guangzhou Medical University (Guangzhou Huiai Hospital), Guangzhou, China
Qi Chen*
Affiliation:
Center for the Study of Applied Psychology, Guangdong Key Laboratory of Mental Health and Cognitive Science and School of Psychology, South China Normal University, Guangzhou, China
ZiWen Peng*
Affiliation:
Center for the Study of Applied Psychology, Guangdong Key Laboratory of Mental Health and Cognitive Science and School of Psychology, South China Normal University, Guangzhou, China Department of Child Psychiatry, Shenzhen Kangning Hospital, Shenzhen University School of Medicine, Shenzhen, China
*
Author for correspondence: Ziwen Peng, E-mail: [email protected] and Qi Chen, E-mail: [email protected]
Author for correspondence: Ziwen Peng, E-mail: [email protected] and Qi Chen, E-mail: [email protected]

Abstract

Background

Compulsive behaviors in obsessive-compulsive disorder (OCD) have been related to impairment within the associative cortical-striatal system connecting the caudate and prefrontal cortex that underlies consciously-controlled goal-directed learning and behavior. However, little is known whether this impairment may serve as a biomarker for vulnerability to OCD.

Methods

Using resting-state functional magnetic resonance imaging (fMRI), we employed Granger causality analysis (GCA) to measure effective connectivity (EC) in previously validated striatal sub-regions, including the caudate, putamen, and the nucleus accumbens, in 35 OCD patients, 35 unaffected first-degree relatives and 35 matched healthy controls.

Results

Both OCD patients and their first-degree relatives showed greater EC than controls between the left caudate and the orbital frontal cortex (OFC). Both OCD patients and their first-degree relatives showed lower EC than controls between the left caudate and lateral prefrontal cortex. These results are consistent with findings from task-related fMRI studies which found impairment in the goal-directed system in OCD patients.

Conclusions

The same changes in EC were present in both OCD patients and their unaffected first-degree relatives suggest that impairment in the goal-directed learning system may be a biomarker for OCD.

Type
Original Articles
Copyright
Copyright © Cambridge University Press 2019

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Footnotes

*

These authors contributed equally to this project.

References

Abe, Y, Sakai, Y, Nishida, S, Nakamae, T, Yamada, K, Fukui, K and Narumoto, J (2015) Hyper-influence of the orbitofrontal cortex over the ventral striatum in obsessive-compulsive disorder. European Neuropsychopharmacology 25, 18981905.CrossRefGoogle ScholarPubMed
Anticevic, A, Hu, S, Zhang, S, Savic, A, Billingslea, E, Wasylink, S, Repovs, G, Cole, MW, Bednarski, S, Krystal, JH, Bloch, MH, Li, CS and Pittenger, C (2014) Global resting-state functional magnetic resonance imaging analysis identifies frontal cortex, striatal, and cerebellar dysconnectivity in obsessive-compulsive disorder. Biological Psychiatry 75, 595605.CrossRefGoogle ScholarPubMed
Balleine, BW and O'Doherty, JP (2010) Human and rodent homologies in action control: corticostriatal determinants of goal-directed and habitual action. Neuropsychopharmacology 35, 4869.CrossRefGoogle ScholarPubMed
Banca, P, Voon, V, Vestergaard, MD, Philipiak, G, Almeida, I, Pocinho, F, Relvas, J and Castelo-Branco, M (2015) Imbalance in habitual versus goal directed neural systems during symptom provocation in obsessive-compulsive disorder. Brain 138, 798811.CrossRefGoogle ScholarPubMed
Beck, AT and Steer, RA (1984) Internal consistencies of the original and revised beck depression inventory. Journal of Clinical Psychology 40, 13651367.3.0.CO;2-D>CrossRefGoogle ScholarPubMed
Benzina, N, Mallet, L, Burguière, E, N'Diaye, K and Pelissolo, A (2016) Cognitive dysfunction in obsessive-compulsive disorder. Current Psychiatry Reports 18, 80.CrossRefGoogle ScholarPubMed
Bernstein, GA, Mueller, BA, Schreiner, MW, Campbell, SM, Regan, EK, Nelson, PM, Houri, AK, Lee, SS, Zagoloff, AD, Lim, KO, Yacoub, ES and Cullen, KR (2016) Abnormal striatal resting-state functional connectivity in adolescents with obsessive–compulsive disorder. Psychiatry Research, Neuroimaging 247, 4956.CrossRefGoogle ScholarPubMed
Brennan, BP, Rauch, SL, Jensen, JE and Pope, HG (2013) A critical review of magnetic resonance spectroscopy studies of obsessive-compulsive disorder. Biological Psychiatry 73, 2431.CrossRefGoogle ScholarPubMed
Buckner, RL, Andrews-Hanna, JR and Schacter, DL (2008) The brain's default network: anatomy, function, and relevance to disease. Annals of the New York Academy of Sciences 1124, 138.CrossRefGoogle ScholarPubMed
Cavedini, P, Zorzi, C, Piccinni, M, Cavallini, MC and Bellodi, L (2010) Executive dysfunctions in obsessive-compulsive patients and unaffected relatives: searching for a new intermediate phenotype. Biological Psychiatry 67, 11781184.CrossRefGoogle ScholarPubMed
Chamberlain, SR, Menzies, L, Hampshire, A, Suckling, J, Fineberg, NA, del Campo, N, Aitken, M, Craig, K, Owen, AM, Bullmore, ET, Robbins, TW and Sahakian, BJ (2008) Orbitofrontal dysfunction in patients with obsessive-compulsive disorder and their unaffected relatives. Science 321, 421422.CrossRefGoogle ScholarPubMed
de Vries, FE, de Wit, SJ, Cath, DC, van der Werf, YD, van der Borden, V, van Rossum, TB, van Balkom, AJ, van der Wee, NJ, Veltman, DJ and van den Heuvel, OA (2014) Compensatory frontoparietal activity during working memory: an endophenotype of obsessive-compulsive disorder. Biological Psychiatry 76, 878887.CrossRefGoogle ScholarPubMed
Deshpande, G, Laconte, S, James, GA, Peltier, S and Hu, X (2009) Multivariate Granger causality analysis of fMRI data. Human Brain Mapping 30, 13611373.CrossRefGoogle ScholarPubMed
Di Martino, A, Scheres, A, Margulies, DS, Kelly, AM, Uddin, LQ, Shehzad, Z, Biswal, B, Walters, JR, Castellanos, FX and Milham, MP (2008) Functional connectivity of human striatum: a resting state FMRI study. Cerebral Cortex 18, 27352747.CrossRefGoogle ScholarPubMed
Dolan, RJ and Dayan, P (2013) Goals and habits in the brain. Neuron 80, 312325.CrossRefGoogle Scholar
First, M, Spitzer, R, Miriam, G and Williams, J (2002) Structured Clinical Interview for DSM-IV-TR Axis I Disorders, Research Version, Non-patient version (SCID-I/NP). Retrieved from New York.Google Scholar
Gillan, CM and Robbins, TW (2014) Goal-directed learning and obsessive-compulsive disorder. Philosophical Transactions of the Royal Society B: biological Sciences 369, 20130475.CrossRefGoogle ScholarPubMed
Gillan, CM, Morein-Zamir, S, Urcelay, GP, Sule, A, Voon, V, Apergis-Schoute, AM, Fineberg, NA, Sahakian, BJ and Robbins, TW (2014) Enhanced avoidance habits in obsessive-compulsive disorder. Biological Psychiatry 75, 631638.CrossRefGoogle ScholarPubMed
Gillan, CM, Apergis-Schoute, AM, Morein-Zamir, S, Urcelay, GP, Sule, A, Fineberg, NA, Sahakian, BJ and Robbins, TW (2015) Functional neuroimaging of avoidance habits in obsessive-compulsive disorder. American Journal of Psychiatry 172, 284293.CrossRefGoogle ScholarPubMed
Goodman, WK, Price, LH, Rasmussen, SA, Mazure, C, Fleischmann, RL, Hill, CL, Heninger, GR and Charney, DS (1989) The yale-brown obsessive compulsive scale. I. Development, use, and reliability. Archives of General Psychiatry 46, 10061011.CrossRefGoogle ScholarPubMed
Haber, SN, Kim, KS, Mailly, P and Calzavara, R (2006) Reward-related cortical inputs define a large striatal region in primates that interface with associative cortical connections, providing a substrate for incentive-based learning. Journal of Neuroscience 26, 83688376.CrossRefGoogle ScholarPubMed
Harrison, BJ, Soriano-Mas, C, Pujol, J, Ortiz, H, López-Solà, M, Hernández-Ribas, R, Deus, J, Alonso, P, Yücel, M, Pantelis, C and Menchon, JM (2009) Altered corticostriatal functional connectivity in obsessive-compulsive disorder. Archives of General Psychiatry 66, 11891200.CrossRefGoogle ScholarPubMed
Harrison, BJ, Pujol, J, Cardoner, N, Deus, J, Alonso, P, Lopez-Sola, M, Contreras-Rodriguez, O, Rea, E, Segalas, C, Blanco-Hinojo, L, Menchon, JM and Soriano-Mas, C (2013) Brain corticostriatal systems and the major clinical symptom dimensions of obsessive-compulsive disorder. Biological Psychiatry 73, 321328.CrossRefGoogle ScholarPubMed
Hou, J, Song, L, Zhang, W, Wu, W, Wang, J, Zhou, D, Qu, W, Guo, J, Gu, S, He, M, Xie, B and Li, H (2013) Morphologic and functional connectivity alterations of corticostriatal and default mode network in treatment-naïve patients with obsessive-compulsive disorder. PloS one 8, e83931.CrossRefGoogle ScholarPubMed
Hou, JM, Zhao, M, Zhang, W, Song, LH, Wu, WJ, Wang, J, Zhou, DQ, Xie, B, He, M, Guo, JW, Qu, W and Li, HT (2014) Resting-state functional connectivity abnormalities in patients with obsessive–compulsive disorder and their healthy first-degree relatives. Journal of Psychiatry and Neuroscience 39, 304.CrossRefGoogle ScholarPubMed
Jahanshahi, M, Obeso, I, Rothwell, JC and Obeso, JA (2015) A fronto-striato-subthalamic-pallidal network for goal-directed and habitual inhibition. Nature Reviews Neuroscience 16, 719732.CrossRefGoogle ScholarPubMed
Jhung, K, Ku, J, Kim, SJ, Lee, H, Kim, KR, An, SK, Kim, SI, Yoon, KJ and Lee, E (2014) Distinct functional connectivity of limbic network in the washing type obsessive–compulsive disorder. Progress in Neuro-Psychopharmacology and Biological Psychiatry 53, 149155.CrossRefGoogle ScholarPubMed
McDannald, MA, Lucantonio, F, Burke, KA, Niv, Y and Schoenbaum, G (2011) Ventral striatum and orbitofrontal cortex are both required for model-based, but not model-free, reinforcement learning. Journal of Neuroscience 31, 27002705.CrossRefGoogle Scholar
Menzies, L, Chamberlain, SR, Laird, AR, Thelen, SM, Sahakian, BJ and Bullmore, ET (2008a) Integrating evidence from neuroimaging and neuropsychological studies of obsessive-compulsive disorder: the orbitofronto-striatal model revisited. Neuroscience and Biobehavioral Reviews 32, 525549.CrossRefGoogle Scholar
Menzies, L, Williams, GB, Chamberlain, SR, Ooi, C, Fineberg, N, Suckling, J, Sahakian, BJ, Robbins, TW and Bullmore, ET (2008b) White matter abnormalities in patients with obsessive-compulsive disorder and their first-degree relatives. American Journal of Psychiatry 165, 13081315.CrossRefGoogle Scholar
Milad, MR and Rauch, SL (2012) Obsessive-compulsive disorder: beyond segregated cortico-striatal pathways. Trends in Cognitive Sciences 16, 4351.CrossRefGoogle ScholarPubMed
Nakhnikian, A, Rebec, GV, Grasse, LM, Dwiel, LL, Shimono, M and Beggs, JM (2014) Behavior modulates effective connectivity between cortex and striatum. PLoS One 9, e89443.CrossRefGoogle ScholarPubMed
Ostlund, SB and Balleine, BW (2005) Lesions of medial prefrontal cortex disrupt the acquisition but not the expression of goal-directed learning. Journal of Neuroscience 25, 77637770.CrossRefGoogle Scholar
Park, SE, Choi, NG and Jeong, GW (2017) Metabolic abnormality in the right dorsolateral prefrontal cortex in patients with obsessive-compulsive disorder: proton magnetic resonance spectroscopy. Acta Neuropsychiatrica 29, 164169.CrossRefGoogle ScholarPubMed
Pauls, DL, Abramovitch, A, Rauch, SL and Geller, DA (2014) Obsessive-compulsive disorder: an integrative genetic and neurobiological perspective. Nature Reviews Neuroscience 15, 410424.CrossRefGoogle ScholarPubMed
Peng, ZW, Yang, WH, Miao, GD, Jing, J and Chan, RC (2011) The Chinese version of the obsessive-compulsive inventory-revised scale: replication and extension to non-clinical and clinical individuals with OCD symptoms. BMC Psychiatry 11, 129.CrossRefGoogle ScholarPubMed
Peng, ZW, Xu, T, He, QH, Shi, CZ, Wei, Z, Miao, GD, Jing, J, Lim, KO, Zuo, XN and Chan, RC (2014) Default network connectivity as a vulnerability marker for obsessive compulsive disorder. Psychological Medicine 44, 14751484.CrossRefGoogle ScholarPubMed
Peng, Z, Li, G, Shi, F, Shi, C, Yang, Q, Chan, RC and Shen, D (2015) Cortical asymmetries in unaffected siblings of patients with obsessive–compulsive disorder. Psychiatry Research, Neuroimaging 234, 346351.CrossRefGoogle ScholarPubMed
Posner, J, Marsh, R, Maia, TV, Peterson, BS, Gruber, A and Simpson, HB (2014) Reduced functional connectivity within the limbic cortico-striato-thalamo-cortical loop in unmedicated adults with obsessive-compulsive disorder. Human Brain Mapping 35, 28522860.CrossRefGoogle ScholarPubMed
Robbins, TW, Gillann, CM, Smith, DG, de Wit, S and Ersche, KD (2012) Neurocognitive endophenotypes of impulsivity and compulsivity: towards dimensional psychiatry. Trends in Cognitive Sciences 16, 8191.CrossRefGoogle ScholarPubMed
Ruscio, AM, Stein, DJ, Chiu, WT and Kessler, RC (2008) The epidemiology of obsessive-compulsive disorder in the national comorbidity survey replication. Molecular Psychiatry 15, 5363.CrossRefGoogle ScholarPubMed
Seger, CA (2018) Corticostriatal foundations of habits. Current Opinion in Behavioral Sciences 20, 153160.CrossRefGoogle Scholar
Seo, HJ, Jung, YE, Lim, HK, Um, YH, Lee, CU and Chae, JH (2016) Adjunctive low-frequency repetitive transcranial magnetic stimulation over the right dorsolateral prefrontal cortex in patients with treatment-resistant obsessive-compulsive disorder: a randomized controlled trial. Clinical Psychopharmacology and Neuroscience 14, 153160.CrossRefGoogle ScholarPubMed
Shepherd, GM (2013) Corticostriatal connectivity and its role in disease. Nature Reviews Neuroscience 14, 278.CrossRefGoogle Scholar
Spielberger, CD (1983) STAI manual for the state-trait anxiety inventory. Self-Evaluation Questionnaire iv, 124.Google Scholar
Stern, ER, Fitzgerald, KD, Welsh, RC, Abelson, JL and Taylor, SF (2012) Resting-state functional connectivity between fronto-parietal and default mode networks in obsessive-compulsive disorder. PLoS One 7, e36356.CrossRefGoogle ScholarPubMed
Vaghi, MM, Hampshire, A, Fineberg, NA, Kaser, M, Brühl, AB, Sahakian, BJ, Chamberlain, SR and Robbins, TW (2017a) Hypoactivation and dysconnectivity of a frontostriatal circuit during goal-directed planning as an endophenotype for obsessive-compulsive disorder. Biological Psychiatry: Cognitive Neuroscience and Neuroimaging 2, 655663.Google Scholar
Vaghi, MM, Vértes, PE, Kitzbichler, MG, Apergis-Schoute, AM, van der Flier, FE, Fineberg, NA, Sule, A, Zaman, R, Voon, V, Kundu, P, Bullmore, ET and Robbins, TW (2017b) Specific frontostriatal circuits for impaired cognitive flexibility and goal-directed planning in obsessive-compulsive disorder: evidence from resting-state functional connectivity. Biological Psychiatry 81, 708717.CrossRefGoogle Scholar
Valentin, VV, Dickinson, A and O'Doherty, JP (2007) Determining the neural substrates of goal-directed learning in the human brain. Journal of Neuroscience 27, 40194026.CrossRefGoogle ScholarPubMed
Wunderlich, K, Dayan, P and Dolan, RJ (2012) Mapping value based planning and extensively trained choice in the human brain. Nature Neuroscience 15, 786791.CrossRefGoogle ScholarPubMed
Yin, HH, Ostlund, SB, Knowlton, BJ and Balleine, BW (2005) The role of the dorsomedial striatum in instrumental conditioning. European Journal of Neuroscience 22, 513523.CrossRefGoogle ScholarPubMed
Zang, ZX, Yan, CG, Dong, ZY, Huang, J and Zang, YF (2012) Granger causality analysis implementation on MATLAB: a graphic user interface toolkit for fMRI data processing. Journal of Neuroscience Methods 203, 418426.CrossRefGoogle ScholarPubMed
Zhang, J, Yang, X and Yang, Q (2015) Neuropsychological dysfunction in adults with early-onset obsessive-compulsive disorder: the search for a cognitive endophenotype. Brazilian Journal of Psychiatry 37, 126132.CrossRefGoogle ScholarPubMed
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