Cited by 14Functional Brain Connectivity StudiesParkinson's Disease Mechanisms and TreatmentsNeurological disorders and treatments

Atomoxetine and citalopram alter brain network organization in Parkinson’s disease

Open access
Borchert, Robin J, Rittman, Timothy, Rae, Charlotte L, Passamonti, Luca, Jones, Simon P, Vatansever, Deniz, Vázquez Rodríguez, Patricia, Ye, Zheng +4 more·2019·Brain Communications

Abstract

Parkinson’s disease has multiple detrimental effects on motor and cognitive systems in the brain. In contrast to motor deficits, cognitive impairments in Parkinson’s disease are usually not ameliorated, and can even be worsened, by dopaminergic treatments. Recent evidence has shown potential benefits from restoring other neurotransmitter deficits, including noradrenergic and serotonergic transmission. Here, we study global and regional brain network organization using task-free imaging (also known as resting-state), which minimizes performance confounds and the bias towards predetermined networks. Thirty-three patients with idiopathic Parkinson’s disease were studied three times in a double-blinded, placebo-controlled counter-balanced crossover design, following placebo, 40 mg oral atomoxetine (selective noradrenaline reuptake inhibitor) or 30 mg oral citalopram (selective serotonin reuptake inhibitor). Neuropsychological assessments were performed outside the scanner. Seventy-six controls were scanned without medication to provide normative data for comparison to the patient cohort. Graph theoretical analysis of task-free brain connectivity, with a random 500-node parcellation, was used to measure the effect of disease in placebo-treated state (versus unmedicated controls) and pharmacological intervention (drug versus placebo). Relative to controls, patients on placebo had executive impairments (reduced fluency and inhibitory control), which was reflected in dysfunctional network dynamics in terms of reduced clustering coefficient, hub degree and hub centrality. In patients, atomoxetine improved fluency in proportion to plasma concentration (P = 0.006, r2 = 0.24), and improved response inhibition in proportion to increased hub Eigen centrality (P = 0.044, r2 = 0.14). Citalopram did not improve fluency or inhibitory control, but its influence on network integration and efficiency depended on disease severity: clustering (P = 0.01, r2 = 0.22), modularity (P = 0.043, r2 = 0.14) and path length (P = 0.006, r2 = 0.25) increased in patients with milder forms of Parkinson’s disease, but decreased in patients with more advanced disease (Unified Parkinson’s Disease Rating Scale motor subscale part III > 30). This study supports the use of task-free imaging of brain networks in translational pharmacology of neurodegenerative disorders. We propose that hub connectivity contributes to cognitive performance in Parkinson’s disease, and that noradrenergic treatment strategies can partially restore the neural systems supporting executive function.

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.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1093/braincomms/fcz013

Cites

5 of 5 references verified0 citation errors · 0 not checkable

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.

A few free checks a day · papers already verified open instantly · results are public

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?

  • Nonstimulants have downstream effects that modulate activation patterns of frontoparietal regions through extracellular catecholamine and indirect effects that regulate brain connectivity patterns of the central executive network and default mode network.

    “Besides, they also have downstream effects that modulate the activation patterns of frontoparietal regions through extracellular catecholamine and indirect effects that regulate the brain connectivity patterns of the central executive network and default mode network (Borchert et al., 2019; Farr et al., 2014; Lin & Gau, 2015; Schulz et al., 2012; Shafritz et al., 2004).”

    From Overlapping and differential neuropharmacological mechanisms of stimulants and nonstimulants for attention-deficit/hyperactivity disorder: A comparative neuroimaging analysis (2024) · cites this paper as Borchert et al., 2019

    Split into 2 atoms — 0 confirmed, 2 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.

    Experimental — accuracy not yet measured

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

Flagged first, then by citations

Research works printed but not linked: 59

  1. Achard S, Salvador R, Whitcher B, Suckling J, Bullmore E. A resilient, low-frequency, small-world human brain functional network with highly connected association cortical hubs. J Neurosci 2006; 26: 63– 72. 16399673 PMC6674299
  2. Alexander-Bloch AF, Gogtay N, Meunier D, Birn R, Clasen L, Lalonde F. Disrupted modularity and local connectivity of brain functional networks in childhood-onset schizophrenia. Front Syst Neurosci 2010; 4: 147. 21031030 PMC2965020
  3. Aron AR, Fletcher PC, Bullmore ET, Sahakian BJ, Robbins TW. Stop-signal inhibition disrupted by damage to right inferior frontal gyrus in humans. Nat Neurosci 2003; 6: 115– 6. 12536210
  4. Ashburner J. A fast diffeomorphic image registration algorithm. NeuroImage 2007; 38: 95– 113. 17761438
  5. Aston-Jones G, Cohen JD. An integrative theory of locus coeruleus-norepinephrine function: adaptive gain and optimal performance. Annu Rev Neurosci 2005; 28: 403– 50. 16022602
  6. Bari A, Aston-Jones G. Atomoxetine modulates spontaneous and sensory-evoked discharge of locus coeruleus noradrenergic neurons. Neuropharmacology 2013; 64: 53– 64. 22820275 PMC3445720
  7. Bari A, Eagle DM, Mar AC, Robinson ESJ, Robbins TW. Dissociable effects of noradrenaline, dopamine, and serotonin uptake blockade on stop task performance in rats. Psychopharmacology (Berl) 2009; 205: 273– 83. 19404616 PMC2705723
  8. Betts MJ, Kirilina E, Otaduy MCG, Ivanov D, Acosta-Cabronero J, Callaghan MF. Locus coeruleus imaging as a biomarker for noradrenergic dysfunction in neurodegenerative diseases. Brain J Neurol 2019; 142: 2558. PMC6736046 31327002
  9. Borchert RJ, Rittman T, Passamonti L, Ye Z, Sami S, Jones SP, et al atomoxetine enhances connectivity of prefrontal networks in Parkinson’s disease. Neuropsychopharmacology 2016; 41: 2171– 7. 26837463 PMC4856878
  10. Braak H, Rüb U, Gai WP, Del Tredici K. Idiopathic Parkinson’s disease: possible routes by which vulnerable neuronal types may be subject to neuroinvasion by an unknown pathogen. J Neural Transm 2003; 110: 517– 36. 12721813
  11. Bymaster FP, Katner JS, Nelson DL, Hemrick-Luecke SK, Threlkeld PG, Heiligenstein JH, et al Atomoxetine increases extracellular levels of norepinephrine and dopamine in prefrontal cortex of rat: a potential mechanism for efficacy in attention deficit/hyperactivity disorder. Neuropsychopharmacology 2002; 27: 699– 711. 12431845
  12. Chamberlain SR, Hampshire A, Müller U, Rubia K, Del Campo N, Craig K, et al Atomoxetine modulates right inferior frontal activation during inhibitory control: a pharmacological functional magnetic resonance imaging study. Biol Psychiatry 2009; 65: 550– 5. 19026407
  13. Cools R, Barker RA, Sahakian BJ, Robbins TW. L-Dopa medication remediates cognitive inflexibility, but increases impulsivity in patients with Parkinson’s disease. Neuropsychologia 2003; 41: 1431– 41. 12849761
  14. Cools R, Frank MJ, Gibbs SE, Miyakawa A, Jagust W, D'Esposito M. Striatal dopamine predicts outcome-specific reversal learning and its sensitivity to dopaminergic drug administration. J Neurosci 2009; 29: 1538– 43. 19193900 PMC2940719
  15. Cope TE, Rittman T, Borchert RJ, Jones PS, Vatansever D, Allinson K, et al Tau burden and the functional connectome in Alzheimer’s disease and progressive supranuclear palsy. Brain 2018; 141: 550– 67. 29293892 PMC5837359
  16. Crossley NA, Mechelli A, Scott J, Carletti F, Fox PT, McGuire P, et al The hubs of the human connectome are generally implicated in the anatomy of brain disorders. Brain 2014; 137: 2382. 25057133 PMC4107735
  17. Eagle DM, Baunez C, Hutcheson DM, Lehmann O, Shah AP, Robbins TW. Stop-signal reaction-time task performance: role of prefrontal cortex and subthalamic nucleus. Cereb Cortex 2008; 18: 178– 88. 17517682
  18. Fletcher PJ, Tampakeras M, Sinyard J, Higgins GA. Opposing effects of 5-HT(2A) and 5-HT(2C) receptor antagonists in the rat and mouse on premature responding in the five-choice serial reaction time test. Psychopharmacology (Berl) 2007; 195: 223– 34. 17673981
  19. Garavan H, Ross TJ, Stein EA. Right hemispheric dominance of inhibitory control: an event-related functional MRI study. Proc Natl Acad Sci USA 1999; 96: 8301– 6. 10393989 PMC22229
  20. Goldstein DS. Dysautonomia in Parkinson’s disease: neurocardiological abnormalities. Compr Physiol 2014; 4: 805– 26. 24715569 PMC4222515
  21. Haber SN. The primate basal ganglia: parallel and integrative networks. J Chem Neuroanat 2003; 26: 317– 30. 14729134
  22. Harrison AA, Everitt BJ, Robbins TW. Central serotonin depletion impairs both the acquisition and performance of a symmetrically reinforced go/no-go conditional visual discrimination. Behav Brain Res 1999; 100: 99– 112. 10212057
  23. Kehagia AA, Housden CR, Regenthal R, Barker RA, Müller U, Rowe J, et al Targeting impulsivity in Parkinson’s disease using atomoxetine. Brain J Neurol 2014; 137: 1986– 97. PMC4065022 24893708
  24. Klaassens BL, Rombouts S, Winkler AM, van Gorsel HC, van der Grond J, van Gerven J. Time related effects on functional brain connectivity after serotonergic and cholinergic neuromodulation. Hum Brain Mapp 2017; 38: 308– 25. 27622387 PMC5215384
  25. Koda K, Ago Y, Cong Y, Kita Y, Takuma K, Matsuda T. Effects of acute and chronic administration of atomoxetine and methylphenidate on extracellular levels of noradrenaline, dopamine and serotonin in the prefrontal cortex and striatum of mice. J Neurochem 2010; 114: 259– 70. 20403082
  26. Latora V, Marchiori M. Economic small-world behavior in weighted networks. Eur Phys J B 2003; 32: 249– 63.
  27. Macoveanu J, Hornboll B, Elliott R, Erritzoe D, Paulson OB, Siebner H, et al Serotonin 2A receptors, citalopram and tryptophan-depletion: a multimodal imaging study of their interactions during response inhibition. Neuropsychopharmacology 2013; 38: 996– 1005. 23303045 PMC3629389
  28. Marié RM, Barré L, Rioux P, Allain P, Lechevalier B, Baron JC PET imaging of neocortical monoaminergic terminals in Parkinson's disease. J Neural Transm Park Dis Dement Sect 1995; 9: 55– 71. 7605590
  29. Marquand AF, O'Daly OG, De Simoni S, Alsop DC, Maguire RP, Williams SCR, et al Dissociable effects of methylphenidate, atomoxetine and placebo on regional cerebral blood flow in healthy volunteers at rest: a multi-class pattern recognition approach. NeuroImage 2012; 60: 1015– 24. 22266414 PMC3314973
  30. McCabe C, Mishor Z. Antidepressant medications reduce subcortical–cortical resting-state functional connectivity in healthy volunteers. Neuroimage 2011; 57: 1317– 23. 21640839 PMC3141109
  31. Patel AX, Kundu P, Rubinov M, Jones PS, Vértes PE, Ersche KD, et al A wavelet method for modeling and despiking motion artifacts from resting-state fMRI time series. NeuroImage 2014; 95: 287– 304. 24657353 PMC4068300
  32. Politis M, Niccolini F. Serotonin in Parkinson’s disease. Behav Brain Res 2015; 277: 136– 45. 25086269
  33. Politis M, Wu K, Loane C, Kiferle L, Molloy S, Brooks DJ, et al Staging of serotonergic dysfunction in Parkinson’s disease: an in vivo 11C-DASB PET study. Neurobiol Dis 2010; 40: 216– 21. 20594979
  34. Rae CL, Hughes LE, Anderson MC, Rowe JB. The prefrontal cortex achieves inhibitory control by facilitating subcortical motor pathway connectivity. J Neurosci 2015; 35: 786– 94. 25589771 PMC4293423
  35. Rae CL, Nombela C, Rodríguez PV, Ye Z, Hughes LE, Jones PS, et al Atomoxetine restores the response inhibition network in Parkinson’s disease. Brain 2016; 139: 2235– 48. 27343257 PMC4958901
  36. Rittman T, Borchert R, Jones S, van Swieten J, Borroni B, Galimberti D, et al Functional network resilience to pathology in presymptomatic genetic frontotemporal dementia. Neurobiol Aging 2019; 77: 169– 77. 30831384 PMC6491498
  37. Rittman T, Ghosh BC, McColgan P, Breen DP, Evans J, Williams-Gray CH, et al The Addenbrooke’s Cognitive Examination for the differential diagnosis and longitudinal assessment of patients with parkinsonian disorders. J Neurol Neurosurg Psychiatry 2013; 84: 544– 51. 23303961 PMC3623037
  38. Rittman T, Rubinov M, Vértes PE, Patel AX, Ginestet CE, Ghosh BCP, et al Regional expression of the MAPT gene is associated with loss of hubs in brain networks and cognitive impairment in Parkinson disease and progressive supranuclear palsy. Neurobiol Aging 2016; 48: 153– 60. 27697694 PMC5096886
  39. Robinson ESJ, Eagle DM, Mar AC, Bari A, Banerjee G, Jiang X, et al Similar effects of the selective noradrenaline reuptake inhibitor atomoxetine on three distinct forms of impulsivity in the rat. Neuropsychopharmacology 2008; 33: 1028– 37. 17637611
  40. Rowe JB, Hughes L, Ghosh BCP, Eckstein D, Williams-Gray CH, Fallon S, et al Parkinson’s disease and dopaminergic therapy—differential effects on movement, reward and cognition. Brain J Neurol 2008; 131: 2094– 105. PMC2494617 18577547
  41. Rowe J, Rittman T. The Basal Ganglia in Cognitive Disorders [Internet]. Oxford University Press. 2016 Available from: http://oxfordmedicine.com/view/10.1093/med/9780199655946.001.0001/med-9780199655946-chapter-7 (7 March 2019, date last accessed). · DOI
  42. Rubia K, Smith AB, Brammer MJ, Taylor E. Right inferior prefrontal cortex mediates response inhibition while mesial prefrontal cortex is responsible for error detection. NeuroImage 2003; 20: 351– 8. 14527595
  43. Sangkuhl K, Klein TE, Altman RB. PharmGKB summary: citalopram pharmacokinetics pathway. Pharmacogenet Genomics 2011; 21: 769– 72. 21546862 PMC3349993
  44. Sauer J-M, Ring BJ, Witcher JW. Clinical pharmacokinetics of atomoxetine. Clin Pharmacokinet 2005; 44: 571– 90. 15910008
  45. Schaefer A, Burmann I, Regenthal R, Arélin K, Barth C, Pampel A, et al Serotonergic modulation of intrinsic functional connectivity. Curr Biol 2014; 24: 2314– 8. 25242032
  46. Seneca N, Gulyás B, Varrone A, Schou M, Airaksinen A, Tauscher J, et al Atomoxetine occupies the norepinephrine transporter in a dose-dependent fashion: a PET study in nonhuman primate brain using (S, S)-[18F]FMeNER-D2. Psychopharmacology (Berl) 2006; 188: 119– 27. 16896954
  47. Stam CJ. Modern network science of neurological disorders. Nat Rev Neurosci 2014; 15: 683– 95. 25186238
  48. Tomlinson CL, Stowe R, Patel S, Rick C, Gray R, Clarke CE. Systematic review of levodopa dose equivalency reporting in Parkinson’s disease. Mov Disord 2010; 25: 2649– 53. 21069833
  49. van den Brink RL, Nieuwenhuis S, Donner TH. Amplification and suppression of distinct brainwide activity patterns by catecholamines. J Neurosci 2018; 38: 7476– 91. 30037827 PMC6104304
  50. van den Brink RL, Pfeffer T, Warren CM, Murphy PR, Tona K-D, van der Wee NJA. Catecholaminergic neuromodulation shapes intrinsic MRI functional connectivity in the human brain. J Neurosci 2016; 36: 7865– 76. 27466332 PMC6601880
  51. van den Heuvel M, Sporns O. Network hubs in the human brain. Trends Cogn Sci (Regul Ed) 2013; 17: 683– 96. 24231140
  52. Vazey EM, Aston-Jones G. The emerging role of norepinephrine in cognitive dysfunctions of Parkinson’s disease [Internet]. Front Behav Neurosci 2012; 6: 48. 22848194 PMC3404393
  53. Voon V, Hassan K, Zurowski M, de Souza M, Thomsen T, Fox S, et al Prevalence of repetitive and reward-seeking behaviors in Parkinson disease. Neurology 2006; 67: 1254– 7. 16957130
  54. Williams-Gray CH, Foltynie T, Brayne CEG, Robbins TW, Barker RA. Evolution of cognitive dysfunction in an incident Parkinson’s disease cohort. Brain J Neurol 2007; 130: 1787– 98. 17535834
  55. Williams-Gray CH, Mason SL, Evans JR, Foltynie T, Brayne C, Robbins TW, et al The CamPaIGN study of Parkinson’s disease: 10-year outlook in an incident population-based cohort. J Neurol Neurosurg Psychiatry 2013; 84: 1258– 64. 23781007
  56. Wilson MA, Molliver ME. The organization of serotonergic projections to cerebral cortex in primates: retrograde transport studies. Neuroscience 1991; 44: 555– 70. 1721683
  57. Yarnall AJ, Breen DP, Duncan GW, Khoo TK, Coleman SY, Firbank MJ, et al Characterizing mild cognitive impairment in incident Parkinson disease: the ICICLE-PD study. Neurology 2014; 82: 308– 16. 24363137 PMC3929202
  58. Ye Z, Altena E, Nombela C, Housden CR, Maxwell H, Rittman T, et al Selective serotonin reuptake inhibition modulates response inhibition in Parkinson’s disease. Brain 2014; 137: 1145– 55. 24578545 PMC3959561
  59. Ye Z, Altena E, Nombela C, Housden CR, Maxwell H, Rittman T, et al Improving response inhibition in Parkinson’s disease with atomoxetine. Biol Psychiatry 2015; 77: 740– 8. 24655598 PMC4384955

Cited by

Sorted by citations

Authors
Borchert, R. J., Rittman, T., Rae, C. L., Passamonti, L., Jones, S. P., Vatansever, D., Vázquez Rodríguez, P., Ye, Z., Nombela, C., Hughes, L. E., Robbins, T. W., & Rowe, J. B.
Affiliations
  • University of Cambridge (GB)
  • University of Sussex (GB)
  • Fudan University (CN)
  • Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
  • Chinese Academy of Sciences (CN)
  • Hospital Clínico San Carlos (ES)
  • MRC Cognition and Brain Sciences Unit (GB)
Corresponding author
Rowe, James B
Venue
Brain Communications
Published
2019-01-01
Volume
1
Issue
1
Pages
fcz013-fcz013
ISSN
2632-1297 (ISSN-L)
OpenAlex
W2971531144
Cited by
14
References
5
Citations by year
2026: 2 · 2025: 1 · 2024: 1 · 2023: 4 · 2021: 3 · 2020: 2 · 2019: 1
FWCI
0.87
Type
journal article
Language
en
Open access
Locations
  • Brain Communications (publishedVersion, cc-by)
  • Europe PMC (PubMed Central) (publishedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • Apollo (University of Cambridge) (submittedVersion, cc-by)
  • Apollo (cc-by)
Funders
  • Wellcome Trust (103838)
  • Parkinson’s UK
  • National Institute for Health Research’s Cambridge Biomedical Research Centre and the Medical Research Council (SUAG/004 R91365 RG62761)
  • James F McDonnell Foundation
  • Behavioural and Clinical Neuroscience Institute
  • Wellcome Trust and Medical Research Council
Topics
  • Life Sciences › Neuroscience › Cognitive Neuroscience › Functional Brain Connectivity Studies
  • Health Sciences › Medicine › Neurology › Parkinson's Disease Mechanisms and Treatments
  • Health Sciences › Medicine › Neurology › Neurological disorders and treatments
Keywords
Parkinson's disease, atomoxetine, citalopram, resting-state brain connectivity, graph theory, network hubs, executive function, fluency, response inhibition, disease severity, cognitive impairment, pharmacological interventions, network modularity, network efficiency, translational pharmacology, neuropsychological assessment, plasma drug concentration

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