Abstract
Functional magnetic resonance imaging (fMRI) has been widely used to gain a greater understanding of brain circuitry abnormalities in CNS disorders. fMRI has also been used to examine pharmacological modulation of brain circuity and is increasingly being used in early clinical drug development as functional pharmacodynamic index of target engagement, and to provide early indication of clinical efficacy. In this short review, we summarize data from experimental medicine and early clinical development studies of a mu-opioid receptor antagonist, GSK1521498 developed for disorders of compulsive consumption including binge eating in obesity. We demonstrate how fMRI can be used to answer important questions of early clinical drug development relating to; (1) target engagement, (2) dose response relationships, (3) differential efficacy and (4) prediction of behavioural and clinically relevant outcomes. We also highlight important methodological factors that need to be considered when conducting fMRI studies in drug development given the challenges faced with small sample sizes in Phase 1 and early proof of mechanism studies. While these data highlight the value of fMRI as a biomarker in drug development, its use for making Go/No-go decisions is still faced with challenges given the variability of responses, interpretation of brain activation changes and the limited data linking drug induced changes in brain activity to clinical or behavioural outcome. These challenges need to be addressed to fulfil the promise of fMRI as a tool in clinical drug development.
Similar content being viewed by others
Explore related subjects
Discover the latest articles, news and stories from top researchers in related subjects.References
Balchandani P, Naidich TP (2015) Ultra-high-field MR neuroimaging. AJNR Am J Neuroradiol 36:1204–1215
Barron DS, Salehi M, Browning M, Harmer CJ, Constable RT, Duff E (2018) Exploring the prediction of emotional valence and pharmacologic effect across fMRI studies of antidepressants. Neuroimage Clin 20:407–414
Borogovac A, Asllani I (2012) Arterial spin Labelling (ASL) fMRI: advantages, theoretical constrains, and experimental challenges in neurosciences. Int J Biomed Imaging 2012:818456
Borsook D, Becerra L, Hargreaves R (2006) A role for fMRI in optimizing CNS drug development. Nat Rev Drug Discov 5:411–425
Button KS, Ioannidis JPA, Mokrysz C, Nosek BA, Flint J, Robinson ES, Munafò MR (2013) Power failure: why small sample size undermines the reliability of neuroscience. Nat Rev Neurosci 14:365–376. https://doi.org/10.1038/nrn3475
Cambridge VC, Ziauddeen H, Nathan PJ, Subramaniam N, Dodds C, Chamberlain SR, Koch A, Maltby K, Skeggs AL, Napolitano A, Farooqi IS, Bullmore ET, Fletcher PC (2013) Neural and behavioral effects of a novel mu opioid receptor antagonist in binge-eating obese people. Biol Psychiatry 73(9):887–894
Carmichael O, Schwarz AJ, Chatham CH, Scott D, Turner JA, Upadhyay J, Coimbra A, Goodman JA, Baumgartner R, English BA, Apolzan JW, Shankapal P, Hawkins KR (2018) The role of fMRI in drug development. Drug Discov Today 23(2):333–348
Chen EE, Small SL (2007) Test-retest reliability in fMRI of language: group and task effects. Brain Lang 102:176–185. https://doi.org/10.1016/j.bandl.2006.04.015
Cohen AD, Nencka AS, Wang Y (2018) Multiband multi-echo simultaneous ASL/ BOLD for task-induced functional MRI. PLoS One 13(e0190427):1–21
Delnomdedieu M, Forsberg A, Ogden A, Fazio P, Yu CR, Stenkrona P, Duvvuri S, David W, Al-Tawil N, Vitolo OV, Amini N, Nag S, Halldin C, Varrone A (2017) In vivo measurement of PDE10A enzyme occupancy by positron emission tomography (PET) following single oral dose administration of PF-02545920 in healthy male subjects. Neuropharmacol 117:171–181
Donnelly DJ (2017) Small molecule PET tracers in drug discovery. Semin Nucl Med 47(5):454–460
Du YP, Chu R, Tregellas JR (2014) Enhancing the detection of BOLD signal in fMRI by reducing the partial volume effect. Comput Math Methods Med 2014:1–9
Elliott ML, Knodt AR, Ireland D et al (2019) What is the test-retest reliability of common task-fMRI measures? New empirical evidence and a meta-analysis bioRxiv 681700. https://doi.org/10.1101/681700
Farmer AD, Coen SJ, Kano M, Paine PA, Shwahdi M, Jafari J, Kishor J, Worthen SF, Rossiter HE, Kumari V, Williams SC, Brammer M, Giampietro VP, Droney J, Riley J, Furlong PL, Knowles CH, Lightman SL, Aziz Q (2013) Psychophysiological responses to pain identify reproducible human clusters. Pain 154:2266–2276. https://doi.org/10.1016/j.pain.2013.05.016
Fletcher PC, Napolitano A, Skeggs A, Miller SR, Delafont B, Cambridge VC, de Wit S, Nathan PJ, Brooke A, O'Rahilly S, Farooqi IS, Bullmore ET (2010) Distinct modulatory effects of satiety and sibutramine on brain responses to food images in humans: a double dissociation across hypothalamus, amygdala, and ventral striatum. J Neurosci 30(43):14346–14355
Giuliano C, Robbins TW, Nathan PJ, Bullmore ET, Everitt BJ (2012) Inhibition of opioid transmission at the μ-opioid receptor prevents both food seeking and binge-like eating. Neuropsychopharmacol 37(12):2643–2652
Godlewska BR, Browning M, Norbury R, Igoumenou A, Cowen PJ, Harmer CJ (2018) Predicting treatment response in depression: the role of anterior cingulate cortex. Int J Neuropsychopharmacol 21(11):988–996
Gorno-Tempini ML, Hutton C, Josephs O et al (2002) Echo time dependence of BOLD contrast and susceptibility artifacts. Neuroimage 15:136–142
Gountouna V-E, Job DE, McIntosh AM, Moorhead TW, Lymer GK, Whalley HC, Hall J, Waiter GD, Brennan D, McGonigle D, Ahearn TS, Cavanagh J, Condon B, Hadley DM, Marshall I, Murray AD, Steele JD, Wardlaw JM, Lawrie SM (2010) Functional magnetic resonance imaging (fMRI) reproducibility and variance components across visits and scanning sites with a finger tapping task. Neuroimage 49:552–560
Gunn RN, Rabiner EA (2017) Imaging in central nervous system drug discovery. Semin Nucl Med 47(1):89–98
Harrison RK (2016) Phase II and phase III failures: 2013-2015. Nature Rev Drug Discov 15:817–818
Hay M, Thomas DW, Craighead JL, Economides C, Rosental J (2014) Clinical development success rates for investigational drugs. Nat Biotechnol 32:40–51
Heisler LK, Jobst EE, Sutton GM, Zhou L, Borok E, Thornton-Jones Z, Liu HY, Zigman JM, Balthasar N, Kishi T, Lee CE, Aschkenasi CJ, Zhang CY, Yu J, Boss O, Mountjoy KG, Clifton PG, Lowell BB, Friedman JM, Horvath T, Butler AA, Elmquist JK, Cowley MA (2006) Serotonin reciprocally regulates melanocortin neurons to modulate food intake. Neuron 51(2):239–249
Holiga Š, Sambataro F, Luzy C, Greig G, Sarkar N, Renken RJ, Marsman JC, Schobel SA, Bertolino A, Dukart J (2018) Test-retest reliability of task-based and resting-state blood oxygen level dependence and cerebral blood flow measures. PLoS One 13:e0206583. https://doi.org/10.1371/journal.pone.0206583
Holland D, Kuperman JM, Dale AM (2010) Efficient correction of inhomogeneous static magnetic field-induced distortion in echo planar imaging. Neuroimage 50:175–183. https://doi.org/10.1016/j.neuroimage.2009.11.044
Kähkönen S (2006) Magnetoencephalography (MEG): a non-invasive tool for studying cortical effects in psychopharmacology. Int J Neuropsychopharmacol 9(3):367–372
Kelly E, Mundell SJ, Sava A, Roth AL, Felici A, Maltby K, Nathan PJ, Bullmore ET, Henderson G (2015) The opioid receptor pharmacology of GSK1521498 compared to other ligands with differential effects on compulsive reward-related behaviours. Psychopharmacol 232(1):305–314
Kola I, Landis J (2004) Can the pharmaceutical industry reduce attrition rates? Nat Rev Drug Discov 3(8):711–715
Logothetis NK (2003) The underpinnings of the BOLD functional magnetic resonance imaging signal. J Neurosci 23:3963–3971
Logothetis NK, Pauls J, Augath M, Trinath T, Oeltermann A (2001) Neurophysiological investigation of the basis of the fMRI signal. Nature 412(6843):150–157
MacDonald SWS, Nyberg L, Bäckman L (2006) Intra-individual variability in behavior: links to brain structure, neurotransmission and neuronal activity. Trends Neurosci 29:474–480. https://doi.org/10.1016/J.TINS.2006.06.011
Manoach DS, Halpern EF, Kramer TS et al (2001) Test-retest reliability of a functional MRI working memory paradigm in Normal and schizophrenic subjects. Am J Psychiatry 158:955–958. https://doi.org/10.1176/appi.ajp.158.6.955
Marshall I, Simonotto E, Deary IJ, Maclullich A, Ebmeier KP, Rose EJ, Wardlaw JM, Goddard N, Chappell FM (2004) Repeatability of motor and working-memory tasks in healthy older volunteers: assessment at functional MR imaging. Radiology 233:868–877. https://doi.org/10.1148/radiol.2333031782
Matthews PM, Rabiner EA, Passchier J, Gunn RN (2012) Positron emission tomography molecular imaging for drug development. Br J Clin Pharmacol 73(2):175–186
Morris LS, Kundu P, Costi S, et al (2018) Ultra-high field MRI reveals mood-related circuit disturbances in depression: a comparison between 3-Tesla and 7-Tesla. bioRxiv 459479
Morton GJ, Cummings DE, Baskin DG, Barsh GS, Schwartz MW (2006) Central nervous system control of food intake and body weight. Nature 443(7109):289–295
Nathan PJ, Bullmore ET (2009) From taste hedonics to motivational drive: central μ-opioid receptors and binge-eating behaviour. Int J Neuropsychopharmacol 12(7):995–1008
Nord CL, Valton V, Wood J, Roiser JP (2017) Power-up: a reanalysis of “power failure” in neuroscience using mixture modeling. J Neurosci 37:8051–8061. https://doi.org/10.1523/JNEUROSCI.3592-16.2017
Postnov A, Schmidt ME, Pemberton DJ, de Hoon J, van Hecken A, van den Boer M, Zannikos P, van der Ark P, Palmer JA, Rassnick S, Celen S, Bormans G, van Laere K (2018) Fatty acid amide hydrolase inhibition by JNJ-42165279: a multiple-ascending dose and a positron emission tomography study in healthy volunteers. Clin Transl Sci 11(4):397–404
Rabiner EA, Beaver J, Makwana A, Searle G, Long C, Nathan PJ, Newbould RD, Howard J, Miller SR, Bush MA, Hill S, Reiley R, Passchier J, Gunn RN, Matthews PM, Bullmore ET (2011) Pharmacological differentiation of opioid receptor antagonists by molecular and functional imaging of target occupancy and food reward-related brain activation in humans. Mol Psychiatry 16(8):826–835
Sauder CL, Hajcak G, Angstadt M, Phan KL (2013) Test-retest reliability of amygdala response to emotional faces. Psychophysiology 50:1147–1156
Searle G, Beaver JD, Comley RA, Bani M, Tziortzi A, Slifstein M, Mugnaini M, Griffante C, Wilson AA, Merlo-Pich E, Houle S, Gunn R, Rabiner EA, Laruelle M (2010) Imaging dopamine D3 receptors in the human brain with positron emission tomography, [11C] PHNO, and a selective D3 receptor antagonist. Biol Psychiatry 68(4):392–399
Stewart SB, Koller JM, Campbell MC, Black KJ (2014) Arterial spin labeling versus BOLD in direct challenge and drug-task interaction pharmacological fMRI. PeerJ 2(687):1–14
Thomas DW, Burns J, Audette J, Carrol A, Dow-Hygelund C, Hay M (2016) Clinical development success rates 2006–2015. Biomedtracker, San Diego
Upadhyay J, Anderson J, Schwarz AJ, Coimbra A, Baumgartner R, Pendse G, George E, Nutile L, Wallin D, Bishop J, Neni S, Maier G, Iyengar S, Evelhoch JL, Bleakman D, Hargreaves R, Becerra L, Borsook D (2011) Imaging drugs with and without clinical analgesic efficacy. Neuropsychopharmacology 36(13):2659–2673
Vai B, Bulgarelli C, Godlewska BR, Cowen PJ, Benedetti F, Harmer CJ (2016) Fronto-limbic effective connectivity as possible predictor of antidepressant response to SSRI administration. Eur Neuropsychopharmacol 26(12):2000–2010
van der Aart J, Salinas C, Dimber R, Pampols-Maso S, Weekes AA, Tonkyn J, Gray FA, Passchier J, Gunn RN, Rabiner EA (2018) Quantification of human brain PDE4 occupancy by GSK356278: a [11C] (R)-rolipram PET study. J Cereb Blood Flow Metab 11:2033–2040
Vanover KE, Davis RE, Zhou Y, Ye W, Brašić JR, Gapasin L, Saillard J, Weingart M, Litman RE, Mates S, Wong DF (2018) Dopamine D2 receptor occupancy of lumateperone (ITI-007): a positron emission tomography study in patients with schizophrenia. Neuropsychopharmacol doi 44:598–605. https://doi.org/10.1038/s41386-018-0251-1
Wager TD, Woo C-W (2015) fMRI in analgesic drug discovery. Sci Transl med 7:274fs6. https://doi.org/10.1126/scitranslmed.3010342
Wanigasekera V, Wartolowska K, Huggins JP, Duff EP, Vennart W, Whitlock M, Massat N, Pauer L, Rogers P, Hoggart B, Tracey I (2018) Disambiguating pharmacological mechanisms from placebo in neuropathic pain using functional neuroimaging. Br J Anaesth 120(2):299–307
Wartolowska K, Tracey I (2009) Neuroimaging as a tool for pain diagnosis and analgesic development. Neurotherapeutics 6:755–760
Weibull A, Gustavsson H, Mattsson S, Svensson J (2008) Investigation of spatial resolution, partial volume effects and smoothing in functional MRI using artificial 3D time series. Neuroimage 41:346–353
Welvaert M, Rosseel Y (2013) On the definition of signal-to-noise ratio and contrast-to-noise ratio for fMRI data. PLoS One 8:e77089
Whalley HC, Gountouna V-E, Hall J, McIntosh A, Simonotto E, Job DE, Owens DG, Johnstone EC, Lawrie SM (2009) fMRI changes over time and reproducibility in unmedicated subjects at high genetic risk of schizophrenia. Psychol Med 39:1189. https://doi.org/10.1017/S0033291708004923
Wise RG, Tracey I (2006) The role of fMRI in drug discovery. J Magn Reson Imaging 23(6):862–876
Wong CH, Siah KW, Lo AW (2019) Estimation of clinical trial success rates and related parameters. Biostatistics 20(2):273–286
Ye FQ, Berman KF, Ellmore T, Esposito G, van Horn J, Yang Y, Duyn J, Smith AM, Frank JA, Weinberger DR, McLaughlin A (2000) H215O PET validation of steady-state arterial spin tagging cerebral blood flow measurements in humans. Magn Reson Med 44:450–456
Zhou L, Williams T, Lachey JL, Kishi T, Cowley MA, Heisler LK (2005) Serotonergic pathways converge upon central melanocortin systems to regulate energy balance. Peptides 26(10):1728–1732
Ziauddeen H, Chamberlain SR, Nathan PJ, Koch A, Maltby K, Bush M, Tao WX, Napolitano A, Skeggs AL, Brooke AC, Cheke L, Clayton NS, Sadaf Farooqi I, O'Rahilly S, Waterworth D, Song K, Hosking L, Richards DB, Fletcher PC, Bullmore ET (2013) Effects of the mu-opioid receptor antagonist GSK1521498 on hedonic and consummatory eating behaviour: a proof of mechanism study in binge-eating obese subjects. Mol Psychiatry 18(12):1287–1293
Acknowledgements
All the work discussed in this paper was conducted at Glaxo Smith Kline. Authors would like to acknowledge the significant contribution of Prof. Ed Bullmore who led the clinical development of GSK1521498 with Prof Pradeep Nathan.
Author information
Authors and Affiliations
Corresponding author
Additional information
Publisher’s note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
This article belongs to a Special Issue on Imaging for CNS drug development and biomarkers
Rights and permissions
About this article
Cite this article
Nathan, P.J., Bakker, G. Lessons learned from using fMRI in the early clinical development of a mu-opioid receptor antagonist for disorders of compulsive consumption. Psychopharmacology 238, 1255–1263 (2021). https://doi.org/10.1007/s00213-019-05427-5
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00213-019-05427-5