Cited by 78Neuroethics, Human Enhancement, Biomedical InnovationsNeurotransmitter Receptor Influence on BehaviorCognitive Abilities and Testing

How effective are pharmaceuticals for cognitive enhancement in healthy adults? A series of meta-analyses of cognitive performance during acute administration of modafinil, methylphenidate and D-amphetamine

Roberts, Carl A, Jones, Andrew, Sumnall, Harry, Gage, Suzanne H, Montgomery, Catharine·2020·European Neuropsychopharmacology

Abstract

Modafinil, methyphenidate (MPH) and d-amphetamine (d-amph) are putative cognitive enhancers. However, efficacy of cognitive enhancement has yet to be fully established. We examined cognitive performance in healthy non-sleep-deprived adults following modafinil, MPH, or d-amph vs placebo in 3 meta-analyses, using subgroup analysis by cognitive domain; executive functions (updating, switching, inhibitory control, access to semantic/long term memory), spatial working memory, recall, selective attention, and sustained attention. We adhered to PRISMA. We identified k = 47 studies for analysis; k = 14 studies (64 effect sizes) for modafinil, k = 24 studies (47 effect sizes) for Methylphenidate, and k = 10 (27 effect sizes) for d-amph. There was an overall effect of modafinil (SMD=0.12, p=.01). Modafinil improved memory updating (SMD=0.28, p=.03). There was an overall effect of MPH (SMD=0.21, p=.0004) driven by improvements in recall (SMD=0.43, p=.0002), sustained attention (SMD=0.42, p=.0004), and inhibitory control (SMD=0.27, p=.03). There were no effects for d-amph. MPH and modafinil show enhancing effects in specific sub-domains of cognition. However, data with these stimulants is far from positive if we consider that effects are small, in experiments that do not accurately reflect their actual use in the wider population. There is a user perception that these drugs are effective cognitive enhancers, but this is not supported by the evidence so far.

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Research works printed but not linked: 65

  1. American Psychiatric Association. Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition. 2013.
  2. Asghar, S. J., Tanay, V. A., Baker, G. B., Greenshaw, A., & Silverstone, P. H. (2003). Relationship of plasma amphetamine levels to physiological, subjective, cognitive and biochemical measures in healthy volunteers. Human Psychopharmacology: Clinical and Experimental , 18 (4), 291-299.
  3. Bagot, K. S., & Kaminer, Y. (2014). Efficacy of stimulants for cognitive enhancement in non -attention deficit hyperactivity disorder youth: a systematic review. Addiction , 109 (4), 547-557.
  4. Barch, D. M., & Carter, C. S. (2005). Amphetamine improves cognitive function in medicated individuals with schizophrenia and in healthy volunteers. Schizophrenia research , 77 (1), 43-58.
  5. Batistela, S., Bueno, O. F. A., Vaz, L. J., & Galduróz, J. C. F. (2016). Methylphenidate as a cognitive enhancer in healthy young people. Dementia & Neuropsychologia , 10 (2), 134-142.
  6. Battleday, R. M., & Brem, A. K. (2015). Modafinil for cognitive neuroenhancement in healthy non-sleep-deprived subjects: a systematic review. European Neuropsychopharmacology , 25 (11), 1865-1881.
  7. Bellebaum, C., Kuchinke, L., & Roser, P. (2017). Modafinil alters decision making based on feedback history-a randomized placebo-controlled double blind study in humans. Journal of Psychopharmacology , 31 (2), 243-249.
  8. Bensmann, W., Roessner, V., Stock, A. K., & Beste, C. (2018). Catecholaminergic modulation of conflict control depends on the source of conflicts. International Journal of Neuropsychopharmacology , 21 (10), 901-909.
  9. Brignell, C. M., Rosenthal, J., & Curran, H. V. (2007). Pharmacological manipulations of arousal and memory for emotional material: effects of a single dose of methylphenidate or lorazepam. Journal of Psychopharmacology , 21 (7), 673-683.
  10. Cao, J., Slack, R. D., Bakare, O. M., Burzynski, C., Rais, R., Slusher, B. S., ... & He, Y. (2016). Novel and high affinity 2-[(diphenylmethyl) sulfinyl] acetamide (modafinil) analogues as atypical dopamine transporter inhibitors. Journal of medicinal chemistry , 59 (23), 10676-10691.
  11. Chevassus, H., Farret, A., Gagnol, J. P., Ponçon, C. A., Costa, F., Roux, C., ... & Petit, P. (2013). Psychological and physiological effects of bupropion compared to methylphenidate after prolonged administration in healthy volunteers (NCT00285155). European journal of clinical pharmacology , 69 (4), 779-787.
  12. Dockree, P. M., Barnes, J. J., Matthews, N., Dean, A. J., Abe, R., Nandam, L. S., ... & O'Connell, R. G. (2017). The effects of methylphenidate on the neural signatures of sustained attention. Biological psychiatry , 82 (9), 687-694.
  13. Durlak, J. A. (2009). How to select, calculate, and interpret effect sizes. Journal of pediatric psychology , 34 (9), 917-928.
  14. Egger, M., Smith, G. D., Schneider, M., & Minder, C. (1997). Bias in meta-analysis detected by a simple, graphical test. Bmj , 315 (7109), 629-634.
  15. Franke, A. G., Gränsmark, P., Agricola, A., Schuehle, K., Rommel, T., Sebastian, A., ... & Ruckes, C. (2017). Methylphenidate, modafinil, and caffeine for cognitive enhancement in chess: A double-blind, randomised controlled trial. European Neuropsychopharmacology , 27 (3), 248-260.
  16. Gvirts, H. Z., Mayseless, N., Segev, A., Lewis, D. Y., Feffer, K., Barnea, Y., ... & ShamayTsoory, S. G. (2017). Novelty-seeking trait predicts the effect of methylphenidate on creativity. Journal of Psychopharmacology , 31 (5), 599-605.
  17. Hamidovic, A., Dlugos, A., Palmer, A. A., & de Wit, H. (2010). Catechol-Omethyltransferase val158met genotype modulates sustained attention in both the drug-free state and in response to amphetamine. Psychiatric genetics , 20 (3), 85.
  18. Higgins, J. P., & Green, S. (Eds.). (2011). Cochrane handbook for systematic reviews of interventions (Vol. 4). John Wiley & Sons.
  19. Ikeda, Y., Funayama, T., Tateno, A., Fukayama, H., Okubo, Y., & Suzuki, H. (2017). Modafinil enhances alerting-related brain activity in attention networks. Psychopharmacology , 234 (14), 2077-2089.
  20. Ilieva, I. P., Hook, C. J., & Farah, M. J. (2015). Prescription stimulants' effects on healthy inhibitory control, working memory, and episodic memory: a meta-analysis. Journal of cognitive neuroscience , 27 (6), 1069-1089.
  21. Jasinski, D. R. (2000). An evaluation of the abuse potential of modafinil using methylphenidate as a reference. Journal of Psychopharmacology , 14 (1), 53-60.
  22. Kollins, S. H., Schoenfelder, E. N., English, J. S., Holdaway, A., Van Voorhees, E., O'Brien, B. R., ... & Chrisman, A. K. (2015). An exploratory study of the combined effects of orally administered methylphenidate and delta-9-tetrahydrocannabinol (THC) on cardiovascular function, subjective effects, and performance in healthy adults. Journal of substance abuse treatment , 48 (1), 96-103.
  23. Lees, J., Michalopoulou, P. G., Lewis, S. W., Preston, S., Bamford, C., Collier, T., ... & Kapur, S. (2017). Modafinil and cognitive enhancement in schizophrenia and healthy volunteers: the effects of test battery in a randomised controlled trial. Psychological medicine , 47 (13), 2358-2368.
  24. Linssen, A. M. W., Sambeth, A., Vuurman, E. F. P. M., & Riedel, W. J. (2014). Cognitive effects of methylphenidate in healthy volunteers: a review of single dose studies. International Journal of Neuropsychopharmacology , 17 (6), 961-977.
  25. Linssen, A. M. W., Vuurman, E. F. P. M., Sambeth, A., & Riedel, W. J. (2012). Methylphenidate produces selective enhancement of declarative memory consolidation in healthy volunteers. Psychopharmacology , 221 (4), 611-619.
  26. Marchant, N. L., Kamel, F., Echlin, K., Grice, J., Lewis, M., & Rusted, J. M. (2009). Modafinil improves rapid shifts of attention. Psychopharmacology , 202 (1-3), 487-495.
  27. Maier, L. J., & Schaub, M. P. (2015). The use of prescription drugs and drugs of abuse for neuroenhancement in Europe: Not widespread but a reality. European Psychologist , 20 (3), 155.
  28. Marraccini, M. E., Weyandt, L. L., Rossi, J. S., & Gudmundsdottir, B. G. (2016). Neurocognitive enhancement or impairment? A systematic meta-analysis of prescription stimulant effects on processing speed, decision-making, planning, and cognitive perseveration. Experimental and clinical psychopharmacology , 24 (4), 269.
  29. Mattay, V. S., Callicott, J. H., Bertolino, A., Heaton, I., Frank, J. A., Coppola, R., ... & Weinberger, D. R. (2000). Effects of dextroamphetamine on cognitive performance and cortical activation. Neuroimage , 12 (3), 268-275.
  30. Meador, K. J., Gevins, A., Leese, P. T., Otoul, C., & Loring, D. W. (2011). Neurocognitive effects of brivaracetam, levetiracetam, and lorazepam. Epilepsia , 52 (2), 264-272.
  31. Micoulaud-Franchi, J. A., MacGregor, A., & Fond, G. (2014). A preliminary study on cognitive enhancer consumption behaviors and motives of French Medicine and Pharmacology students. Eur Rev Med Pharmacol Sci , 18 (13), 1875-8.
  32. Minzenberg, M. J., & Carter, C. S. (2008). Modafinil: a review of neurochemical actions and effects on cognition. Neuropsychopharmacology , 33 (7), 1477.
  33. Minzenberg, M. J., Watrous, A. J., Yoon, J. H., Ursu, S., & Carter, C. S. (2008). Modafinil shifts human locus coeruleus to low-tonic, high-phasic activity during functional MRI. Science , 322 (5908), 1700-1702.
  34. Minzenberg, M. J., Gomes, G. C., Yoon, J. H., Watrous, A. J., Geng, J., Firl, A. J., & Carter, C. S. (2014). Modafinil augments oscillatory power in middle frequencies during rule selection. Psychophysiology , 51 (6), 510-519.
  35. Moeller, S. J., Honorio, J., Tomasi, D., Parvaz, M. A., Woicik, P. A., Volkow, N. D., & Goldstein, R. Z. (2012). Methylphenidate enhances executive function and optimizes prefrontal function in both health and cocaine addiction. Cerebral cortex , 24 (3), 643-653.
  36. Müller, U., Steffenhagen, N., Regenthal, R., & Bublak, P. (2004). Effects of modafinil on working memory processes in humans. Psychopharmacology , 177 (1-2), 161-169.
  37. Munafò, M. R., Nosek, B. A., Bishop, D. V., Button, K. S., Chambers, C. D., Du Sert, N. P., ... & Ioannidis, J. P. (2017). A manifesto for reproducible science. Nature human behaviour, 1(1), 0021.
  38. Nandam, L. S., Hester, R., Wagner, J., Cummins, T. D., Garner, K., Dean, A. J., ... & Bellgrove, M. A. (2011). Methylphenidate but not atomoxetine or citalopram modulates inhibitory control and response time variability. Biological psychiatry , 69 (9), 902-904.
  39. Oken, B. S., Kishiyama, S. S., & Salinsky, M. C. (1995). Pharmacologically induced changes in arousal: effects on behavioral and electrophysiologic measures of alertness and attention. Electroencephalography and clinical Neurophysiology , 95 (5), 359-371.
  40. Partridge, B. J., Bell, S. K., Lucke, J. C., Yeates, S., & Hall, W. D. (2011). Smart drugs 'as common as coffee': media hype about neuroenhancement. PloS one , 6 (11), e28416.
  41. Randall, D. C., Fleck, N. L., Shneerson, J. M., & File, S. E. (2004). The cognitive-enhancing properties of modafinil are limited in non-sleep-deprived middle-aged volunteers. Pharmacology Biochemistry and Behavior , 77 (3), 547-555.
  42. Randall, D. C., Shneerson, J. M., Plaha, K. K., & File, S. E. (2003). Modafinil affects mood, but not cognitive function, in healthy young volunteers. Human Psychopharmacology: Clinical and Experimental , 18 (3), 163-173.
  43. Randall, D. C., Viswanath, A., Bharania, P., Elsabagh, S. M., Hartley, D. E., Shneerson, J. M., & File, S. E. (2005). Does modafinil enhance cognitive performance in young volunteers who are not sleep-deprived?. Journal of Clinical Psychopharmacology , 25 (2), 175-179.
  44. Rasetti, R., Mattay, V. S., Stankevich, B., Skjei, K., Blasi, G., Sambataro, F., ... & Weinberger, D. R. (2010). Modulatory effects of modafinil on neural circuits regulating emotion and cognition. Neuropsychopharmacology , 35 (10), 2101.
  45. Repantis, D., Schlattmann, P., Laisney, O., & Heuser, I. (2010). Modafinil and methylphenidate for neuroenhancement in healthy individuals: a systematic review. Pharmacological research , 62 (3), 187-206.
  46. Roberts, C. A., Jones, A., & Montgomery, C. (2016). Meta-analysis of executive functioning in ecstasy/polydrug users. Psychological medicine , 46 (8), 1581-1596.
  47. Rosenthal, R. (1991). Meta-analytic procedures for social research (Vol. 6). Sage.
  48. Sahakian, B., & Morein-Zamir, S. (2007). Professor's little helper. Nature , 450 (7173), 1157.
  49. Schelle, K. J., Faulmüller, N., Caviola, L., & Hewstone, M. (2014). Attitudes toward pharmacological cognitive enhancement-a review. Frontiers in systems neuroscience , 8 , 53.
  50. Schmidt, A., Müller, F., Dolder, P. C., Schmid, Y., Zanchi, D., Liechti, M. E., & Borgwardt, S. (2017). Comparative effects of methylphenidate, modafinil, and MDMA on response inhibition neural networks in healthy subjects. International Journal of Neuropsychopharmacology , 20 (9), 712-720.
  51. Servan-Schreiber, D., Carter, C. S., Bruno, R. M., & Cohen, J. D. (1998). Dopamine and the mechanisms of cognition: Part II. D-amphetamine effects in human subjects performing a selective attention task. Biological psychiatry , 43 (10), 723-729.
  52. Silber, B. Y., Croft, R. J., Papafotiou, K., & Stough, C. (2006). The acute effects of damphetamine and methamphetamine on attention and psychomotor performance. Psychopharmacology , 187 (2), 154-169.
  53. Singh, I., Bard, I., & Jackson, J. (2014). Robust resilience and substantial interest: a survey of pharmacological cognitive enhancement among university students in the UK and Ireland. PloS one , 9 (10), e105969.
  54. Smith, M. E., & Farah, M. J. (2011). Are prescription stimulants 'smart pills'? The epidemiology and cognitive neuroscience of prescription stimulant use by normal healthy individuals. Psychological bulletin , 137 (5), 717.
  55. Sofuoglu, M., Waters, A. J., Mooney, M., & Kosten, T. (2008). Riluzole and d-amphetamine interactions in humans. Progress in Neuro-Psychopharmacology and Biological Psychiatry , 32 (1), 16-22.
  56. Spiller, H. A., Hays, H. L., & Aleguas, A. (2013). Overdose of drugs for attention-deficit hyperactivity disorder: clinical presentation, mechanisms of toxicity, and management. CNS drugs , 27 (7), 531-543.
  57. Sripada, C., Kessler, D., & Jonides, J. (2014). Methylphenidate blocks effort-induced depletion of regulatory control in healthy volunteers. Psychological science , 25 (6), 12271234.
  58. Studer, P., Wangler, S., Diruf, M. S., Kratz, O., Moll, G. H., & Heinrich, H. (2010). ERP effects of methylphenidate and working memory load in healthy adults during a serial visual working memory task. Neuroscience letters , 482 (2), 172-176.
  59. Turner, D. C., Robbins, T. W., Clark, L., Aron, A. R., Dowson, J., & Sahakian, B. J. (2003). Cognitive enhancing effects of modafinil in healthy volunteers. Psychopharmacology , 165 (3), 260-269.
  60. Unrug, A., Coenen, A., & van Luijtelaar, G. (1997). Effects of the tranquillizer diazepam and the stimulant methylphenidate on alertness and memory. Neuropsychobiology , 36 (1), 42-48.
  61. Van Der Schaaf, M. E., Fallon, S. J., Ter Huurne, N., Buitelaar, J., & Cools, R. (2013). Working memory capacity predicts effects of methylphenidate on reversal learning. Neuropsychopharmacology , 38 (10), 2011.
  62. Vargo, E. J., James, R. A., Agyeman, K., MacPhee, T., McIntyre, R., Ronca, F., & Petróczi, A. (2014). Perceptions of assisted cognitive and sport performance enhancement among university students in England. Performance Enhancement & Health , 3 (2), 66-77.
  63. Weyandt, L., White, T., Gudmundsdottir, B., Nitenson, A., Rathkey, E., De Leon, K., & Bjorn, S. (2018). Neurocognitive, Autonomic, and Mood Effects of Adderall: A Pilot Study of Healthy College Students. Pharmacy , 6 (3), 58.
  64. Winder-Rhodes, S. E., Chamberlain, S. R., Idris, M. I., Robbins, T. W., Sahakian, B. J., & Müller, U. (2010). Effects of modafinil and prazosin on cognitive and physiological functions in healthy volunteers. Journal of Psychopharmacology , 24 (11), 1649-1657.
  65. Zhang, H. Y., Bi, G. H., Yang, H. J., He, Y., Xue, G., Cao, J., ... & Xi, Z. X. (2017). The novel modafinil analog, JJC8-016, as a potential cocaine abuse pharmacotherapeutic. Neuropsychopharmacology , 42 (9), 1871.

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Authors
Roberts, C. A., Jones, A., Sumnall, H., Gage, S. H., & Montgomery, C.
Affiliations
  • University of Liverpool (GB)
  • Liverpool John Moores University (GB)
Corresponding author
Roberts, Carl A
Venue
European Neuropsychopharmacology
Publisher
Elsevier BV
Published
2020-09
Volume
38
Pages
40-62
ISSN
0924-977X (ISSN-L)
OpenAlex
W3045346043
Cited by
78
References
12
Citations by year
2026: 19 · 2025: 15 · 2024: 12 · 2023: 9 · 2022: 14 · 2021: 6 · 2020: 3
FWCI
1.08
Type
journal article
Language
en
Open access
closed
Locations
  • European Neuropsychopharmacology (publishedVersion)
  • PubMed (publishedVersion)
  • Liverpool John Moores University (acceptedVersion)
Topics
  • Life Sciences › Neuroscience › Cognitive Neuroscience › Neuroethics, Human Enhancement, Biomedical Innovations
  • Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neurotransmitter Receptor Influence on Behavior
  • Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
Keywords
cognitive enhancement, modafinil, methylphenidate, d-amphetamine, stimulants, executive function, memory updating, sustained attention, inhibitory control, spatial working memory, memory retrieval, healthy adults, placebo comparison
MeSH terms
Modafinil, Adult, Cognition, Dextroamphetamine, Drug Administration Schedule, Pharmaceutical Preparations, Female, Humans, Male, Methylphenidate, Mental Recall, Nootropic Agents, Healthy Volunteers

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