Skip to main content
Log in

Chronic smoking, but not acute nicotine administration, modulates neural correlates of working memory

  • Original Investigation
  • Published:
Psychopharmacology Aims and scope Submit manuscript

Abstract

Rationale

Beyond the amelioration of deprivation-induced impairments, and in contrast to effects on attentional processes, the cognitive-enhancing properties of nicotine on working memory (WM) operations remain unclear.

Objectives

In an effort to elucidate potential enhancing effects, we explored the impact of transdermal nicotine on neural functioning in minimally deprived smokers and, in addition, assessed differences between smokers and non-smokers using a mixed block/event-related fMRI design that attempted to isolate specific central executive operations (attentional switch events) within general WM function (task blocks).

Methods

In task blocks, participants performed a continuous counting paradigm that required the simultaneous maintenance of, and frequent switching of attentional focus between, two running tallies in WM on some trials. Cigarette smokers (n = 30) were scanned twice, once each with a nicotine and placebo patch, while non-smokers (n = 27) were scanned twice with no patch.

Results

Across both groups, task blocks were associated with bilateral activation, notably in medial and lateral prefrontal cortex (PFC), anterior insula, and parietal regions, whereas individual attentional switch trials were associated with activation in a similar, but predominantly left-lateralized network. Within the smoker group, although nicotine increased heart rate, altered performance and mood, and reduced tobacco cravings, no acute drug (state-like) effect on brain activity was detected for either the task or switch effects. However, relative to non-smokers, smokers showed greater tonic activation in medial superior frontal cortex, right anterior insula, and bilateral anterior PFC throughout task blocks (trait-like effect).

Conclusions

These data suggest smokers require recruitment of additional WM and supervisory control operations during task performance.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Subscribe and save

Springer+ Basic
$34.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5

Similar content being viewed by others

Notes

  1. While nicotine-induced alterations in behavioral performance were observed, these gross measures collected at the end of the counting blocks are unlikely to be useful indices of the trial-to-trial dynamics associated with attentional switching, but rather may reflect non-specific effects on motoric responding or psychomotor speed.

  2. That is, last cigarette smoked ∼3 h and transdermal patch applied ∼2–2.5 h pre-scan. See also supplementary information regarding additional overlap with the Hahn et al. (2007) study.

References

  • Baddeley A (2000) The episodic buffer: a new component of working memory? Trends Cogn Sci 4:417–423

    Article  PubMed  Google Scholar 

  • Baddeley A (2003) Working memory: looking back and looking forward. Nat Rev Neurosci 4:829–839

    Article  CAS  PubMed  Google Scholar 

  • Baddeley A, Hitch G (1974) Working memory. In: Bower GA (ed) The psychology of learning and motivation. Academic, New York, pp 47–89

    Google Scholar 

  • Barr RS, Culhane MA, Jubelt LE, Mufti RS, Dyer MA, Weiss AP, Deckersbach T, Kelly JF, Freudenreich O, Goff DC, Evins AE (2008) The effects of transdermal nicotine on cognition in nonsmokers with schizophrenia and nonpsychiatric controls. Neuropsychopharmacology 33:480–490

    Article  CAS  PubMed  Google Scholar 

  • Bonson KR, Grant SJ, Contoreggi CS, Links JM, Metcalfe J, Weyl HL, Kurian V, Ernst M, London ED (2002) Neural systems and cue-induced cocaine craving. Neuropsychopharmacology 26:376–386

    Article  CAS  PubMed  Google Scholar 

  • Braver TS, Reynolds JR, Donaldson DI (2003) Neural mechanisms of transient and sustained cognitive control during task switching. Neuron 39:713–726

    Article  CAS  PubMed  Google Scholar 

  • Brody AL, Mandelkern MA, London ED, Childress AR, Lee GS, Bota RG, Ho ML, Saxena S, Baxter LR, Madsen D, Jarvik ME (2002) Brain metabolic changes during cigarette craving. Arch Gen Psychiatry 59:1162–1172

    Article  PubMed  Google Scholar 

  • Brody AL, Mandelkern MA, Jarvik ME, Lee GS, Smith EC, Huang JC, Bota RG, Bartzokis G, London ED (2004) Differences between smokers and nonsmokers in regional gray matter volumes and densities. Biol Psychiatry 55:77–84

    Article  PubMed  Google Scholar 

  • Buckner RL, Andrews-Hanna JR, Schacter DL (2008) The brain’s default network: anatomy, function, and relevance to disease. Ann N Y Acad Sci 1124:1–38

    Article  PubMed  Google Scholar 

  • Buracas GT, Boynton GM (2002) Efficient design of event-related fMRI experiments using M-sequences. Neuroimage 16:801–813

    Article  PubMed  Google Scholar 

  • Cabeza R, Nyberg L (2000) Imaging cognition II: an empirical review of 275 PET and fMRI studies. J Cogn Neurosci 12:1–47

    Article  CAS  PubMed  Google Scholar 

  • Cabeza R, Daselaar SM, Dolcos F, Prince SE, Budde M, Nyberg L (2004) Task-independent and task-specific age effects on brain activity during working memory, visual attention and episodic retrieval. Cereb Cortex 14:364–375

    Article  PubMed  Google Scholar 

  • Chawla D, Rees G, Friston KJ (1999) The physiological basis of attentional modulation in extrastriate visual areas. Nat Neurosci 2:671–676

    Article  CAS  PubMed  Google Scholar 

  • Collette F, Van der Linden M (2002) Brain imaging of the central executive component of working memory. Neurosci Biobehav Rev 26:105–125

    Article  PubMed  Google Scholar 

  • Corbetta M, Shulman GL (2002) Control of goal-directed and stimulus-driven attention in the brain. Nat Rev Neurosci 3:201–215

    Article  CAS  PubMed  Google Scholar 

  • Cox RW (1996) AFNI: software for analysis and visualization of functional magnetic resonance neuroimages. Comput Biomed Res 29:162–173

    Article  CAS  PubMed  Google Scholar 

  • Craig AD (2009) How do you feel—now? The anterior insula and human awareness. Nat Rev Neurosci 10:59–70

    Article  CAS  PubMed  Google Scholar 

  • De Pisapia N, Braver TS (2008) Preparation for integration: the role of anterior prefrontal cortex in working memory. NeuroReport 19:15–19

    Article  PubMed  Google Scholar 

  • De Pisapia N, Slomski JA, Braver TS (2007) Functional specializations in lateral prefrontal cortex associated with the integration and segregation of information in working memory. Cereb Cortex 17:993–1006

    Article  PubMed  Google Scholar 

  • Dosenbach NUF, Visscher KM, Palmer ED, Miezin FM, Wenger KK, Kang HSC, Burgund ED, Grimes AL, Schlaggar BL, Petersen SE (2006) A core system for the implementation of task sets. Neuron 50:799–812

    Article  CAS  PubMed  Google Scholar 

  • Dosenbach NUF, Fair DA, Miezin FM, Cohen AL, Wenger KK, Dosenbach RAT, Fox MD, Snyder AZ, Vincent JL, Raichle ME, Schlaggar BL, Petersen SE (2007) Distinct brain networks for adaptive and stable task control in humans. Proc Natl Acad Sci U S A 104:11073–11078

    Article  CAS  PubMed  Google Scholar 

  • Dosenbach NUF, Fair DA, Cohen AL, Schlaggar BL, Petersen SE (2008) A dual-networks architecture of top-down control. Trends Cogn Sci 12:99–105

    Article  PubMed  Google Scholar 

  • Ernst M, Heishman SJ, Spurgeon L, London ED (2001a) Smoking history and nicotine effects on cognitive performance. Neuropsychopharmacology 25:313–319

    Article  CAS  PubMed  Google Scholar 

  • Ernst M, Matochik JA, Heishman SJ, Van Horn JD, Jons PH, Henningfield JE, London ED (2001b) Effect of nicotine on brain activation during performance of a working memory task. Proc Natl Acad Sci U S A 98:4728–4733

    Article  CAS  PubMed  Google Scholar 

  • Evans DE, Drobes DJ (2009) Nicotine self-medication of cognitive-attentional processing. Addict Biol 14:32–42

    Article  CAS  PubMed  Google Scholar 

  • Fan J, McCandliss BD, Sommer T, Raz A, Posner MI (2002) Testing the efficiency and independence of attentional networks. J Cogn Neurosci 14:340–347

    Article  PubMed  Google Scholar 

  • Fan J, McCandliss BD, Fossella J, Flombaum JI, Posner MI (2005) The activation of attentional networks. Neuroimage 26:471–479

    Article  PubMed  Google Scholar 

  • Fox MD, Snyder AZ, Vincent JL, Corbetta M, Van Essen DC, Raichle ME (2005) The human brain is intrinsically organized into dynamic, anticorrelated functional networks. Proc Natl Acad Sci U S A 102:9673–9678

    Article  CAS  PubMed  Google Scholar 

  • Garavan H (1998) Serial attention within working memory. Mem Cogn 26:263–276

    CAS  Google Scholar 

  • Garavan H, Ross TJ, Li SJ, Stein EA (2000) A parametric manipulation of central executive functioning. Cereb Cortex 10:585–592

    Article  CAS  PubMed  Google Scholar 

  • Gehring WJ, Bryck RL, Jonides J, Albin RL, Badre D (2003) The mind’s eye, looking inward? In search of executive control in internal attention shifting. Psychophysiology 40:572–585

    Article  PubMed  Google Scholar 

  • Greenstein JE, Kassel JD (2009) The effects of smoking and smoking abstinence on verbal and visuospatial working memory capacity. Exp Clin Psychopharmacol 17:78–90

    Article  PubMed  Google Scholar 

  • Gusnard DA, Akbudak E, Shulman GL, Raichle ME (2001) Medial prefrontal cortex and self-referential mental activity: relation to a default mode of brain function. Proc Natl Acad Sci U S A 98:4259–4264

    Article  CAS  PubMed  Google Scholar 

  • Hahn B, Ross TJ, Yang Y, Kim I, Huestis MA, Stein EA (2007) Nicotine enhances visuospatial attention by deactivating areas of the resting brain default network. J Neurosci 27:3477–3489

    Article  CAS  PubMed  Google Scholar 

  • Heatherton TF, Kozlowski LT, Frecker RC, Fagerstrom KO (1991) The Fagerstrom Test for Nicotine Dependence: a revision of the Fagerstrom Tolerance Questionnaire. Br J Addict 86:1119–1127

    Article  CAS  PubMed  Google Scholar 

  • Heishman SJ, Singleton EG, Moolchan ET (2003) Tobacco craving questionnaire: reliability and validity of a new multifactorial instrument. Nicotine Tob Res 5:645–654

    Article  PubMed  Google Scholar 

  • Heishman SJ, Kleykamp BA, Singleton EG (2010) Meta-analysis of the acute effects of nicotine and smoking on human performance. Psychopharmacology 210:453–469

    Article  CAS  PubMed  Google Scholar 

  • Hester R, Garavan H (2009) Neural mechanisms underlying drug-related cue distraction in active cocaine users. Pharmacol Biochem Behav 93:270–277

    Article  CAS  PubMed  Google Scholar 

  • Jacobsen LK, D’Souza DC, Mencl WE, Pugh KR, Skudlarski P, Krystal JH (2004) Nicotine effects on brain function and functional connectivity in schizophrenia. Biol Psychiatry 55:850–858

    Article  CAS  PubMed  Google Scholar 

  • Jacobsen LK, Krystal JH, Mencl WE, Westerveld M, Frost SJ, Pugh KR (2005) Effects of smoking and smoking abstinence on cognition in adolescent tobacco smokers. Biol Psychiatry 57:56–66

    Article  PubMed  Google Scholar 

  • Jacobsen LK, Pugh KR, Mencl WE, Gelernter J (2006) C957T polymorphism of the dopamine D2 receptor gene modulates the effect of nicotine on working memory performance and cortical processing efficiency. Psychopharmacology 188:530–540

    Article  CAS  PubMed  Google Scholar 

  • Jacobsen LK, Mencl WE, Constable RT, Westerveld M, Pugh KR (2007) Impact of smoking abstinence on working memory neurocircuitry in adolescent daily tobacco smokers. Psychopharmacology 193:557–566

    Article  CAS  PubMed  Google Scholar 

  • Kleykamp BA, Jennings JM, Blank MD, Eissenberg T (2005) The effects of nicotine on attention and working memory in never-smokers. Psychol Addict Behav 19:433–438

    Article  PubMed  Google Scholar 

  • Koechlin E, Basso G, Pietrini P, Panzer S, Grafman J (1999) The role of the anterior prefrontal cortex in human cognition. Nature 399:148–151

    Article  CAS  PubMed  Google Scholar 

  • Kübler A, Murphy K, Kaufman J, Stein EA, Garavan H (2003) Co-ordination within and between verbal and visuospatial working memory: network modulation and anterior frontal recruitment. Neuroimage 20:1298–1308

    Article  PubMed  Google Scholar 

  • Kübler A, Murphy K, Garavan H (2005) Cocaine dependence and attention switching within and between verbal and visuospatial working memory. Eur J Neurosci 21:1984–1992

    Article  PubMed  Google Scholar 

  • Kumari V, Gray JA, Ffytche DH, Mitterschiffthaler MT, Das M, Zachariah E, Vythelingum GN, Williams SCR, Simmons A, Sharma T (2003) Cognitive effects of nicotine in humans: an fMRI study. Neuroimage 19:1002–1013

    Article  PubMed  Google Scholar 

  • Lawrence NS, Ross TJ, Stein EA (2002) Cognitive mechanisms of nicotine on visual attention. Neuron 36:539–548

    Article  CAS  PubMed  Google Scholar 

  • Levin ED, McClernon FJ, Rezvani AH (2006) Nicotinic effects on cognitive function: behavioral characterization, pharmacological specification, and anatomic localization. Psychopharmacology 184:523–539

    Article  CAS  PubMed  Google Scholar 

  • Li ZH, Sun XW, Wang ZX, Zhang XC, Zhang DR, He S, Hu XP (2004) Behavioral and functional MRI study of attention shift in human verbal working memory. Neuroimage 21:181–191

    Article  PubMed  Google Scholar 

  • Loughead J, Wileyto EP, Valdez JN, Sanborn P, Tang K, Strasser AA, Ruparel K, Ray R, Gur RC, Lerman C (2009) Effect of abstinence challenge on brain function and cognition in smokers differs by COMT genotype. Mol Psychiatry 14:820–826

    Article  CAS  PubMed  Google Scholar 

  • Loughead J, Ray R, Wileyto EP, Ruparel K, Sanborn P, Siegel S, Gur RC, Lerman C (2010) Effects of the alpha 4 beta 2 partial agonist varenicline on brain activity and working memory in abstinent smokers. Biol Psychiatry 67:715–721

    Article  CAS  PubMed  Google Scholar 

  • Mansvelder HD, van Aerde KI, Couey JJ, Brussaard AB (2006) Nicotinic modulation of neuronal networks: from receptors to cognition. Psychopharmacology 184:292–305

    Article  CAS  PubMed  Google Scholar 

  • Marchant NL, Trawley S, Rusted JM (2008) Prospective memory or prospective attention: physiological and pharmacological support for an attentional model. Int J Neuropsychopharmacol 11:401–411

    Article  CAS  PubMed  Google Scholar 

  • Marchant NL, Kamel F, Echlin K, Grice J, Lewis M, Rusted JM (2009) Modafinil improves rapid shifts of attention. Psychopharmacology 202:487–495

    Article  CAS  PubMed  Google Scholar 

  • McClernon FJ, Hiott FB, Huettel SA, Rose JE (2005) Abstinence-induced changes in self-report craving correlate with event-related fMRI responses to smoking cues. Neuropsychopharmacology 30:1940–1947

    Article  PubMed  Google Scholar 

  • McClernon FJ, Kozink RV, Lutz AM, Rose JE (2009) 24-h smoking abstinence potentiates fMRI-BOLD activation to smoking cues in cerebral cortex and dorsal striatum. Psychopharmacology 204:25–35

    Article  CAS  PubMed  Google Scholar 

  • Mendrek A, Monterosso J, Simon SL, Jarvik M, Brody A, Olmstead R, Domier CP, Cohen MS, Ernst M, London ED (2006) Working memory in cigarette smokers: comparison to non-smokers and effects of abstinence. Addict Behav 31:833–844

    Article  PubMed  Google Scholar 

  • Myers CS, Taylor RC, Moolchan ET, Heishman SJ (2008) Dose-related enhancement of mood and cognition in smokers administered nicotine nasal spray. Neuropsychopharmacology 33:588–598

    Article  CAS  PubMed  Google Scholar 

  • Naghavi HR, Nyberg L (2005) Common fronto-parietal activity in attention, memory, and consciousness: shared demands on integration? Conscious Cogn 14:390–425

    Article  PubMed  Google Scholar 

  • Naqvi NH, Rudrauf D, Damasio H, Bechara A (2007) Damage to the insula disrupts addiction to cigarette smoking. Science 315:531–534

    Article  CAS  PubMed  Google Scholar 

  • Newhouse PA, Potter A, Singh A (2004) Effects of nicotinic stimulation on cognitive performance. Curr Opin Pharmacol 4:36–46

    Article  CAS  PubMed  Google Scholar 

  • Owen AM, McMillan KM, Laird AR, Bullmore E (2005) N-back working memory paradigm: a meta-analysis of normative functional neuroimaging. Hum Brain Mapp 25:46–59

    Article  PubMed  Google Scholar 

  • Parrott AC, Garnham NJ, Wesnes K, Pincock C (1996) Cigarette smoking and abstinence: comparative effects upon cognitive task performance and mood state over 24 h. Hum Psychopharmacol 11:391–400

    Article  Google Scholar 

  • Patterson F, Jepson C, Strasser AA, Loughead J, Perkins KA, Gur RC, Frey JM, Siegel S, Lerman C (2009) Varenicline improves mood and cognition during smoking abstinence. Biol Psychiatry 65:144–149

    Article  CAS  PubMed  Google Scholar 

  • Patterson F, Jepson C, Loughead J, Perkins K, Strasser AA, Siegel S, Frey J, Gur R, Lerman C (2010) Working memory deficits predict short-term smoking resumption following brief abstinence. Drug Alcohol Depend 106:61–64

    Article  PubMed  Google Scholar 

  • Paulus MP, Tapert SF, Schuckit MA (2005) Neural activation patterns of methamphetamine-dependent subjects during descision making predict relapse. Arch Gen Psychiatry 62:761–768

    Article  PubMed  Google Scholar 

  • Posner MI, Petersen SE (1990) The attention system of the human brain. Annu Rev Neurosci 13:25–42

    Article  CAS  PubMed  Google Scholar 

  • Posner MI, Rothbart MK (2007) Research on attention networks as a model for the integration of psychological science. Annu Rev Psychol 58:1–23

    Article  PubMed  Google Scholar 

  • R-Development-Core-Team (2009) R: a language and environment for statistical computing. R Foundation for Statistical Computing; Vienna, Austria; ISBN: 3-900051-07-0; http://www.R-project.org

  • Reynolds JR, West R, Braver T (2009) Distinct neural circuits support transient and sustained processes in prospective memory and working memory. Cereb Cortex 19:1208–1221

    Article  PubMed  Google Scholar 

  • Rezvani AH, Levin ED (2001) Cognitive effects of nicotine. Biol Psychiatry 49:258–267

    Article  CAS  PubMed  Google Scholar 

  • Rusted JM, Trawley S, Heath J, Kettle G, Walker H (2005) Nicotine improves memory for delayed intentions. Psychopharmacology 182:355–365

    Article  CAS  PubMed  Google Scholar 

  • Rusted J, Sawyer R, Jones C, Trawley S, Marchant N (2009) Positive effects of nicotine on cognition: the deployment of attention for prospective memory. Psychopharmacology 202:93–102

    Article  CAS  PubMed  Google Scholar 

  • Sakai K (2008) Task set and prefrontal cortex. Annu Rev Neurosci 31:219–245

    Article  CAS  PubMed  Google Scholar 

  • Shakleya DM, Huestis MA (2009) Simultaneous and sensitive measurement of nicotine, cotinine, trans-3′-hydroxycotinine and norcotinine in human plasma by liquid chromatography–tandem mass spectrometry. J Chromatogr B Anal Technol Biomed Life Sci 877:3537–3542

    Article  CAS  Google Scholar 

  • Simons JS, Scholvinck ML, Gilbert SJ, Frith CD, Burgess PW (2006) Differential components of prospective memory? Evidence from fMRI. Neuropsychologia 44:1388–1397

    Article  PubMed  Google Scholar 

  • Smith EE, Jonides J, Koeppe RA (1996) Dissociating verbal and spatial working memory using PET. Cereb Cortex 6:11–20

    Article  CAS  PubMed  Google Scholar 

  • Sylvester CYC, Wager TD, Lacey SC, Hernandez L, Nichols TE, Smith EE, Jonides J (2003) Switching attention and resolving interference: fMRI measures of executive functions. Neuropsychologia 41:357–370

    Article  PubMed  Google Scholar 

  • Talairach J, Tourneaux P (1988) Co-planar stereotaxic atlas of the human brain. Thieme Medical, New York

  • Thienel R, Kellermann T, Schall U, Voss B, Reske M, Halfter S, Sheldrick AJ, Radenbach K, Habel U, Shah NJ, Kircher T (2009a) Muscarinic antagonist effects on executive control of attention. Int J Neuropsychopharmacol 12:1307–1317

    Article  CAS  PubMed  Google Scholar 

  • Thienel R, Voss B, Kellermann T, Reske M, Halfter S, Sheldrick AJ, Radenbach K, Habel U, Shah NJ, Schall U, Kircher T (2009b) Nicotinic antagonist effects on functional attention networks. Int J Neuropsychopharmacol 12:1295–1305

    Article  CAS  PubMed  Google Scholar 

  • Visscher KM, Miezin FM, Kelly JE, Buckner RL, Donaldson DI, McAvoy MP, Bhalodia VM, Petersen SE (2003) Mixed blocked/event-related designs separate transient and sustained activity in fMRI. Neuroimage 19:1694–1708

    Article  PubMed  Google Scholar 

  • Warburton DM, Rusted JM (1993) Cholinergic control of cognitive resources. Neuropsychobiology 28:43–46

    Article  CAS  PubMed  Google Scholar 

  • Wechsler D (1999) Wechsler abbreviated scale of intelligence, 3rd edn. The Psychological Corporation, San Antonio

  • Xu JS, Mendrek A, Cohen MS, Monterosso J, Rodriguez P, Simon SL, Brody A, Jarvik M, Domier CP, Olmstead R, Ernst M, London ED (2005) Brain activity in cigarette smokers performing a working memory task: effect of smoking abstinence. Biol Psychiatry 58:143–150

    Article  CAS  PubMed  Google Scholar 

  • Xu JS, Mendrek A, Cohen MS, Monterosso J, Simon S, Brody AL, Jarvik M, Rodriguez P, Ernst M, London ED (2006) Effects of acute smoking on brain activity vary with abstinence in smokers performing the N-Back Task: a preliminary study. Psychiatry Res 148:103–109

    Article  PubMed  Google Scholar 

Download references

Acknowledgments

This work was supported by the National Institute on Drug Abuse—Intramural Research Program. We thank all NIDA-IRP staff members who assisted in data collection, the NIH Fellow’s Editorial Board for suggestions on this manuscript, and Hugh Garavan.

Conflict of interest

The authors declare no conflicts of interest.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Matthew T. Sutherland.

Additional information

This work was supported by the National Institute on Drug Abuse—Intramural Research Program.

Electronic supplementary material

Below is the link to the electronic supplementary material.

ESM 1

(DOC 1874 kb)

Rights and permissions

Reprints and permissions

About this article

Cite this article

Sutherland, M.T., Ross, T.J., Shakleya, D.M. et al. Chronic smoking, but not acute nicotine administration, modulates neural correlates of working memory. Psychopharmacology 213, 29–42 (2011). https://doi.org/10.1007/s00213-010-2013-6

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00213-010-2013-6

Keywords

Navigation