Abstract
Exercise interventions have been considered to be an effective treatment for drug addiction. However, there is little dirct evidence that exercise affects brain activity in individuals afftected by drug addiction. Therefore, the aim of the present study was to investigate the effects of different exercise programs on detoxification. Cognitive recovery with 64-channel electroencephalography (EEG) recordings was obtained before and after three months of daily aerobic and anaerobic exercise. A total of 63 subjects with methamphetamine addiction were recruited and randomly divided into three groups for cognitive study in four behavioral states: an anaerobic resistance treatment group, an aerobic cycling treatment group and a control group. In addition, four behavioral states were examined: eyes-closed and eyes-open resting states, and exploratory behavior states following either drug- or neutral-cue exposure. Over a 12-week period,the alpha block ratio in the control group showed a slight decrease, while clear increases were observed in the resistance exercise and cycling treatment groups, particularly under the frontal and temporal regions in the eyes-open and drug-cue conditions. The major EEG activity frequency in the resistance treatment group during the drug-cue behavior task decreased compared with the frequencies of the cycling exercise and control groups. Meanwhile, the power of higher brain rhythms in the resistance treatment group was increased. Finally, the brain alpha wave left-lateralization index from EEG recording sites, F1–F2, in the resistance and cycling treatment groups under the eyes-closed condition positively decreased, while the control groups only showed slight decreases. Taken together, these results suggest that different types of exercise may induce distince and different positive therapeutic effects to facilitate detoxification.
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References
Alper KR, Chabot RJ, Kim AH, Prichep LS, John ER (1990) Quantitative EEG correlates of crack cocaine dependence. Psychiatry Res Neuroimaging 35:95–105
Arazi H, Dadvand SS, Fard MT (2017) Neurotransmitters and cardiovascular responses to aerobic and resistance exercise in men addicted to methamphetamine Baltic. J Sport Health Sci 3:2–10
Audiffren M, André N (2019) The exercise–cognition relationship: a virtuous circle. J Sport Health Sci 8:339–347
Broadhouse KM, Singh MF, Suo C, Gates N, Valenzuela M (2020) Hippocampal plasticity underpins long-term cognitive gains from resistance exercise in MCI. NeuroImage Clin 25:102182
Busse AL, Filho WJ, Magaldi RM, Coelho VA, Santarém JM (2008) Effects of resistance training exercise on cognitive performance in elderly individuals with memory impairment: results of a controlled trial. Einstein 6:402–407
Ceballos NA, Bauer LO, Houston RJ (2009) Recent EEG and ERP findings in substance abusers. Clin EEG Neurosci 40:122–128
Chen JL, Ros T, Gruzelier JH (2012) Dynamic changes of ICA-derived EEG functional connectivity in the resting state. Hum brain Mapp 34:852–868
Costa KG, Cabral DA, Hohl R, Fontes EB (2019) Rewiring the addicted brain through a psychobiological model of physical exercise. Front Psychiatry 10:600
Daniels JK et al (2010) Switching between executive and default mode networks in posttraumatic stress disorder: alterations in functional connectivity. J Psychiatry Neurosci JPN 35:258
Erickson KI, Voss MW, Prakash RS, Basak C, Kramer AF (2011) Exercise training increases size of hippocampus and improves memory. Proc Natl Acad Sci 108:3017–3022
Etnier JL, Salazar W, Landers DM, Petruzzello SJ, Han M, Nowell P (1997) The influence of physical fitness and exercise upon cognitive functioning: a meta-analysis. J Sport Exerc Psychol 19:249–277
Fumoto M et al (2010) Ventral prefrontal cortex and serotonergic system activation during pedaling exercise induces negative mood improvement and increased alpha band in EEG. Behav Brain Res 213:1–9. https://doi.org/10.1016/j.bbr.2010.04.017
Hagemann D, Naumann E, Becker G, Maier S, Bartussek D (1998) Frontal brain asymmetry and affective style: a conceptual replication. Psychophysiology 35:372–388
Henriques JB, Davidson RJ (1990) Regional brain electrical asymmetries discriminate between previously depressed and healthy control subjects. J Abnorm Psychol 99:22
Hyder F, Rothman DL, Bennett MR (2013) Cortical energy demands of signaling and nonsignaling components in brain are conserved across mammalian species and activity levels. Proc Natl Acad Sci USA 110:3549–3554
Hyman SE, Malenka RC, Nestler EJ (2006) Neural mechanisms of addiction: the role of reward-related learning and memory. Annu Rev Neurosci 29:565–598
Kelley AE (2004) Ventral striatal control of appetitive motivation: role in ingestive behavior and reward-related learning. Neurosci Biobehav Rev 27:765–776. https://doi.org/10.1016/j.neubiorev.2003.11.015
Khajehpour H, Mohagheghian F, Ekhtiari H, Makkiabadi B, Jafari AH, Eqlimi E, Harirchian MH (2019) Computer-aided classifying and characterizing of methamphetamine use disorder using resting-state EEG. Cogn Neurodyn 13:519–530. https://doi.org/10.1007/s11571-019-09550-z
Klimesch W, Doppelmayr M, Russegger H, Pachinger T, Schwaiger J (1998) Induced alpha band power changes in the human EEG and attention. Neurosci Lett 244:73–76
Koya E, Uejima JL, Wihbey KA, Bossert JM, Hope BT, Shaham Y (2009) Role of ventral medial prefrontal cortex in incubation of cocaine craving. Neuropharmacology 56(Suppl 1):177–185. https://doi.org/10.1016/j.neuropharm.2008.04.022
Lanius RA et al (2010) Default mode network connectivity as a predictor of post-traumatic stress disorder symptom severity in acutely traumatized subjects. Acta Psychiatr Scand 121:33–40. https://doi.org/10.1111/j.1600-0447.2009.01391.x
Luan X, Tian X, Zhang H, Huang R, Li N, Chen P, Wang R (2019) Exercise as a prescription for patients with various diseases. J Sport Health Sci 8:422–441
Millett D (2001) Hans Berger: from psychic energy to the EEG. Perspect Biol Med 44:522–542
Mooney LJ et al (2014) Exercise for methamphetamine dependence: rationale, design, and methodology. Contemp Clin Trials 37:139–147
Morais APD, Pita IR, Fontes-Ribeiro CA, Pereira FC (2018) The neurobiological mechanisms of physical exercise in methamphetamine addiction. CNS Neurosci Ther 24:85–97
Moran JM, Kelley WM, Heatherton TF (2013) What can the organization of the brain’s default mode network tell us about self-knowledge? Front Hum Neurosci 7:391
Mumtaz W, Vuong PL, Malik AS, Rashid RBA (2017) A review on EEG-based methods for screening and diagnosing alcohol use disorder. Cognit Neurodyn 12:141–156
Nakagawa T, Ukai K, Ohyama T, Gomita Y, Okamura H (2000) Effect of dopaminergic drugs on the reserpine-induced lowering of hippocampal theta wave frequency in rats. Nihon shinkei seishin yakurigaku zasshi = Jpn J Psychopharmacol 20:71–76
Nelissen K, Luppino G, Vanduffel W, Rizzolatti G, Orban GA (2005) Observing others: multiple action representation in the frontal lobe. Science 310:332–336
Newton TF, Cook IA, Kalechstein AD, Duran S, Monroy F, Ling W, Leuchter AF (2003) Quantitative EEG abnormalities in recently abstinent methamphetamine dependent individuals. Clin Neurophysiol 114:410–415
Nielsen JA, Zielinski BA, Ferguson MA, Lainhart JE, Anderson JS (2013) An evaluation of the left-brain right-brain hypothesis with resting state functional connectivity magnetic resonance imaging. PloS ONE 8:e71275
Onton J, Delorme A, Makeig S (2005) Frontal midline EEG dynamics during working memory. Neuroimage 27:341–356. https://doi.org/10.1016/j.neuroimage.2005.04.014
Pasqualina PC, Perrig WJ, Rolf E, Staehelin HB, Franziska K (1998) The effects of resistance training on well-being and memory in elderly volunteers. Age Ageing 27:469–475
Pfurtscheller G (1986) Event-related desynchronization mapping: visualization of cortical activation patterns. In: Duffy FH (ed) Topographic mapping of brain electrical activity. Elsevier, Amsterdam, pp 99–111
Pfurtscheller G (1992) Event-related synchronization (ERS): an electrophysiological correlate of cortical areas at rest. Electroencephalogr Clin Neurophysiol 83:62–69
Prichep LS, Alper KR, Kowalik S, Merkin H, Tom M, John ER, Rosenthal MS (1996) Quantitative electroencephalographic characteristics of crack cocaine dependence. Biol Psychiat 40:986–993
Raichle ME, MacLeod AM (2001) A default mode of brain function. Proc Natl Acad Sci USA 98:676–682
Rawson RA et al (2015) The impact of exercise on depression and anxiety symptoms among abstinent methamphetamine-dependent individuals in a residential treatment setting. J Subst Abuse Treat 57:36–40
Roemer RA, Cornwell A, Dewart D, Jackson P, Ercegovac DV (1995) Quantitative electroencephalographic analyses in cocaine-preferring polysubstance abusers during abstinence. Psychiatry Res 58:247–257
Sayette MA, Shiffman S, Tiffany ST, Niaura RS, Martin CS, Schadel WG (2000) The measurement of drug craving. Addiction 95:189–210
Schlicht W (1994) Does physical exercise reduce anxious emotions? A meta-analysis. Anxiety Stress Coping 6:275–288
Singh NA, Clements KM, Fiatarone MA (1997) A randomized controlled trial of progressive resistance training in depressed elders. J Gerontol A Biol Sci Med Sci 52:M27
Smith MA, Lynch WJ (2012) Exercise as a potential treatment for drug abuse: evidence from preclinical studies. Front Psychiatry 2:82
Stimpson NJ, Davison G, Javadi AH (2018) Joggin’ the Noggin: towards a physiological understanding of exercise-induced cognitive. Benefits Neurosci Biobehav Rev 88:177–186
Stoutenberg M, Rethorst CD, Lawson O, Read JP (2016) Exercise training: a beneficial intervention in the treatment of alcohol use disorders? Drug Alcohol Depend 160:2–11
Tarai S, Mukherjee R, Gupta S, Rizvanov AA, Palotás A, Chandrasekhar Pammi VS, Bit A (2019) Influence of pharmacological and epigenetic factors to suppress neurotrophic factors and enhance neural plasticity in stress and mood disorders. Cognit Neurodyn 13:219–237
Ten Brinke LF, Bolandzadeh N, Nagamatsu LS, Hsu CL, Davis JC, Miran-Khan K, Liu-Ambrose T (2015) Aerobic exercise increases hippocampal volume in older women with probable mild cognitive impairment: a 6-month randomised controlled trial British. J Sports Med 49:248–254
Tomarken AJ, Davidson RJ, Wheeler RE, Kinney L (1992) Psychometric properties of resting anterior EEG asymmetry: temporal stability and internal consistency. Psychophysiology 29:576–592
Tumeh S, Nagel J, English R, Moore M, Holman B (1990) Cerebral abnormalities in cocaine abusers: demonstration by SPECT perfusion brain scintigraphy. Work Prog Radiol 176:821–824
Volkow ND, Hitzemann R, Wang GJ, Fowler JS, Wolf AP, Dewey SL, Handlesman L (1992) Long-term frontal brain metabolic changes in cocaine abusers. Synapse 11:184–190
Wang C, Yu JT, Wang HF, Tan CC, Meng XF, Tan L (2014) Non-pharmacological interventions for patients with mild cognitive impairment: a meta-analysis of randomized controlled trials of cognition-based and exercise interventions. J Alzheimers Dis Jad 42:663–678
Wang D, Zhou C, Chang Y-K (2015a) Acute exercise ameliorates craving and inhibitory deficits in methamphetamine: an ERP study. Physiol Behav 147:38–46
Wang GY, Kydd R, Wouldes TA, Jensen M, Russell BR (2015b) Changes in resting EEG following methadone treatment in opiate addicts clinical neurophysiology official. J Int Fed Clin Neurophysiol 126:943–950
Wang D, Zhu T, Zhou C, Chang Y-K (2017) Aerobic exercise training ameliorates craving and inhibitory control in methamphetamine dependencies: a randomized controlled trial and event-related potential study. Psychol Sport Exerc 30:82–90
Weidong W et al (2019) L-menthol exhibits antidepressive-like effects mediated by the modification of 5-HTergic, GABAergic and DAergic systems. Cognit Neurodyn 13:191–200
Whitfield-Gabrieli S, Moran JM, Nieto-Castañón A, Triantafyllou C, Saxe R, Gabrieli JD (2011) Associations and dissociations between default and self-reference networks in the human brain. Neuroimage 55:225–232
Yalachkov Y, Kaiser J, Naumer MJ (2010) Sensory and motor aspects of addiction. Behav Brain Res 207:215–222
Yamamoto J (1997) Cortical and hippocampal EEG power spectra in animal models of schizophrenia produced with methamphetamine, cocaine, and phencyclidine. Psychopharmacology 131:379–387
Young J, Angevaren M, Rusted J, Tabet N (2015) Aerobic exercise to improve cognitive function in older people without known cognitive impairment. Cochrane Database Syst Rev 4:81
Yuguo Y et al (2017) Evaluating the gray and white matter energy budgets of human brain function. J Cereb Blood Flow Metab Off 38:1339–1353
Zhou Y, Lu Y, Jin X, Liu J, Finlayson G, Zhou C (2019) Effects of moderate-and high-intensity acute aerobic exercise on food reward and appetite in individuals with methamphetamine dependence. Physiol Behav 211:112649
Acknowledgements
YY thanks for the support from the National Natural Science Foundation of China (81761128011), Shanghai Municipal Science and Technology Major Project (No. 2018SHZDZX01) and ZJLab, the program for the Professor of Special Appointment (Eastern Scholar SHH1140004) at Shanghai Institutions of Higher Learning. CZ thanks for the support from National Social Science Foundation of China (17ZDA330).
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C.Z and Y.Y. supervised the research, Y.L., Y.C., Q.Z. Y.Y. and C.Z. designed the research, Y.L., Q.Z., Y.C., Q.X., Y.L., and X.L. performed the research, Q.X., Y.L., Y.C., Y.L., and Y.Y. wrote the analysis tools and analysed the data, Y.L., Q.X., Q.Z., Y.C., Y.L., X.L., Y.Y. and C.Z. wrote the paper.
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Lu, Y., Qi, X., Zhao, Q. et al. Effects of exercise programs on neuroelectric dynamics in drug addiction. Cogn Neurodyn 15, 27–42 (2021). https://doi.org/10.1007/s11571-020-09647-w
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DOI: https://doi.org/10.1007/s11571-020-09647-w