Skip to main content
Log in

Greater ventral striatal functional connectivity in cigarette smokers relative to non-smokers across a spectrum of alcohol consumption

  • Research
  • Published:
Brain Imaging and Behavior Aims and scope Submit manuscript

Abstract

Cigarette smoking is associated with elevated risk of disease and mortality and contributes to heavy healthcare-related economic burdens. The nucleus accumbens is implicated in numerous reward-related behaviors, including reinforcement learning and incentive salience. The established functional connectivity of the accumbens includes regions associated with motivation, valuation, and affective processing. Although the high comorbidity of cigarette smoking with drinking behaviors may collectively affect brain activity, there could be independent effects of smoking in alcohol use disorder that impact brain function and behavior. We hypothesized that smoking status, independent of alcohol use, would be associated with aberrations of nucleus accumbens functional connectivity to brain regions that facilitate reward processing, salience attribution, and inhibitory control. Resting state functional magnetic resonance imaging data from thirty-one nonsmokers and nineteen smoking individuals were analyzed using seed-based correlations of the bilateral accumbens with all other brain voxels. Statistical models accounted for drinks consumed per week. The smoking group demonstrated significantly higher functional connectivity between the left accumbens and the bilateral insula and anterior cingulate cortex, as well as hyperconnectivity between the right accumbens and the insula. Confirmatory analyses using the insula and cingulate clusters generated from the original analysis as seed regions reproduced the hyperconnectivity in smokers between the bilateral insular regions and the accumbens. In conclusion, smoking status had distinct effects on neural activity; hyperconnectivity between the accumbens and insula in smokers may reflect enhanced encoding of the reinforcing effects of smoking and greater orientation toward smoking-associated stimuli.

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

Similar content being viewed by others

Data availability

No datasets were generated or analysed during the current study.

References

  • Adams, S. (2017). Psychopharmacology of tobacco and alcohol comorbidity: A review of current evidence. Current Addiction Reports, 4, 25–34.

    Article  PubMed  PubMed Central  Google Scholar 

  • Albrecht, D. S., Kareken, D. A., & Yoder, K. K. (2013). Effects of smoking on D₂/D₃ striatal receptor availability in alcoholics and social drinkers. Brain Imaging Behav, 7(3), 326–334. https://doi.org/10.1007/s11682-013-9233-4.

    Article  PubMed  Google Scholar 

  • Avants, B. B., Tustison, N. J., Song, G., & Gee, J. C. (2009). Ants: Open-source tools for normalization and neuroanatomy. HeanetIe, 10, 1–11.

    Google Scholar 

  • Babor, T. F., & Robaina, K. (2016). The Alcohol Use Disorders Identification Test (AUDIT): A review of graded severity algorithms and national adaptations.

  • Baliki, M. N., Mansour, A., Baria, A. T., Huang, L., Berger, S. E., Fields, H. L., & Apkarian, A. V. (2013). Parceling human accumbens into putative core and shell dissociates encoding of values for reward and pain. Journal of Neuroscience, 33(41), 16383–16393. https://doi.org/10.1523/JNEUROSCI.1731-13.2013.

    Article  CAS  PubMed  Google Scholar 

  • Bauer, U. E., Briss, P. A., Goodman, R. A., & Bowman, B. A. (2014). Prevention of chronic disease in the 21st century: Elimination of the leading preventable causes of premature death and disability in the USA. The Lancet, 384(9937), 45–52. https://doi.org/10.1016/S0140-6736(14)60648-6.

    Article  Google Scholar 

  • Berridge, K. C., & Robinson, T. E. (2016). Liking, wanting, and the incentive-sensitization theory of addiction. American Psychologist, 71(8), 670–679. https://doi.org/10.1037/amp0000059.

    Article  PubMed  Google Scholar 

  • Billieux, J., Gay, P., Rochat, L., Khazaal, Y., Zullino, D., & Van der Linden, M. (2010). Lack of inhibitory control predicts cigarette smoking dependence: Evidence from a non-deprived sample of light to moderate smokers. Drug and Alcohol Dependence, 112(1–2), 164–167.

    Article  PubMed  Google Scholar 

  • Bucholz, K. K., Cadoret, R., Cloninger, C. R., Dinwiddie, S. H., Hesselbrock, V., Nurnberger Jr, J., Reich, T., Schmidt, I., & Schuckit, M. A. (1994). A new, semi-structured psychiatric interview for use in genetic linkage studies: A report on the reliability of the SSAGA. Journal of Studies on Alcohol, 55(2), 149–158.

    Article  CAS  PubMed  Google Scholar 

  • Burling, T. A., & Ziff, D. C. (1988). Tobacco smoking: A comparison between alcohol and drug abuse inpatients. Addictive Behaviors, 13(2), 185–190. https://doi.org/0306-4603(88)90010-X [pii]

    Article  CAS  PubMed  Google Scholar 

  • Cartmell, S. C., Tian, Q., Thio, B. J., Leuze, C., Ye, L., Williams, N. R., Yang, G., Ben-Dor, G., Deisseroth, K., Grill, W. M., McNab, J. A., & Halpern, C. H. (2019). Multimodal characterization of the human nucleus accumbens. Neuroimage, 198, 137–149. https://doi.org/10.1016/j.neuroimage.2019.05.019.

    Article  PubMed  Google Scholar 

  • Cohen, M. X., Schoene-Bake, J. C., Elger, C. E., & Weber, B. (2009). Connectivity-based segregation of the human striatum predicts personality characteristics. Nature Neuroscience, 12(1), 32–34.

    Article  CAS  PubMed  Google Scholar 

  • Cosgrove, K. P., Wang, S., Kim, S. J., McGovern, E., Nabulsi, N., Gao, H., Labaree, D., Tagare, H. D., Sullivan, J. M., & Morris, E. D. (2014). Sex differences in the brain’s dopamine signature of cigarette smoking. Journal of Neuroscience, 34(50), 16851–16855. https://doi.org/10.1523/JNEUROSCI.3661-14.2014.

    Article  CAS  PubMed  Google Scholar 

  • Cyders, M. A., Littlefield, A. K., Coffey, S., & Karyadi, K. A. (2014). Examination of a short English version of the UPPS-P Impulsive Behavior Scale. Addictive Behaviors, 39(9), 1372–1376.

    Article  PubMed  PubMed Central  Google Scholar 

  • D’Souza, M. S., & Markou, A. (2011). Neuronal mechanisms underlying development of nicotine dependence: Implications for novel smoking-cessation treatments. Addiction Science & Clinical Practice, 6(1), 4.

    Google Scholar 

  • Durazzo, T. C., & Meyerhoff, D. J. (2017). Psychiatric, demographic, and brain morphological predictors of relapse after treatment for an alcohol use disorder. Alcoholism: Clinical and Experimental Research, 41(1), 107–116.

    Article  PubMed  Google Scholar 

  • Durazzo, T. C., Abadjian, L., Kincaid, A., Bilovsky-Muniz, T., Boreta, L., & Gauger, G. E. (2013). The influence of chronic cigarette smoking on neurocognitive recovery after mild traumatic brain injury. Journal of Neurotrauma, 30(11), 1013–1022. https://doi.org/10.1089/neu.2012.2676.

    Article  PubMed  PubMed Central  Google Scholar 

  • Durazzo, T. C., Pennington, D. L., Schmidt, T. P., & Meyerhoff, D. J. (2014). Effects of cigarette smoking history on neurocognitive recovery over 8 months of abstinence in alcohol-dependent individuals. Alcoholism, Clinical and Experimental Research, 38(11), 2816–2825. https://doi.org/10.1111/acer.12552.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Durazzo, T. C., Meyerhoff, D. J., Yoder, K. K., & Murray, D. E. (2017). Cigarette smoking is associated with amplified age-related volume loss in subcortical brain regions. Drug and Alcohol Dependence, 177, 228–236.

    Article  PubMed  PubMed Central  Google Scholar 

  • Durazzo, T. C., Meyerhoff, D. J., & Yoder, K. K. (2018). Cigarette smoking is associated with cortical thinning in anterior frontal regions, insula and regions showing atrophy in early Alzheimer’s Disease. Drug and Alcohol Dependence, 192, 277–284. https://doi.org/10.1016/j.drugalcdep.2018.08.009.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Eklund, A., Nichols, T. E., & Knutsson, H. (2016). Cluster failure: Why fMRI inferences for spatial extent have inflated false-positive rates. Proceedings of the National Academy of Sciences, 113(28), 7900–7905.

    Article  CAS  Google Scholar 

  • Etter, J. F. (2005). A self-administered questionnaire to measure cigarette withdrawal symptoms: The cigarette Withdrawal Scale. Nicotine & Tobacco Research, 7(1), 47–57.

    Article  Google Scholar 

  • Falk, D. E., Yi, H. Y., & Hiller-Sturmhofel, S. (2006). An epidemiologic analysis of co-occurring alcohol and tobacco use and disorders: Findings from the National Epidemiologic Survey on Alcohol and related conditions. Alcohol Research & Health, 29(3), 162–171. http://www.ncbi.nlm.nih.gov/pubmed/17373404.

    Google Scholar 

  • Gerchen, M. F., Weiss, F., Kirsch, M., Rentsch, A., Halli, P., Kiefer, F., & Kirsch, P. (2021). Dynamic frontostriatal functional peak connectivity (in alcohol use disorder). Human Brain Mapping, 42(1), 36–46. https://doi.org/10.1002/hbm.25201.

    Article  PubMed  Google Scholar 

  • Ghahremani, D. G., Pochon, J. B., Diaz, P., Tyndale, M., Dean, R. F., A. C., & London, E. D. (2021). Functional connectivity of the anterior insula during withdrawal from cigarette smoking. Neuropsychopharmacology: Official Publication of the American College of Neuropsychopharmacology, 46(12), 2083–2089. https://doi.org/10.1038/s41386-021-01036-z.

    Article  PubMed  Google Scholar 

  • Ghahremani, D. G., Pochon, J. F., Diaz, M. P., Tyndale, R. F., Dean, A. C., & London, E. D. (2023). Nicotine dependence and insula subregions: Functional connectivity and cue-induced activation. Neuropsychopharmacology: Official Publication of the American College of Neuropsychopharmacology, 48(6), 936–945. https://doi.org/10.1038/s41386-023-01528-0.

    Article  CAS  PubMed  Google Scholar 

  • Gordon, E. M., Laumann, T. O., Marek, S., Newbold, D. J., Hampton, J. M., Seider, N. A., Montez, D. F., Nielsen, A. M., Van, A. N., Zheng, A., Miller, R., Siegel, J. S., Kay, B. P., Snyder, A. Z., Greene, D. J., Schlaggar, B. L., Petersen, S. E., Nelson, S. M., & Dosenbach, N. U. F. (2022). Individualized functional subnetworks connect human striatum and frontal cortex. Cerebral Cortex, 32(13), 2868–2884. https://doi.org/10.1093/cercor/bhab387.

    Article  PubMed  Google Scholar 

  • Halcomb, M. E., Chumin, E. J., Goñi, J., Dzemidzic, M., & Yoder, K. K. (2019). Aberrations of anterior insular cortex functional connectivity in nontreatment-seeking alcoholics. Psychiatry Research: Neuroimaging, 284, 21–28.

    Article  PubMed  Google Scholar 

  • U.S. Deptartment of Health and Human Services. (2014). The health consequences of smoking—50 years of progress: A report of the Surgeon General. Atlanta: US Department of Health and Human Services, Centers for Disease Control and Prevention, National Center for Chronic Disease Prevention and Health Promotion, Office on Smoking and Health.

  • Heimer, L., Alheid, G. F., de Olmos, J. S., Groenewegen, H. J., Haber, S. N., Harlan, R. E., & Zahm, D. S. (1997). The accumbens: Beyond the core-shell dichotomy. Journal of Neuropsychiatry and Clinical Neurosciences, 9(3), 354–381. https://doi.org/10.1176/jnp.9.3.354.

    Article  CAS  PubMed  Google Scholar 

  • Janes, A. C., Nickerson, L. D., Frederick, B., & Kaufman, M. J. (2012). Prefrontal and limbic resting state brain network functional connectivity differs between nicotine-dependent smokers and non-smoking controls. Drug and Alcohol Dependence, 125(3), 252–259.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Kareken, D. A., Dzemidzic, M., Wetherill, L., Eiler, W. 2nd, Oberlin, B. G., Harezlak, J., Wang, Y., & O’Connor, S. J. (2013). Family history of alcoholism interacts with alcohol to affect brain regions involved in behavioral inhibition. Psychopharmacology (Berl), 228(2), 335–345. https://doi.org/10.1007/s00213-013-3038-4.

  • Korponay, C., Stein, E. A., & Ross, T. J. (2022). Dissociable misconfigurations of striatal functional connectivity profiles in smokers. bioRxiv, 2022.2002. 2015.480576.

  • Li, J., & Daw, N. D. (2011). Signals in human striatum are appropriate for policy update rather than value prediction. Journal of Neuroscience, 31(14), 5504–5511.

    Article  CAS  PubMed  Google Scholar 

  • Lindquist, M. A., Geuter, S., Wager, T. D., & Caffo, B. S. (2019). Modular preprocessing pipelines can reintroduce artifacts into fMRI data. Human Brain Mapping, 40(8), 2358–2376.

    Article  PubMed  PubMed Central  Google Scholar 

  • Menon, V. (2011). Large-scale brain networks and psychopathology: A unifying triple network model. Trends in Cognitive Sciences, 15(10), 483–506. https://doi.org/10.1016/j.tics.2011.08.003.

    Article  PubMed  Google Scholar 

  • Meredith, G. E., Pattiselanno, A., Groenewegen, H. J., & Haber, S. N. (1996). Shell and core in monkey and human nucleus accumbens identified with antibodies to calbindin-D28k. The Journal of Comparative Neurology, 365(4), 628–639. https://doi.org/10.1002/(SICI)1096-9861(19960219)365:43C;628::AID-CNE93E;3.0.CO;2-6.

    Article  CAS  PubMed  Google Scholar 

  • Meyerhoff, D. J., Tizabi, Y., Staley, J. K., Durazzo, T. C., Glass, J. M., & Nixon, S. J. (2006). Smoking comorbidity in alcoholism: Neurobiological and neurocognitive consequences. Alcoholism, Clinical and Experimental Research, 30(2), 253–264. http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?cmd=Retrieve&db=PubMed&dopt=Citation&list_uids=16441274.

    Article  CAS  PubMed  Google Scholar 

  • Morales, A. M., Stark, N. A., & Nagel, B. J. (2021). Ventral striatal resting-state functional connectivity in adolescents is associated with earlier onset of binge drinking. Drug and Alcohol Dependence, 227, 109010.

    Article  PubMed  PubMed Central  Google Scholar 

  • Muschelli, J., Nebel, M. B., Caffo, B. S., Barber, A. D., Pekar, J. J., & Mostofsky, S. H. (2014). Reduction of motion-related artifacts in resting state fMRI using aCompCor. Neuroimage, 96, 22–35.

    Article  PubMed  Google Scholar 

  • Naqvi, N. H., Gaznick, N., Tranel, D., & Bechara, A. (2014). The insula: A critical neural substrate for craving and drug seeking under conflict and risk. Annals of the New York Academy of Sciences, 1316(1), 53–70.

    Article  PubMed  PubMed Central  Google Scholar 

  • Ng, R., Sutradhar, R., Yao, Z., Wodchis, W. P., & Rosella, L. C. (2020). Smoking, drinking, diet and physical activity—modifiable lifestyle risk factors and their associations with age to first chronic disease. International Journal of Epidemiology, 49(1), 113–130.

    Article  PubMed  Google Scholar 

  • Nickerson, L. D., Smith, S. M., Öngür, D., & Beckmann, C. F. (2017). Using dual regression to investigate network shape and amplitude in functional connectivity analyses. Frontiers in Neuroscience, 11, 115.

    Article  PubMed  PubMed Central  Google Scholar 

  • Oberlin, B. G., Dzemidzic, M., Tran, S. M., Soeurt, C. M., O’Connor, S. J., Yoder, K. K., & Kareken, D. A. (2015). Beer self-administration provokes lateralized nucleus accumbens dopamine release in male heavy drinkers. Psychopharmacology (Berl), 232(5), 861–870. https://doi.org/10.1007/s00213-014-3720-1.

    Article  CAS  PubMed  Google Scholar 

  • Phạm, D. Đ., McDonald, D. J., Ding, L., Nebel, M. B., & Mejia, A. F. (2023). Less is more: Balancing noise reduction and data retention in fMRI with data-driven scrubbing. Neuroimage, 270, 119972.

    Article  PubMed  Google Scholar 

  • Power, J. D., Mitra, A., Laumann, T. O., Snyder, A. Z., Schlaggar, B. L., & Petersen, S. E. (2014). Methods to detect, characterize, and remove motion artifact in resting state fMRI. Neuroimage, 84, 320–341.

    Article  PubMed  Google Scholar 

  • Prensa, L., Richard, S., & Parent, A. (2003). Chemical anatomy of the human ventral striatum and adjacent basal forebrain structures. The Journal of Comparative Neurology, 460(3), 345–367. https://doi.org/10.1002/cne.10627.

    Article  PubMed  Google Scholar 

  • Pruim, R. H., Mennes, M., van Rooij, D., Llera, A., Buitelaar, J. K., & Beckmann, C. F. (2015). ICA-AROMA: A robust ICA-based strategy for removing motion artifacts from fMRI data. Neuroimage, 112, 267–277.

    Article  PubMed  Google Scholar 

  • Room, R. (2004). Smoking and drinking as complementary behaviours. Biomedicine & Pharmacotherapy, 58(2), 111–115. http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?cmd=Retrieve&db=PubMed&dopt=Citation&list_uids=14992792.

    Article  Google Scholar 

  • Sazdanovic, M., Sazdanovic, P., Zivanovic-Macuzic, I., Jakovljevic, V., Jeremic, D., Peljto, A., & Tosevski, J. (2011). Neurons of human nucleus accumbens. Vojnosanitetski Pregled, 68(8), 655–660. https://doi.org/10.2298/vsp1108655s.

    Article  PubMed  Google Scholar 

  • Shen, Z., Huang, P., Qian, W., Wang, C., Yu, H., Yang, Y., & Zhang, M. (2016). Severity of dependence modulates smokers’ functional connectivity in the reward circuit: A preliminary study. Psychopharmacology (Berl), 233, 2129–2137.

    Article  CAS  PubMed  Google Scholar 

  • Shirer, W. R., Jiang, H., Price, C. M., Ng, B., & Greicius, M. D. (2015). Optimization of rs-fMRI pre-processing for enhanced signal-noise separation, test-retest reliability, and group discrimination. Neuroimage, 117, 67–79.

    Article  PubMed  Google Scholar 

  • Smith, S. M., Beckmann, C. F., Andersson, J., Auerbach, E. J., Bijsterbosch, J., Douaud, G., Duff, E., Feinberg, D. A., Griffanti, L., & Harms, M. P. (2013). Resting-state fMRI in the human connectome project. Neuroimage, 80, 144–168.

    Article  PubMed  Google Scholar 

  • Sobell, L. C., Brown, J., Leo, G. I., & Sobell, M. B. (1996). The reliability of the Alcohol Timeline Followback when administered by telephone and by computer. Drug and Alcohol Dependence, 42(1), 49–54.

    Article  CAS  PubMed  Google Scholar 

  • Stolerman, I. P., & Jarvis, M. (1995). The scientific case that nicotine is addictive. Psychopharmacology (Berl), 117, 2–10.

    Article  CAS  PubMed  Google Scholar 

  • Sullivan, J. T., Sykora, K., Schneiderman, J., Naranjo, C. A., & Sellers, E. M. (1989). Assessment of alcohol withdrawal: The revised clinical institute withdrawal assessment for alcohol scale (CIWA-Ar). British Journal of Addiction, 84(11), 1353–1357.

    Article  CAS  PubMed  Google Scholar 

  • Tian, Y., Margulies, D. S., Breakspear, M., & Zalesky, A. (2020). Topographic organization of the human subcortex unveiled with functional connectivity gradients. Nature Neuroscience, 23(11), 1421–1432.

    Article  CAS  PubMed  Google Scholar 

  • Van Skike, C. E., Maggio, S. E., Reynolds, A. R., Casey, E. M., Bardo, M. T., Dwoskin, L. P., Prendergast, M. A., & Nixon, K. (2016). Critical needs in drug discovery for cessation of alcohol and nicotine polysubstance abuse. Progress in Neuropsychopharmacology and Biological Psychiatry, 65, 269–287. https://doi.org/10.1016/j.pnpbp.2015.11.004.

    Article  CAS  Google Scholar 

  • Vergara, V. M., Liu, J., Claus, E. D., Hutchison, K., & Calhoun, V. (2017). Alterations of resting state functional network connectivity in the brain of nicotine and alcohol users. Neuroimage, 151, 45–54.

    Article  CAS  PubMed  Google Scholar 

  • Voorn, P., Brady, L. S., Schotte, A., Berendse, H. W., & Richfield, E. K. (1994). Evidence for two neurochemical divisions in the human nucleus accumbens. European Journal of Neuroscience, 6(12), 1913–1916. https://doi.org/10.1111/j.1460-9568.1994.tb00582.x.

    Article  CAS  PubMed  Google Scholar 

  • Voorn, P., Brady, L. S., Berendse, H. W., & Richfield, E. K. (1996). Densitometrical analysis of opioid receptor ligand binding in the human striatum–I. distribution of mu opioid receptor defines shell and core of the ventral striatum. Neuroscience, 75(3), 777–792. https://doi.org/10.1016/0306-4522(96)00271-0.

    Article  CAS  PubMed  Google Scholar 

  • Wang, J. J., Durazzo, T. C., Gazdzinski, S., Yeh, P. H., Mon, A., & Meyerhoff, D. J. (2009). MRSI and DTI: A multimodal approach for improved detection of white matter abnormalities in alcohol and nicotine dependence. Nmr in Biomedicine, 22(5), 516–522. https://doi.org/10.1002/nbm.1363.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Whiteside, S. P., & Lynam, D. R. (2003). Understanding the role of impulsivity and externalizing psychopathology in alcohol abuse: Application of the UPPS impulsive behavior scale. Experimental and Clinical Psychopharmacology, 11(3), 210.

    Article  PubMed  Google Scholar 

  • Xia, X., Fan, L., Cheng, C., Eickhoff, S. B., Chen, J., Li, H., & Jiang, T. (2017). Multimodal connectivity-based parcellation reveals a shell-core dichotomy of the human nucleus accumbens. Human Brain Mapping, 38(8), 3878–3898. https://doi.org/10.1002/hbm.23636.

    Article  PubMed  PubMed Central  Google Scholar 

  • Yoder, K. K., Albrecht, D. S., Dzemidzic, M., Normandin, M. D., Federici, L. M., Graves, T., Herring, C. M., Hile, K. L., Walters, J. W., Liang, T., Plawecki, M. H., O’Connor, S., & Kareken, D. A. (2016). Differences in IV alcohol-induced dopamine release in the ventral striatum of social drinkers and nontreatment-seeking alcoholics. Drug and Alcohol Dependence, 160, 163–169. https://doi.org/10.1016/j.drugalcdep.2016.01.001.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Zahm, D. S. (1999). Functional-anatomical implications of the nucleus accumbens core and shell subterritories. Annals of the New York Academy of Sciences, 877, 113–128. https://doi.org/10.1111/j.1749-6632.1999.tb09264.x.

    Article  CAS  PubMed  Google Scholar 

  • Zhao, X., Yang, R., Wang, K., Zhang, Z., Wang, J., Tan, X., Zhang, J., Mei, Y., Chan, Q., Xu, J., Feng, Q., & Xu, Y. (2018). Connectivity-based parcellation of the nucleus accumbens into core and shell portions for stereotactic target localization and alterations in each NAc subdivision in mTLE patients. Human Brain Mapping, 39(3), 1232–1245. https://doi.org/10.1002/hbm.23912.

    Article  PubMed  Google Scholar 

  • Zhou, S., Xiao, D., Peng, P., Wang, S. K., Liu, Z., Qin, H. Y., Li, S. S., & Wang, C. (2017). Effect of smoking on resting-state functional connectivity in smokers: An fMRI study. Respirology, 22(6), 1118–1124. https://doi.org/10.1111/resp.13048.

    Article  PubMed  Google Scholar 

Download references

Acknowledgements

We would like to thank the Indiana Institute of Biomedical Imaging Sciences (IIBIS) In-Vivo Imaging Core, Dr. Yu-Chien Wu and Dr. Qiuting Wen for assistance with sequence development and testing. We also greatly appreciate MRI technologists Robert Bryant, Traci Day, and Will Korst for their help during imaging sessions. In addition, we would like to acknowledge Dr. Jenya Chumin’s excellent work in establishing the image processing protocol and assistance in study day activities.

Funding

This work was supported by the National Institute of Alcohol Abuse and Alcoholism grants R01 AA01835402 (KKY), R21 AA02265002 (KKY), and T32 AA00746532 (MEH).

Author information

Authors and Affiliations

Authors

Contributions

Author contributions included conception and study design (TCD, KKY), data collection, acquisition, and/or processing (MD, MEH, KLH, AAK), statistical analysis (MD, MEH, KKY), interpretation of results (TCD, MD, MEH, KKY), drafting the manuscript work or revising it critically for important intellectual content (MD, TCD, MEH, KKY) and approval of final version to be published and agreement to be accountable for the integrity and accuracy of all aspects of the work (All authors).

Corresponding author

Correspondence to Karmen K. Yoder.

Ethics declarations

Ethics approval

This study was approved by the Indiana University Institutional Review Board.

Consent to participate

All participants provided written informed consent.

Consent for publication

All authors consented to submit this work for publication.

Competing interests

The authors declare no competing interests.

Additional information

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Electronic supplementary material

Below is the link to the electronic supplementary material.

Supplementary Material 1

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Halcomb, M.E., Dzemidzic, M., Avena-Koenigsberger, A. et al. Greater ventral striatal functional connectivity in cigarette smokers relative to non-smokers across a spectrum of alcohol consumption. Brain Imaging and Behavior 18, 1121–1130 (2024). https://doi.org/10.1007/s11682-024-00903-9

Download citation

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11682-024-00903-9

Keywords