Skip to main content

Brain Microstructure in Alcohol Addiction: Characterization of Diffusion-Based MRI Biomarkers, Neuropathological Substrates, and Functional Consequences

  • Chapter
  • First Online:
Alcohol and Alcohol-related Diseases

Abstract

Alcohol consumption is associated with structural alterations in the brain parenchyma. Understanding the longitudinal brain transformations that occur from an alcohol naïve state to alcohol addiction, through cycles of consumption, abstinence and relapse, is crucial to progress towards effective treatments. Magnetic Resonance Imaging, and in particular diffusion-weighted approaches, have been a breakthrough for neuroscience, neurology and psychiatry due to their ability to access different aspects of brain anatomy in a non-invasive and longitudinal way. In the last 20 years, this technique has been instrumental in characterizing brain alterations associated to alcohol consumption.

In this chapter, we will first introduce diffusion-weighted Magnetic Resonance Imaging and its most widely adopted formulation, Diffusion Tensor Imaging, describing its utility to look at brain microstructure and its most used biomarkers, mean diffusivity and fractional anisotropy; we will then focus on the importance of diffusion tensor imaging in alcohol use disorders, describing the most salient aspects of the pathology that can be captured and dissected; next, we will discuss several recent advances in the field that were possible thanks to the use of diffusion tensor imaging. Finally, we will disclose important limitations of the technique that must be taken into account in the interpretation of alcohol-driven alterations, challenging the conventional view that diffusion tensor imaging can discern between “healthy” and “damaged” microstructure under all circumstances.

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

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 99.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Hardcover Book
USD 129.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  1. Jones DK, Basser PJ. Squashing peanuts and smashing pumpkins? How noise distorts diffusion-weighted MR data. Magn Reson Med. 2004;52:979–93. https://doi.org/10.1002/mrm.20283.

    Article  PubMed  Google Scholar 

  2. Beaulieu C. The basis of anisotropic water diffusion in the nervous system—a technical review. NMR Biomed. 2002;15:435–55. https://doi.org/10.1002/nbm.782.

    Article  PubMed  Google Scholar 

  3. Jones DK, Knösche TR, Turner R. White matter integrity, fiber count, and other fallacies: The do’s and don’ts of diffusion MRI. NeuroImage. 2013;73:239–54. https://doi.org/10.1016/j.neuroimage.2012.06.081.

    Article  PubMed  Google Scholar 

  4. Smith SM, Jenkinson M, Johansen-Berg H, Rueckert D, Nichols TE, Mackay CE, Watkins KE, Ciccarelli O, Cader MZ, Matthews PM, Behrens TEJ. Tract-based spatial statistics: voxelwise analysis of multi-subject diffusion data. NeuroImage. 2006;31:1487–505. https://doi.org/10.1016/j.neuroimage.2006.02.024.

    Article  PubMed  Google Scholar 

  5. Mori S, Oishi K, Jiang H, Jiang L, Li X, Akhter K, Hua K, Faria AV, Mahmood A, Woods R, Toga AW, Pike GB, Neto PR, Evans A, Zhang J, Huang H, Miller MI, van Zijl P, Mazziotta J. Stereotaxic white matter atlas based on diffusion tensor imaging in an ICBM template. NeuroImage. 2008;40:570–82. https://doi.org/10.1016/j.neuroimage.2007.12.035.

    Article  PubMed  Google Scholar 

  6. Chamberland M, Genc S, Tax CMW, Shastin D, Koller K, Raven EP, Cunningham A, Doherty J, van den Bree MBM, Parker GD, Hamandi K, Gray WP, Jones DK. Detecting microstructural deviations in individuals with deep diffusion MRI tractometry. Nat Comput Sci. 2021;1:598–606. https://doi.org/10.1038/s43588-021-00126-8.

    Article  PubMed  PubMed Central  Google Scholar 

  7. Johansen-Berg H, Behrens TE. Diffusion MRI. London: Elsevier; 2013.

    Google Scholar 

  8. Harper C. The neuropathology of alcohol-specific brain damage, or does alcohol damage the brain? J Neuropathol Exp Neurol. 1998;57:101–10. https://doi.org/10.1097/00005072-199802000-00001.

    Article  CAS  PubMed  Google Scholar 

  9. Harper C, Corbett D. Changes in the basal dendrites of cortical pyramidal cells from alcoholic patients—a quantitative Golgi study. J Neurol Neurosurg Psychiatry. 1990;53:856–61. https://doi.org/10.1136/jnnp.53.10.856.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  10. Miguel-Hidalgo JJ. Molecular neuropathology of astrocytes and oligodendrocytes in alcohol use disorders. Front Mol Neurosci. 2018;11:78. https://doi.org/10.3389/fnmol.2018.00078.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  11. Assaf Y, Pasternak O. Diffusion tensor imaging (DTI)-based white matter mapping in brain research: a review. J Mol Neurosci. 2008;34:51–61. https://doi.org/10.1007/s12031-007-0029-0.

    Article  CAS  PubMed  Google Scholar 

  12. Pfefferbaum A, Adalsteinsson E, Rohlfing T, Sullivan EV. Diffusion tensor imaging of deep gray matter brain structures: effects of age and iron concentration. Neurobiol Aging. 2010;31:482–93. https://doi.org/10.1016/j.neurobiolaging.2008.04.013.

    Article  PubMed  Google Scholar 

  13. Garcia-Hernandez R, Cerdán Cerdá A, Trouve Carpena A, Drakesmith M, Koller K, Jones DK, Canals S, De Santis S. Mapping microglia and astrocyte activation in vivo using diffusion MRI. Sci Adv. 2022;8:eabq2923. https://doi.org/10.1126/sciadv.abq2923.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  14. Sullivan EV, Pfefferbaum A. Neurocircuitry in alcoholism: a substrate of disruption and repair. Psychopharmacology. 2005;180:583–94. https://doi.org/10.1007/s00213-005-2267-6.

    Article  CAS  PubMed  Google Scholar 

  15. De Santis S, Bach P, Perez-Cervera L, Cosa-Linan A, Weil G, Vollstadt-Klein S, Hermann D, Kiefer F, Kirsch P, Ciccocioppo R, Sommer WH, Canals S. Microstructural white matter alterations in men with alcohol use disorder and rats with excessive alcohol consumption during early abstinence. JAMA Psychiatry. 2019a;76:749–58. https://doi.org/10.1001/jamapsychiatry.2019.0318.

    Article  PubMed  PubMed Central  Google Scholar 

  16. De Santis S, Sommer WH, Canals S. Detecting alcohol-induced brain damage noninvasively using diffusion tensor imaging. ACS Chem Neurosci. 2019b;10:4187–9. https://doi.org/10.1021/acschemneuro.9b00481.

    Article  CAS  PubMed  Google Scholar 

  17. Cosa A, Moreno A, Pacheco-Torres J, Ciccocioppo R, Hyytiä P, Sommer WH, Moratal D, Canals S. Multi-modal MRI classifiers identify excessive alcohol consumption and treatment effects in the brain: multi-modal imaging biomarkers. Addict Biol. 2017;22:1459–72. https://doi.org/10.1111/adb.12418.

    Article  CAS  PubMed  Google Scholar 

  18. Rane RP, de Man EF, Kim J, Görgen K, Tschorn M, Rapp MA, Banaschewski T, Bokde AL, Desrivieres S, Flor H, Grigis A, Garavan H, Gowland PA, Brühl R, Martinot J-L, Martinot M-LP, Artiges E, Nees F, Papadopoulos Orfanos D, Lemaitre H, Paus T, Poustka L, Fröhner J, Robinson L, Smolka MN, Winterer J, Whelan R, Schumann G, Walter H, Heinz A, Ritter K, IMAGEN Consortium. Structural differences in adolescent brains can predict alcohol misuse. eLife. 2022;11:e77545. https://doi.org/10.7554/eLife.77545.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  19. Pfefferbaum A, Rosenbloom M, Rohlfing T, Sullivan EV. Degradation of association and projection white matter systems in alcoholism detected with quantitative fiber tracking. Biol Psychiatry. 2009;65:680–90. https://doi.org/10.1016/j.biopsych.2008.10.039.

    Article  CAS  PubMed  Google Scholar 

  20. Pérez-Ramírez Ú, López-Madrona VJ, Pérez-Segura A, Pallarés V, Moreno A, Ciccocioppo R, Hyytiä P, Sommer WH, Moratal D, Canals S. Brain Network Allostasis after Chronic Alcohol Drinking Is Characterized by Functional Dedifferentiation and Narrowing. J Neurosci. 2022;42(21):4401–13. https://doi.org/10.1523/JNEUROSCI.0389-21.2022. Epub 2022 Apr 18. PMID: 35437279; PMCID: PMC9145238.

  21. Spindler C, Mallien L, Trautmann S, Alexander N, Muehlhan M. A coordinate-based meta-analysis of white matter alterations in patients with alcohol use disorder. Transl Psychiatry. 2022;12:40. https://doi.org/10.1038/s41398-022-01809-0.

    Article  PubMed  PubMed Central  Google Scholar 

  22. Pfefferbaum A, Zahr NM, Mayer D, Rohlfing T, Sullivan EV. Dynamic responses of selective brain white matter fiber tracts to binge alcohol and recovery in the rat. PLoS One. 2015;10:e0124885. https://doi.org/10.1371/journal.pone.0124885.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  23. De Santis S, Cosa-Linan A, Garcia-Hernandez R, Dmytrenko L, Vargova L, Vorisek I, Stopponi S, Bach P, Kirsch P, Kiefer F, Ciccocioppo R, Sykova E, Moratal D, Sommer WH, Canals S. Chronic alcohol consumption alters extracellular space geometry and transmitter diffusion in the brain. Sci Adv. 2020;6:eaba0154. https://doi.org/10.1126/sciadv.aba0154.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  24. Wang J, Fan Y, Dong Y, Ma M, Ma Y, Dong Y, Niu Y, Jiang Y, Wang H, Wang Z, Wu L, Sun H, Cui C. Alterations in brain structure and functional connectivity in alcohol dependent patients and possible association with impulsivity. PLoS One. 2016;11:e0161956. https://doi.org/10.1371/journal.pone.0161956.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  25. Ji J, Maren S. Hippocampal involvement in contextual modulation of fear extinction. Hippocampus. 2007;17:749–58. https://doi.org/10.1002/hipo.20331.

    Article  PubMed  Google Scholar 

  26. Daviet R, Aydogan G, Jagannathan K, Spilka N, Koellinger PD, Kranzler HR, Nave G, Wetherill RR. Associations between alcohol consumption and gray and white matter volumes in the UK Biobank. Nat Commun. 2022;13:1175. https://doi.org/10.1038/s41467-022-28735-5.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  27. Kantarci K, Petersen RC, Boeve BF, Knopman DS, Weigand SD, O’Brien PC, Shiung MM, Smith GE, Ivnik RJ, Tangalos EG, Jack CR. DWI predicts future progression to Alzheimer disease in amnestic mild cognitive impairment. Neurology. 2005;64:902–4. https://doi.org/10.1212/01.WNL.0000153076.46126.E9.

    Article  CAS  PubMed  Google Scholar 

  28. Chanraud S, Leroy C, Martelli C, Kostogianni N, Delain F, Aubin H-J, Reynaud M, Martinot J-L. Episodic memory in detoxified alcoholics: contribution of grey matter microstructure alteration. PLoS One. 2009;4:e6786. https://doi.org/10.1371/journal.pone.0006786.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  29. Somkuwar SS, Villalpando EG, Quach LW, Head BP, McKenna BS, Scadeng M, Mandyam CD. Abstinence from ethanol dependence produces concomitant cortical gray matter abnormalities, microstructural deficits and cognitive dysfunction. Eur Neuropsychopharmacol. 2021;42:22–34. https://doi.org/10.1016/j.euroneuro.2020.11.010.

    Article  CAS  PubMed  Google Scholar 

  30. Alhassoon OM, Sorg SF, Taylor MJ, Stephan RA, Schweinsburg BC, Stricker NH, Gongvatana A, Grant I. Callosal white matter microstructural recovery in abstinent alcoholics: a longitudinal diffusion tensor imaging study. Alcohol Clin Exp Res. 2012;36:1922–31. https://doi.org/10.1111/j.1530-0277.2012.01808.x.

    Article  PubMed  PubMed Central  Google Scholar 

  31. Pfefferbaum A, Rosenbloom MJ, Chu W, Sassoon SA, Rohlfing T, Pohl KM, Zahr NM, Sullivan EV. White matter microstructural recovery with abstinence and decline with relapse in alcohol dependence interacts with normal ageing: a controlled longitudinal DTI study. Lancet Psychiatry. 2014;1:202–12. https://doi.org/10.1016/S2215-0366(14)70301-3.

    Article  PubMed  PubMed Central  Google Scholar 

  32. Witkiewitz K, Marlatt GA. Modeling the complexity of post-treatment drinking: it’s a rocky road to relapse. Clin Psychol Rev. 2007;27:724–38. https://doi.org/10.1016/j.cpr.2007.01.002.

    Article  PubMed  PubMed Central  Google Scholar 

  33. He J, Crews FT. Increased MCP-1 and microglia in various regions of the human alcoholic brain. Exp Neurol. 2008;210(2):349–58. https://doi.org/10.1016/j.expneurol.2007.11.017. Epub 2007 Dec 3. PMID: 18190912; PMCID: PMC2346541.

  34. Verplaetse TL, Cosgrove KP, Tanabe J, McKee SA. Sex/gender differences in brain function and structure in alcohol use: a narrative review of neuroimaging findings over the last 10 years. J Neurosci Res. 2021;99:309–23. https://doi.org/10.1002/jnr.24625.

    Article  CAS  PubMed  Google Scholar 

  35. Zahr NM, Lenart AM, Karpf JA, Casey KM, Pohl KM, Sullivan EV, Pfefferbaum A. Multi-modal imaging reveals differential brain volumetric, biochemical, and white matter fiber responsivity to repeated intermittent ethanol vapor exposure in male and female rats. Neuropharmacology. 2020;170:108066. https://doi.org/10.1016/j.neuropharm.2020.108066.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  36. Monnig MA, Yeo RA, Tonigan JS, McCrady BS, Thoma RJ, Sabbineni A, Hutchison KE. Associations of white matter microstructure with clinical and demographic characteristics in heavy drinkers. PLoS One. 2015;10:e0142042. https://doi.org/10.1371/journal.pone.0142042.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  37. Toschi N, Gisbert RA, Passamonti L, Canals S, De Santis S. Multishell diffusion imaging reveals sex-specific trajectories of early white matter degeneration in normal aging. Neurobiol Aging. 2020;86:191–200. https://doi.org/10.1016/j.neurobiolaging.2019.11.014.

    Article  PubMed  Google Scholar 

  38. Rivas-Grajales AM, Sawyer KS, Karmacharya S, Papadimitriou G, Camprodon JA, Harris GJ, Kubicki M, Oscar-Berman M, Makris N. Sexually dimorphic structural abnormalities in major connections of the medial forebrain bundle in alcoholism. Neuroimage. 2018;19:98–105. https://doi.org/10.1016/j.nicl.2018.03.025.

    Article  PubMed  PubMed Central  Google Scholar 

  39. Sawyer KS, Maleki N, Papadimitriou G, Makris N, Oscar-Berman M, Harris GJ. Cerebral white matter sex dimorphism in alcoholism: a diffusion tensor imaging study. Neuropsychopharmacology. 2018;43:1876–83. https://doi.org/10.1038/s41386-018-0089-6.

    Article  PubMed  PubMed Central  Google Scholar 

  40. De Santis S, Drakesmith M, Bells S, Assaf Y, Jones DK. Why diffusion tensor MRI does well only some of the time: variance and covariance of white matter tissue microstructure attributes in the living human brain. NeuroImage. 2014;89:35–44. https://doi.org/10.1016/j.neuroimage.2013.12.003.

    Article  PubMed  Google Scholar 

  41. Harper C, Kril J. Patterns of neuronal loss in the cerebral cortex in chronic alcoholic patients. J Neurol Sci. 1989;92:81–9. https://doi.org/10.1016/0022-510X(89)90177-9.

    Article  CAS  PubMed  Google Scholar 

  42. Koike H, Mori K, Misu K, Hattori N, Ito H, Hirayama M, Sobue G. Painful alcoholic polyneuropathy with predominant small-fiber loss and normal thiamine status. Neurology. 2001;56:1727–32. https://doi.org/10.1212/WNL.56.12.1727.

    Article  CAS  PubMed  Google Scholar 

  43. Pfefferbaum A, Sullivan EV. Disruption of brain white matter microstructure by excessive intracellular and extracellular fluid in alcoholism: evidence from diffusion tensor imaging. Neuropsychopharmacology. 2005;30:423–32. https://doi.org/10.1038/sj.npp.1300623.

    Article  CAS  PubMed  Google Scholar 

  44. Assaf Y, Basser PJ. Composite hindered and restricted model of diffusion (CHARMED) MR imaging of the human brain. NeuroImage. 2005;27:48–58. https://doi.org/10.1016/j.neuroimage.2005.03.042.

    Article  PubMed  Google Scholar 

  45. Barazany D, Basser PJ, Assaf Y. In vivo measurement of axon diameter distribution in the corpus callosum of rat brain. Brain. 2009;132:1210–20. https://doi.org/10.1093/brain/awp042.

    Article  PubMed  PubMed Central  Google Scholar 

  46. Cercignani M, Symms MR, Schmierer K, Boulby PA, Tozer DJ, Ron M, Tofts PS, Barker GJ. Three-dimensional quantitative magnetisation transfer imaging of the human brain. NeuroImage. 2005;27:436–41. https://doi.org/10.1016/j.neuroimage.2005.04.031.

    Article  PubMed  Google Scholar 

  47. Zhang H, Schneider T, Wheeler-Kingshott CA, Alexander DC. NODDI: practical in vivo neurite orientation dispersion and density imaging of the human brain. NeuroImage. 2012;61:1000–16. https://doi.org/10.1016/j.neuroimage.2012.03.072.

    Article  PubMed  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Santiago Canals .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2023 The Author(s), under exclusive license to Springer Nature Switzerland AG

About this chapter

Check for updates. Verify currency and authenticity via CrossMark

Cite this chapter

De Santis, S., Selim, M.K., Canals, S. (2023). Brain Microstructure in Alcohol Addiction: Characterization of Diffusion-Based MRI Biomarkers, Neuropathological Substrates, and Functional Consequences. In: Mueller, S., Heilig, M. (eds) Alcohol and Alcohol-related Diseases. Springer, Cham. https://doi.org/10.1007/978-3-031-32483-3_27

Download citation

  • DOI: https://doi.org/10.1007/978-3-031-32483-3_27

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-031-32482-6

  • Online ISBN: 978-3-031-32483-3

  • eBook Packages: MedicineMedicine (R0)

Publish with us

Policies and ethics