Parameter Space and Potential for Biomarker Development in 25 Years of fMRI Drug Cue Reactivity

Author:

,Sangchooli Arshiya1,Zare-Bidoky Mehran23,Fathi Jouzdani Ali3,Schacht Joseph4,Bjork James M.5,Claus Eric D.6,Prisciandaro James J.7,Wilson Stephen J.8,Wüstenberg Torsten9,Potvin Stéphane10,Ahmadi Pooria11,Bach Patrick12,Baldacchino Alex13,Beck Anne1415,Brady Kathleen T.7,Brewer Judson A.16,Childress Anna Rose17,Courtney Kelly E.18,Ebrahimi Mohsen3,Filbey Francesca M.19,Garavan Hugh20,Ghahremani Dara G.21,Goldstein Rita Z.22,Goudriaan Anneke E.2324,Grodin Erica N.21,Hanlon Colleen A.2526,Haugg Amelie27,Heilig Markus28,Heinz Andreas15,Holczer Adrienn29,Van Holst Ruth J.30,Joseph Jane E.31,Juliano Anthony C.20,Kaufman Marc J.32,Kiefer Falk12,Khojasteh Zonoozi Arash3,Kuplicki Rayus T.33,Leyton Marco34,London Edythe D.21,Mackey Scott20,McClernon F. Joseph35,Mellick William H.7,Morley Kirsten36,Noori Hamid R.37,Oghabian Mohammad Ali38,Oliver Jason A.39,Owens Max20,Paulus Martin P.33,Perini Irene28,Rafei Parnian3,Ray Lara A.21,Sinha Rajita40,Smolka Michael N.41,Soleimani Ghazaleh2,Spanagel Rainer42,Steele Vaughn R.40,Tapert Susan F.18,Vollstädt-Klein Sabine12,Wetherill Reagan R.17,Witkiewitz Katie43,Yuan Kai44,Zhang Xiaochu45,Verdejo-Garcia Antonio46,Potenza Marc N.41,Janes Amy C.47,Kober Hedy40,Zilverstand Anna2,Ekhtiari Hamed233

Affiliation:

1. Melbourne School of Psychological Sciences, University of Melbourne, Melbourne, Australia

2. Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis

3. Iranian National Center for Addiction Studies (INCAS), Tehran University of Medical Sciences, Tehran, Iran

4. Department of Psychiatry, University of Colorado School of Medicine, Aurora

5. Institute for Drug and Alcohol Studies, Department of Psychiatry, Virginia Commonwealth University, Richmond

6. Department of Biobehavioral Health, The Pennsylvania State University, University Park

7. Addiction Sciences Division, Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina, Charleston

8. Department of Psychology, The Pennsylvania State University, State College

9. Field of Focus IV, Core Facility for Neuroscience of Self-Regulation (CNSR), Heidelberg University, Heidelberg, Germany

10. Department of Psychiatry and Addiction, Université de Montréal, Montréal, Quebec, Canada

11. Department of Psychiatry, University of British Columbia, Vancouver, British Columbia, Canada

12. Department of Addictive Behaviour and Addiction Medicine, Central Institute of Mental Health (CIMH), Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany

13. School of Medicine, University of St Andrews, St Andrews, Scotland

14. Faculty of Health, Health and Medical University, Potsdam, Germany

15. Department of Psychiatry and Neurosciences, Charité Campus Mitte, Charité-Universitätsmedizin Berlin, Berlin, Germany

16. Department of Behavioral and Social Sciences, Brown University School of Public Health, Providence, Rhode Island

17. Perelman School of Medicine, University of Pennsylvania, Philadelphia

18. Department of Psychiatry, University of California, San Diego

19. Center for BrainHealth, School of Behavioral and Brain Sciences, University of Texas at Dallas

20. Department of Psychiatry, University of Vermont, Burlington

21. Department of Psychiatry and Biobehavioral Sciences, University of California, Los Angeles

22. Departments of Psychiatry and Neuroscience, Icahn School of Medicine at Mount Sinai, New York, New York

23. Department of Psychiatry, Amsterdam University Medical Center, University of Amsterdam, Amsterdam, the Netherlands

24. Amsterdam Neuroscience, Amsterdam, the Netherlands

25. Department of Cancer Biology, Wake Forest School of Medicine, Winston-Salem, North Carolina

26. BrainsWay Inc, Winston-Salem, North Carolina

27. Department of Child and Adolescent Psychiatry and Psychotherapy, Psychiatric University Hospital Zurich, University of Zurich, Zurich, Switzerland

28. Center for Social and Affective Neuroscience, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden

29. Department of Neurology, Albert Szent-Györgyi Health Centre, University of Szeged, Szeged, Hungary

30. Amsterdam Institute for Addiction Research, Department of Psychiatry, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands

31. Department of Neuroscience, Medical University of South Carolina, Charleston

32. McLean Hospital, Harvard Medical School, Belmont, Massachusetts

33. Laureate Institute for Brain Research, Tulsa, Oklahoma

34. Department of Psychiatry, McGill University, Montreal, Quebec, Canada

35. Department of Psychiatry and Behavioral Sciences, Duke University, Durham, North Carolina

36. Specialty of Addiction Medicine, Faculty of Medicine and Health, Sydney Medical School, University of Sydney, Sydney, Australia

37. McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge

38. Neuroimaging and Analysis Group, Research Center for Molecular and Cellular Imaging, Tehran University of Medical Sciences, Tehran, Iran

39. TSET Health Promotion Research Center, University of Oklahoma Health Sciences Center, Oklahoma City

40. Department of Psychiatry, Yale School of Medicine, New Haven, Connecticut

41. Department of Psychiatry, Technische Universität Dresden, Dresden, Germany

42. Institute of Psychopharmacology, Central Institute of Mental Health, Mannheim, Germany

43. Department of Psychology, University of New Mexico, Albuquerque

44. School of Life Science and Technology, Xidian University, Xi’an, China

45. Department of Psychology, School of Humanities and Social Science, University of Science and Technology of China, Anhui, China

46. Turner Institute for Brain and Mental Health, Monash University, Clayton, Australia

47. Cognitive and Pharmacological Neuroimaging Unit, National Institute on Drug Abuse, Baltimore, Maryland

Abstract

ImportanceIn the last 25 years, functional magnetic resonance imaging drug cue reactivity (FDCR) studies have characterized some core aspects in the neurobiology of drug addiction. However, no FDCR-derived biomarkers have been approved for treatment development or clinical adoption. Traversing this translational gap requires a systematic assessment of the FDCR literature evidence, its heterogeneity, and an evaluation of possible clinical uses of FDCR-derived biomarkers.ObjectiveTo summarize the state of the field of FDCR, assess their potential for biomarker development, and outline a clear process for biomarker qualification to guide future research and validation efforts.Evidence ReviewThe PubMed and Medline databases were searched for every original FDCR investigation published from database inception until December 2022. Collected data covered study design, participant characteristics, FDCR task design, and whether each study provided evidence that might potentially help develop susceptibility, diagnostic, response, prognostic, predictive, or severity biomarkers for 1 or more addictive disorders.FindingsThere were 415 FDCR studies published between 1998 and 2022. Most focused on nicotine (122 [29.6%]), alcohol (120 [29.2%]), or cocaine (46 [11.1%]), and most used visual cues (354 [85.3%]). Together, these studies recruited 19 311 participants, including 13 812 individuals with past or current substance use disorders. Most studies could potentially support biomarker development, including diagnostic (143 [32.7%]), treatment response (141 [32.3%]), severity (84 [19.2%]), prognostic (30 [6.9%]), predictive (25 [5.7%]), monitoring (12 [2.7%]), and susceptibility (2 [0.5%]) biomarkers. A total of 155 interventional studies used FDCR, mostly to investigate pharmacological (67 [43.2%]) or cognitive/behavioral (51 [32.9%]) interventions; 141 studies used FDCR as a response measure, of which 125 (88.7%) reported significant interventional FDCR alterations; and 25 studies used FDCR as an intervention outcome predictor, with 24 (96%) finding significant associations between FDCR markers and treatment outcomes.Conclusions and RelevanceBased on this systematic review and the proposed biomarker development framework, there is a pathway for the development and regulatory qualification of FDCR-based biomarkers of addiction and recovery. Further validation could support the use of FDCR-derived measures, potentially accelerating treatment development and improving diagnostic, prognostic, and predictive clinical judgments.

Publisher

American Medical Association (AMA)

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