Parameter Space and Potential for Biomarker Development in 25 Years of fMRI Drug Cue Reactivity: A Systematic Review

Research output: Contribution to journalReview articleContributedpeer-review

Contributors

  • Arshiya Sangchooli - , University of Melbourne (Author)
  • Mehran Zare-Bidoky - , University of Minnesota System, Tehran University of Medical Sciences (Author)
  • Ali Fathi Jouzdani - , Tehran University of Medical Sciences (Author)
  • Joseph Schacht - , University of Colorado Denver (Author)
  • James M. Bjork - , Virginia Commonwealth University (Author)
  • Eric D. Claus - , Pennsylvania State University (Author)
  • James J. Prisciandaro - , Medical University of South Carolina (Author)
  • Stephen J. Wilson - , Pennsylvania State University (Author)
  • Torsten Wüstenberg - , Heidelberg University  (Author)
  • Stéphane Potvin - , University of Montreal (Author)
  • Pooria Ahmadi - , University of British Columbia (Author)
  • Patrick Bach - , Heidelberg University  (Author)
  • Alex Baldacchino - , University of St Andrews (Author)
  • Anne Beck - , University of Potsdam, Charité – Universitätsmedizin Berlin (Author)
  • Kathleen T. Brady - , Medical University of South Carolina (Author)
  • Judson A. Brewer - , Brown University (Author)
  • Anna Rose Childress - , University of Pennsylvania (Author)
  • Kelly E. Courtney - , University of California at San Diego (Author)
  • Mohsen Ebrahimi - , Tehran University of Medical Sciences (Author)
  • Francesca M. Filbey - , University of Texas at Dallas (Author)
  • Hugh Garavan - , University of Vermont (Author)
  • Dara G. Ghahremani - , University of California at Los Angeles (Author)
  • Rita Z. Goldstein - , Icahn School of Medicine at Mount Sinai (Author)
  • Anneke E. Goudriaan - , Amsterdam University Medical Centers (UMC) (Author)
  • Erica N. Grodin - , University of California at Los Angeles (Author)
  • Colleen A. Hanlon - , Wake Forest University, BrainsWay Inc (Author)
  • Amelie Haugg - , University of Zurich (Author)
  • Markus Heilig - , Linköping University (Author)
  • Andreas Heinz - , Charité – Universitätsmedizin Berlin (Author)
  • Adrienn Holczer - , University of Szeged (Author)
  • Ruth J. Van Holst - , University of Amsterdam (Author)
  • Jane E. Joseph - , Medical University of South Carolina (Author)
  • Anthony C. Juliano - , University of Vermont (Author)
  • Marc J. Kaufman - , Harvard University (Author)
  • Falk Kiefer - , Heidelberg University  (Author)
  • Arash Khojasteh Zonoozi - , Tehran University of Medical Sciences (Author)
  • Rayus T. Kuplicki - , Laureate Institute for Brain Research (Author)
  • Marco Leyton - , McGill University (Author)
  • Edythe D. London - , University of California at Los Angeles (Author)
  • Scott MacKey - , University of Vermont (Author)
  • F. Joseph McClernon - , Duke University (Author)
  • William H. Mellick - , Medical University of South Carolina (Author)
  • Kirsten Morley - , University of Sydney (Author)
  • Hamid R. Noori - , Massachusetts Institute of Technology (MIT) (Author)
  • Mohammad Ali Oghabian - , Tehran University of Medical Sciences (Author)
  • Jason A. Oliver - , University of Oklahoma (Author)
  • Max Owens - , University of Vermont (Author)
  • Martin P. Paulus - , Laureate Institute for Brain Research (Author)
  • Irene Perini - , Linköping University (Author)
  • Parnian Rafei - , Tehran University of Medical Sciences (Author)
  • Lara A. Ray - , University of California at Los Angeles (Author)
  • Rajita Sinha - , Yale University (Author)
  • Michael N. Smolka - , Department of Psychiatry and Psychotherapy (Author)
  • Ghazaleh Soleimani - , University of Minnesota System (Author)
  • Rainer Spanagel - , Central Institute of Mental Health (CIMH) (Author)
  • Vaughn R. Steele - , Yale University (Author)
  • Susan F. Tapert - , University of California at San Diego (Author)
  • Sabine Vollstädt-Klein - , Heidelberg University  (Author)
  • Reagan R. Wetherill - , University of Pennsylvania (Author)
  • Katie Witkiewitz - , University of New Mexico (Author)
  • Kai Yuan - , Xidian University (Author)
  • Xiaochu Zhang - , University of Science and Technology of China (USTC) (Author)
  • Antonio Verdejo-Garcia - , Monash University (Author)
  • Marc N. Potenza - , TUD Dresden University of Technology (Author)
  • Amy C. Janes - , National Institutes of Health (NIH) (Author)
  • Hedy Kober - , Yale University (Author)
  • Anna Zilverstand - , University of Minnesota System (Author)
  • Hamed Ekhtiari - , University of Minnesota System, Laureate Institute for Brain Research (Author)

Abstract

IMPORTANCE: In 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.

OBJECTIVE: To 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 REVIEW: The 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.

FINDINGS: There 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 RELEVANCE: Based 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.

Details

Original languageEnglish
Pages (from-to)414-425
Number of pages12
JournalJAMA psychiatry
Volume81
Issue number4
Publication statusPublished - 3 Apr 2024
Peer-reviewedYes

External IDs

PubMedCentral PMC11304510
Scopus 85184891004
ORCID /0000-0001-5398-5569/work/175768372

Keywords

Keywords

  • Humans, Cues, Magnetic Resonance Imaging, Substance-Related Disorders/physiopathology, Biomarkers, Brain/diagnostic imaging, Functional Neuroimaging