4.5 Article

How representative are neuroimaging samples? Large-scale evidence for trait anxiety differences between fMRI and behaviour-only research participants

Journal

SOCIAL COGNITIVE AND AFFECTIVE NEUROSCIENCE
Volume 16, Issue 10, Pages 1057-1070

Publisher

OXFORD UNIV PRESS
DOI: 10.1093/scan/nsab057

Keywords

trait anxiety; neuroimaging; behaviour; sampling bias

Funding

  1. Wellcome Trust [218642/Z/19/Z, 101798/Z/13/Z]
  2. Caltech Conte Center for the Neurobiology of Social Decision-Making (NIMH) [P50MH094258]
  3. National Institute on Drug Abuse [R01 DA040011]
  4. Medical Research Foundation Equipment Competition Grant [C0497]
  5. Medical Research Council Career Development Award [MR/K024280/1]
  6. German Research Foundation (DFG) [SFB/TRR 58, SCHW1357/14-1, SCHW1357/16-1]
  7. Swiss Centre for Affective Sciences
  8. NIHR UCLH Biomedical Research Centre Fellowship
  9. Max Planck Society
  10. UCL NIHR BRC
  11. NIHR Oxford Health Biomedical Research Centre
  12. NIHR Oxford cognitive health Clinical Research Facility
  13. National Institute of Mental Health [R01 MH071589, R01 MH112517]
  14. Netherlands Organisation for Scientific Research [453-14-015]
  15. Ammodo Science Award
  16. Intramural Research Program, National Institute of Mental Health [ZIAMH002798, NCT00026559]
  17. European Research Council [ERC_CoG-2017_772337]
  18. Wellcome Trust-NIH PhD Studentship [200934/Z/16/Z]

Ask authors/readers for more resources

The study found that participants in fMRI studies tend to have lower levels of trait anxiety compared to participants in behavior-only studies, potentially leading to a sampling or self-selection bias. It is important to assess trait anxiety during recruitment and implement appropriate screening procedures or sampling strategies to mitigate this bias.
Over the past three decades, functional magnetic resonance imaging (fMRI) has become crucial to study how cognitive processes are implemented in the human brain. However, the question of whether participants recruited into fMRI studies differ from participants recruited into other study contexts has received little to no attention. This is particularly pertinent when effects fail to generalize across study contexts: for example, a behavioural effect discovered in a non-imaging context not replicating in a neuroimaging environment. Here, we tested the hypothesis, motivated by preliminary findings (N=272), that fMRI participants differ from behaviour-only participants on one fundamental individual difference variable: trait anxiety. Analysing trait anxiety scores and possible confounding variables from healthy volunteers across multiple institutions (N = 3317), we found robust support for lower trait anxiety in fMRI study participants, consistent with a sampling or self-selection bias. The bias was larger in studies that relied on phone screening (compared with full in-person psychiatric screening), recruited at least partly from convenience samples (compared with community samples), and in pharmacology studies. Our findings highlight the need for surveying trait anxiety at recruitment and for appropriate screening procedures or sampling strategies to mitigate this bias.

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