Assessment of blinding in pharmacotherapy and noninvasive neuromodulation randomized controlled trials for neuropathic pain in adults

In randomized controlled trials (RCTs), study participants and research personnel are often blinded to minimize biases related to knowing treatment allocation. To determine if blinding was effective, participants may be asked which treatment they believe they received (“treatment guess”). This descriptive review characterized blinding assessment (BA) reporting in pharmacotherapy and neuromodulation neuropathic pain RCTs. Of 288 papers, 36 (12.5%) reported a BA. One paper reported the results of 2 studies, so in total 37 studies with a BA were assessed. Of these, 19 were crossover, 17 parallel, and 1 partial crossover in design. All 37 studies assessed participant blinding, and 10 also assessed investigator blinding. Approximately 27% included an “unsure” answer option for treatment guess, and 38% asked the reason for the guess. There were no clear patterns in BA reporting across time nor based on treatment type. Seventeen trials provided sufficient data to calculate Bang Blinding Index (BI) to determine blinding success. Participants remained blinded (BI = 0 ± 0.2) in 10/17 placebo and 10/17 treatment arms, 6 placebo and 5 treatment arms had a BI > 0.2 suggesting possible unblinding, whereas 1 placebo and 2 treatment arms had a BI < −0.2 suggesting misinformed guessing. Overall, we found that BAs are done in a minority of published neuropathic pain trials and with variable methodology. Given the importance of minimizing risk of bias because of treatment unblinding, future studies should consider including BAs, and further consensus building is necessary to determine if and how BAs should be conducted and interpreted in analgesic clinical trials.

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Journal
UCL Discovery (University College London)
Published
2026-11-01
Primary Topic
Statistical Methods in Clinical Trials
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article
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article

Assessment of blinding in pharmacotherapy and noninvasive neuromodulation randomized controlled trials for neuropathic pain in adults

TJ Price, Dlh Bennett, JD Wandrey, D Hohenschurz-Schmidt et al.
UCL Discovery (University College London)
Statistical Methods in Clinical Trials
article

Assessment of blinding in pharmacotherapy and noninvasive neuromodulation randomized controlled trials for neuropathic pain in adults

TJ Price, Dlh Bennett, JD Wandrey, D Hohenschurz-Schmidt, J Belton, ASC Rice, MC Ferraro, N Taule-Lim, T Istri Pramitasuri, F Talkington, M Zunaid, BH Smith, X Moisset, D Ciampi de Andrade, NB Finnerup, N Soliman, H Kemp, J Vollert, N Attal, EK Enax-Krumova, B Gwyther, K Hosomi, I Gilron, SN Raja, PM Dougherty, R Baron, S Haroutounian, E McNicol, A Truini, J Phalip, L Colloca, LT Montag, TV Salomons, QV Than, AJ Hietaharju, M Calvo, L Vase, PR Kamerman
article en

Abstract

In randomized controlled trials (RCTs), study participants and research personnel are often blinded to minimize biases related to knowing treatment allocation. To determine if blinding was effective, participants may be asked which treatment they believe they received (“treatment guess”). This descriptive review characterized blinding assessment (BA) reporting in pharmacotherapy and neuromodulation neuropathic pain RCTs. Of 288 papers, 36 (12.5%) reported a BA. One paper reported the results of 2 studies, so in total 37 studies with a BA were assessed. Of these, 19 were crossover, 17 parallel, and 1 partial crossover in design. All 37 studies assessed participant blinding, and 10 also assessed investigator blinding. Approximately 27% included an “unsure” answer option for treatment guess, and 38% asked the reason for the guess. There were no clear patterns in BA reporting across time nor based on treatment type. Seventeen trials provided sufficient data to calculate Bang Blinding Index (BI) to determine blinding success. Participants remained blinded (BI = 0 ± 0.2) in 10/17 placebo and 10/17 treatment arms, 6 placebo and 5 treatment arms had a BI > 0.2 suggesting possible unblinding, whereas 1 placebo and 2 treatment arms had a BI < −0.2 suggesting misinformed guessing. Overall, we found that BAs are done in a minority of published neuropathic pain trials and with variable methodology. Given the importance of minimizing risk of bias because of treatment unblinding, future studies should consider including BAs, and further consensus building is necessary to determine if and how BAs should be conducted and interpreted in analgesic clinical trials.

UCL Discovery (University College London)
Siriraj Hospital (TH), The University of Texas MD Anderson Cancer Center (US), Inserm (FR), Pontificia Universidad Católica de Chile (CL), Massachusetts College of Pharmacy and Health Sciences (US), University of Dundee (GB), Université de Versailles Saint-Quentin-en-Yvelines (FR), Université Clermont Auvergne (FR), Aarhus University (DK), Washington University in St. Louis (US), Queen's University (CA), University of Exeter (GB), Da Nang Hospital (VN), The Royal Free Hospital (GB), UNSW Sydney (AU), Christian-Albrechts-Universität zu Kiel (DE), University of Oxford (GB), Physiopathologie et pharmacologie de la douleur et de la migraine (FR), Tampere University Hospital (FI), Centre Hospitalier Universitaire de Clermont-Ferrand (FR), Hôpital Ambroise-Paré (FR), BG University Hospital Bergmannsheil Bochum (DE), Danish Pain Research Center (DK), Imperial College London (GB), Sapienza University of Rome (IT), Ruhr University Bochum (DE), The University of Osaka (JP)
Good health and well-being
Openalex Percentile: Top 12%
Statistical Methods in Clinical Trials
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