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A Bayesian perspective on Biogen's aducanumab trial.

Publication ,  Journal Article
Temp, AGM; Ly, A; van Doorn, J; Wagenmakers, E-J; Tang, Y; Lutz, MW; Teipel, S
Published in: Alzheimers Dement
November 2022

This perspective is a companion to a recent editorial on the use of Bayesian analysis in clinical research. We aim to introduce and highlight the relevance and advantages that Bayesian inference offers to clinical trials using the data on the amyloid antibody aducanumab presented at a Food and Drug Administration hearing in November 2020 as an applied example. We apply Bayesian analysis of model plausibility and effect sizes based on simulated data of the two phase 3 trials of aducanumab in prodromal and mild dementia stages of Alzheimer's disease (AD). Bayesian analysis can quantify evidence in favor of, or against, the presence of an effect (i.e., provide evidence of absence), as well as assess the strength of the effect. This is in contrast to the binary conclusions provided by frequentist tests.

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Published In

Alzheimers Dement

DOI

EISSN

1552-5279

Publication Date

November 2022

Volume

18

Issue

11

Start / End Page

2341 / 2351

Location

United States

Related Subject Headings

  • Humans
  • Geriatrics
  • Clinical Trials, Phase III as Topic
  • Bayes Theorem
  • Antibodies, Monoclonal, Humanized
  • Amyloid beta-Peptides
  • Amyloid
  • Alzheimer Disease
  • 5202 Biological psychology
  • 3209 Neurosciences
 

Citation

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Temp, A. G. M., Ly, A., van Doorn, J., Wagenmakers, E.-J., Tang, Y., Lutz, M. W., & Teipel, S. (2022). A Bayesian perspective on Biogen's aducanumab trial. Alzheimers Dement, 18(11), 2341–2351. https://doi.org/10.1002/alz.12615
Temp, Anna G. M., Alexander Ly, Johnny van Doorn, Eric-Jan Wagenmakers, Yi Tang, Michael W. Lutz, and Stefan Teipel. “A Bayesian perspective on Biogen's aducanumab trial.Alzheimers Dement 18, no. 11 (November 2022): 2341–51. https://doi.org/10.1002/alz.12615.
Temp AGM, Ly A, van Doorn J, Wagenmakers E-J, Tang Y, Lutz MW, et al. A Bayesian perspective on Biogen's aducanumab trial. Alzheimers Dement. 2022 Nov;18(11):2341–51.
Temp, Anna G. M., et al. “A Bayesian perspective on Biogen's aducanumab trial.Alzheimers Dement, vol. 18, no. 11, Nov. 2022, pp. 2341–51. Pubmed, doi:10.1002/alz.12615.
Temp AGM, Ly A, van Doorn J, Wagenmakers E-J, Tang Y, Lutz MW, Teipel S. A Bayesian perspective on Biogen's aducanumab trial. Alzheimers Dement. 2022 Nov;18(11):2341–2351.
Journal cover image

Published In

Alzheimers Dement

DOI

EISSN

1552-5279

Publication Date

November 2022

Volume

18

Issue

11

Start / End Page

2341 / 2351

Location

United States

Related Subject Headings

  • Humans
  • Geriatrics
  • Clinical Trials, Phase III as Topic
  • Bayes Theorem
  • Antibodies, Monoclonal, Humanized
  • Amyloid beta-Peptides
  • Amyloid
  • Alzheimer Disease
  • 5202 Biological psychology
  • 3209 Neurosciences