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Placebo non-response measure in sequential parallel comparison design studies.

Publication ,  Journal Article
Rybin, D; Doros, G; Pencina, MJ; Fava, M
Published in: Stat Med
July 10, 2015

The Sequential Parallel Comparison Design (SPCD) is one of the novel approaches addressing placebo response. The analysis of SPCD data typically classifies subjects as 'placebo responders' or 'placebo non-responders'. Most current methods employed for analysis of SPCD data utilize only a part of the data collected during the trial. A repeated measures model was proposed for analysis of continuous outcomes that permitted the inclusion of information from all subjects into the treatment effect estimation. We describe here a new approach using a weighted repeated measures model that further improves the utilization of data collected during the trial, allowing the incorporation of information that is relevant to the placebo response, and dealing with the problem of possible misclassification of subjects. Our simulations show that when compared to the unweighted repeated measures model method, our approach performs as well or, under certain conditions, better, in preserving the type I error, achieving adequate power and minimizing the mean squared error.

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Published In

Stat Med

DOI

EISSN

1097-0258

Publication Date

July 10, 2015

Volume

34

Issue

15

Start / End Page

2281 / 2293

Location

England

Related Subject Headings

  • Statistics & Probability
  • Research Design
  • Randomized Controlled Trials as Topic
  • Placebos
  • Models, Statistical
  • Humans
  • 4905 Statistics
  • 4202 Epidemiology
  • 1117 Public Health and Health Services
  • 0104 Statistics
 

Citation

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Rybin, D., Doros, G., Pencina, M. J., & Fava, M. (2015). Placebo non-response measure in sequential parallel comparison design studies. Stat Med, 34(15), 2281–2293. https://doi.org/10.1002/sim.6494
Rybin, Denis, Gheorghe Doros, Michael J. Pencina, and Maurizio Fava. “Placebo non-response measure in sequential parallel comparison design studies.Stat Med 34, no. 15 (July 10, 2015): 2281–93. https://doi.org/10.1002/sim.6494.
Rybin D, Doros G, Pencina MJ, Fava M. Placebo non-response measure in sequential parallel comparison design studies. Stat Med. 2015 Jul 10;34(15):2281–93.
Rybin, Denis, et al. “Placebo non-response measure in sequential parallel comparison design studies.Stat Med, vol. 34, no. 15, July 2015, pp. 2281–93. Pubmed, doi:10.1002/sim.6494.
Rybin D, Doros G, Pencina MJ, Fava M. Placebo non-response measure in sequential parallel comparison design studies. Stat Med. 2015 Jul 10;34(15):2281–2293.
Journal cover image

Published In

Stat Med

DOI

EISSN

1097-0258

Publication Date

July 10, 2015

Volume

34

Issue

15

Start / End Page

2281 / 2293

Location

England

Related Subject Headings

  • Statistics & Probability
  • Research Design
  • Randomized Controlled Trials as Topic
  • Placebos
  • Models, Statistical
  • Humans
  • 4905 Statistics
  • 4202 Epidemiology
  • 1117 Public Health and Health Services
  • 0104 Statistics