Literature DB >> 26150090

Confusing placebo effect with natural history in epilepsy: A big data approach.

Daniel M Goldenholz1, Robert Moss2, Jonathan Scott3, Sungyoung Auh4, William H Theodore1.   

Abstract

For unknown reasons, placebos reduce seizures in clinical trials in many patients. It is also unclear why some drugs showing statistical superiority to placebo in one trial may fail to do so in another. Using Seizuretracker.com, a patient-centered database of 684,825 seizures, we simulated "placebo" and "drug" trials. These simulations were employed to clarify the sources of placebo effects in epilepsy, and to identify methods of diminishing placebo effects. Simulation 1 included 9 trials with a 6-week baseline and 6-week test period, starting at time 0, 3, 6…24 months. Here, "placebo" reduced seizures regardless of study start time. Regression-to-the-mean persisted only for 3 to 6 months. Simulation 2 comprised a 6-week baseline and then 2 years of follow-up. Seizure frequencies continued to improve throughout follow-up. Although the group improved, individuals switched from improvement to worsening and back. Simulation 3 involved a placebo-controlled "drug" trial, to explore methods of placebo response reduction. An efficacious "drug" failed to demonstrate a significant effect compared with "placebo" (p = 0.12), although modifications either in study start time (p = 0.025) or baseline population reduction (p = 0.0028) allowed the drug to achieve a statistically significant effect compared with placebo. In epilepsy clinical trials, some seizure reduction traditionally attributed to placebo effect may reflect the natural course of the disease itself. Understanding these dynamics will allow future investigations into optimal clinical trial design and may lead to identification of more effective therapies. Ann Neurol 2015;78:329-336.
© 2015 American Neurological Association.

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Year:  2015        PMID: 26150090      PMCID: PMC4546516          DOI: 10.1002/ana.24470

Source DB:  PubMed          Journal:  Ann Neurol        ISSN: 0364-5134            Impact factor:   10.422


  26 in total

1.  Magnitude of the placebo effect in randomized trials of antiepileptic agents.

Authors:  Jorge G. Burneo; Victor M. Montori; Edward Faught
Journal:  Epilepsy Behav       Date:  2002-12       Impact factor: 2.937

2.  Regression to the mean: treatment effect without the intervention.

Authors:  Veronica Morton; David J Torgerson
Journal:  J Eval Clin Pract       Date:  2005-02       Impact factor: 2.431

Review 3.  Factors determining response to antiepileptic drugs in randomized controlled trials. A systematic review and meta-analysis.

Authors:  Sylvain Rheims; Emilio Perucca; Michel Cucherat; Philippe Ryvlin
Journal:  Epilepsia       Date:  2011-01-26       Impact factor: 5.864

4.  How long does it take for epilepsy to become intractable? A prospective investigation.

Authors:  Anne T Berg; Barbara G Vickrey; Francine M Testa; Susan R Levy; Shlomo Shinnar; Frances DiMario; Susan Smith
Journal:  Ann Neurol       Date:  2006-07       Impact factor: 10.422

5.  An estimate of placebo effect of repetitive transcranial magnetic stimulation in epilepsy.

Authors:  Erica Hyunji Bae; William H Theodore; Felipe Fregni; Roberto Cantello; Alvaro Pascual-Leone; Alexander Rotenberg
Journal:  Epilepsy Behav       Date:  2011-01-07       Impact factor: 2.937

6.  An online diary for tracking epilepsy.

Authors:  Scheherazade Le; Patricia O Shafer; Eyal Bartfeld; Robert S Fisher
Journal:  Epilepsy Behav       Date:  2011-10-04       Impact factor: 2.937

7.  A randomized, double-blind, placebo-controlled study of the efficacy, safety, and tolerability of adjunctive carisbamate treatment in patients with partial-onset seizures.

Authors:  Jonathan J Halford; Elinor Ben-Menachem; Patrick Kwan; Seth Ness; Jennifer Schmitt; Mariëlle Eerdekens; Gerald Novak
Journal:  Epilepsia       Date:  2011-02-14       Impact factor: 5.864

8.  Epilepsy: accuracy of patient seizure counts.

Authors:  Christian Hoppe; Annkathrin Poepel; Christian E Elger
Journal:  Arch Neurol       Date:  2007-11

Review 9.  The enigma of placebo effects in drug-refractory epilepsies.

Authors:  Günter Krämer
Journal:  Epilepsia       Date:  2013-05       Impact factor: 5.864

Review 10.  Greater response to placebo in children than in adults: a systematic review and meta-analysis in drug-resistant partial epilepsy.

Authors:  Sylvain Rheims; Michel Cucherat; Alexis Arzimanoglou; Philippe Ryvlin
Journal:  PLoS Med       Date:  2008-08-12       Impact factor: 11.069

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  23 in total

Review 1.  Response to placebo in clinical epilepsy trials--Old ideas and new insights.

Authors:  Daniel M Goldenholz; Shira R Goldenholz
Journal:  Epilepsy Res       Date:  2016-02-10       Impact factor: 3.045

Review 2.  Clinical Research Informatics: Supporting the Research Study Lifecycle.

Authors:  S B Johnson
Journal:  Yearb Med Inform       Date:  2017-09-11

3.  Does accounting for seizure frequency variability increase clinical trial power?

Authors:  Daniel M Goldenholz; Shira R Goldenholz; Robert Moss; Jacqueline French; Daniel Lowenstein; Ruben Kuzniecky; Sheryl Haut; Sabrina Cristofaro; Kamil Detyniecki; John Hixson; Philippa Karoly; Mark Cook; Alex Strashny; William H Theodore; Carl Pieper
Journal:  Epilepsy Res       Date:  2017-07-25       Impact factor: 3.045

4.  A big data approach to the development of mixed-effects models for seizure count data.

Authors:  Joseph J Tharayil; Sharon Chiang; Robert Moss; John M Stern; William H Theodore; Daniel M Goldenholz
Journal:  Epilepsia       Date:  2017-03-30       Impact factor: 5.864

5.  Long-Term Safety, Tolerability, and Efficacy of Cannabidiol in Children with Refractory Epilepsy: Results from an Expanded Access Program in the US.

Authors:  Tristan T Sands; Shahryar Rahdari; Michael S Oldham; Eduardo Caminha Nunes; Nicole Tilton; Maria Roberta Cilio
Journal:  CNS Drugs       Date:  2019-01       Impact factor: 5.749

6.  Different as night and day: Patterns of isolated seizures, clusters, and status epilepticus.

Authors:  Daniel M Goldenholz; Kshitiz Rakesh; Kush Kapur; Marina Gaínza-Lein; Ryan Hodgeman; Robert Moss; William H Theodore; Tobias Loddenkemper
Journal:  Epilepsia       Date:  2018-04-23       Impact factor: 5.864

7.  Comparison of brand versus generic antiepileptic drug adverse event reporting rates in the U.S. Food and Drug Administration Adverse Event Reporting System (FAERS).

Authors:  Md Motiur Rahman; Yasser Alatawi; Ning Cheng; Jingjing Qian; Annya V Plotkina; Peggy L Peissig; Richard L Berg; David Page; Richard A Hansen
Journal:  Epilepsy Res       Date:  2017-06-13       Impact factor: 3.045

8.  Natural variability in seizure frequency: Implications for trials and placebo.

Authors:  Juan Romero; Phil Larimer; Bernard Chang; Shira R Goldenholz; Daniel M Goldenholz
Journal:  Epilepsy Res       Date:  2020-03-06       Impact factor: 3.045

9.  Common data elements for epilepsy mobile health systems.

Authors:  Daniel M Goldenholz; Robert Moss; David A Jost; Nathan E Crone; Gregory Krauss; Rosalind Picard; Chiara Caborni; Jose E Cavazos; John Hixson; Tobias Loddenkemper; Tracy Dixon Salazar; Laura Lubbers; Lauren C Harte-Hargrove; Vicky Whittemore; Jonas Duun-Henriksen; Eric Dolan; Nitish Kasturia; Mark Oberemk; Mark J Cook; Mark Lehmkuhle; Michael R Sperling; Patricia O Shafer
Journal:  Epilepsia       Date:  2018-03-31       Impact factor: 5.864

10.  A multi-dataset time-reversal approach to clinical trial placebo response and the relationship to natural variability in epilepsy.

Authors:  Daniel M Goldenholz; Alex Strashny; Mark Cook; Robert Moss; William H Theodore
Journal:  Seizure       Date:  2017-10-23       Impact factor: 3.184

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