Literature DB >> 26011024

Continuous versus group sequential analysis for post-market drug and vaccine safety surveillance.

I R Silva1,2, M Kulldorff1.   

Abstract

The use of sequential statistical analysis for post-market drug safety surveillance is quickly emerging. Both continuous and group sequential analysis have been used, but consensus is lacking as to when to use which approach. We compare the statistical performance of continuous and group sequential analysis in terms of type I error probability; statistical power; expected time to signal when the null hypothesis is rejected; and the sample size required to end surveillance without rejecting the null. We present a mathematical proposition to show that for any group sequential design there always exists a continuous sequential design that is uniformly better. As a consequence, it is shown that more frequent testing is always better. Additionally, for a Poisson based probability model and a flat rejection boundary in terms of the log likelihood ratio, we compare the performance of various continuous and group sequential designs. Using exact calculations, we found that, for the parameter settings used, there is always a continuous design with shorter expected time to signal than the best group design. The two key conclusions from this article are (i) that any post-market safety surveillance system should attempt to obtain data as frequently as possible, and (ii) that sequential testing should always be performed when new data arrives without deliberately waiting for additional data.
© 2015, The International Biometric Society.

Entities:  

Keywords:  Exact sequential analysis; Expected time to signal; Post-market safety surveillance; Uniformly better sequential design

Mesh:

Year:  2015        PMID: 26011024      PMCID: PMC4888780          DOI: 10.1111/biom.12324

Source DB:  PubMed          Journal:  Biometrics        ISSN: 0006-341X            Impact factor:   2.571


  13 in total

1.  Challenges in the design and analysis of sequentially monitored postmarket safety surveillance evaluations using electronic observational health care data.

Authors:  Jennifer C Nelson; Andrea J Cook; Onchee Yu; Clara Dominguez; Shanshan Zhao; Sharon K Greene; Bruce H Fireman; Steven J Jacobsen; Eric S Weintraub; Lisa A Jackson
Journal:  Pharmacoepidemiol Drug Saf       Date:  2012-01       Impact factor: 2.890

2.  Real-time vaccine safety surveillance for the early detection of adverse events.

Authors:  Tracy A Lieu; Martin Kulldorff; Robert L Davis; Edwin M Lewis; Eric Weintraub; Katherine Yih; Ruihua Yin; Jeffrey S Brown; Richard Platt
Journal:  Med Care       Date:  2007-10       Impact factor: 2.983

3.  Curtailment in single-arm two-stage phase II oncology trials.

Authors:  Cornelia U Kunz; Meinhard Kieser
Journal:  Biom J       Date:  2012-05-18       Impact factor: 2.207

4.  Curtailed two-stage designs in Phase II clinical trials.

Authors:  Yunchan Chi; Chia-Min Chen
Journal:  Stat Med       Date:  2008-12-20       Impact factor: 2.373

5.  Optimal two-stage designs for phase II clinical trials.

Authors:  R Simon
Journal:  Control Clin Trials       Date:  1989-03

6.  A multiple testing procedure for clinical trials.

Authors:  P C O'Brien; T R Fleming
Journal:  Biometrics       Date:  1979-09       Impact factor: 2.571

7.  Measles-mumps-rubella-varicella combination vaccine and the risk of febrile seizures.

Authors:  Nicola P Klein; Bruce Fireman; W Katherine Yih; Edwin Lewis; Martin Kulldorff; Paula Ray; Roger Baxter; Simon Hambidge; James Nordin; Allison Naleway; Edward A Belongia; Tracy Lieu; James Baggs; Eric Weintraub
Journal:  Pediatrics       Date:  2010-06-29       Impact factor: 7.124

8.  Active surveillance for adverse events: the experience of the Vaccine Safety Datalink project.

Authors:  W Katherine Yih; Martin Kulldorff; Bruce H Fireman; Irene M Shui; Edwin M Lewis; Nicola P Klein; James Baggs; Eric S Weintraub; Edward A Belongia; Allison Naleway; Julianne Gee; Richard Platt; Tracy A Lieu
Journal:  Pediatrics       Date:  2011-04-18       Impact factor: 7.124

9.  Sequential generalized likelihood ratio tests for vaccine safety evaluation.

Authors:  Mei-Chiung Shih; Tze Leung Lai; Joseph F Heyse; Jie Chen
Journal:  Stat Med       Date:  2010-11-20       Impact factor: 2.373

10.  Real-time surveillance to assess risk of intussusception and other adverse events after pentavalent, bovine-derived rotavirus vaccine.

Authors:  Edward A Belongia; Stephanie A Irving; Irene M Shui; Martin Kulldorff; Edwin Lewis; Ruihua Yin; Tracy A Lieu; Eric Weintraub; W Katherine Yih; Rong Li; James Baggs
Journal:  Pediatr Infect Dis J       Date:  2010-01       Impact factor: 2.129

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  9 in total

1.  Conditional power as an aid in making interim decisions in observational studies.

Authors:  Alexander Muir Walker
Journal:  Eur J Epidemiol       Date:  2018-05-28       Impact factor: 8.082

2.  Exact conditional maximized sequential probability ratio test adjusted for covariates.

Authors:  Ivair R Silva; Lingling Li; Martin Kulldorff
Journal:  Seq Anal       Date:  2019-05-13       Impact factor: 0.927

3.  Alpha spending for historical versus surveillance Poisson data with CMaxSPRT.

Authors:  Ivair R Silva; Wilson M Lopes; Philipe Dias; W Katherine Yih
Journal:  Stat Med       Date:  2019-01-28       Impact factor: 2.373

4.  Type I Error Probability Spending for Post-Market Drug and Vaccine Safety Surveillance With Poisson Data.

Authors:  Ivair R Silva
Journal:  Methodol Comput Appl Probab       Date:  2017-08-03       Impact factor: 1.147

Review 5.  Sources of Safety Data and Statistical Strategies for Design and Analysis: Postmarket Surveillance.

Authors:  Rima Izem; Matilde Sanchez-Kam; Haijun Ma; Richard Zink; Yueqin Zhao
Journal:  Ther Innov Regul Sci       Date:  2018-01-08       Impact factor: 1.778

6.  Active Monitoring of Adverse Drug Reactions with Neural Network Technology.

Authors:  Tao Wu; Chang-Chun Gao; Jing-Sheng Lin; Jia-Ling Zha
Journal:  Chin Med J (Engl)       Date:  2017-06-20       Impact factor: 2.628

7.  Use of routinely collected electronic healthcare data for postlicensure vaccine safety signal detection: a systematic review.

Authors:  Yonatan Moges Mesfin; Allen Cheng; Jock Lawrie; Jim Buttery
Journal:  BMJ Glob Health       Date:  2019-07-08

8.  A Synthesis of Current Surveillance Planning Methods for the Sequential Monitoring of Drug and Vaccine Adverse Effects Using Electronic Health Care Data.

Authors:  Jennifer C Nelson; Robert Wellman; Onchee Yu; Andrea J Cook; Judith C Maro; Rita Ouellet-Hellstrom; Denise Boudreau; James S Floyd; Susan R Heckbert; Simone Pinheiro; Marsha Reichman; Azadeh Shoaibi
Journal:  EGEMS (Wash DC)       Date:  2016-09-06

Review 9.  Near real-time vaccine safety surveillance using electronic health records-a systematic review of the application of statistical methods.

Authors:  Andreia Leite; Nick J Andrews; Sara L Thomas
Journal:  Pharmacoepidemiol Drug Saf       Date:  2016-01-28       Impact factor: 2.890

  9 in total

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