Binary Data Analysis of Randomized Clinical Trials with Noncompliance (eBook)

Kung-Jong Lui (Autor)

eBook Download: EPUB

2011 | 1. Auflage
330 Seiten
John Wiley & Sons (Verlag)
978-1-119-99390-2 (ISBN)

Infos

It is quite common in a randomized clinical trial (RCT) to
encounter patients who do not comply with their assigned treatment.
Since noncompliance often occurs non-randomly, the commonly-used
approaches, including both the as-treated (AT) and as-protocol (AP)
analysis, and the intent-to-treat (ITT) (or as-randomized)
analysis, are all well known to possibly produce a biased inference
of the treatment efficacy.

This book provides a systematic and organized approach to
analyzing data for RCTs with noncompliance under the most
frequently-encountered situations. These include parallel sampling,
stratified sampling, cluster sampling, parallel sampling with
subsequent missing outcomes, and a series of dependent Bernoulli
sampling for repeated measurements. The author provides a
comprehensive approach by using contingency tables to illustrate
the latent probability structure of observed data. Using real-life
examples, computer-simulated data and exercises in each chapter,
the book illustrates the underlying theory in an accessible, and
easy to understand way.

Key features:

* Consort-flow diagrams and numerical examples are used to
illustrate the bias of commonly used approaches, such as, AT
analysis, AP analysis and ITT analysis for a RCT with
noncompliance.

* Real-life examples are used throughout the book to explain the
practical usefulness of test procedures and estimators.

* Each chapter is self-contained, allowing the book to be used as
a reference source.

* Includes SAS programs which can be easily modified in
calculating the required sample size.

Biostatisticians, clinicians, researchers and data analysts
working in pharmaceutical industries will benefit from this book.
This text can also be used as supplemental material for a course
focusing on clinical statistics or experimental trials in
epidemiology, psychology and sociology.

Autor

Kung-Jong Lui, Department of Mathematics and Statistics, San Diego State University, USA.

Inhalt

Preface. A bout the author.

1 Randomized clinical trials with noncompliance: issues,
definitions and problems of commonly used analyses.

1.1 Randomized encouragement design (RED).

1.2 Randomized consent designs.

1.3 Treatment efficacy versus programmatic effectiveness.

1.4 Definitions of commonly used terms and assumptions.

1.5 Mmost commonly used analyses for a RCT with
noncompliance.

Exercises.

2 Randomized clinical trials with noncompliance under
parallel groups design.

2.1 Testing superiority.

2.2 Testing noninferiority.

2.3 Testing equivalence.

2.4 Interval estimation.

2.5 Sample size determination.

2.6 Risk model-based approach.

Exercises.

Appendix.

3 Randomized clinical trials with noncompliance in stratified
sampling.

3.1 Testing superiority.

3.2 Testing noninferiority.

3.3 Testing equivalence .

3.4 Interval estimation.

3.5 Test homogeneity of index in large strata.

Exercises.

Appendix.

4 Randomized clinical trials with noncompliance under cluster
sampling.

4.1 Testing superiority.

4.2 Testing noninferiority.

4.3 Testing equivalence.

4.4 Interval estimation.

4.5 Sample size determination.

4.6 An alternative randomization-based approach.

Exercises.

Appendix.

5 Randomized clinical trials with both noncompliance and
subsequent missing outcomes.

5.1 Testing superiority.

5.2 Testing noninferiority.

5.3 Testing equivalence.

5.4 Interval estimation.

5.5 Sample size determination.

5.6 An alternative missing at random (MAR) model.

Exercises.

Appendix.

6 Randomized clinical trials with noncompliance in repeated
binary measurements.

6.1 Testing superiority.

6.2 Testing noninferiority.

6.3 Testing equivalence.

6.4 Interval estimation.

6.5 Sample size determination.

Exercises.

References.

Index.

Rezensionen

"The book would be well-suited as a reference for biostatisticians, clinicians, researchers, and data analysts - and it would be useful as supplemental reading for academic courses in a variety of related fields." (Book News, 1 August 2011)

Produkt-Details

• Erscheint lt. Verlag: 31.3.2011
• Reihe/Serie: Statistics in Practice
• Reihe/Serie: Statistics in Practice
• Sprache: englisch
• Themenwelt: Mathematik / Informatik ► Mathematik ► Wahrscheinlichkeit / Kombinatorik
• Themenwelt: Medizin / Pharmazie ► Medizinische Fachgebiete
• Themenwelt: Studium ► Querschnittsbereiche ► Epidemiologie / Med. Biometrie
• Schlagworte: biometrics • Biometrie • Clinical Trials • Klinische Studien • Medical Science • Medical Statistics & Epidemiology • Medizin • Medizinische Statistik u. Epidemiologie • Statistics • Statistik
• ISBN-10: 1-119-99390-3 / 1119993903
• ISBN-13: 978-1-119-99390-2 / 9781119993902