Methods and Applications of Sample Size Calculation and Recalculation in Clinical Trials

Methods and Applications of Sample Size Calculation and Recalculation in Clinical Trials
Author :
Publisher : Springer Nature
Total Pages : 391
Release :
ISBN-10 : 9783030495282
ISBN-13 : 3030495280
Rating : 4/5 (82 Downloads)

Synopsis Methods and Applications of Sample Size Calculation and Recalculation in Clinical Trials by : Meinhard Kieser

This book provides an extensive overview of the principles and methods of sample size calculation and recalculation in clinical trials. Appropriate calculation of the required sample size is crucial for the success of clinical trials. At the same time, a sample size that is too small or too large is problematic due to ethical, scientific, and economic reasons. Therefore, state-of-the art methods are required when planning clinical trials. Part I describes a general framework for deriving sample size calculation procedures. This enables an understanding of the common principles underlying the numerous methods presented in the following chapters. Part II addresses the fixed sample size design, where the required sample size is determined in the planning stage and is not changed afterwards. It covers sample size calculation methods for superiority, non-inferiority, and equivalence trials, as well as comparisons between two and more than two groups. A wide range of further topics is discussed, including sample size calculation for multiple comparisons, safety assessment, and multi-regional trials. There is often some uncertainty about the assumptions to be made when calculating the sample size upfront. Part III presents methods that allow to modify the initially specified sample size based on new information that becomes available during the ongoing trial. Blinded sample size recalculation procedures for internal pilot study designs are considered, as well as methods for sample size reassessment in adaptive designs that use unblinded data from interim analyses. The application is illustrated using numerous clinical trial examples, and software code implementing the methods is provided. The book offers theoretical background and practical advice for biostatisticians and clinicians from the pharmaceutical industry and academia who are involved in clinical trials. Covering basic as well as more advanced and recently developed methods, it is suitable for beginners, experienced applied statisticians, and practitioners. To gain maximum benefit, readers should be familiar with introductory statistics. The content of this book has been successfully used for courses on the topic.

Sample Size Calculations in Clinical Research, Second Edition

Sample Size Calculations in Clinical Research, Second Edition
Author :
Publisher : CRC Press
Total Pages : 481
Release :
ISBN-10 : 9781439870938
ISBN-13 : 1439870934
Rating : 4/5 (38 Downloads)

Synopsis Sample Size Calculations in Clinical Research, Second Edition by : Shein-Chung Chow

Focusing on an integral part of pharmaceutical development, Sample Size Calculations in Clinical Research, Second Edition presents statistical procedures for performing sample size calculations during various phases of clinical research and development. It provides sample size formulas and procedures for testing equality, noninferiority/superiority, and equivalence. A comprehensive and unified presentation of statistical concepts and practical applications, this book highlights the interactions between clinicians and biostatisticians, includes a well-balanced summary of current and emerging clinical issues, and explores recently developed statistical methodologies for sample size calculation. Whenever possible, each chapter provides a brief history or background, regulatory requirements, statistical designs and methods for data analysis, real-world examples, future research developments, and related references. One of the few books to systematically summarize clinical research procedures, this edition contains new chapters that focus on three key areas of this field. Incorporating the material of this book in your work will help ensure the validity and, ultimately, the success of your clinical studies.

Sample Size Calculations in Clinical Research

Sample Size Calculations in Clinical Research
Author :
Publisher : CRC Press
Total Pages : 352
Release :
ISBN-10 : 9780824748234
ISBN-13 : 0824748239
Rating : 4/5 (34 Downloads)

Synopsis Sample Size Calculations in Clinical Research by : Shein-Chung Chow

Sample size calculation plays an important role in clinical research. It is not uncommon, however, to observe discrepancies among study objectives (or hypotheses), study design, statistical analysis (or test statistic), and sample size calculation. Focusing on sample size calculation for studies conducted during the various phases of clinical research and development, Sample Size Calculation in Clinical Research explores the causes of discrepancies and how to avoid them. This volume provides formulas and procedures for determination of sample size required not only for testing equality, but also for testing non-inferiority/superiority, and equivalence (similarity) based on both untransformed (raw) data and log-transformed data under a parallel-group design or a crossover design with equal or unequal ratio of treatment allocations. It contains a comprehensive and unified presentation of statistical procedures for sample size calculation that are commonly employed at various phases of clinical development. Each chapter includes, whenever possible, real examples of clinical studies from therapeutic areas such as cardiovascular, central nervous system, anti-infective, oncology, and women's health to demonstrate the clinical and statistical concepts, interpretations, and their relationships and interactions. The book highlights statistical procedures for sample size calculation and justification that are commonly employed in clinical research and development. It provides clear, illustrated explanations of how the derived formulas and/or statistical procedures can be used.

Sample Size Calculations in Clinical Research

Sample Size Calculations in Clinical Research
Author :
Publisher : CRC Press
Total Pages : 510
Release :
ISBN-10 : 9781351727129
ISBN-13 : 1351727125
Rating : 4/5 (29 Downloads)

Synopsis Sample Size Calculations in Clinical Research by : Shein-Chung Chow

Praise for the Second Edition: "... this is a useful, comprehensive compendium of almost every possible sample size formula. The strong organization and carefully defined formulae will aid any researcher designing a study." -Biometrics "This impressive book contains formulae for computing sample size in a wide range of settings. One-sample studies and two-sample comparisons for quantitative, binary, and time-to-event outcomes are covered comprehensively, with separate sample size formulae for testing equality, non-inferiority, and equivalence. Many less familiar topics are also covered ..." – Journal of the Royal Statistical Society Sample Size Calculations in Clinical Research, Third Edition presents statistical procedures for performing sample size calculations during various phases of clinical research and development. A comprehensive and unified presentation of statistical concepts and practical applications, this book includes a well-balanced summary of current and emerging clinical issues, regulatory requirements, and recently developed statistical methodologies for sample size calculation. Features: Compares the relative merits and disadvantages of statistical methods for sample size calculations Explains how the formulae and procedures for sample size calculations can be used in a variety of clinical research and development stages Presents real-world examples from several therapeutic areas, including cardiovascular medicine, the central nervous system, anti-infective medicine, oncology, and women’s health Provides sample size calculations for dose response studies, microarray studies, and Bayesian approaches This new edition is updated throughout, includes many new sections, and five new chapters on emerging topics: two stage seamless adaptive designs, cluster randomized trial design, zero-inflated Poisson distribution, clinical trials with extremely low incidence rates, and clinical trial simulation.

Sample Sizes for Clinical Trials

Sample Sizes for Clinical Trials
Author :
Publisher : CRC Press
Total Pages : 330
Release :
ISBN-10 : 9781584887409
ISBN-13 : 1584887400
Rating : 4/5 (09 Downloads)

Synopsis Sample Sizes for Clinical Trials by : Steven A. Julious

Drawing on various real-world applications, Sample Sizes for Clinical Trials takes readers through the process of calculating sample sizes for many types of clinical trials. It provides descriptions of the calculations with a practical emphasis.Focusing on normal, binary, ordinal, and survival data, the book explores a range of trials, including su

Sample Size Calculations in Clinical Research

Sample Size Calculations in Clinical Research
Author :
Publisher : Chapman & Hall/CRC
Total Pages : 0
Release :
ISBN-10 : 1138740985
ISBN-13 : 9781138740983
Rating : 4/5 (85 Downloads)

Synopsis Sample Size Calculations in Clinical Research by : Shein-Chung Chow

Like the well-regarded and bestselling second edition, Sample Size Calculations in Clinical Research, Third Edition, presents statistical procedures for performing sample size calculations during various phases of clinical research and development. This new edition contains updates and four new chapters written specifically for this version.

Sample Size Tables for Clinical Studies

Sample Size Tables for Clinical Studies
Author :
Publisher : John Wiley & Sons
Total Pages : 319
Release :
ISBN-10 : 9781444357967
ISBN-13 : 1444357964
Rating : 4/5 (67 Downloads)

Synopsis Sample Size Tables for Clinical Studies by : David Machin

This book provides statisticians and researchers with the statistical tools - equations, formulae and numerical tables - to design and plan clinical studies and carry out accurate, reliable and reproducible analysis of the data so obtained. There is no way around this as incorrect procedure in clinical studies means that the researcher's paper will not be accepted by a peer-reviewed journal. Planning and analysing clinical studies is a very complicated business and this book provides indispensible factual information. Please go to http://booksupport.wiley.com and enter 9781405146500 to easily download the supporting materials.

Sample Size Determination in Clinical Trials with Multiple Endpoints

Sample Size Determination in Clinical Trials with Multiple Endpoints
Author :
Publisher : Springer
Total Pages : 98
Release :
ISBN-10 : 9783319220055
ISBN-13 : 3319220055
Rating : 4/5 (55 Downloads)

Synopsis Sample Size Determination in Clinical Trials with Multiple Endpoints by : Takashi Sozu

This book integrates recent methodological developments for calculating the sample size and power in trials with more than one endpoint considered as multiple primary or co-primary, offering an important reference work for statisticians working in this area. The determination of sample size and the evaluation of power are fundamental and critical elements in the design of clinical trials. If the sample size is too small, important effects may go unnoticed; if the sample size is too large, it represents a waste of resources and unethically puts more participants at risk than necessary. Recently many clinical trials have been designed with more than one endpoint considered as multiple primary or co-primary, creating a need for new approaches to the design and analysis of these clinical trials. The book focuses on the evaluation of power and sample size determination when comparing the effects of two interventions in superiority clinical trials with multiple endpoints. Methods for sample size calculation in clinical trials where the alternative hypothesis is that there are effects on ALL endpoints are discussed in detail. The book also briefly examines trials designed with an alternative hypothesis of an effect on AT LEAST ONE endpoint with a prespecified non-ordering of endpoints.

Sample Sizes for Clinical, Laboratory and Epidemiology Studies

Sample Sizes for Clinical, Laboratory and Epidemiology Studies
Author :
Publisher : John Wiley & Sons
Total Pages : 412
Release :
ISBN-10 : 9781118874943
ISBN-13 : 1118874943
Rating : 4/5 (43 Downloads)

Synopsis Sample Sizes for Clinical, Laboratory and Epidemiology Studies by : David Machin

An authoritative resource that offers the statistical tools and software needed to design and plan valid clinical studies Now in its fourth and extended edition, Sample Sizes for Clinical, Laboratory and Epidemiology Studiesincludes the sample size software (SSS) and formulae and numerical tables needed to design valid clinical studies. The text covers clinical as well as laboratory and epidemiology studies and contains the information needed to ensure a study will form a valid contribution to medical research. The authors, noted experts in the field, explain step by step and explore the wide range of considerations necessary to assist investigational teams when deriving an appropriate sample size for their when planned study. The book contains sets of sample size tables with companion explanations and clear worked out examples based on real data. In addition, the text offers bibliography and references sections that are designed to be helpful with guidance on the principles discussed. This revised fourth edition: Offers the only text available to include sample size software for use in designing and planning clinical studies Presents new and extended chapters with many additional and refreshed examples Includes clear explanations of the principles and methodologies involved with relevant practical examples Makes clear a complex but vital topic that is designed to ensure valid methodology and publishable results Contains guidance from an internationally recognised team of medical statistics experts Written for medical researchers from all specialities and medical statisticians, Sample Sizes for Clinical, Laboratory and EpidemiologyStudies offers an updated fourth edition of the important guide for designing and planning reliable and evidence based clinical studies.

Clinical Trial Data Analysis Using R

Clinical Trial Data Analysis Using R
Author :
Publisher : CRC Press
Total Pages : 384
Release :
ISBN-10 : 9781439840214
ISBN-13 : 1439840210
Rating : 4/5 (14 Downloads)

Synopsis Clinical Trial Data Analysis Using R by : Ding-Geng (Din) Chen

Too often in biostatistical research and clinical trials, a knowledge gap exists between developed statistical methods and the applications of these methods. Filling this gap, Clinical Trial Data Analysis Using R provides a thorough presentation of biostatistical analyses of clinical trial data and shows step by step how to implement the statistical methods using R. The book’s practical, detailed approach draws on the authors’ 30 years of real-world experience in biostatistical research and clinical development. Each chapter presents examples of clinical trials based on the authors’ actual experiences in clinical drug development. Various biostatistical methods for analyzing the data are then identified. The authors develop analysis code step by step using appropriate R packages and functions. This approach enables readers to gain an understanding of the analysis methods and R implementation so that they can use R to analyze their own clinical trial data. With step-by-step illustrations of R implementations, this book shows how to easily use R to simulate and analyze data from a clinical trial. It describes numerous up-to-date statistical methods and offers sound guidance on the processes involved in clinical trials.