Analysis of Biomarker Data (eBook)

A Practical Guide
eBook Download: EPUB
2015 | 1. Auflage
424 Seiten
Wiley (Verlag)
978-1-118-55245-2 (ISBN)

Lese- und Medienproben

Analysis of Biomarker Data -  Joseph L. Hagan,  Stephen W. Looney
Systemvoraussetzungen
103,99 inkl. MwSt
  • Download sofort lieferbar
  • Zahlungsarten anzeigen
A how to guide for applying statistical methods to biomarker data analysis Presenting a solid foundation for the statistical methods that are used to analyze biomarker data, Analysis of Biomarker Data: A Practical Guide features preferred techniques for biomarker validation. The authors provide descriptions of select elementary statistical methods that are traditionally used to analyze biomarker data with a focus on the proper application of each method, including necessary assumptions, software recommendations, and proper interpretation of computer output. In addition, the book discusses frequently encountered challenges in analyzing biomarker data and how to deal with them, methods for the quality assessment of biomarkers, and biomarker study designs. Covering a broad range of statistical methods that have been used to analyze biomarker data in published research studies, Analysis of Biomarker Data: A Practical Guide also features: A greater emphasis on the application of methods as opposed to the underlying statistical and mathematical theory The use of SAS , R, and other software throughout to illustrate the presented calculations for each example Numerous exercises based on real-world data as well as solutions to the problems to aid in reader comprehension The principles of good research study design and the methods for assessing the quality of a newly proposed biomarker A companion website that includes a software appendix with multiple types of software and complete data sets from the book s examples Analysis of Biomarker Data: A Practical Guide is an ideal upper-undergraduate and graduate-level textbook for courses in the biological or environmental sciences. An excellent reference for statisticians who routinely analyze and interpret biomarker data, the book is also useful for researchers who wish to perform their own analyses of biomarker data, such as toxicologists, pharmacologists, epidemiologists, environmental and clinical laboratory scientists, and other professionals in the health and environmental sciences.

STEPHEN W. LOONEY, PHD, is Professor in the Department of Biostatistics and Epidemiology at Georgia Regents University, USA. He is a Fellow of the American Statistical Association and the Royal Statistical Society, an elected member of the International Statistical Institute, and a member of the International Biometric Society. JOSEPH L. HAGAN, SCD, is Research Statistician at Texas Children's Hospital and Assistant Professor at the Baylor College of Medicine, USA. He is a member of the American Statistical Association.

Preface

Acknowledgements

1. Introduction

1.1 What Is a Biomarker?

1.2 Biomarkers vs. Surrogate Markers

1.3 Organization of This Book

2. Designing Biomarker Studies

2.1 Introduction

2.2 Designing the Study

2.3 Designing the Analysis

2.4 Presenting Statistical Results

Problems

3. Elementary Statistical Methods for Analyzing Biomarker Data

3.1 Introduction

3.2 Graphical and Tabular Summaries

3.3 Descriptive Statistics

3.4 Describing the Shape of Distributions

3.5 Sampling Distributions* 3.6 Introduction to Statistical Inference

3.7 Comparing Means across Groups

3.8 Correlation Analysis

3.9 Regression Analysis

3.10 Analyzing Cross-Classified Data

Problems

4. Frequently Encountered Challenges in Analyzing Biomarker Data and How to Deal With Them

4.1 Introduction

4.2 Non-Normally Distributed Data

4.3 Heterogeneity of Variance

4.4 Dependent Groups

4.5 Correlated Outcomes

4.6 Clustered Data

4.7 Outliers

4.8 Limits Of Detection and Non-Detected Observations

4.9 The Analysis of Cross-Classified Categorical Data

Problems

5. Validation of Biomarkers

5.1 Overview of Methods for Assessing Validity and Reliability of Biomarkers

5.2 General Discussion of Measures of Agreement

5.3 Assessing Reliability of A Biomarker

5.4 Assessing Validity

Problems

References

Subject Index

Solutions to Problems

Erscheint lt. Verlag 28.1.2015
Sprache englisch
Themenwelt Mathematik / Informatik Mathematik Computerprogramme / Computeralgebra
Mathematik / Informatik Mathematik Statistik
Mathematik / Informatik Mathematik Wahrscheinlichkeit / Kombinatorik
Naturwissenschaften Biologie
Sozialwissenschaften Soziologie Empirische Sozialforschung
Technik
Schlagworte Biostatistics • Biostatistik • Environmental Science • Environmental Statistics & Environmetrics • Environmental Studies • Statistics • Statistik • Umweltforschung • Umweltstatistik • Umweltstatistik u. Environmetrics • Umweltwissenschaften
ISBN-10 1-118-55245-8 / 1118552458
ISBN-13 978-1-118-55245-2 / 9781118552452
Haben Sie eine Frage zum Produkt?
EPUBEPUB (Adobe DRM)
Größe: 10,7 MB

Kopierschutz: Adobe-DRM
Adobe-DRM ist ein Kopierschutz, der das eBook vor Mißbrauch schützen soll. Dabei wird das eBook bereits beim Download auf Ihre persönliche Adobe-ID autorisiert. Lesen können Sie das eBook dann nur auf den Geräten, welche ebenfalls auf Ihre Adobe-ID registriert sind.
Details zum Adobe-DRM

Dateiformat: EPUB (Electronic Publication)
EPUB ist ein offener Standard für eBooks und eignet sich besonders zur Darstellung von Belle­tristik und Sach­büchern. Der Fließ­text wird dynamisch an die Display- und Schrift­größe ange­passt. Auch für mobile Lese­geräte ist EPUB daher gut geeignet.

Systemvoraussetzungen:
PC/Mac: Mit einem PC oder Mac können Sie dieses eBook lesen. Sie benötigen eine Adobe-ID und die Software Adobe Digital Editions (kostenlos). Von der Benutzung der OverDrive Media Console raten wir Ihnen ab. Erfahrungsgemäß treten hier gehäuft Probleme mit dem Adobe DRM auf.
eReader: Dieses eBook kann mit (fast) allen eBook-Readern gelesen werden. Mit dem amazon-Kindle ist es aber nicht kompatibel.
Smartphone/Tablet: Egal ob Apple oder Android, dieses eBook können Sie lesen. Sie benötigen eine Adobe-ID sowie eine kostenlose App.
Geräteliste und zusätzliche Hinweise

Buying eBooks from abroad
For tax law reasons we can sell eBooks just within Germany and Switzerland. Regrettably we cannot fulfill eBook-orders from other countries.

Mehr entdecken
aus dem Bereich