Statistical Methods in Molecular Biology - Bang, Heejung; Zhou, Xi Kathy; van Epps, Heather L.; Mazumdar, Madhu; SpringerLink (Online service) (Totowa, NJ : Humana Press : Imprint: Humana, 2010)
Basic Statistics -- Experimental Statistics for Biological Sciences -- Nonparametric Methods for Molecular Biology -- Basics of Bayesian Methods -- The Bayesian t-Test and Beyond -- Designs and Methods for Molecular Biology -- Sample Size and Power Calculation for Molecular Biology Studies -- Designs for Linkage Analysis and Association Studies of Complex Diseases -- to Epigenomics and Epigenome-Wide Analysis -- Exploration, Visualization, and Preprocessing of High-Dimensional Data -- Statistical Methods for Microarray Data -- to the Statistical Analysis of Two-Color Microarray Data -- Building Networks with Microarray Data -- Advanced or Specialized Methods for Molecular Biology -- Support Vector Machines for Classification: A Statistical Portrait -- An Overview of Clustering Applied to Molecular Biology -- Hidden Markov Model and Its Applications in Motif Findings -- Dimension Reduction for High-Dimensional Data -- to the Development and Validation of Predictive Biomarker Models from High-Throughput Data Sets -- Multi-gene Expression-based Statistical Approaches to Predicting Patients' Clinical Outcomes and Responses -- Two-Stage Testing Strategies for Genome-Wide Association Studies in Family-Based Designs -- Statistical Methods for Proteomics -- Meta-Analysis for High-Dimensional Data -- Statistical Methods for Integrating Multiple Types of High-Throughput Data -- A Bayesian Hierarchical Model for High-Dimensional Meta-analysis -- Methods for Combining Multiple Genome-Wide Linkage Studies -- Other Practical Information -- Improved Reporting of Statistical Design and Analysis: Guidelines, Education, and Editorial Policies -- Stata Companion.
Keywords: Biochemistry; Probabilities; Bioinformatics; Statistics .; Biostatistics; Biochemistry, general; Probability Theory and Stochastic Processes; Bioinformatics; Statistics, general; Biostatistics