Gene chip data analysis and processing

Author: Li Yao
Publisher:
Publish Date: 2006-07-01
Features: This book is divided into sixteen chapters, belonging to three main parts. Part I is the basic knowledge, including an overview, microarray gene chip preparation and detection techniques, and statistical foundations. The second part covers data processing methods, including experimental design, image acquisition and pre-processing, data pre-processing and normalization, differential gene expression analysis, reliability analysis of chip data, clustering analysis and visualization, as well as classification methods in microarray experiments. The third part mainly focuses on data mining and application-related content, including the standardization of microarray technology, gene annotation and functional analysis of gene chip data, systems biology and gene regulatory networks, the application of gene chip technology—from gene screening to clinical diagnosis, and an introduction and outlook on major data analysis software. This book is divided into three main parts. Part I is mainly the basic knowledge part, including an overview, microarray gene chip preparation and detection techniques, and statistical foundations. The second part covers data processing methods, including experimental design, image acquisition and pre-processing, etc. The third part mainly focuses on data mining and application-related content, including the standardization of microarray technology, gene annotation of gene chip data...