附註:"The fourth CAMDA conference, held in November 2003"--Preface.
Includes bibliographical references and index.
Cover -- Contents -- Contributing Authors -- Preface -- Acknowledgments -- Introduction -- CANCER: CLINICAL CHALLENGES AND OPPORTUNITIES -- GENE EXPRESSION DATA AND SURVIVAL ANALYSIS -- THE NEEDED REPLICATES OF ARRAYS IN MICROARRAY EXPERIMENTS FOR RELIABLE STATISTICAL EVALUATION -- POOLING INFORMATION ACROSS DIFFERENT STUDIES AND OLIGONUCLEOTIDE CHIP TYPES TO IDENTIFY PROGNOSTIC GENES FOR LUNG CANCER -- APPLICATION OF SURVIVAL AND META-ANALYSIS TO GENE EXPRESSION DATA COMBINED FROM TWO STUDIES -- MAKING SENSE OF HUMAN LUNG CARCINOMAS GENE EXPRESSION DATA: INTEGRATION AND ANALYSIS OF TWO AFFYMETRIX PLATFORM EXPERIMENTS -- ENTROPY AND SURVIVAL-BASED WEIGHTS TO COMBINE AFFYMETRIX ARRAY TYPES AND ANALYZE DIFFERENTIAL EXPRESSION AND SURVIVAL -- ASSOCIATING MICROARRAY DATA WITH A SURVIVAL ENDPOINT -- DIFFERENTIAL CORRELATION DETECTS COMPLEX ASSOCIATIONS BETWEEN GENE EXPRESSION AND CLINICAL OUTCOMES IN LUNG ADENOCARCINOMAS -- PROBABILISTIC LUNG CANCER MODELS CONDITIONED ON GENE EXPRESSION MICROARRAY DATA -- INTEGRATION OF MICROARRAY DATA FOR A COMPARATIVE STUDY OF CLASSIFIERS AND IDENTIFICATION OF MARKER GENES -- USE OF MICROARRAY DATA VIA MODEL-BASED CLASSIFICATION IN THE STUDY AND PREDICTION OF SURVIVAL FROM LUNG CANCER -- MICROARRAY DATA ANALYSIS OF SURVIVAL TIMES OF PATIENTS WITH LUNG ADENOCARCINOMAS USING ADC AND K-MEDIANS CLUSTERING -- HIGHER DIMENSIONAL APPROACH FOR CLASSIFICATION OF LUNG CANCER MICROARRAY DATA -- MICROARRAY DATA ANALYSIS USING NEURAL NETWORK CLASSIFIERS AND GENE SELECTION METHODS -- A COMBINATORIAL APPROACH TO THE ANALYSIS OF DIFFERENTIAL GENE EXPRESSION DATA -- GENES ASSOCIATED WITH PROGNOSIS IN ADENOCARCINOMA ACROSS STUDIES AT MULTIPLE INSTITUTIONS.
摘要:"In this volume, four lung cancer data sets are the focus of analysis. We highlight three tutorial papers, including one to assist with a basic understanding of lung cancer, a review of survival analysis in the gene expression literature, and a paper on replication. In addition, fourteen papers presented at the conference are included. This book is an excellent reference for academic and industrial researchers who want to keep abreast of the state-of-the-art of microarray data analysis."--Jacket.
