Exploration and Analysis of DNA Microarray and Protein Array DataJohn Wiley & Sons, 2004 - 246 стор. A cutting-edge guide to the analysis of DNA microarray data Genomics is one of the major scientific revolutions of this century, and the use of microarrays to rapidly analyze numerous DNA samples has enabled scientists to make sense of mountains of genomic data through statistical analysis. Today, microarrays are being used in biomedical research to study such vital areas as a drug’s therapeutic value–or toxicity–and cancer-spreading patterns of gene activity. Exploration and Analysis of DNA Microarray and Protein Array Data answers the need for a comprehensive, cutting-edge overview of this important and emerging field. The authors, seasoned researchers with extensive experience in both industry and academia, effectively outline all phases of this revolutionary analytical technique, from the preprocessing to the analysis stage. Highlights of the text include:
Numerous exercises for self-study as well as data sets and a useful collection of computational tools on the authors’ Web site make this important text a valuable resource for both students and professionals in the field. |
Зміст
Genomics Basics | 8 |
Microarrays 23 | 23 |
Processing the Scanned Image | 39 |
Preprocessing Microarray Data | 60 |
Summarization | 82 |
TwoGroup Comparative Experiments | 96 |
9 | 105 |
ModelBased Inference and Experimental Design Considerations | 136 |
Pattern Discovery | 149 |
Class Prediction | 186 |
Protein Arrays | 214 |
222 | |
135 | 237 |
Інші видання - Показати все
Exploration and Analysis of DNA Microarray and Protein Array Data Dhammika Amaratunga,Javier Cabrera Обмежений попередній перегляд - 2009 |
Exploration and Analysis of DNA Microarray and Protein Array Data Dhammika Amaratunga,Javier Cabrera Попередній перегляд недоступний - 2009 |
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