Microarray Bioinformatics

AvVerónica Bolón-Canedo,Amparo Alonso-Betanzos

Häftad, Engelska, 2020

Del i serien Methods in Molecular Biology

1 635 kr

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Beskrivning

This book provides a comprehensive, interdisciplinary collection of the main, up-to-date methods, tools, and techniques for microarray data analysis, covering the necessary steps for the acquisition of the data, its preprocessing, and its posterior analysis.

Produktinformation

Utgivningsdatum:2020-08-14
Mått:178 x 254 x 17 mm
Vikt:590 g
Format:Häftad
Språk:Engelska
Serie:Methods in Molecular Biology
Antal sidor:299
Förlag:Humana Press Inc.
ISBN:9781493994441

Utforska kategorier

Biovetenskap inom Naturvetenskap och teknik

Innehållsförteckning

1. Introduction to bioinformatics.- 2. Protocol for DNA microarrays on glass slides.- 3. Data warehousing with TargetMine for omics data analysis.- 4. A review of microarray datasets: where to find them and specific characteristics.- 5. Statistical analysis of microarray data.- 6. Feature selection applied to microarray data.- 7. Cluster analysis of microarray data.- 8. Classification of microarray data.- 9. Microarray data normalization and robust detection of rhythmic features.- 10. HPC tools to deal with microarray data.- 11. ROC curves for the statistical analysis of microarray data.- 12. Missing values imputation algorithms for microarray gene expression data.- 13. Computer tools to analyze microarray data.- 14. Challenges and future trends for microarray analysis.

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