Genome-Scale Algorithm Design

ISBN-13: 9781009341233 / Twarda / 2023 / 487 str.

Alexandru I. (University of Helsinki) Tomescu

Opis

The fundamental algorithms and data structures that power standard bioscience workflows, with rigorous computer science formulations.

Recenzje

'This book is very effective in addressing its intended target of graduate students in bioinformatics or computer science with a well-structured but highly accessible description of the fundamental algorithms and data structures that power standard sequence analysis workflows.' Romeo Rizzi, University of Verona

Spis treści

Part I. Preliminaries: 1. Molecular biology and high-throughput sequencing; 2. Algorithm design; 3. Data structures; 4. Graphs; 5. Network flows; Part II. Fundamentals of Biological Sequence Analysis: 6. Alignments; 7. Hidden Markov models; Part III. Genome-Scale Index Structures: 8. Classical indexes; 9. Burrows–Wheeler indexes; Part IV. Genome-Scale Algorithms: 10. Alignment-based genome analysis; 11. Alignment-free genome analysis and comparison; 12. Compression of genome collections; 13. Fragment assembly; Part V. Applications: 14. Haplotype analysis; 15. Pangenomics; 16. Transcriptomics; 17. Metagenomics; References; Index.