Buch, Englisch, 330 Seiten, Format (B × H): 191 mm x 235 mm
From Multi-Omics to AI - Methods, Workflows, and Translational Applications
Buch, Englisch, 330 Seiten, Format (B × H): 191 mm x 235 mm
ISBN: 978-0-443-51060-1
Verlag: Elsevier Science
Bioinformatics Essentials II, From Multi-omics to AI – Methods, Workflows, and Translational Applications offers a comprehensive guide to modern bioinformatics, focusing on best-practice workflows for multi-omics data analysis and AI-assisted discovery. Designed for learners and early-career researchers, it bridges foundational knowledge with cutting-edge applications. The book covers experimental design, sequencing technologies, and core omics workflows including transcriptomics, proteomics, metabolomics, and epigenomics. Advanced chapters explore single-cell and spatial omics, multi-omics integration, AI/ML applications, and environmental bioinformatics.
Each chapter includes learning objectives, worked examples, toolbox comparisons, and reproducible code. This resource empowers students, faculty, and applied researchers to confidently analyze complex datasets and translate findings into agriculture, health, and environmental solutions. Its modular structure and companion website enhance usability in both coursework and independent study.
Autoren/Hrsg.
Weitere Infos & Material
Part I: Foundations & Study Design
1. Bioinformatics Foundations for Omics
2. High-Throughput Sequencing Today
Part II: Core Omics Workflows
3. Differential Expression & Functional Interpretation
4. Proteomics & Metabolomics Essentials
5. Epigenomics & Regulatory Layers
Part III: Advanced & Emerging Areas
6. Multi-omics Integration
7. Single-Cell & Spatial Omics
8. AI/ML & LLMs for Bioinformatics
9. Environmental & Metagenomic Bioinformatics
10. Translational Applications & Casebooks




