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Bioinformatics Essentials II: From Multi‑omics to AI – Methods, Workflows, and Translational Applications

Autor Syed Mudasir Ahmad, Nazir A Ganai, Basharat Bhat
en Limba Engleză Paperback – 2027
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.

  • Provides reproducible, best-practice workflows for multi-omics and AI-assisted bioinformatics
  • Offers modular chapters with learning objectives, datasets, and code notebooks for hands-on learning
  • Includes translational case studies in agriculture, health, and environmental science
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Specificații

ISBN-13: 9780443510601
ISBN-10: 0443510601
Pagini: 330
Dimensiuni: 191 x 235 mm
Editura: ELSEVIER SCIENCE

Cuprins

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