• Computational systems biology in medicine and biotechnology :methods and protocols /
  • 紀錄類型: 書目-語言資料,印刷品 : Monograph/item
    杜威分類號: 570.285
    書名/作者: Computational systems biology in medicine and biotechnology : : methods and protocols // edited by Sonia Cortassa, Miguel A. Aon.
    其他作者: Cortassa, S.
    出版者: New York, NY : : Humana Press,, c2022.
    面頁冊數: xiv, 493 p. : : ill. (chiefly col.) ;; 26 cm.
    標題: Computational biology.
    標題: Systems biology - Data processing.
    標題: Medicine.
    標題: Biotechnology.
    ISBN: 9781071618301 (hbk.) :
    ISBN: 9781071618318 (ebook)
    書目註: Includes bibliographical references and index.
    內容註: Computational Systems Biology and Artificial Intelligence -- Bioinformatic Analysis of CircRNA from RNA-seq Datasets -- Single-Cell Analysis of the Transcriptome and Epigenome -- Automating Assignment, Quantitation, and Biological Annotation of Redox Proteomics Datasets with ProteoSushi -- A Practical Guide to Integrating Multimodal Machine Learning and Metabolic Modeling -- MITODYN: An Open Source Software for Quantitative Modeling of Mitochondrial and Cellular Energy Metabolic Flux Dynamics in Health and Disease -- Integrated Multiomics, Bioinformatics, and Computational Modeling Approaches to Central Metabolism in Organs -- Understanding the Human Aging Proteome using Epidemiological Models -- Unraveling Pathways of Health and Lifespan with Integrated Multiomics Approaches -- UT-Heart: A Finite Element Model Designed for the Multiscale and Multiphysics Integration of Our Knowledge on the Human Heart -- Multiscale Modeling of the Mitochondrial Origin of Cardiac Reentrant and Fibrillatory Arrhythmias -- Automated Quantification and Network Analysis of Redox Dynamics in Neuronal Mitochondria -- Computational Approaches and Tools as Applied to the Study of Rhythms and Chaos in Biology -- Computational Systems Biology of Morphogenesis -- Agent-Based Modeling of Complex Molecular Systems -- Metabolic Modeling of Wine Fermentation at Genome Scales -- Modeling Approaches to Microbial Metabolism.
    摘要、提要註: This volume addresses the latest state-of-the-art systems biology-oriented approaches that--driven by big data and bioinformatics--are utilized by Computational Systems Biology, an interdisciplinary field that bridges experimental tools with computational tools to tackle complex questions at the frontiers of knowledge in medicine and biotechnology. The chapters in this book are organized into six parts: systems biology of the genome, epigenome, and redox proteome; metabolic networks; aging and longevity; systems biology of diseases; spatiotemporal patterns of rhythms, morphogenesis, and complex dynamics; and genome scale metabolic modeling in biotechnology. In every chapter, readers will find varied methodological approaches applied at different levels, from molecular, cellular, organ to organisms, genome to phenome, and health and disease. Written in the highly successful Methods in Molecular Biology series format, chapters include introductions to their respective topics; criteriallatory Arrhythmias -- Automated Quantification and Network Analysis of Redox Dynamics in Neuronal Mitochondria -- Computational Approaches and Tools as Applied to the Study of Rhythms and Chaos in Biology -- Computational Systems Biology of Morphogenesis -- Agent-Based Modeling of Complex Molecular Systems -- Metabolic Modeling of Wine Fermentation at Genome Scales -- Modeling Approaches to Microbial Metabolism.
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