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System Biology Modeling for Drug Optimization

  • Marko N. Živanović,
  • Nenad Filipović

摘要

This chapter delves into the evolving realm of system biology modeling for drug optimization, a field that stands at the intersection of computational biology, pharmacogenomics, and personalized medicine. We have explored the burgeoning trends in system biology and its integration with information technology, emphasizing its impact on drug optimization processes. Personalized medicine, particularly, has been examined through the lens of genomic medicine and the role of cellular biomarkers in tailoring healthcare to individual needs. The manuscript discusses the pivotal role of system biology in understanding biological functions and disease progression, employing sophisticated models incorporating genetic, environmental, and lifestyle variables. Furthermore, it highlights the integration of advanced data analytics and diverse health data sources in personalized medicine, addressing both its potential and the accompanying challenges and ethical considerations. Crucial to this discourse is the exploration of mathematical modeling in system biology, which provides a robust framework for simulating biological behaviors and enhancing drug efficacy and safety prediction. The manuscript also underscores the application of artificial intelligence in managing large biological datasets and its growing role in drug development and personalized medicine. Conclusively, it points toward the future prospects of these integrations in transforming healthcare, emphasizing the need for multidisciplinary collaboration and systemic changes in healthcare systems to realize the potential of truly personalized care.