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Biotechnology

2021

Machine learning

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Full-Text Articles in Other Biochemistry, Biophysics, and Structural Biology

Recent Applications Of Quantitative Systems Pharmacology And Machine Learning Models Across Diseases, Sara Sadat Aghamiri1, Rada Amin, Tomáš Helikar Oct 2021

Recent Applications Of Quantitative Systems Pharmacology And Machine Learning Models Across Diseases, Sara Sadat Aghamiri1, Rada Amin, Tomáš Helikar

Department of Biochemistry: Faculty Publications

Quantitative systems pharmacology (QSP) is a quantitative and mechanistic platform describing the phenotypic interaction between drugs, biological networks, and disease conditions to predict optimal therapeutic response. In this meta-analysis study, we review the utility of the QSP platform in drug development and therapeutic strategies based on recent publications (2019–2021). We gathered recent original QSP models and described the diversity of their applications based on therapeutic areas, methodologies, software platforms, and functionalities. The collection and investigation of these publications can assist in providing a repository of recent QSP studies to facilitate the discovery and further reusability of QSP models. Our review …