Research Articles
PPI Network Topology: Foundational Concepts, Analysis Methods, and Applications in Biomedicine
This article provides a comprehensive overview of protein-protein interaction (PPI) network topology, a fundamental concept in systems biology.
The PPI Interactome: Decoding Cellular Networks in Systems Biology and Drug Discovery
This article provides a comprehensive overview of Protein-Protein Interaction (PPI) interactomes, the complete sets of physical contacts between proteins in a cell.
Frequentist vs. Bayesian Estimation: A Practical Guide for Clinical Researchers and Drug Developers
This article provides a comprehensive comparison of Frequentist and Bayesian statistical approaches, tailored for professionals in biomedical research and drug development.
A Comprehensive Tutorial on Protein-Protein Interaction Network Analysis: From Basic Concepts to Advanced AI Applications
This tutorial provides researchers, scientists, and drug development professionals with a comprehensive guide to protein-protein interaction (PPI) network analysis.
Uncertainty Quantification in Dynamic Biological Models: From Foundational Principles to Clinical Applications
This article provides a comprehensive overview of Uncertainty Quantification (UQ) for dynamic biological models, a critical discipline for ensuring the reliability of computational predictions in systems biology and drug discovery.
Performance Analysis of LevMar SE vs. GLSDC: Optimization Algorithms for Systems Biology Parameter Estimation
This article provides a comprehensive performance analysis of two prominent optimization algorithms used for parameter estimation in dynamic biological system models: the gradient-based Levenberg-Marquardt with Sensitivity Equations (LevMar SE) and...
Stochastic vs Deterministic Optimization: A Researcher's Guide for Biomedical Applications
This article provides a comprehensive analysis of deterministic and stochastic optimization methods, tailored for researchers and professionals in drug development and biomedical sciences.
Global Optimization Methods for Biochemical Pathways: A Comprehensive Comparison and Practical Guide
This article provides a systematic review and comparison of global optimization (GO) methods for critical tasks in biochemical pathway analysis, including parameter estimation, metabolic engineering, and reaction pathway discovery.
Profile Likelihood for Uncertainty Quantification: A Practical Guide for Biomedical Research and Drug Discovery
This article provides a comprehensive guide to profile likelihood for uncertainty quantification, tailored for researchers and professionals in drug discovery and biomedical science.
Benchmarking Optimization Algorithms for Systems Biology: A Practical Guide for Method Selection and Validation
The effective application of optimization algorithms is crucial for tackling core problems in computational systems biology, including model tuning, parameter estimation, and biomarker identification.