Research Articles
Validating Mechanism of Action: A Comprehensive Guide to Chemogenomic Profiling in Drug Discovery
This article provides a comprehensive overview of chemogenomic profiling as a powerful system-based approach for validating the mechanism of action (MoA) of small molecules in drug discovery.
Benchmarking Chemogenomic Libraries: Strategies for Navigating Billion-Scale Chemical Spaces in Drug Discovery
This article provides a comprehensive framework for researchers and drug development professionals to benchmark chemogenomic libraries against diverse bioactive compound sets.
Network-Based Inference for Target Prediction: A Comparative Analysis of Methods, Applications, and Performance
This article provides a comprehensive comparative analysis of network-based inference (NBI) methods for predicting drug-target interactions (DTIs) and drug repositioning.
From In Silico to In Vitro: A Practical Framework for Validating Chemogenomic Predictions in Drug Discovery
This article provides a comprehensive guide for researchers and drug development professionals on the critical process of validating chemogenomic predictions using robust in vitro assays.
Machine Learning for Drug-Target Interaction Prediction: Performance Evaluation, Current Challenges, and Future Directions
Accurate prediction of Drug-Target Interactions (DTIs) is a critical, yet challenging, step in accelerating drug discovery and repurposing.
Strategic ADME Optimization in Chemogenomic Libraries: From AI-Driven Design to Clinical Translation
This article provides a comprehensive framework for optimizing Absorption, Distribution, Metabolism, and Excretion (ADME) properties within chemogenomic libraries, which are essential tools for modern phenotypic and target-based drug discovery.
Ligand-Based vs. Target-Based Chemogenomics: A Strategic Guide for Modern Drug Discovery
This article provides a comprehensive comparison of ligand-based and target-based chemogenomic approaches, two foundational strategies in contemporary drug discovery.
Strategies for Reducing False Positives in Chemogenomic Screening: A Comprehensive Guide for Drug Discovery
Chemogenomic screening has become a cornerstone of modern drug discovery, enabling the systematic exploration of chemical-genetic interactions on a genome-wide scale.
Overcoming the Hurdles: A Strategic Guide to Chemogenomic Library Design for Membrane Protein Targets
Membrane proteins represent a critical class of therapeutic targets, yet they present unique and formidable challenges for chemogenomic library design and screening.
Strategic Substituent Selection for Target-Focused Library Scaffolds: A Guide for Drug Discovery Scientists
This article provides a comprehensive guide for researchers and drug development professionals on the strategic selection of substituents for target-focused library scaffolds.