Research Articles
REINVENT 4 AI Molecule Design: A Step-by-Step Guide for Drug Discovery Researchers
This article provides a comprehensive guide to REINVENT 4, a state-of-the-art open-source platform for AI-driven *de novo* molecular design.
Molecular Optimization Strategies: A Practical Guide to Using SMILES and SELFIES in Drug Discovery
This article provides a comprehensive guide for researchers and drug development professionals on implementing molecular optimization workflows using SMILES and SELFIES representations.
Beyond the Hype: A Practical Framework for Ensuring Chemical Validity in AI-Generated Molecules
This article provides a comprehensive guide for researchers and drug development professionals on improving the chemical validity of AI-generated molecular structures.
De Novo Design vs. Molecular Optimization: A Strategic Guide for AI-Driven Drug Discovery
This article provides a comprehensive comparison of molecular optimization and de novo molecular generation for researchers and drug development professionals.
Helmholtz vs Gibbs Free Energy: A Practical Guide for Biomolecular Researchers
This article provides a comprehensive, application-focused analysis of Helmholtz and Gibbs free energy for biomedical researchers.
Navigating the Molecular Maze: Strategies for Resolving Multi-Property Optimization Conflicts in Modern Drug Design
This article provides a comprehensive guide for researchers and drug development professionals on managing the critical challenge of multi-property optimization (MPO) conflicts in drug discovery.
Unveiling the Hidden Metabolome: A Complete Guide to HPLC-MS Validation of Cryptic Metabolite Production for Drug Discovery
This article provides a comprehensive guide for researchers and drug development professionals on validating the production of cryptic metabolites using High-Performance Liquid Chromatography-Mass Spectrometry (HPLC-MS).
AI-Driven Molecular Design: A Practical Guide to Markov Decision Process (MDP) for Drug Discovery
This guide provides a comprehensive exploration of Markov Decision Processes (MDPs) as a powerful framework for automated molecule modification and de novo design in drug discovery.
Golden Gate Assembly: A Comprehensive Protocol for Seamless Multi-Fragment DNA Cloning in Modern Research
This article provides a definitive guide to Golden Gate cloning for assembling multiple DNA fragments.
Gibson Assembly Mastery: Accelerating Biosynthetic Pathway Engineering for Next-Generation Therapeutics
This article provides a comprehensive guide to Gibson assembly, a cornerstone technique in synthetic biology for biosynthetic pathway construction.