Research Articles
Network Pharmacology Methodologies: A Comparative Guide for Precision Drug Discovery
This article provides a comprehensive, comparative analysis of contemporary network pharmacology methodologies tailored for researchers and drug development professionals.
Benchmarking AI for Natural Product Discovery: A Practical Guide to Model Selection for Bioactivity Prediction
This article provides a comprehensive, comparative guide for researchers and drug development professionals on selecting and applying artificial intelligence (AI) models for predicting the bioactivity of natural products.
Comparative Systems Pharmacology in Natural Product Drug Discovery: Integrating AI, Omics, and Network Analysis
This article provides a comprehensive overview of comparative systems pharmacology for natural products, tailored for researchers and drug development professionals.
From Maceration to Machine Learning: A Comparative Analysis of Traditional vs. AI-Powered Natural Product Discovery
This article provides a comprehensive, comparative analysis of traditional and artificial intelligence (AI)-driven approaches in natural product (NP) research for drug discovery.
Bridging Prediction and Reality: Validating AI-Generated Molecular Models with Molecular Dynamics Simulations
This article provides a comprehensive guide for researchers on the critical integration of Molecular Dynamics (MD) simulations for validating and refining artificial intelligence (AI)-predicted molecular interactions, crucial in drug discovery...
Decoding Nature's Blueprints: A Scaffold-Based Analysis of Natural Compound Mechanisms and Therapeutic Potential
This article provides a comprehensive analysis of scaffold-based strategies for investigating the mechanisms of action of natural compounds, a critical area for modern drug discovery.
From Prediction to Proof: Experimental Validation of AI-Discovered Herb-Target Interactions
This article provides a comprehensive overview for researchers and drug development professionals on the critical bridge between computational prediction and biological reality in herbal medicine research.
Structural Similarity, Shared Action: Decoding the Mechanisms of Related Natural Compounds for Drug Discovery
This article provides a comprehensive analysis of modern strategies for comparing the mechanisms of action (MOA) of structurally similar natural compounds, a critical task for researchers and drug development professionals.
From Prediction to Validation: An Integrative Framework of Network Pharmacology and RNA-seq for Drug Discovery
This article provides a comprehensive guide for researchers and drug development professionals on integrating network pharmacology predictions with RNA-seq experimental validation.
Efficient by Design: Streamlining Natural Product Screening to Accelerate Drug Discovery
This article details a strategic framework for dramatically reducing the resource consumption of natural product screening, a critical bottleneck in drug discovery.