pharmacophore-modeling

Construct 3D pharmacophore models with RDKit for virtual screening and de novo design.

6|2|Updated Jun 11, 2026
One-click install
npx skills add https://github.com/pradyumnasagar/open-research-skills --skill pharmacophore-modeling
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: pharmacophore-modeling
Source: https://github.com/pradyumnasagar/open-research-skills/tree/main/skills/chemoinformatics/pharmacophore-modeling
Command: npx skills add https://github.com/pradyumnasagar/open-research-skills --skill pharmacophore-modeling

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires rdkit, pharmer, pharmit, pharmaco_forge, plip, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill helps in building and applying 3D pharmacophore models for understanding ligand-receptor interactions and facilitating virtual screening and de novo design in drug discovery.

Core Features & Use Cases

  • Ligand-Based Pharmacophore Modeling: Extracts pharmacophore features from a set of bioactive compounds.
  • Receptor-Based Pharmacophore Modeling: Derives pharmacophores from protein binding-pocket structures.
  • Pharmacophore-Based Virtual Screening: Identifies scaffold-hopping candidates and shapes for screening.
  • De Novo Design: Generates molecules with a pharmacophore constraint.
  • Use Case: For a given protein target, identify potential drug-like molecules using pharmacophore modeling and virtual screening.

Quick Start

Load the pharmacophore-modeling skill and provide a protein structure and ligand data to construct a pharmacophore model.

Frequently Asked Questions about pharmacophore-modeling

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I build a 3D pharmacophore model for virtual screening in drug discovery?

To build a 3D pharmacophore model for virtual screening, provide a protein structure and ligand data. The model extracts pharmacophore features to identify potential drug-like molecules and scaffold-hopping candidates.

What is the difference between ligand-based and receptor-based pharmacophore modeling?

Ligand-based pharmacophore modeling extracts features from a set of bioactive compounds, whereas receptor-based modeling derives pharmacophores directly from protein binding-pocket structures to map ligand-receptor interactions.

How do I generate novel molecules with a pharmacophore constraint for de novo design?

You can generate novel molecules for de novo design by applying a constructed 3D pharmacophore model as a structural constraint. This ensures newly generated candidate molecules match the required ligand-receptor interaction features.

Do I need RDKit and PLIP to perform receptor-based pharmacophore modeling?

Yes, you need RDKit and PLIP along with Pharmer, Pharmit, and PharmacoForge. These dependencies handle cheminformatics processing, binding pocket analysis, and 3D model construction for receptor-based studies.

Can I use pharmacophore modeling to identify scaffold-hopping candidates for a protein target?

Yes, pharmacophore-based virtual screening identifies scaffold-hopping candidates by matching the spatial arrangement of chemical features against large compound libraries, independent of the original chemical scaffold.

What are the limitations of using a 3D pharmacophore model for drug discovery?

The 3D pharmacophore model requires accurate protein structure or bioactive ligand data for feature extraction. Modeling success depends on the quality of the binding-pocket structure and the definition of interaction constraints.

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