| I only have a sequence or predicted target model. Can I start drug design? |
Structure quality review, pocket detection, druggability modeling, and model preparation |
Binding-site confidence, pocket geometry, residue environment, model limitations |
Proceed to docking, refine model, test mutation, or request additional structural data |
| Which compounds should I buy or test first? |
Virtual screening, docking, scoring, clustering, and ADMET filtering |
Ranked hit list, pose quality, chemical diversity, risk flags |
Purchase/synthesize top candidates for biochemical or cell-based assays |
| Why are some analogs active while others are weak? |
Comparative docking, interaction mapping, SAR interpretation, and hotspot analysis |
Lost/gained interactions, steric clashes, water-mediated effects, subpocket fit |
Prioritize modification sites and design focused analogs |
| Is the docked pose stable enough to support lead optimization? |
Protein-ligand molecular dynamics simulation and interaction persistence analysis |
Pose stability, conformational drift, H-bond persistence, key residue contacts |
Select compounds for synthesis, reject unstable poses, or redesign the binding hypothesis |
| Could this compound show off-target or selectivity risk? |
Cross-target docking, pocket comparison, reverse docking, and ADMET/off-target prediction |
Target selectivity trend, off-target binding hypotheses, property risk profile |
Plan counter-screening assays or redesign selectivity features |