Autonomous Protein Binder Protocol Studio

AI Agent De Novo Science Engine
Target & Sampling Config
Min pLDDT
Max PAE (Å)
Autonomous Execution Loop Ready
Stage 1
Epitope Profiling
4 Hotspots Locked
Stage 2
Diffusion Sampling
500 Backbones
Stage 3
Sequence Design
4,000 Sequences
Stage 4
In Silico Filter
324 Passed (8.1%)
Evaluated Candidates
4,000
Passed pLDDT / PAE
324
Best Affinity (dG)
-44.2 kcal
Protocol Efficiency
94.2%

Autonomous Agent Protocol

Design Iteration Cycles1 round
Hotspot Alignment Yield94.2%
High-Affinity Leads (< -38 dG)12 leads

Manual Heuristic Pipeline

Design Iteration Cycles6 - 12 rounds
Hotspot Alignment Yield38.5%
High-Affinity Leads (< -38 dG)2 leads
Biophysical Pareto Distribution (pLDDT vs. ΔG Binding) Teal: Filter Passed
Hotspot Contact Interface Map PD-L1 Patch
Top Ranked In Silico Binder Leads Sorted by Predicted Affinity ΔG
Rank Candidate ID Sequence Preview (N → C) pLDDT PAE (Å) Buried SASA (Ų) ΔG (kcal/mol) Status
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