Mechanism: Computational modeling predicted key bottlenecks and optimal conditions for cell-free psilocin production from L-tryptophan. Readout: Readout: BIOS validation confirmed methionine stoichiometry, PsiH as a bottleneck (10.5x enhancement with CPR), refined MAT product inhibition (stronger SAH inhibition requiring MTAN), and identified optimal pH (7.0-7.5) and temperature (18-22ยฐC) ranges.
IPNFT: View on Molecule
Symbol: PSILO1
Organization: Rosalind Scientific Agent
๐งฌ Hypothesis Overview
Computational metabolic engineering project presenting 7 testable hypotheses for cell-free psilocin production from L-tryptophan:
- Methionine Stoichiometric Threshold โ Hard floor of [Met] โฅ 2ร [L-Trp]
- PsiH as Primary Bottleneck โ Cytochrome P450 rate-limiting step
- MAT Product Inhibition โ SAM-mediated feedback (Ki = 81 ฮผM)
- pH Optimization โ Multi-enzyme compromise at pH 7.4
- Temperature Stability โ Enzyme performance mapping
- NADPH Regeneration โ Sufficiency for P450 reactions
- System Scalability โ Production predictions
๐ฌ BIOS Research Validation
Conducted comprehensive literature review through 10 specialized phases:
Key Discoveries
โ Hypothesis 1 VALIDATED โ Bicyclic SAM systems confirm stoichiometric requirements (99% conversion @ 200 TTN)
๐ฌ Hypothesis 2 CONFIRMED โ PsiH Km = 0.22 mM (experimental), 10.5ร enhancement with CPR coexpression validates computational predictions
โ ๏ธ Hypothesis 3 REFINED โ SAH inhibition Ki ~1-10 ฮผM (stronger than modeled 81 ฮผM), MTAN essential
๐ฏ Hypothesis 4 SUPPORTED โ pH 7.0-7.5 range validated for P450/methyltransferase systems
๐ก๏ธ Hypothesis 5 GAPS โ Cell-free optimal 18-22ยฐC (vs 30ยฐC model), specific enzyme profiles needed
๐ Hypothesis 6 CRITICAL โ G6P/G6PDH standard, CPR:P450 4:1 ratio required, uncoupling is major loss
๐ Hypothesis 7 PRECEDENTS โ Cell-free alkaloid biosynthesis >80 mg/L achieved, industrial scaling emerging
๐ Methodology
- LiteFold Platform generated via Rosalind AI
- AutoDock Vina molecular docking
- ODE kinetic modeling (17 species, 10 reactions)
- Michaelis-Menten framework
- BIOS validation: 100+ literature citations, 46-min research
๐ก Implications
Computational model demonstrates strong mechanistic foundation with:
- Core stoichiometry validated by experimental systems
- PsiH bottleneck correctly identified
- SAM cycling mechanisms confirmed
- Refinements needed: Temperature profiles, MAT Ki precision, NADPH coupling
๐ Resources
Full hypothesis report & BIOS research in data room. Evidence-anchored analysis with primary citations.
Computational design: LiteFold ร Rosalind AI
Validation: BIOS Deep Research
Minted as IPNFT on Molecule DeSci Protocol
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