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12 changes: 12 additions & 0 deletions docs/DISCOVERY_PREDICTION.md
Original file line number Diff line number Diff line change
Expand Up @@ -800,3 +800,15 @@ SEED-007 (26), SEED-008 (24), SEED-009 (18). Total: 100 selected candidates. SEE

*Generated by OpenAMP-Foundry v0.5.x. All scores are computational heuristics.
No biological activity has been demonstrated. The lab is the judge.*

---

**Tracking note (post-PR #100):** WET_LAB_HANDOFF.md completed with dedicated special notes
sections for all 7 seed families: SEED-007 (bombolitin-II, 4 pilot candidates, all NOVEL,
best serum stability 0.636–0.662, primary breakthrough candidate VAR_009 at ensemble 0.849),
SEED-005 (cecropin-magainin hybrid, CLOSE_RELATIVE, safety note), SEED-008 (puroindoline-a
Trp-rich, non-helical aromatic mechanism, disagreement explanation), SEED-009 (Bac2A
proline-rich, RPMI-1640 requirement restated, Pro-bond serine-protease resistance note).
Serum stability section header updated to "All 7 Seeds" with SEED-006 and SEED-007 rows
added to the per-seed table. All 7 families now have equal documentation depth in the
wet-lab handoff package.
1 change: 1 addition & 0 deletions docs/ROADMAP.md
Original file line number Diff line number Diff line change
Expand Up @@ -85,6 +85,7 @@ Implemented during the pre-wet-lab improvement loop (PRs #31–#54):
- Discovery prediction tracked through PRs #92–#95 in DISCOVERY_PREDICTION.md (PR #96)
- WET_LAB_HANDOFF.md: version tag corrected, PROLINE_RICH_INTRACELLULAR QC flag table row, `amphipathic_score`/`charge_ph74` score reference table rows added (PR #97)
- EXPERT_REVIEW_PACK.md: note added on new CSV columns for within-family prioritization (PR #98)
- WET_LAB_HANDOFF.md completed with dedicated special notes for all 7 seed families: SEED-007 (bombolitin-II, 4 pilot slots, all NOVEL, best serum stability, Met oxidation guidance, breakthrough-candidate framing), SEED-005 (cecropin-magainin hybrid, safety/serum risk note), SEED-008 (puroindoline-a, Trp aggregation handling, aromatic-mechanism CD interpretation), SEED-009 (Bac2A proline-rich, Pro coupling guidance, RPMI-parallel assay note restated as standalone); Serum Stability section header updated to "All 7 Seeds" with SEED-006 and SEED-007 table rows added; DISCOVERY_PREDICTION.md tracking updated (PR #100)

## v1.0 — Validated dry-lab-to-wet-lab loop

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180 changes: 175 additions & 5 deletions docs/WET_LAB_HANDOFF.md
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Expand Up @@ -251,19 +251,190 @@ do not exclude on model score alone.

---

## Serum Stability Model Limitations (SEED-001, SEED-003, SEED-005, SEED-008, SEED-009)
## SEED-007 (Bombolitin-II) Special Notes

SEED-007 variants are derived from **Bombolitin-II** (IKFTTMLKKLG, 11 AA), a short amphipathic
cationic peptide from *Megabombus pennsylvanicus* (eastern bumblebee) venom (Barra *et al.* 1994,
*Biochemistry* 33:10429). This is the **largest selected family** (26 variants in pool) and
contributes **4 of the top 8 pilot panel candidates** (ranks 3, 4, 5, 8), all classified NOVEL.

**Mechanism:** Short amphipathic helical insertion. Cationic face (K2, K8, K9) is electrostatically
recruited to anionic bacterial lipid headgroups; hydrophobic face (F3, T4, T5, M6, L7, L10) inserts
into the acyl chain region. Structural similarity to mastoparan suggests G-protein co-activation is
possible but less well documented for bombolitin-class peptides.

**Novelty and publication value:**
All 4 pilot candidates are NOVEL (<50% similar to the 72-AMP reference set). Confirmed activity
in any SEED-007 variant would be directly publishable. SEED-007_VAR_009 (IKFTTMLRKLG, ensemble
0.849) is the **highest-scoring SEED-007 candidate and the highest-ranked SEED-007 variant by
greedy selection (rank 3 overall)**. Note: SEED-008_VAR_032 has a marginally higher ensemble
score (0.857, rank 13) and SEED-009_VAR_027/033 are ranked 1–2; VAR_009 is the primary
breakthrough candidate within the bombolitin family.

**Expected activity profile:**
- Gram-positive coverage likely > Gram-negative (11 AA may not fully traverse outer membrane)
- Dose-response: graded sigmoid, similar to mastoparan kinetics
- Hemolytic risk: low-moderate (μH 0.430–0.516, charge +3, amphipathic_score 0.547–0.785 —
lower hemolysis risk than SEED-006 at comparable helix quality); mandatory HC₅₀ assay at MIC/3

**Serum stability:** Model scores 0.636–0.662 — among the **best serum stability of all NOVEL pilot
candidates** (tied with SEED-006 at 0.612–0.674; both families exceed SEED-003/005/008). Trypsin-site
density 0.273 (3 interior K/R in 11 AA) is lowest of all helical seeds. No known model bias for
short bombolitin-class peptides; scores are likely accurate. Assay to confirm.

**Synthesis guidance:**
- **All 4 pilot variants contain Met (M) at position 6** → oxidation risk. Request Nle
(norleucine) substitution at M6, or note requirement for argon atmosphere storage and 3-month
shelf-life limit. HPLC purity check at receipt is mandatory for Met-containing peptides.
- No Cys → standard Fmoc SPPS, no disulfide handling required.
- **C-terminal amidation recommended** (`CONH₂`) — all variants end in G (Gly); amidation adds
+0.7 charge and reduces C-terminal exopeptidase exposure.

**Assay interpretation:**
- If SEED-007_VAR_009 (rank 3) is active but lower-ranked SEED-007 variants are not: confirms
ensemble score correlates with MIC; focus Wave 2 on the VAR_009 scaffold.
- If all SEED-007 are inactive but SEED-006 (mastoparan) variants are active: supports GPCR /
calmodulin-binding as the operative mechanism; review structural differences.
- If active: compare MIC vs parent Bombolitin-II (IKFTTMLKKLG) — any improvement (lower MIC
per unit charge) from single substitutions is the primary SAR finding for publication.
- Met oxidation artefact: if inactive, request HPLC purity certificate; oxidised Met (Met→Met-sulfoxide)
causes hydrophobic collapse and loss of amphipathicity.

---

## SEED-005 (Cecropin-Magainin Hybrid) Special Notes

SEED-005 is derived from **KRLFKKIGSALKFL** (14 AA), a synthetic cecropin-magainin hybrid
inspired by dual-domain AMP engineering (Boman *et al.* 1989; Maloy & Kari 1995, *Biopolymers*
37:105). N-terminal cecropin-like helix (KRLFKK) recruits the peptide electrostatically; C-terminal
magainin-like helix (IGSALKFL) drives hydrophobic insertion.

**Novelty classification:** CLOSE_RELATIVE — 60% similar to a reference in the 72-AMP database.
Confirmed activity would have moderate publication value (improvement over the reference AMP
is the publication angle); it does not constitute a novel scaffold discovery.

**Safety concern:** SEED-005_VAR_019 has the **lowest safety score in the pilot panel** (0.845 —
above the 0.75 gate but with less margin than all other candidates). Hemolysis assay at MIC/3 is
mandatory. If HC₅₀ < 10× MIC, deprioritise for Wave 2.

**Expected activity profile:**
- Gram-positive and Gram-negative coverage expected (cecropin N-terminal helix disrupts Gram-negative
outer membrane; magainin-like C-terminal helix disrupts inner membrane — dual-target mechanism)
- Dose-response: sigmoidal; two-step membrane disruption may show kinetic inflection
- Hemolytic risk: moderate (safety score 0.845 — the lowest in the pilot panel; assay HC₅₀ at MIC/3)

**Serum stability:** Model score 0.449 — borderline. Second- or third-highest serum stability risk
by raw model score (comparable to SEED-008 at 0.43–0.47 with Trp steric correction), and in the
same risk tier as SEED-003. Prioritise in early serum screen. D-Lys Wave 2 substitution plan
available if t½ < 1 h.

**Synthesis guidance:**
- No Met, no Cys → standard Fmoc SPPS; no special handling.
- **C-terminal amidation recommended** (ends in L; adds +0.7 charge, improves serum stability).

**Assay interpretation:**
- Only 1 candidate in pilot panel (rank 19) — **lowest-priority family**. If resource constraints
arise, defer to later in the assay sequence and focus resources on SEED-007/006/008/009 first.
- If active at MIC ≤ 8 µg/mL: characterise helix by circular dichroism to confirm dual-domain
mechanism; compare MIC to parent reference AMP.

---

## SEED-008 (Puroindoline-a, Trp-rich) Special Notes

SEED-008 variants are derived from **FPVTWRWWRWWKG** (13 AA), a Trp-rich puroindoline-a fragment
from wheat (*Triticum aestivum*) grain (Dubreil *et al.* 1998, *FEBS Lett* 427:197; Clifton *et al.*
2011, *Biophys J* 100:1510). Puroindoline-a inserts into membranes via **aromatic ring stacking at
the lipid-water interface** (indole π-electron interactions with phospholipid headgroups), not via
amphipathic helix insertion.

**Novelty:** All 4 pilot candidates NOVEL. SEED-008_VAR_032 (FPVTWRFWRWWKG) has the **highest
ensemble score in the entire pilot panel** (0.857, rank 13). Publication value: high if the
non-classical mechanism is confirmed.

**Scorer note — high disagreement (0.41–0.44):** The Boman index penalises Trp as generic
hydrophobic; the activity scorer rewards it (1.5× Trp aromatic bonus). For Trp-rich AMPs acting
via indole ring insertion, **activity_likeness is the mechanistically appropriate scorer**. Do not
deprioritise SEED-008 based on Boman scores alone.

**Helix-wheel interpretation:** Amphipathic_score ≈ 0.00 and LOW_CONTRAST flag are **expected and
correct** for this non-helical AMP class. See the Helix-Wheel Amphipathic Face Analysis section.

**Expected activity profile:**
- Gram-positive coverage expected (indole affinity for phosphatidylglycerol-rich membranes);
Gram-negative possible at higher concentrations.
- Hemolytic risk: moderate (Trp-rich sequences can be cytotoxic; HC₅₀ assay mandatory at MIC/3).

**Serum stability:** Model scores 0.43–0.47. Expected **better than model** — Trp-flanked cleavage
sites are cut 3–8× slower (Wu & Ding 2016, *J Pept Sci*). Assay before committing to D-Trp Wave 2.

**Synthesis guidance:**
- No Met, no Cys → standard Fmoc SPPS; no special modifications.
- High Trp content (3–4 Trp/13 AA): dissolve in DMSO (≤ 10% final), then dilute to assay
concentration. Use 0.01% BSA to prevent Trp-driven tube adhesion.

**Assay interpretation:**
- If active without helical CD signal: **confirms aromatic-anchoring mechanism** — the non-helical
CD spectrum is the novel finding; include it in the paper.
- If inactive: check aggregation first (HPLC purity in assay buffer, 0.01% BSA retry) before
concluding negative.

---

## SEED-009 (Bac2A Proline-rich) Special Notes

SEED-009 variants are derived from **RRLPRPPRYLPRP** (13 AA), a proline-rich fragment from bovine
**Bac7/Bac2A** (*Bos taurus*; Romano *et al.* 2006, *J Pept Sci* 12:707). Proline-rich AMPs target
**intracellular pathways** — ribosome exit-tunnel stalling and DnaK chaperone inhibition — rather
than membrane disruption (Otvos *et al.* 2002, *Cell Mol Life Sci* 59:1826).

**Novelty:** All 4 pilot candidates NOVEL. Confirmed Gram-negative activity via intracellular
targeting is a high-value result; this mechanism class is under-represented in published AMPs.

**CRITICAL ASSAY REQUIREMENT — RPMI-1640 parallel assay:**
All 4 SEED-009 pilot variants carry the `PROLINE_RICH_INTRACELLULAR` presynth QC flag (Pro ≥ 25%).
Standard Mueller-Hinton broth (MHB) **underestimates potency 4–16×** because active uptake into
Gram-negative cells requires the amino acid and vitamin content of nutrient-rich media. **Run
SEED-009 variants in parallel in RPMI-1640 supplemented with 10% LB (pH 7.4)** alongside MHB.
If RPMI MIC ≤ MHB MIC / 4, annotate as "media-dependent uptake mechanism confirmed" (Krizsan
*et al.* 2014, *Angew Chem Int Ed* 53:12236).

**Serum stability:** Model scores 0.57 — mid-range by raw model score (SEED-006 0.61–0.67 and
SEED-007 0.636–0.662 are higher); expected to be **significantly better than the model score**
in practice due to Pro-bond protease resistance. Pro-X and X-Pro bonds resist all major serine proteases due to
Pro ring conformational constraint (Vanhoof *et al.* 1995, *FASEB J* 9:736–744). Bac2A-type
Pro-rich AMPs show > 2 h stability in 50% human serum (Otvos & Cudic 2002, *Curr Pharm Design*).

**Synthesis guidance:**
- No Met, no Cys → standard Fmoc SPPS.
- Pro-rich sequences (50% Pro in some variants): use extended coupling times or double-coupling
at Pro positions; pseudoproline (Ψ-Pro) dipeptides at Pro-Ser/Thr junctions if yield is low.
- C-terminal amidation optional (Pro-rich AMPs rely less on C-terminal charge).

**Assay interpretation:**
- Expected: MHB MIC > 64 µg/mL, RPMI MIC ≤ 16 µg/mL — report both values.
- If RPMI also inactive: check charge_ph74 (must be ≥ +3 for efficient intracellular transport);
deprioritise variants with charge_ph74 < +3 in Wave 2 design.
- Expected Gram-negative selectivity (Bac2A uptake via SbmA permease; MRSA likely resistant).
MRSA resistance + *E. coli* / *K. pneumoniae* sensitivity is a publishable mechanistic finding.

---

## Serum Stability Model Limitations (All 7 Seeds)

The `serum_stability_score()` function is calibrated for medium-length cationic helices (~18–30 AA).
All 7 pilot panel seed families have model scores below the 0.70 threshold (t½ > 2h gate).
Five families are flagged as borderline or carrying a known model bias:
Complete per-family analysis:

| Scaffold | Pilot score | Issue | Expected actual t½ | Action |
|----------|-------------|-------|-------------------|--------|
| SEED-003 (cationic helix, 11–14 AA) | 0.35–0.38 | Short peptide: the trypsin-site density model was calibrated on 18–30 AA sequences. For <15 AA peptides, per-site cleavage probability and flanking-context effects dominate over the aggregate density metric; model scores below 0.40 are unreliable at this length | **Likely > model prediction** (known calibration range limitation — not a specific literature citation) | Do not exclude on serum score alone. Run assay and compare to model |
| SEED-005 (cecropin-magainin hybrid, 14 AA) | 0.449 | Borderline score below 0.50 (t½ > 1h) threshold; only 1 pilot slot — any failure drops this family | ~30 min–1 h by model; no documented correction factor | Prioritise in early serum screen; D-Lys Wave 2 plan ready if needed |
| SEED-008 (puroindoline-a, Trp-rich) | 0.43–0.47 | Indole ring bulk reduces chymotrypsin cleavage at Trp4 (steric interference) | **Likely > model prediction** — Wu & Ding (2016, J Pept Sci): Trp-flanked cleavage sites are cut 3–8× slower than Tyr/Phe equivalents | D-Trp Wave 2 plan stands; assay actual stability first — may not need D-modification |
| SEED-005 (cecropin-magainin hybrid, 14 AA) | 0.449 | Borderline score below 0.50 (t½ > 1h) threshold; only 1 pilot slot — any failure drops this family | ~30 min–1 h by model; no documented correction factor | Prioritise in early serum screen; D-Lys Wave 2 plan ready if needed |
| SEED-001 (magainin-1 derivative, 15 AA) | 0.49 | 5 K/R sites in 15-mer; natural magainin-2 has documented serum t½ 15–30 min (Park & Hahm 2005, Curr Protein Pept Sci) — score may be accurate, not a model underestimate | ~30–60 min estimated | N-terminal acetylation (recommended in QC) partially protects K1; run early serum screen before committing MIC budget; D-Lys at K3/K7 in Wave 2 if t½ < 30 min |
| SEED-009 (Bac2A proline-rich, 12 AA) | 0.57 | Pro residues confer resistance to trypsin, chymotrypsin, and elastase: Pro-X bonds cannot be hydrolysed (Pro nitrogen lacks a free H for the serine protease oxyanion hole mechanism); X-Pro bonds are very slowly cleaved due to cis-trans isomerisation barriers (Vanhoof et al. 1995, FASEB J 9:736–744). The trypsin-site density model counts K/R residues only and cannot capture this resistance. | **Likely > model prediction** — Bac2A-type Pro-rich AMPs show > 2h stability in 50% human serum (Otvos & Cudic 2002, Curr Pharm Design) | Do not penalise SEED-009 for low model score; assay confirms likely robustness |
| SEED-006 (mastoparan-X, 14 AA) | 0.61–0.67 | Near-threshold score; 2 interior Lys + moderate trypsin density; natural mastoparan t½ ~2–4 h in plasma (Rhee 1994, FEBS Lett) — score may be accurate | ~2–4 h estimated | Assay to confirm threshold passage; no special modification planned |
| SEED-007 (bombolitin-II, 11 AA) | 0.636–0.662 | Among best NOVEL-family scores (tied with SEED-006); lowest trypsin-site density of all helical seeds (3 K/R in 11 AA = 0.273 density); no known model bias for short bombolitin-class peptides | **Likely accurate** — no documented correction factor needed; assay to confirm | No modification planned; Met-containing variants require HPLC purity check at receipt |

**Recommended action before full MIC panel:**
Run a serum stability screen on all 20 pilot candidates:
Expand All @@ -272,8 +443,7 @@ Run a serum stability screen on all 20 pilot candidates:
- Cost: ~$200–400 per batch of multiple candidates (not per individual peptide)

This validates the gate assumptions directly and prevents retiring candidates that the model
incorrectly penalises. For SEED-006 (scores 0.61–0.67) and SEED-007 (scores 0.64–0.66), the
assay will determine whether borderline scores translate to the required t½ > 2h.
incorrectly penalises.

---

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