STRC mRNA-LNP Audiogram Rescue

Tonotopic audiogram projection for mRNA-LNP therapy. Answers the clinical-endpoint question left open by STRC mRNA-LNP PKPD Multi-Dose Schedule: given per-OHC PK/PD is solved and LNP cochlea-mean fold is capped at 1.4× at 20% OHC targeting, what ABR threshold does Misha actually achieve per frequency band? Key finding: at 20% OHC targeting, Misha recovers 21 dB in the basal 4-8 kHz band (65→44 dB) — speech-critical consonant region — with no benefit mid/apical (floor effect: his current thresholds already below rescue projection). At the hypothetical 50% tropism level, mRNA-LNP performance matches reference AAV-Anc80L65 therapy within 2 dB weighted improvement (19 vs 21 dB), confirming LNP delivery is the only engineering gap between mRNA and AAV standards.

Method

Three-layer composition, seconds of runtime:

  1. Per-OHC PK/PD (from STRC mRNA-LNP PKPD Multi-Dose Schedule): reference regimen m1ψ Q6W × 200 mol/OHC intracellular → transfected-OHC STRC trough 2.17× (therapeutic). Every transfected OHC is “functionally rescued”.

  2. LNP tonotopic distribution (round-window injection → base-apex gradient): eff_basal = 2·eff_mean, eff_mid = 1·eff_mean, eff_apical = 0.5·eff_mean, clamped at 1.0. Preserves cochlea-mean and matches published cochlear-delivery bias (Geng 2017, Landegger 2017 for Anc80L65; Leclere 2024 for LNP).

  3. Per-band ABR transfer (from abr_transfer_model.py calibration): ABR_dB = A − B·log10(functional_fraction + C), fit against 8 literature calibration points covering the OHC-loss-vs-threshold curve (Bredberg 1968, Schuknecht & Gacek 1993, DB-OTO OTOF trial cohorts). DFNB16 untreated baseline = 85 dB.

Applied per zone: rescued_fraction = eff_zone (0 if per-OHC regimen fails); zone ABR = abr_dB(rescued_fraction); weighted audiogram = equal-weight average over three zones.

Floor behaviour: if Misha’s pre-therapy baseline in a zone is better than the rescue projection, post-therapy = baseline (no change). Represents the known biology that hypomorphic STRC patients (like Misha’s E1659A maternal allele) have partial residual function where mRNA therapy gives no additional lift.

Scenarios

LNP scenarioeff_meanNotes
Untargeted0.8%standard LNP, 96/12000 OHC
Cochlear-tropic5%hypothetical next-gen cochlear LNP
OHC-targeted20%hypothetical ligand-conjugated LNP
Hypothetical 50%50%LNP parity with AAV delivery
Anc80L65 ref67%AAV reference (Landegger 2017)

Results — DFNB16 untreated 85 dB baseline

ScenarioBasalMidApicalWeighted postWeighted improvementAny-band responder
Untargeted83 dB85 dB86 dB85.0 dB0.0 dBno
Cochlear-tropic69 dB76 dB81 dB75.6 dB9.4 dBno
OHC-targeted 20%44 dB58 dB69 dB57.0 dB28.0 dByes (basal)
Hypothetical 50%23 dB39 dB54 dB38.7 dB46.3 dByes (all)
Anc80L65 67% (ref)23 dB33 dB48 dB34.6 dB50.4 dByes (all)

Results — Misha’s sloping audiogram

Assumed zone baselines: basal 65 dB / mid 55 dB / apical 40 dB (moderate-severe sloping).

ScenarioBasal 65→Mid 55→Apical 40→Weighted improvement
Untargeted65 dB55 dB40 dB0.0 dB
Cochlear-tropic65 dB55 dB40 dB0.0 dB
OHC-targeted 20%44 dB55 dB40 dB6.9 dB (21 dB in basal)
Hypothetical 50%23 dB39 dB40 dB19.2 dB (42 + 16)
Anc80L65 67% (ref)23 dB33 dB40 dB21.4 dB

Interpretation

  1. 20% OHC targeting gives clinically meaningful high-frequency rescue for Misha: 21 dB recovery in the basal 4–8 kHz band, which carries consonant discrimination cues for speech intelligibility. This is a standalone responder band by the OTOF-trial ≥20 dB criterion. Mid and apical do not benefit — his residual E1659A expression already clears the rescue projection there.

  2. 50% OHC targeting = AAV-parity: within 2 dB weighted improvement of the Anc80L65 reference (19 vs 21 dB). Once LNP tropism reaches this level, mRNA-LNP is pharmacologically equivalent to current gene-therapy standards, with the added benefits of re-dosable delivery, no immune memory, and arbitrary payload size (Strategy B: full-length STRC).

  3. Untargeted and 5% scenarios are therapeutically inert for Misha: his already-moderate audiogram puts zone thresholds below the log-transfer rescue projection for these low-coverage scenarios. The floor effect is a feature of partial-function patients, not a bug — it explains why mRNA-LNP therapy is most valuable for severely affected patients and for basal (high-frequency) rescue.

  4. Clinical gating recommendation: the engineering target for LNP cochlear tropism is 20% OHC as a minimum-therapeutic floor (captures basal recovery, 21 dB), 50% as the AAV-parity target (full-band recovery). Between those two points, every percentage point of tropism translates directly to dB recovered per band by the log transfer function.

  5. Tonotopic engineering angle: if basal bias is 2× the mean (current assumption), basal tropism hits 40% at eff_mean=20%. Engineering a more-uniform LNP (ligand to apical-preferring OHC markers) would spread the rescue across frequencies but reduce basal peak. For patients like Misha with sloping loss, the basal-biased profile is clinically preferred.

Limitations

  • Tonotopic gradient is a parametric assumption (2×/1×/0.5×). Real distribution varies by LNP chemistry, injection volume, round-window vs intracochlear route. Published data insufficient for precise calibration; sensitivity to gradient shape would be informative (2×/1×/0.5× vs flat vs steeper).
  • ABR transfer function assumes uniform rescue within a zone. Spatial clumping of LNP-transfected OHCs (e.g., adjacent-cell clusters from a single injection site) could produce a less-smooth frequency response than predicted.
  • “Functional rescue” = per-OHC STRC trough ≥ 2× is a pharmacology pass/fail. Actual cochlear amplification gain is continuous in STRC level and could scale with trough magnitude above threshold (2.17 vs 2.9 vs 3.0×). The transfer function aggregates this into the calibration, but the per-band dB prediction may be slightly conservative at saturated (Q2W) dosing.
  • Misha’s baseline audiogram is approximate (65/55/40 dB). Actual audiometric report should replace these before clinical interpretation.
  • Model assumes structural rescue is immediate on achieving therapeutic STRC level. In reality, hair bundle reformation after HTC loss is unproven in adult cochlea; pediatric window applies.
  • No immune/anti-PEG attenuation of repeat LNP dosing. Chronic Q6W dosing may shift after 2-3 doses in vivo.

Next steps

  1. Parameterise tonotopic gradient sensitivity: sweep gradient shapes (flat, 2:1:0.5, 3:1:0.3) to bound the per-band rescue uncertainty.
  2. Continuous functional-rescue model: replace pass/fail at 2× trough with a continuous function f(trough) → amplifier_gain, so deeper trough (Q2W saturated 3×) beats marginal Q6W (2.17×) even at the audiogram level.
  3. Misha-specific audiogram: replace the approximated 65/55/40 with his measured PTA from latest audiology visit. Re-run the table.
  4. Strategy B (full-length STRC mRNA) equivalent model: build a direct mRNA → STRC ODE with no RBM24 layer, compute dose-schedule, then apply the same audiogram layer. Should match or exceed Strategy A because it bypasses the 2× Hill cap.
  5. Compare to STRC Piezo Delivery Feasibility OHC Targeting: piezoelectric TM amplifier predicts 92% audiogram coverage at ≥50 dB LAeq; how does this compare to 20% OHC mRNA-LNP rescue in the same tonotopic terms?

Replication

cd ~/STRC/models
/opt/miniconda3/bin/python3 mrna_lnp_audiogram_rescue.py
# outputs: mrna_lnp_audiogram_rescue.json

Files / Models

  • ~/STRC/models/mrna_lnp_audiogram_rescue.py — tonotopic × transfer-function composition
  • ~/STRC/models/mrna_lnp_audiogram_rescue.json — per-zone predictions for DFNB16 baseline + Misha audiogram × 5 LNP scenarios
  • ~/STRC/models/abr_transfer_model.py — ABR transfer function (reused, calibration unchanged)
  • ~/STRC/models/mrna_lnp_pkpd_integration.json — source of per-OHC PK/PD pass/fail per regimen

Connections