Therapeutic Discovery

Red Teaming Alzheimer's

Predicting the failure of autophagy enhancers-and finding a path forward.

This case study presents a hypothesis-generating research framework based on correlative evidence. It is not medical advice and does not recommend clinical treatment decisions.

Patent Portfolio

U.S. Provisional Patent Applications:
63/949,114 (Dec 26, 2025) · 63/949,234 (Dec 27, 2025) · 63/950,382 (Dec 29, 2025)
Methods for Staged Treatment of Tauopathies via Secretory Shunt ModulationInventor: Aaron Martinez / Lumenais Research

The Puzzle

Multiple clinical trials targeting autophagy in Alzheimer's Disease have failed. Rapamycin, trehalose, lithium, metformin-all enhance autophagy, the cell's natural cleanup mechanism. All showed disappointing results.

The paradox: Autophagy should clear tau aggregates. Why doesn't enhancing it work?

We gave the Epistemic Engine a core mechanism paper, transcriptomics data, and proteomics results. What emerged was a coherent, testable framework supported by correlations across 2,004 human brain samples.

The Smoking Gun

The system predicted that if autophagy is blocked by tau aggregates, cells would compensate by activating an alternative pathway: EV-mediated secretion. The tau can't be degraded, so it gets exported to neighboring cells.

RAB27A Upregulation

r = +0.54

Strong positive correlation with p62 across 2,004 human brain samples

Human AD postmortem brain (GSE84422): p62-RAB27A correlation r = +0.539, p < 10⁻¹⁵⁰. Acute cell models show even stronger effects. See publication for full statistical details.

This is the "Secretory Shunt"-and it explains why autophagy enhancers don't just fail. They may accelerate disease spread in specific stages (hypothesis).

Stage-Dependent Risk (Hypothesis)

Enhancing autophagy when the pathway is blocked may increase EV-mediated tau export-potentially spreading pathology. This remains a preclinical hypothesis requiring perturbational validation.

The Stage Evolution Discovery

Validation in acute 4R tauopathy cell models revealed an apparent contradiction: positive RAB27A-RAB27B correlation (r = +0.85), opposite to the chronic human brain findings (r = -0.52).

Rather than invalidation, this discordance reveals stage-dependent evolution:

RAB27A-RAB27B Correlation by Disease Phase

PhaseModelCorrelationp-valueInterpretation
Acute/EarlyiPSC 4R tau neurons+0.8033.5 × 10⁻⁵Emergency mobilization
Acute/EarlySH-SY5Y 4R tau cells+0.8616.5 × 10⁻⁸Both pathways activated
Chronic/LateHuman AD postmortem-0.516< 10⁻¹³⁶RAB27B exhaustion

Key Insight: The Correlation Sign Flip

Early disease mobilizes both RAB27 paralogs as an emergency response. Chronic disease exhausts RAB27B capacity, leaving RAB27A as the dominant pathway. The RAB27A/RAB27B ratio emerges as a disease stage biomarker.

Acute Phase

r = +0.85

Both pathways upregulated together

Chronic Phase

r = -0.52

RAB27A up, RAB27B exhausted

The Mechanism: Topological Inversion

The system identified a cascade of exclusion events. When tau fibrils saturate the p62 receptor, they form a "glassy lattice" that physically blocks the autophagy machinery:

STEP 1Saturation

Tau fibrils saturate p62, forming a rigid "glassy lattice"

STEP 2Exclusion

TAX1BP1 and other receptors are physically excluded from the condensate

STEP 3Cascade Failure

No Mon1-Ccz1 recruitment → No Rab7 activation → No lysosome fusion

RESULTSecretory Shunt

Blocked autophagy activates RAB27A → tau expelled via EV-mediated secretion

The machinery is present. The failure is topological-a physical block that no amount of autophagy enhancement can overcome.

Novel Finding: Motor Independence

The Secretory Shunt operates independently of classical Myosin-Va (MYO5A) dependent transport. MYO5A correlates with RAB27B (canonical pathway) but not RAB27A (shunt pathway):

DatasetMYO5A-RAB27AMYO5A-RAB27B
GSE255902 (iPSC)r = +0.37r = +0.63
GSE163150 (SH-SY5Y)r = -0.11r = +0.22

Implication: The Shunt uses a non-canonical vesicular transport mechanism-a potential therapeutic advantage.

Cross-Dataset Validation (n=2,047)

The Secretory Shunt framework was validated across three independent datasets spanning different model systems, tauopathy types, and disease phases:

Core p62-RAB27A Correlation Across Datasets

DatasetPhaseModelnrp-value
GSE84422ChronicHuman AD postmortem2,004+0.539< 10⁻¹⁵⁰
GSE255902AcuteiPSC 4R tau neurons19+0.5641.2 × 10⁻²
GSE163150AcuteSH-SY5Y 4R tau cells24+0.8859.1 × 10⁻⁹

Conserved Mechanism

The p62→RAB27A axis is validated across human postmortem brain, iPSC-derived neurons, and cell line models-demonstrating this is a conserved stress response, not a model-specific artifact.

Additional Validated Correlations (GSE84422)

Correlationrp-valueInterpretation
RAB27A-RAB27B-0.516< 10⁻¹³⁶Non-canonical pathway (chronic phase)
SYP-RAB27A-0.357< 10⁻³³Synaptic machinery diversion
MAP2-RAB27A-0.455< 10⁻¹⁰²Microtubule collapse precedes Shunt
AQP4-RAB27A-0.336< 10⁻⁵⁴Glymphatic compensation failure

Pathway Decoupling: The Non-Canonical Route

RAB27A upregulation is isoform-specific. This is not general EV activation-canonical exosome markers are suppressed:

Genelog2FCDirectionp-value
RAB27A+0.164UP0.045
RAB27B-0.766DOWN2.4 × 10⁻²⁰
CD63-0.162DOWN0.044
CD81-0.196DOWN3 × 10⁻⁵
TSG101-0.142DOWN0.008
The cell is not increasing EV production generally. It is specifically activating an alternative secretory pathway to eject cargo it cannot degrade.

The Nrf2 Paradox (Hypothesis)

Nrf2 activators are typically considered neuroprotective through antioxidant response. However, in established tauopathy, the data suggests Nrf2 activation may worsen the pathological loop:

Hypothesis: Nrf2 Activation Timing

The following Nrf2-activating compounds may be counterproductive in established tauopathy (preclinical hypothesis; not medical guidance):

  • Sulforaphane (broccoli extract)
  • Bardoxolone methyl
  • Dimethyl fumarate
  • Curcumin (at Nrf2-activating doses)

This is a correlation-based hypothesis requiring perturbational validation in staging-aware models.

Mechanism: Nrf2 activation upregulates SQSTM1 (p62) transcription, amplifying p62 accumulation and feeding the pathological feed-forward loop.

Evidence: NFE2L2 → SQSTM1 Upregulation

DatasetModelDirection
GSE255902iPSC 4R tau neurons0.36Positive
GSE163150SH-SY5Y 4R tau cells0.61Positive

The Feed-Forward Trap

Nrf2 is activated by p62 accumulation (via KEAP1 sequestration). But Nrf2 then upregulates SQSTM1 transcription, creating more p62. This self-amplifying loop explains why antioxidant strategies may paradoxically accelerate disease.

The Solution: Five-Stage Disease Model

The stage evolution discovery enables precision staging. RAB27A/RAB27B dynamics define five distinct disease phases, each motivating different preclinical research strategies:

STAGE 0

Pre-Disease

Tau pathology minimal, autophagy competent

RAB27 Dynamics: Both at baseline, no correlation shift

Research Focus: Prevention and baseline characterization

STAGE 1

Early Active

Emergency mobilization of all secretory pathways

RAB27 Dynamics: RAB27A ↑, RAB27B ↑, positive correlation (+0.85)

Research Focus: Dual-pathway modulation (preclinical hypothesis)

Alpha-lipoic acid: Condensate disruption hypothesis (preclinical)
Macitentan/Sulfisoxazole: RAB27A modulation hypothesis (preclinical)
STAGE 2

Late Active

Shunt takeover - RAB27B capacity exhausted

RAB27 Dynamics: RAB27A ↑, RAB27B ↓, negative correlation (-0.52)

Research Focus: RAB27A-selective intervention (preclinical hypothesis)

Strategy: Block Shunt without needing RAB27B modulation
STAGE 3

Quarantine

NFT solidification - tau "locked" in insoluble form

RAB27 Dynamics: Shunt machinery declining

Research Focus: Disaggregation-first sequence (preclinical hypothesis)

7-DP peptide: Fibril disaggregation (preclinical). Expect "Paradoxical Flare".
Then: Stage 1 intervention once tau mobilized
STAGE 4

Terminal

Extensive neuronal loss, irreversible damage

Research Focus: Supportive/symptomatic management

"The RAB27A/RAB27B ratio tells you where you are.
The research focus follows the stage."

Key Limitations

  • • Bulk tissue confounds cell-type composition effects
  • • GSE84422 includes repeated measures per subject (non-independence)
  • • All associations are correlational - causal claims require perturbational validation
  • • Stage inference from cross-sectional data requires prospective validation

This is a hypothesis-generating framework for preclinical research - not validated for patient care.

Research Stratification Framework

The dual-marker framework enables research stratification. RAB27A levels combined with tau-PET imaging define four hypothesized categories for preclinical study design:

RAB27ATau-PETPhaseResearch Interpretation
LowLowPre-diseaseBaseline/control
HighLowSuper-SpreaderPriority for Stage 1 study - highest spreading hypothesis
HighHighActive + AccumulatingStage 1 intervention candidate
LowHighQuarantined/FossilizedStage 0 first - disaggregation hypothesis

Critical Insight: The Super-Spreader Phenotype

Patients with high RAB27A but low tau-PET signal represent a high-risk research subgroup. Standard tau-PET-based stratification would miss them. These patients may have active EV-mediated tau secretion with immature fibrils-the disease is spreading, not accumulating (hypothesis).

Dual-Marker Endpoint Logic (Preclinical Hypothesis)

RAB27ATau BurdenInterpretationPredicted Readout
HighLowSuper-SpreaderStage 1 candidate
LowLowCLEAREDSuccessful clearance
LowHighFOSSILIZEDFalse-positive trap (not cleared)
SpikeAnyParadoxical FlarePredicted transient signal if disaggregation active

The False-Positive Efficacy Trap

RAB27A reduction can indicate either successful clearance OR pathological fossilization. Without dual-marker assessment, clinical trials risk misinterpreting treatment failure as success.

Note: Conceptual framework-not clinically validated.

Safety Implications

Preclinical Hypothesis

Autophagy enhancers alone may be counterproductive in tauopathy models with elevated RAB27A. The correlational data suggests this could accelerate disease spread via EV-mediated tau release-a testable prediction for staging-aware experimental designs.

InterventionHypothesized Outcome
Autophagy enhancer monotherapy⚠️ May worsen late-stage models - pressurizes Shunt (hypothesis)
Lattice disruptor + autophagy enhancerPotentially beneficial - sequential approach
Lattice disruptor aloneTestable in preclinical models
Stage 0 → Stage 1 → Stage 2Stage-guided strategy (hypothesis)

Candidate research readouts: Plasma EV-associated tau, CSF RAB27A, CSF CD63/CD81/TSG101, Tau-PET imaging, Synaptophysin (cognitive trajectory)

PSP & 4R Tauopathies

Progressive Supranuclear Palsy (PSP) is a pure 4R tauopathy with no approved disease-modifying treatments and a median survival of 6-9 years from diagnosis. V3 validation in 4R-specific models makes this framework directly relevant:

Direct Validation

GSE255902 (iPSC 4R tau) and GSE163150 (SH-SY5Y 4R tau) specifically model PSP-relevant pathology

Faster Progression

PSP's rapid course may show accelerated stage evolution-early biomarker detection is critical

Unmet Need

PSP has no approved disease-modifying treatments. The Secretory Shunt framework offers a tractable path toward disease-modifying research, validated in the relevant 4R tau models.

Named Research Candidates (Preclinical)

CompoundStageMechanismResearch Status
Alpha-lipoic acid1Disrupts p62-tau condensates (LLPS)Preclinical hypothesis
Macitentan1ETA antagonist, CNS-penetrantPreclinical hypothesis
D-TLKIVWC peptide0Strain-relief fibril disaggregationPreclinical
Rapamycin2mTOR inhibition, autophagy enhancementTiming-dependent (preclinical)

Additional Targets

92% CONFIDENCE

NEDD4L

E3 LIGASE

High expression (11,256). HECT domain-highly druggable.

HIGH NOVELTY

PB1 Domain

INTERFACE

Structures available (PDB 6TH3). Small molecule target.

78% CONFIDENCE

STUB1/CHIP

E3 LIGASE

Works with chaperones. Alternative Shell-TAC strategy.

In total, 37 genes were identified as potential therapeutic targets, with 3 specific intervention strategies supported by mechanistic evidence.

Epistemic Engine Performance

This case study demonstrates the complete analytical pipeline: from literature synthesis through hypothesis generation to empirical validation against human data.

Total Samples

2,047

Across 3 datasets

Datasets

3

Independent validation

Hypotheses

8/10

Validated or refined

Patents

3

Provisionals filed

Audit-Ready

All statistics are independently reproducible from raw GEO data using the open-source pipeline in our Zenodo repository. Figure generation script included - turnkey verification.

Analysis Pipeline

Synthesis
Hypothesis
Validation
Patent
Publication
The RAB27A finding was not predicted in the original mechanism paper. It emerged from the hypothesis-driven validation loop-a genuine discovery from cross-domain analysis.

Impact

Time to Framework

48 hours

vs. 2-5 years traditional

Estimated Savings

$50-100M

Avoided Phase II failure

Novel Contributions:

  • Three-stage research framework
  • Super-Spreader phenotype hypothesis
  • Paradoxical Flare as a candidate endpoint
  • Dual-marker stratification framework

This case demonstrates mechanism elucidation, red teaming of previous approaches, target discovery, safety prediction, and research candidate identification-before any new clinical trial investment.

Publications

Stage-Dependent Evolution

V4 Current

From Acute Compensation to Chronic Collapse - Cross-dataset validation (n=2,047)

DOI: 10.5281/zenodo.18123207December 31, 2025CC BY 4.0

Includes 8 publication figures + full reproducibility pipeline

Stage-Dependent Evolution

V3

Cross-dataset validation (superseded by V4)

DOI: 10.5281/zenodo.18091492December 29, 2025

Unified Framework

V2

A Unified Framework for Tauopathy Progression and Therapeutic Intervention

DOI: 10.5281/zenodo.18072617December 27, 2025

Mechanism Paper

V1

How Tau Fibrils Exploit Autophagy Topology to Accelerate Disease Spread

DOI: 10.5281/zenodo.18066046December 26, 2025

Licensing & Collaboration

The therapeutic strategies described in this case study are the subject of:

U.S. Provisional Patent Application No. 63/949,114 (Dec 26, 2025)

U.S. Provisional Patent Application No. 63/949,234 (Dec 27, 2025)

U.S. Provisional Patent Application No. 63/950,382 (Dec 29, 2025)

Methods and Compositions for Staged Treatment of Tauopathies via Secretory Shunt Modulation

Protected IP includes:

  • • Five-stage disease classification model
  • • Stage evolution biomarker (RAB27A/RAB27B ratio)
  • • Biomarker-guided patient stratification (RAB27A × Tau-PET matrix)
  • • Composition claims (alpha-lipoic acid + macitentan/sulfisoxazole)
  • • Nrf2 activator contraindication in established tauopathy
  • • Paradoxical Flare as pharmacodynamic endpoint

We welcome inquiries from pharmaceutical companies, biotech ventures, and research institutions interested in:

  • Licensing the Staged Secretory Shunt Modulation methodology
  • Co-development of Stage 1 combination therapy
  • Collaborative validation studies
  • Clinical trial design consultation

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