🧪 Hypotheses

therapeutic 0.84

APOE4-Specific Lipidation Enhancement Therapy

🧬 APOE 🏥 Alzheimer's disease

✅ 0.00 ✨ 0.00 💥 0.00

## Molecular Mechanism and Rationale...

therapeutic 0.71

Closed-loop transcranial focused ultrasound to restore hippocampal gamma oscillations via direct PV interneuron recruitm

🧬 PVALB 🏥 Alzheimer's disease

✅ 0.88 ✨ 0.80 💥 0.82

**Background and Rationale**...

mechanistic 0.70

SASP-Mediated Complement Cascade Amplification

🧬 C1Q/C3 🏥 neurodegeneration

✅ 0.75 ✨ 0.85 💥 0.80

**SASP-Mediated Complement Cascade Amplification in Alzheimer's Disease**...

unknown 0.70

Multi-Target Hypothesis: Aβ-Induced Cholinergic Damage is Partially Irreversible

🧬 APP/PSEN1 (Aβ production), CHAT (cholinergic synthesis) 🏥 N/A

✅ 0.60 ✨ 0.55 💥 0.85

...

therapeutic 0.70

Closed-loop tACS targeting EC-II SST interneurons to block tau propagation and restore perforant-path gamma gating in AD

🧬 SST 🏥 Alzheimer's disease

✅ 0.86 ✨ 0.78 💥 0.82

## Molecular Mechanism and Rationale...

therapeutic 0.70

Closed-loop focused ultrasound targeting EC-II SST interneurons to restore gamma gating and block tau propagation in AD

🧬 SST 🏥 Alzheimer's disease

✅ 0.87 ✨ 0.79 💥 0.81

## Molecular Mechanism and Rationale...

therapeutic 0.69

Hippocampal CA3-CA1 synaptic rescue via DHHC2-mediated PSD95 palmitoylation stabilization

🧬 BDNF 🏥 Alzheimer's disease

✅ 0.70 ✨ 0.82 💥 0.83

## Molecular Mechanism and Rationale...

mechanistic 0.69

TREM2-Dependent Microglial Senescence Transition

🧬 TREM2 🏥 neurodegeneration

✅ 0.72 ✨ 0.78 💥 0.91

**Background and Rationale**...

therapeutic 0.69

Closed-loop transcranial focused ultrasound with 40Hz gamma entrainment to restore hippocampal-cortical synchrony via se

🧬 PVALB 🏥 Alzheimer's disease

✅ 0.00 ✨ 0.00 💥 0.00

This hypothesis combines the spatial precision of transcranial focused ultrasound (tFUS) with the proven efficacy of 40Hz gamma entrainment to create ...

therapeutic 0.68

Gamma entrainment therapy to restore hippocampal-cortical synchrony

🧬 SST 🏥 Alzheimer's disease

✅ 0.88 ✨ 0.78 💥 0.80

**Gamma Entrainment Therapy for Alzheimer's Disease: Circuit-Level Intervention**...

therapeutic 0.68

Hippocampal CA3-CA1 circuit rescue via neurogenesis and synaptic preservation

🧬 BDNF 🏥 Alzheimer's disease

✅ 0.72 ✨ 0.68 💥 0.78

**Molecular Mechanism and Rationale**...

unknown 0.68

H2: Indole-3-Propionate (IPA) as the Actual Neuroprotective Effector

🧬 PXR (NR1I2), IDO1 🏥 neurodegeneration

✅ 0.80 ✨ 0.88 💥 0.75

# H2: Indole-3-Propionate (IPA) as the Actual Neuroprotective Effector Downstream of GLP-1 Signaling...

unknown 0.67

CSF sTREM2 as Pharmacodynamic Biomarker for Therapeutic Window Identification

🧬 sTREM2/membrane-TREM2/ADAM10 🏥 neuroimmunology

✅ 0.85 ✨ 0.60 💥 0.88

# CSF sTREM2 as Pharmacodynamic Biomarker for Therapeutic Window Identification...

therapeutic 0.67

Closed-loop tACS targeting EC-II PV interneurons to suppress burst firing and block tau propagation via perforant path i

🧬 PVALB 🏥 Alzheimer's disease

✅ 0.87 ✨ 0.78 💥 0.81

## Molecular Mechanism and Rationale...

mechanistic 0.67

Nutrient-Sensing Epigenetic Circuit Reactivation

🧬 SIRT1 🏥 neurodegeneration

✅ 0.95 ✨ 0.70 💥 0.85

**Molecular Mechanism and Rationale**...

therapeutic 0.67

Beta-frequency entrainment therapy targeting PV interneuron-astrocyte coupling for tau clearance

🧬 SST 🏥 Alzheimer's disease

✅ 0.85 ✨ 0.82 💥 0.82

## Molecular Mechanism and Rationale...

mechanistic 0.66

Transcriptional Autophagy-Lysosome Coupling

🧬 FOXO1 🏥 neurodegeneration

✅ 0.75 ✨ 0.80 💥 0.78

**Transcriptional Autophagy-Lysosome Coupling via FOXO1-TFEB Coordination**...

mechanistic 0.66

ACSL4-Driven Ferroptotic Priming in Disease-Associated Microglia

🧬 ACSL4 🏥 Alzheimer's Disease

✅ 0.75 ✨ 0.85 💥 0.85

## 1. Molecular Mechanism and Rationale...

therapeutic 0.66

Closed-loop tACS targeting EC-II parvalbumin interneurons to restore gamma rhythmogenesis and block tau AIS disruption i

🧬 PVALB 🏥 Alzheimer's disease

✅ 0.86 ✨ 0.79 💥 0.80

## Molecular Mechanism and Rationale...

unknown 0.65

Temporal SPP1 Inhibition During Critical Windows

🧬 SPP1 🏥 neuroinflammation

✅ 0.70 ✨ 0.75 💥 0.80

# Temporal SPP1 Inhibition During Critical Windows: Mechanistic Framework and Therapeutic Rationale...

therapeutic 0.65

Selective Acid Sphingomyelinase Modulation Therapy

🧬 SMPD1 🏥 neurodegeneration

✅ 0.90 ✨ 0.70 💥 0.85

**Overview**...

therapeutic 0.64

Dual-Receptor Antibody Shuttling

🧬 N/A 🏥 Alzheimer's disease

✅ 0.00 ✨ 0.00 💥 0.00

# Dual-Receptor Antibody Shuttling: A Strategic Approach to Overcoming Blood-Brain Barrier Limitations in Neurodegenerative Disease Therapy...

therapeutic 0.64

Closed-loop transcranial alternating current stimulation to restore hippocampal-prefrontal gamma synchrony via PV intern

🧬 SST 🏥 Alzheimer's disease

✅ 0.88 ✨ 0.78 💥 0.81

## Molecular Mechanism and Rationale...

mechanistic 0.64

TREM2-Dependent Astrocyte-Microglia Cross-talk in Neurodegeneration

🧬 TREM2 🏥 neurodegeneration

✅ 0.00 ✨ 0.00 💥 0.00

**Background and Rationale** TREM2 variants represent major genetic risk factors for Alzheimer's disease, with loss-of-function mutations increasing d...

unknown 0.64

TREM2-Dependent Microglial Phagocytosis Acts as a Strain Selection Filter

🧬 TREM2 🏥 neurodegeneration

✅ 0.78 ✨ 0.72 💥 0.80

# TREM2-Dependent Microglial Phagocytosis Acts as a Strain Selection Filter in Tauopathy Progression...

therapeutic 0.63

Closed-loop transcranial focused ultrasound to restore hippocampal gamma oscillations via cholecystokinin interneuron ne

🧬 CCK 🏥 Alzheimer's disease

✅ 0.00 ✨ 0.00 💥 0.00

**Background and Rationale**...

therapeutic 0.63

Closed-loop transcranial focused ultrasound targeting EC-II SST interneurons to restore hippocampal gamma oscillations v

🧬 SST 🏥 Alzheimer's disease

✅ 0.00 ✨ 0.00 💥 0.00

This hypothesis proposes using closed-loop transcranial focused ultrasound (tFUS) to selectively activate somatostatin-positive (SST) interneurons in ...

therapeutic 0.63

Closed-loop optogenetic targeting PV interneurons to restore theta-gamma coupling and prevent amyloid-induced synaptic d

🧬 PVALB 🏥 Alzheimer's disease

✅ 0.00 ✨ 0.00 💥 0.00

Parvalbumin-positive (PV) fast-spiking interneurons in hippocampal CA1 stratum pyramidale serve as critical regulators of theta-gamma cross-frequency ...

therapeutic 0.63

CYP46A1 Overexpression Gene Therapy

🧬 CYP46A1 🏥 neurodegeneration

✅ 0.60 ✨ 0.95 💥 0.90

**CYP46A1 Overexpression Gene Therapy for Alzheimer's Disease**...

unknown 0.63

Microglial TREM2-SYK Pathway Enhancement

🧬 TREM2 🏥 neurodegeneration

✅ 0.70 ✨ 0.60 💥 0.80

## Microglial TREM2-SYK Pathway Enhancement in Neurodegeneration...