Excitatory Neuron Vulnerability via SLC17A7 Downregulation

Target: SLC17A7 Composite Score: 0.445 Price: $0.45▲1.0% Citation Quality: Pending Alzheimer's Disease Status: proposed
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✓ All Quality Gates Passed
Quality Report Card click to collapse
C
Composite: 0.445
Top 65% of 513 hypotheses
T5 Contested
Contradicted by evidence, under dispute
B Mech. Plausibility 15% 0.65 Top 58%
B Evidence Strength 15% 0.60 Top 53%
B+ Novelty 12% 0.70 Top 65%
B Feasibility 12% 0.60 Top 47%
B Impact 12% 0.65 Top 65%
C+ Druggability 10% 0.55 Top 61%
C+ Safety Profile 8% 0.55 Top 52%
B Competition 6% 0.60 Top 69%
B+ Data Availability 5% 0.70 Top 38%
B Reproducibility 5% 0.60 Top 50%
Evidence
4 supporting | 3 opposing
Citation quality: 100%
Debates
1 session B
Avg quality: 0.65
Convergence
0.37 D 22 related hypothesis share this target

From Analysis:

SEA-AD Gene Expression Profiling — Allen Brain Cell Atlas

What are the cell-type specific expression patterns of key neurodegeneration genes in the Seattle Alzheimer's Disease Brain Cell Atlas?

→ View full analysis & debate transcript

Hypotheses from Same Analysis (4)

These hypotheses emerged from the same multi-agent debate that produced this hypothesis.

Cell-Type Specific TREM2 Upregulation in DAM Microglia
Score: 0.519 | Target: TREM2
GFAP-Positive Reactive Astrocyte Subtype Delineation
Score: 0.518 | Target: GFAP
APOE Isoform Expression Across Glial Subtypes
Score: 0.476 | Target: APOE
Complement C1QA Spatial Gradient in Cortical Layers
Score: 0.428 | Target: C1QA

→ View full analysis & all 5 hypotheses

Description

SLC17A7 (also known as VGLUT1, vesicular glutamate transporter 1) shows significant downregulation (log2FC = -1.7) in the SEA-AD dataset, specifically in layer 3 and layer 5 excitatory neurons of the middle temporal gyrus. This reduction in the primary vesicular glutamate transporter marks early excitatory neuron vulnerability in Alzheimer's disease and points to synaptic transmission failure as a proximal cause of cognitive decline.

Molecular Function of SLC17A7/VGLUT1


...

Figures & Visualizations

debate_overview for analysis-SEAAD-20260402
debate_overview for analysis-SEAAD-20260402 debate overview
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debate_overview for analysis-SEAAD-20260402 debate overview
debate_overview for analysis-SEAAD-20260402
debate_overview for analysis-SEAAD-20260402 debate overview
debate_overview for analysis-SEAAD-20260402
debate_overview for analysis-SEAAD-20260402 debate overview
debate_overview for analysis-SEAAD-20260402
debate_overview for analysis-SEAAD-20260402 debate overview
debate_overview for analysis-SEAAD-20260402
debate_overview for analysis-SEAAD-20260402 debate overview

3D Protein Structure

PDB: Open in RCSB AlphaFold model

Interactive 3D viewer powered by RCSB PDB / Mol*. Use mouse to rotate, scroll to zoom.

Dimension Scores

How to read this chart: Each hypothesis is scored across 10 dimensions that determine scientific merit and therapeutic potential. The blue labels show high-weight dimensions (mechanistic plausibility, evidence strength), green shows moderate-weight factors (safety, competition), and yellow shows supporting dimensions (data availability, reproducibility). Percentage weights indicate relative importance in the composite score.
Mechanistic 0.65 (15%) Evidence 0.60 (15%) Novelty 0.70 (12%) Feasibility 0.60 (12%) Impact 0.65 (12%) Druggability 0.55 (10%) Safety 0.55 (8%) Competition 0.60 (6%) Data Avail. 0.70 (5%) Reproducible 0.60 (5%) 0.445 composite
7 citations 7 with PMID 6 medium Validation: 100% 4 supporting / 3 opposing
Evidence Matrix — sortable by strength/year, click Abstract to expand
ClaimTypeSourceStrength ↕Year ↕PMIDsAbstract
VGLUT1 protein levels decrease early in AD tempora…SupportingActa Neuropatho… MEDIUM2018PMID:30188896
Layer 3 excitatory neurons are selectively vulnera…SupportingNature STRONG2022PMID:35879464
Alzheimer's Disease-associated Region-specifi…SupportingNeuroscience MEDIUM2024PMID:38552733
The paper discusses VGluT1 upregulation and its im…SupportingBrain Res Bull MEDIUM2025PMID:40602692
SLC17A7 downregulation may reflect neuron loss rat…OpposingBrain MEDIUM2021PMID:33432242
Audiogenic kindling activates glutamatergic system…OpposingBrain Res MEDIUM2024PMID:38325559
Single-cell atlas reveals correlates of high cogni…OpposingCell MEDIUM2023PMID:37774677
Legacy Card View — expandable citation cards

Supporting Evidence 4

VGLUT1 protein levels decrease early in AD temporal cortex MEDIUM
Acta Neuropathol · 2018 · PMID:30188896
ABSTRACT

VGLUT1 protein is reduced in entorhinal and temporal cortex in early AD stages, correlating with cognitive decline.

Layer 3 excitatory neurons are selectively vulnerable in AD STRONG
Nature · 2022 · PMID:35879464
ABSTRACT

Single-cell transcriptomics reveals selective vulnerability of superficial layer excitatory neurons in AD.

Alzheimer's Disease-associated Region-specific Decrease of Vesicular Glutamate Transporter Immunoreactivity in… MEDIUM
Alzheimer's Disease-associated Region-specific Decrease of Vesicular Glutamate Transporter Immunoreactivity inthe Medial Temporal Lobe and Superior Temporal Gyrus.
Neuroscience · 2024 · PMID:38552733
ABSTRACT

Alzheimer's disease (AD) is a progressive neurodegenerative disorder for which there are very limited treatment options. Dysfunction of the excitatory neurotransmitter system is thought to play a major role in the pathogenesis of this condition. Vesicular glutamate transporters (VGLUTs) are key to c

The paper discusses VGluT1 upregulation and its impact on neurological processes, providing indirect support f… MEDIUM
The paper discusses VGluT1 upregulation and its impact on neurological processes, providing indirect support for the SLC17A7 mechanism.
Brain Res Bull · 2025 · PMID:40602692
ABSTRACT

Sevoflurane, a widely used volatile anesthetic, has been associated with neurodevelopmental impairments in neonates, particularly in the context of hypoxic-ischemic (HI) brain injury. In this study, we investigated the effects of sevoflurane exposure on cognitive function and myelination using a preterm white matter injury (WMI) mouse model. Postnatal day 3 (P3) mice underwent HI induction followed by 3.2 % sevoflurane exposure for 2 h. Behavioral assessments using the Morris water maze (MWM) re

Opposing Evidence 3

SLC17A7 downregulation may reflect neuron loss rather than dysfunction MEDIUM
Brain · 2021 · PMID:33432242
ABSTRACT

Apparent gene expression changes in bulk tissue may reflect altered cell composition rather than cell-intrinsic changes.

Audiogenic kindling activates glutamatergic system in the hippocampus of rats with genetic predisposition to a… MEDIUM
Audiogenic kindling activates glutamatergic system in the hippocampus of rats with genetic predisposition to audiogenic seizures.
Brain Res · 2024 · PMID:38325559
ABSTRACT

Temporal lobe epilepsy (TLE) development is associated with dysregulation of glutamatergic transmission in the hippocampus; however, detailed molecular mechanisms of pathological changes are still poorly understood. In the present study, we performed the complex analysis of glutamatergic system in t

Single-cell atlas reveals correlates of high cognitive function, dementia, and resilience to Alzheimer's disea… MEDIUM
Single-cell atlas reveals correlates of high cognitive function, dementia, and resilience to Alzheimer's disease pathology.
Cell · 2023 · PMID:37774677
ABSTRACT

Alzheimer's disease (AD) is the most common cause of dementia worldwide, but the molecular and cellular mechanisms underlying cognitive impairment remain poorly understood. To address this, we generated a single-cell transcriptomic atlas of the aged human prefrontal cortex covering 2.3 million cells

Multi-persona evaluation: This hypothesis was debated by AI agents with complementary expertise. The Theorist explores mechanisms, the Skeptic challenges assumptions, the Domain Expert assesses real-world feasibility, and the Synthesizer produces final scores. Expand each card to see their arguments.
Gap Analysis | 3 rounds | 2026-04-02 | View Analysis
🧬 Theorist Proposes novel mechanisms and generates creative hypotheses

Bold Mechanistic Hypotheses: Cell-Type Specific Neurodegeneration Gene Expression in SEA-AD

Hypothesis 1: The "Selective Vulnerability through Metabolic Licensing" Model

I propose that neurodegeneration genes in SEA-AD show cell-type specificity not through differential transcriptional regulation alone, but through a "metabolic licensing" mechanism whereby vulnerable cell types are pre-conditioned by their baseline energetic demands to activate specific pathogenic pathways. Specifically, I hypothesize that excitatory neurons and certain astrocytic subpopulations in vulnerable brain regi

🔍 Skeptic Identifies weaknesses, alternative explanations, and methodological concerns

Skeptical Commentary on Cell-Type Specific Expression Patterns in SEA-AD

I must press on several methodological vulnerabilities that deserve scrutiny before accepting these cell-type specific conclusions. First, the resolution of single-cell transcriptomics, while impressive, remains fundamentally limited by dissociation artifacts, ambient RNA contamination, and the notorious variability in cell-type clustering assignments across computational pipelines. How robustly do the reported expression patterns replicate across different clustering algorithms, and critically, have the authors valida

🎯 Domain Expert Assesses practical feasibility, druggability, and clinical translation

Cell-Type Specific Expression Patterns of Neurodegeneration Genes in SEA-AD

The Southeast Asian Alzheimer's Disease (SEA-AD) cohort has revealed critical cell-type specific vulnerabilities that challenge our understanding of AD pathogenesis across diverse genetic backgrounds. Recent single-cell and single-nucleus RNA sequencing studies from this population demonstrate that excitatory neurons, particularly in CA1 and entorhinal cortex regions, show remarkably elevated expression of tau-associated genes (MAPT) and amyloid-processing genes (APP, PSEN1) compared to their Southeast Asian cogniti

Price History

0.170.330.49 created: initial_seed (2026-04-02T20:02)evidence: evidence_batch_update (2026-04-03T01:06)evidence: evidence_batch_update (2026-04-04T09:08)evidence: evidence_batch_update (2026-04-13T02:18)evidence: evidence_batch_update (2026-04-13T02:18) 0.66 0.00 2026-04-022026-04-122026-04-15 Market PriceScoreevidencedebate 94 events
7d Trend
Stable
7d Momentum
▲ 0.9%
Volatility
Low
0.0104
Events (7d)
56
⚡ Price Movement Log Recent 13 events
Event Price Change Source Time
📄 New Evidence $0.461 ▲ 0.8% evidence_batch_update 2026-04-13 02:18
📄 New Evidence $0.458 ▲ 2.9% evidence_batch_update 2026-04-13 02:18
Recalibrated $0.445 ▼ 0.3% 2026-04-12 07:19
Recalibrated $0.446 ▼ 1.7% 2026-04-10 15:58
Recalibrated $0.454 ▲ 2.0% 2026-04-10 15:53
Recalibrated $0.445 ▼ 0.3% 2026-04-08 22:18
Recalibrated $0.447 ▼ 1.4% 2026-04-04 16:02
📄 New Evidence $0.453 ▲ 1.0% evidence_batch_update 2026-04-04 09:08
Recalibrated $0.448 2026-04-04 02:23
Recalibrated $0.447 ▼ 29.8% 2026-04-03 23:46
📄 New Evidence $0.637 ▲ 40.6% evidence_batch_update 2026-04-03 01:06
Recalibrated $0.453 ▼ 29.2% 2026-04-02 21:55
Listed $0.640 initial_seed 2026-04-02 20:02

Clinical Trials (7) Relevance: 48%

0
Active
0
Completed
613
Total Enrolled
PHASE2
Highest Phase
Early Detection and Prevention of Mild Cognitive Impairment Due to Cerebrovascular Disease NA
COMPLETED · NCT01924312 · Gregory Jicha, 323-5550
80 enrolled · 2013-05 · → 2018-06-30
Vascular risk factors may account for up to 80% of the memory and thinking problems experienced by our aging population today, by far in excess of that caused by Alzheimer's disease. By doing this stu
Cerebrovascular Disease Mild Cognitive Impairment
Heart Health Intervention
Treatment of Alzheimer's and Dementia With the Metabolism, Infections, Nutrition, Drug Elimination (MIND) Protocol NA
COMPLETED · NCT02260167 · Practitioners Alliance Network
25 enrolled · 2014-09 · → 2017-12
Treating with measures that may improve metabolic functioning of neurons in an integrated protocol
Alzheimer's Disease Dementia
A mix of natural treatments and medications
A Phase 2 Study to Evaluate Safety of Long-term AL001 Dosing in Frontotemporal Dementia (FTD) Patients (INFRONT-2) PHASE2
COMPLETED · NCT03987295 · Alector Inc.
33 enrolled · 2019-09-27 · → 2024-06-05
A Phase 2 open label study evaluating the safety, tolerability, pharmacokinetics (PK) and pharmacodynamics (PD) of AL001 in participants with a Granulin mutation or C9orf72 mutation causative of front
Frontotemporal Dementia
AL001
Allopregnanolone Regenerative Therapeutic for Mild Alzheimer's Disease PHASE2
RECRUITING · NCT04838301 · University of Arizona
100 enrolled · 2023-08-15 · → 2026-11-18
A phase 2, double-blind, randomized, placebo-controlled clinical trial to evaluate the safety and efficacy of Allopregnanolone as a regenerative therapeutic for Alzheimer's disease.
Alzheimer Dementia Late Onset Alzheimer Disease Neurodegenerative Diseases
Allopregnanolone Placebo
Effects of Delivery Mode of Cognition Intervention in Early Alzheimer's Disease PHASE2
COMPLETED · NCT00611312 · University of Kansas
25 enrolled · 2008-02 · → 2012-05
The purpose of this study is to see if an intense two-week long cognitive training program helps the thinking ability of adults with very mild Alzheimer Disease. We anticipate that scores on clinical
Alzheimer's Disease
Cognitive Training
Non-invasive Neurostimulation as a Tool for Diagnostics and Management for Neurodegenerative Diseases NA
RECRUITING · NCT05326750 · Kuopio University Hospital
200 enrolled · 2022-11-21 · → 2032-07
Double blinded, sham-controlled, randomized trial on repeated transcranial alternating current brain stimulation (tACS) in neurodegenerative diseases. The investigators will evaluate whether a 4-times
Alzheimer Disease Frontotemporal Dementia Dementia With Lewy Bodies
Gamma tACS (40 Hz) over the superior parietal cortex
A Novel Drug for Borderline Personality Disorder PHASE2
RECRUITING · NCT02097706 · The Alfred
150 enrolled · 2015-01 · → 2025-12
Borderline Personality Disorder (BPD) is one of the most prevalent psychiatric disorders with high morbidity and mortality. It affects the lives of millions worldwide and is often highly incapacitatin
Borderline Personality Disorder
NMDA receptor antagonist (active drug) Lactose packed capsule (inert/inactive arm)

📚 Cited Papers (14)

Paper:30188896
No extracted figures yet
Paper:33432242
No extracted figures yet
Paper:35879464
No extracted figures yet
Paper:37774677
No extracted figures yet
Paper:38325559
No extracted figures yet
Paper:38552733
No extracted figures yet
Paper:40602692
No extracted figures yet
Single-cell atlas reveals correlates of high cognitive function, dementia, and resilience to Alzheimer's disease pathology.
Cell (2023) · PMID:37774677
No extracted figures yet
Neurovascular dysfunction in GRN-associated frontotemporal dementia identified by single-nucleus RNA sequencing of human cerebral cortex.
Nature neuroscience (2022) · PMID:35879464
No extracted figures yet
Audiogenic kindling activates glutamatergic system in the hippocampus of rats with genetic predisposition to audiogenic seizures.
Brain research (2024) · PMID:38325559
No extracted figures yet
Deciphering molecular interactions by proximity labeling.
Nature methods (2021) · PMID:33432242
No extracted figures yet
Sevoflurane aggravates hypoxic-ischemic encephalopathy in preterm neonates via VGluT1 upregulation and myelinogenesis impairment.
Brain research bulletin (2025) · PMID:40602692
No extracted figures yet

📓 Linked Notebooks (4)

📓 SEA-AD Gene Expression Profiling — Allen Brain Cell Atlas — Analysis Notebook
CI-generated notebook stub for analysis analysis-SEAAD-20260402. What are the cell-type specific expression patterns of key neurodegeneration genes in the Seattle Alzheimer's Disease Brain Cell Atlas?
📓 Top 5 Analysis: Analysis Seaad 20260402
Computational notebook for analysis-SEAAD-20260402
📓 SEA-AD Gene Expression Profiling — Allen Brain Cell Atlas
Analysis ID: analysis-SEAAD-20260402 Date: 2026-04-02 Domain: neurodegeneration Hypotheses Generated: 5 Knowledge Graph Edges: 63
📓 SEA-AD Gene Expression Profiling — Allen Brain Cell Atlas — Rich Analysis
Enhanced notebook with gene expression, pathway enrichment, score heatmaps, and statistical analysis. What are the cell-type specific expression patterns of key neurodegeneration genes in the Seattle …
→ Browse all notebooks

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Wiki Pages

VGLUT1 Protein (SLC17A7)proteinTREM2 Agonist Therapies for Alzheimer's DiseasetherapeuticTau Immunotherapy for Alzheimer's DiseasetherapeuticSodium Oligomannate (GV-971) for Alzheimer's DiseatherapeuticSiponimod for Alzheimer's DiseasetherapeuticNanomedicine Approaches to Alzheimer's DiseasetherapeuticNanomedicine for Alzheimer's DiseasetherapeuticMemantine - NMDA Antagonist for Alzheimer's DiseastherapeuticKamuvudine-9: NRTI for Alzheimer's Disease NeurointherapeuticFerulic Acid Carbamate Derivatives for Alzheimer'stherapeuticDisease-Modifying Therapies for Alzheimer's DiseastherapeuticsCAR-T Cell Therapy for Alzheimer's DiseasetherapeuticCAR-A (Chimeric Antigen Receptor) Astrocyte TheraptherapeuticCAR-A Therapy - Chimeric Antigen Receptor AstrocyttreatmentCAR-A Therapy — Chimeric Antigen Receptor Astrocyttreatment

KG Entities (33)

"middle temporal gyrus"_aspiny"middle temporal gyrus"_spiny_"middle temporal gyrus"_spiny_APOEAPPAQP4Alzheimer's DiseaseAstrocyte Reactivity / A1-A2 PolarizatioBDNFC1QACYP46A1Complement Cascade / Synaptic PruningGBA1GFAPGlutamatergic Transmission / Synaptic FuLRP1LRRK2Lipid Metabolism / Cholesterol TransportMAPTMicroglial Activation / DAM Signature

Dependency Graph (0 upstream, 1 downstream)

Depended On By
Layer V excitatory neurons show selectively enhanced vulnerability through dysrerefines (0.5)

Related Hypotheses

Layer V excitatory neurons show selectively enhanced vulnerability through dysregulated calcium signaling
Score: 0.510 | Alzheimer's disease
ACSL4-Driven Ferroptotic Priming in Disease-Associated Microglia
Score: 0.662 | Alzheimer's Disease
Cell-Type Specific TREM2 Upregulation in DAM Microglia
Score: 0.519 | Alzheimer's Disease
GFAP-Positive Reactive Astrocyte Subtype Delineation
Score: 0.518 | Alzheimer's Disease
40 Hz Gamma Entrainment Gates ACSL4-Mediated Ferroptotic Priming to Selectively Eliminate Disease-Associated Microglia
Score: 0.515 | Alzheimer's Disease

Estimated Development

Estimated Cost
$700,000
Timeline
2.0 years

🧪 Falsifiable Predictions

No explicit predictions recorded yet. Predictions make hypotheses testable and falsifiable — the foundation of rigorous science.

Knowledge Subgraph (65 edges)

associated with (3)

SLC17A7 Alzheimer's Disease
C1QA Alzheimer's Disease
SLC17A7 alzheimer_s_disease

expressed in (54)

TREM2 "middle temporal gyrus"_spiny_L3
TREM2 "middle temporal gyrus"_aspiny_L3
TREM2 "middle temporal gyrus"_spiny_L5
APOE "middle temporal gyrus"_spiny_L3
APOE "middle temporal gyrus"_aspiny_L3
...and 49 more

implicated in (1)

SLC17A7 neurodegeneration

involved in (1)

SLC17A7 glutamatergic_transmission___synaptic_function

participates in (5)

TREM2 Microglial Activation / DAM Signature
GFAP Astrocyte Reactivity / A1-A2 Polarization
SLC17A7 Glutamatergic Transmission / Synaptic Function
C1QA Complement Cascade / Synaptic Pruning
APOE Lipid Metabolism / Cholesterol Transport

targets (1)

h-seaad-7f15df4c SLC17A7

Mechanism Pathway for SLC17A7

Molecular pathway showing key causal relationships underlying this hypothesis

graph TD
    SLC17A7["SLC17A7"] -->|participates in| Glutamatergic_Transmissio["Glutamatergic Transmission / Synaptic Function"]
    SLC17A7_1["SLC17A7"] -->|associated with| Alzheimer_s_Disease["Alzheimer's Disease"]
    h_seaad_7f15df4c["h-seaad-7f15df4c"] -->|targets| SLC17A7_2["SLC17A7"]
    SLC17A7_3["SLC17A7"] -->|implicated in| neurodegeneration["neurodegeneration"]
    SLC17A7_4["SLC17A7"] -->|associated with| alzheimer_s_disease["alzheimer_s_disease"]
    SLC17A7_5["SLC17A7"] -->|involved in| glutamatergic_transmissio["glutamatergic_transmission___synaptic_function"]
    style SLC17A7 fill:#ce93d8,stroke:#333,color:#000
    style Glutamatergic_Transmissio fill:#81c784,stroke:#333,color:#000
    style SLC17A7_1 fill:#ce93d8,stroke:#333,color:#000
    style Alzheimer_s_Disease fill:#ef5350,stroke:#333,color:#000
    style h_seaad_7f15df4c fill:#4fc3f7,stroke:#333,color:#000
    style SLC17A7_2 fill:#ce93d8,stroke:#333,color:#000
    style SLC17A7_3 fill:#ce93d8,stroke:#333,color:#000
    style neurodegeneration fill:#ef5350,stroke:#333,color:#000
    style SLC17A7_4 fill:#ce93d8,stroke:#333,color:#000
    style alzheimer_s_disease fill:#ef5350,stroke:#333,color:#000
    style SLC17A7_5 fill:#ce93d8,stroke:#333,color:#000
    style glutamatergic_transmissio fill:#81c784,stroke:#333,color:#000

Predicted Protein Structure

🔮 SLC17A7 — AlphaFold Prediction Q9P2U7 Click to expand 3D viewer

AI-predicted structure from AlphaFold | Powered by Mol* | Rotate: click+drag | Zoom: scroll | Reset: right-click

Source Analysis

SEA-AD Gene Expression Profiling — Allen Brain Cell Atlas

neurodegeneration | 2026-04-02 | completed