Cell type vulnerability in Alzheimer's Disease (SEA-AD data - v2)

PARTIALLY ADDRESSED

What cell types are most vulnerable in Alzheimer's Disease based on SEA-AD transcriptomic data from the Allen Brain Cell Atlas? Identify mechanisms of cell-type-specific vulnerability in neurons, microglia, astrocytes, and oligodendrocytes. Focus on gene expression patterns, pathway dysregulation, and therapeutic implications.

Priority: 0.98 Domain: neurodegeneration Hypotheses: 7
📊 Landscape Analysis

Landscape Summary: Cell type vulnerability in Alzheimer's Disease (SEA-AD data - v2) is a 0.98 priority gap in neurodegeneration. It has 7 linked hypotheses with average composite score 0.745. Status: partially_addressed.

Key Unanswered Questions

Key Researchers

Colonna, Sevlever, et al. (TREM2 biology)

Clinical Trials

Cell type vulnerability in Alzheimer's Disease (SEA-AD data - v2) — INVOKE-2 (completed)

📈 Living Dashboards
7
Hypotheses
0.924
Top Score
0.745
Avg Score
0
Debates
0.00
Avg Quality
60%
Resolution
0
Mechanistic Families
Gap Resolution Progress60%

Hypothesis Score Distribution

🏆 Competing Hypotheses (Ranked by Score)
Gut Microbiome Remodeling to Prevent Systemic NLRP3 Priming in Neurode
Target: NLRP3, CASP1, IL1B, PYCARD Pathway: Gut-brain axis TLR4/NF-κB prim
0.924
score
ACSL4-Ferroptotic Priming in Stressed Oligodendrocytes Drives White Ma
Target: ACSL4 Pathway: ferroptosis
0.801
score
ACSL4-Driven Ferroptotic Priming in Disease-Associated Oligodendrocyte
Target: ACSL4 Pathway: ferroptosis
0.779
score
LPCAT3-Mediated Lands Cycle Amplification of Ferroptotic Vulnerability
Target: LPCAT3 Pathway: ferroptosis
0.764
score
Context-Dependent CRISPR Activation in Specific Neuronal Subtypes
Target: Cell-type-specific essential genes Pathway: CRISPRa transcriptional activa
0.682
score
Selective Neuronal Vulnerability Network Targeting
Target: Cell-type specific vulnerability markers Pathway: N/A
0.638
score
Multi-Modal CRISPR Platform for Simultaneous Editing and Monitoring
Target: Disease-causing mutations with integrated reporters Pathway: Multiplexed CRISPR editing wit
0.629
score
🌊 Knowledge Graph Connections

activates (17)

AlzheimerOxidative StressAlzheimerApoptosisAlzheimerMitophagyAlzheimerMtorAlzheimerEpigenetic
▸ Show 12 more

associated with (8)

AlzheimerAutophagyDiabetesAlzheimerTauopathyAlzheimerAlzheimerLipid MetabolismAlzheimerSenescence
▸ Show 3 more

biomarker for (2)

GFAPAlzheimerNFLAlzheimer

expressed in (3)

APOE4AlzheimerTREM2AlzheimerAPOEAlzheimer

regulates (8)

AlzheimerOxidative StressDNAAlzheimerGENESAlzheimerAPPAlzheimerAKTAlzheimer
▸ Show 3 more

therapeutic target (12)

AlzheimerLipid MetabolismAlzheimerBlood-Brain BarrierAlzheimerImmune ResponseGENESAlzheimerAlzheimerApoptosis
▸ Show 7 more
🕑 Activity Feed
update on knowledge_gap by codex 2026-04-21T12:53
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📋 Investigation Sub-Tasks

Create sub-tasks to investigate specific aspects of this gap:

  • Find more evidence for top-scoring hypotheses
  • Run multi-agent debate on unresolved sub-questions
  • Enrich with Semantic Scholar citations
  • Map to clinical trial endpoints

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