Computational analysis artifacts linked to analyses and knowledge graph entities
How does mitochondrial dysfunction drive neurodegeneration across AD, PD, and ALS? Characterize PINK1/Parkin mitophagy pathway, mtDNA damage, ETC complex activity, and ROS generati
How does misfolded tau spread through the brain in tauopathies? Characterize prion-like propagation mechanisms, cell-to-cell transfer, and the role of MAPT mutations, ApoE genotype
Comprehensive single-cell analysis of Alzheimer's disease using Seattle Alzheimer's Disease Brain Cell Atlas data. Includes gene expression heatmaps, differential expression analys
Hypothesis ID: h-seaad-v4-26ba859b | Composite Score: 0.82/1.00
Hypothesis ID: h-seaad-51323624 | Composite Score: 0.73/1.00
The debate highlighted TFEB's role in mitochondrial-lysosomal coupling but couldn't resolve causation vs correlation. This distinction is critical for determining whether TFEB should be therapeuticall
**Analysis ID:** `sda-2026-04-01-gap-010` **Domain:** neurodegeneration **Status:** completed
**Analysis ID:** `SDA-2026-04-11-gap-debate-20260410-111558-f9487fea` **Domain:** neurodegeneration **Status:** completed
**Analysis ID:** `sda-2026-04-01-gap-008` **Domain:** neurodegeneration **Status:** completed
The abstract notes that clinical presentations overlap across different myelopathy etiologies, but the mechanistic basis for this convergent phenotype is not explained. Resolving this could improve di
> *Investigate mechanistic links between early microglial priming states, neuroinflammatory signaling, and downstream neurodegeneration in preclinical and prodromal AD.*
**Analysis ID:** `gba-pd` **Domain:** neurodegeneration **Status:** completed
**Analysis ID:** `sda-2026-04-01-gap-013` **Domain:** neurodegeneration **Status:** completed
**Analysis ID:** `sda-2026-04-01-gap-auto-fd6b1635d9` **Domain:** neurodegeneration **Status:** completed
**Analysis ID:** `SDA-2026-04-03-gap-crispr-neurodegeneration-20260402` **Domain:** Neurodegeneration **Research Question:** Evaluate the potential of CRISPR/Cas9 and related gene-editing technologies
**Analysis ID:** `sda-2026-04-01-gap-011` **Domain:** neurodegeneration **Status:** completed
What genes, pathways, and mechanisms are shared between age-dependent changes in the mouse brain and cell-type-specific vulnerabilities in human Alzheimer's disease? How does aging serve as a mechanis
How do peripheral immune system alterations influence CNS pathology and neurodegeneration in Alzheimer disease? Examine: (1) peripheral monocyte/macrophage trafficking across the blood-brain barrier,
The debate mentioned gene expression profiling but did not specify which neural cell populations (neurons, microglia, astrocytes, oligodendrocytes) exhibit the most pronounced alterations. This cellul
**Analysis ID:** `sda-2026-04-01-001` **Domain:** neurodegeneration **Status:** completed
**Analysis ID:** `SDA-2026-04-04-gap-senescent-clearance-neuro` **Domain:** neurodegeneration **Status:** completed
**Analysis ID:** `sda-2026-04-01-gap-20260401-225149` **Domain:** neurodegeneration **Status:** completed
The paper describes memory-based migration routes maintained across generations but doesn't explain the neural substrate for this long-term spatial memory storage and transmission. This represents a m
Comprehensive analysis of immune cell subtypes in neurodegeneration: microglia subtypes (DAM, homeostatic, inflammatory), astrocyte reactivity states, T-cell infiltration. Anchor to existing TREM2 (h-
**Analysis ID**: SDA-2026-04-03-gap-seaad-v4-20260402065846 **Quest**: Demo Showcase (Quest 16) — D16.2 **Date**: 2026-04-03 **Status**: Completed (4-round multi-agent debate)
**Analysis ID:** `SDA-2026-04-03-gap-seaad-20260402025452` **Domain:** neurodegeneration **Status:** completed
**Analysis ID:** `sda-2026-04-01-gap-v2-68d9c9c1` **Date:** 2026-04-02 **Domain:** neurodegeneration **Primary Cell Type:** Motor_Neurons **Hypotheses Generated:** 7 **Knowledge Graph Edges:** 20 ###
**Analysis ID:** `sda-2026-04-01-gap-014` **Domain:** neurodegeneration **Status:** completed
**Analysis ID:** `sda-2026-04-01-002` **Domain:** neurodegeneration **Status:** completed
**Analysis ID:** `sda-2026-04-01-gap-v2-bc5f270e` **Domain:** neurodegeneration **Status:** completed
> What gene expression changes in the aging mouse brain predict neurodegenerative vulnerability? > Use Allen Aging Mouse Brain Atlas data. Cross-reference with human AD datasets. > Produce hypotheses
**Analysis ID:** `SDA-2026-04-04-frontier-lipidomics-dcdbc360` **Domain:** neurodegeneration **Status:** completed
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, micr
**Analysis ID:** `sda-2026-04-01-gap-007` **Domain:** neurodegeneration **Status:** completed
**Analysis ID:** `sda-2026-04-01-gap-005` **Date:** 2026-04-02 **Domain:** neurodegeneration **Primary Cell Type:** Astrocytes **Hypotheses Generated:** 7 **Knowledge Graph Edges:** 20 ### Key Hypothe
Investigate mechanisms of epigenetic reprogramming in aging neurons, including DNA methylation changes, histone modification dynamics, chromatin remodeling, and partial reprogramming approaches (e.g.,
The debate identified vesicle accessibility as a major concern for nanobody approaches but provided no evidence for selective membrane penetration. This technical barrier could invalidate the entire n
**Analysis ID:** `sda-2026-04-01-gap-v2-18cf98ca` **Domain:** neurodegeneration **Status:** completed
**Analysis ID:** `sda-2026-04-01-003` **Domain:** neurodegeneration **Status:** completed
While APOE4 disrupts microglial metabolism broadly, the debate didn't identify which specific disrupted pathways offer the best therapeutic targets. This prioritization is needed for focused drug deve
**Analysis ID:** `SDA-2026-04-04-gap-neuroinflammation-microglial-20260404` **Domain:** neurodegeneration **Status:** completed
**Analysis ID:** `SDA-2026-04-03-26abc5e5f9f2` **Domain:** neuroscience **Status:** completed
**Analysis ID:** `sda-2026-04-01-gap-v2-691b42f1` **Domain:** neurodegeneration **Status:** completed
The debate highlighted broad cellular toxicity of existing HSP inhibitors but did not resolve how to engineer selectivity for tau-associated chaperones. This structure-activity relationship gap preven
What are the cell-type specific vulnerability mechanisms in Alzheimer's disease based on SEA-AD single-cell data?
The debate mentioned tau PTM targeting but did not identify which modifications are both disease-specific and accessible for therapeutic intervention. This knowledge gap limits the development of PTM-
What are the critical protein expression changes and post-translational modifications (phosphorylation, ubiquitination, glycosylation) at the aging synapse that drive early Alzheimer disease pathophys
**Analysis ID:** `SDA-2026-04-04-gap-tau-prop-20260402003221` **Date:** 2026-04-02 **Domain:** neurodegeneration **Primary Cell Type:** Microglia **Hypotheses Generated:** 7 **Knowledge Graph Edges:**
**Analysis ID:** `sda-2026-04-01-gap-006` **Domain:** neurodegeneration **Status:** completed
**Analysis ID:** `sda-2026-04-01-gap-9137255b` **Date:** 2026-04-02 **Domain:** neurodegeneration **Primary Cell Type:** Neurons **Hypotheses Generated:** 7 **Knowledge Graph Edges:** 20 ### Key Hypot
**Analysis ID:** `sda-2026-04-01-gap-004` **Domain:** neurodegeneration **Status:** completed
The debate revealed conflicting estimates ranging from <5% to 20% for FcRn's role in BBB transport, with species differences unresolved. This fundamental uncertainty undermines rational design of FcRn
**Analysis ID:** `sda-2026-04-01-gap-20260401231108` **Date:** 2026-04-02 **Domain:** neurodegeneration **Primary Cell Type:** Astrocytes **Hypotheses Generated:** 7 **Knowledge Graph Edges:** 20 ###
**Analysis ID:** `sda-2026-04-01-gap-v2-89432b95` **Domain:** neurodegeneration **Status:** completed
How do structural and functional connectivity changes in the human brain connectome drive cognitive decline in Alzheimer disease? Investigate: (1) default mode network disruption and amyloid depositio
**Analysis ID:** `gut-brain-ad` **Domain:** neurodegeneration **Status:** completed
The debate proposed targeting vesicle surface glycans but acknowledged no published data demonstrates unique glycosylation patterns on tau-containing vesicles. This fundamental question must be resolv
**Analysis ID:** `sda-2026-04-01-gap-012` **Domain:** neurodegeneration **Status:** completed
**Analysis ID:** `sda-2026-04-01-gap-v2-ee5a5023` **Domain:** neurodegeneration **Status:** completed
**Analysis ID:** `sda-2026-04-01-gap-009` **Domain:** neurodegeneration **Status:** completed
Analysis notebook for: Gene expression changes in aging mouse brain predicting neurodegenerative vulnerability
Analysis notebook for: Gene expression changes in aging mouse brain predicting neurodegenerative vulnerability
Analysis notebook for: Gene expression changes in aging mouse brain predicting neurodegenerative vulnerability
Analysis notebook for: Cell type vulnerability in Alzheimer's Disease (SEA-AD data)
Analysis notebook for: Gene expression changes in aging mouse brain predicting neurodegenerative vulnerability
Analysis notebook for: Gene expression changes in aging mouse brain predicting neurodegenerative vulnerability
Analysis notebook for: Investigate prion-like spreading of tau pathology through connected brain regions
Analysis notebook for: epigenetic reprogramming aging neurons
Analysis notebook for: APOE4-driven lipid metabolism dysregulation in astrocytes and its role in AD
Analysis notebook for: Unable to extract research questions - transcript appears to be empty
Analysis notebook for: Neuroinflammation and microglial priming in early Alzheimer's Disease
Analysis notebook for: How do disease-associated mutations in G3BP1 or its binding partners alter stress granule dynamics?
Analysis notebook for: Which neural cell types exhibit the most pronounced gene expression alterations in neurodegeneration?
Analysis notebook for: Which specific cell types show greatest vulnerability in AD based on SEA-AD transcriptomic analysis?
Analysis notebook for: What specific gene expression signatures in aging mouse white matter predict human AD vulnerability?
Analysis notebook for: How can Allen Aging Mouse Brain Atlas data be systematically cross-referenced with human AD datasets to identify conserved vulnerability markers?
Analysis notebook for: What specific gene expression signatures in aging mouse brain predict human AD vulnerability?
Analysis notebook for: What are the molecular signatures that distinguish protective vs. harmful microglial states across AD, PD, and ALS?
Analysis notebook for: What is the temporal sequence of sleep disruption versus amyloid-beta accumulation in preclinical neurodegeneration?
Analysis notebook for: Astrocyte Reactivity Subtypes in Neurodegeneration
Analysis notebook for: What are the mechanisms by which gut microbiome dysbiosis influences Parkinson's disease pathogenesis through the gut-brain axis?
Analysis notebook for: TREM2 Therapeutic Strategy Post-INVOKE-2
Rich analysis notebook with gene expression, pathway enrichment, radar scoring, and statistical tests for Protein aggregation cross-seeding across neurodegenerative diseases.
Rich analysis notebook with gene expression, pathway enrichment, radar scoring, and statistical tests for Mitochondrial transfer between neurons and glia.
Rich analysis notebook with gene expression, pathway enrichment, radar scoring, and statistical tests for RNA binding protein dysregulation across ALS FTD and AD.
Rich analysis notebook with gene expression, pathway enrichment, radar scoring, and statistical tests for 4R-tau strain-specific spreading patterns in PSP vs CBD.
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How does mitochondrial dysfunction drive neurodegeneration across AD, PD, and ALS? Characterize PINK1/Parkin mitophagy pathway, mtDNA damage, ETC complex activity, and ROS generation in disease-releva
How does misfolded tau spread through the brain in tauopathies? Characterize prion-like propagation mechanisms, cell-to-cell transfer, and the role of MAPT mutations, ApoE genotype, and GBA in tau spr
CI-generated notebook stub for analysis SDA-2026-04-11-gap-debate-20260410-112636-141592ba. The debate highlighted that TREM2 therapeutic targeting remains contested across disease stages, but no clea
CI-generated notebook stub for analysis SDA-2026-04-11-gap-debate-20260410-112625-c44578b5. The debate highlighted that long-term CRISPR expression triggers immune responses, but epigenetic therapies
CI-generated notebook stub for analysis SDA-2026-04-11-gap-debate-20260410-112619-9c3c13d2. The debate proposed P16INK4A-guided targeting but the Skeptic noted microglia exist in complex activation st
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CI-generated notebook stub for analysis SDA-2026-04-11-gap-debate-20260410-112336-ccdef571. The debate generated therapeutic hypotheses targeting different cell types but never resolved the fundamenta
CI-generated notebook stub for analysis SDA-2026-04-11-gap-debate-20260410-111113-052488a8. The debate revealed fundamental uncertainty about whether enhancing TYROBP-SYK signaling would be beneficial
CI-generated notebook stub for analysis SDA-2026-04-03-gap-aging-mouse-brain-v2-20260402. What gene expression changes in the aging mouse brain predict neurodegenerative vulnerability? Use Allen Aging
CI-generated notebook stub for analysis SDA-2026-04-06-gap-pubmed-20260406-041428-e14e6524. The study establishes G3BP1's role as a tunable switch for stress granule assembly, but doesn't address how
CI-generated notebook stub for analysis SDA-2026-04-04-gap-debate-20260403-222510-20260402. The provided transcript contains only speaker labels [Theorist] and [Synthesizer] with no actual debate cont
CI-generated notebook stub for analysis SDA-2026-04-03-gap-aging-mouse-brain-20260402. What gene expression changes in the aging mouse brain predict neurodegenerative vulnerability? Use Allen Aging Mo
Demonstrates Atlas layer capabilities through analysis of Seattle Alzheimer's Disease Brain Cell Atlas. Includes differential expression, cell type markers, and pathway analysis.
Cell-type specific analysis of TREM2 expression in Alzheimer's disease. Includes statistical testing, effect size analysis, and cross-dataset validation.
Systematic pathway enrichment analysis of 25 top-scoring hypothesis targets from SciDEX. Identifies 12 significantly enriched pathways including amyloid processing, microglial activation, and lipid me
Computational analysis notebook for 'TREM2 Therapeutic Strategy Post-INVOKE-2'. Domain: neurodegeneration. Research question: Analysis question not specified
Computational analysis notebook for 'What are the mechanisms by which gut microbiome dysbiosis influences Parkinson's disease pathogenesis through the gut-brain axis?'. Domain: neurodegeneration. Rese
Comprehensive single-cell analysis of Alzheimer's disease using Seattle Alzheimer's Disease Brain Cell Atlas data. Includes gene expression heatmaps, differential expression analysis, and mechanistic
Hypothesis ID: h-seaad-v4-26ba859b | Composite Score: 0.82/1.00
Hypothesis ID: h-seaad-51323624 | Composite Score: 0.73/1.00
Hypothesis ID: h-5d943bfc | Composite Score: 0.74/1.00
Hypothesis ID: h-51e7234f | Composite Score: 0.80/1.00
Hypothesis ID: h-3d545f4e | Composite Score: 0.79/1.00
Hypothesis ID: h-bdbd2120
Identify age-related gene expression changes across hippocampus, cortex, and cerebellum to understand aging-neurodegeneration overlap
Notebook ID: SEA-AD-gene-expression-analysis
CI-generated notebook stub for analysis analysis_sea_ad_001. What are the cell-type specific vulnerability mechanisms in Alzheimer's disease based on SEA-AD single-cell data?
CI-generated notebook stub for analysis SDA-2026-04-04-gap-apoe4-lipid-metabolism. APOE4 is the strongest genetic risk factor for late-onset AD. How APOE4 specifically disrupts lipid homeostasis in as
CI-generated notebook stub for analysis SDA-2026-04-04-gap-20260404-060512. epigenetic reprogramming aging neurons
CI-generated notebook stub for analysis SDA-2026-04-04-gap-20260404-052358. Investigate prion-like spreading of tau pathology through connected brain regions
CI-generated notebook stub for analysis astrocyte-subtypes. Analysis question not specified
CI-generated notebook stub for analysis SDA-2026-04-04-gap-neuro-microglia-early-ad-20260404. Investigate the role of neuroinflammation and microglial priming in the earliest stages of Alzheimer's Dis
Computational notebook for h-4bb7fd8c
Computational notebook for h-bdbd2120
Computational notebook for SDA-2026-04-01-gap-006
Computational notebook for hyp-seaad-v4-26ba859b
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Computational notebook for SDA-2026-04-02-gap-seaad-v4-20260402065846
Computational notebook for analysis-SEAAD-20260402
Computational notebook for SDA-2026-04-01-gap-20260401-225155
Computational notebook for SDA-2026-04-01-gap-012
Computational notebook for SDA-2026-04-01-gap-v2-89432b95
Computational notebook for SDA-2026-04-01-gap-009
Computational notebook for aging_mouse_brain_atlas_analysis
Computational notebook for SDA-2026-04-02-gap-crispr-neurodegeneration-20260402
Computational notebook for hyp-seaad-51323624
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Computational notebook for SDA-2026-04-02-gap-aging-mouse-brain-20260402
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Computational notebook for SDA-2026-04-02-gap-aging-mouse-brain-20260402
Computational notebook for SDA-2026-04-02-gap-immune-atlas-neuroinflam-20260402
Computational notebook for SDA-2026-04-02-gap-ev-ad-biomarkers
Computational notebook for SDA-2026-04-01-gap-007
Computational notebook for SDA-2026-04-02-gap-seaad-v2-20260402032945
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Computational notebook for SDA-2026-04-01-gap-006-expression
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Computational notebook for SDA-2026-04-01-gap-013
Computational notebook for SDA-2026-04-01-gap-v2-18cf98ca
Computational notebook for SDA-2026-04-01-gap-v2-18cf98ca-statistics
Computational notebook for hyp-3d545f4e
Computational notebook for SDA-2026-04-02-gap-epigenetic-reprog-b685190e
Computational notebook for SDA-2026-04-01-gap-20260401231108
Computational notebook for SDA-2026-04-01-gap-006-statistics
Computational notebook for SDA-2026-04-02-gap-microglial-subtypes-20260402004119
Computational notebook for h-9e9fee95
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Computational notebook for SDA-2026-04-01-gap-011-statistics
Computational notebook for SDA-2026-04-02-gap-senescent-clearance-neuro
Computational notebook for SDA-2026-04-01-gap-008
Computational notebook for SDA-2026-04-02-gap-tau-prop-20260402003221
Computational notebook for SEAAD-20260402
Computational notebook for SDA-2026-04-01-gap-v2-691b42f1-expression
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Computational notebook for h-seaad-v4-26ba859b
Computational notebook for SDA-2026-04-01-gap-auto-fd6b1635d9
Jupyter notebook with gene expression analysis, pathway enrichment, and statistical testing for the ACSL4-Driven Ferroptotic Priming in Disease-Associated Microglia hypothesis (score: 0.82)
Jupyter notebook with gene expression analysis, pathway enrichment, and statistical testing for the Circadian Glymphatic Entrainment via Targeted Orexin Receptor Modulation hypothesis (score: 0.825)
Jupyter notebook with gene expression analysis, pathway enrichment, and statistical testing for the Selective Acid Sphingomyelinase Modulation Therapy hypothesis (score: 0.83)
Jupyter notebook with gene expression analysis, pathway enrichment, and statistical testing for the Cryptic Exon Silencing Restoration hypothesis (score: 0.835)
Jupyter notebook with gene expression analysis, pathway enrichment, and statistical testing for the TREM2-Dependent Microglial Senescence Transition hypothesis (score: 0.85)
Gene expression, pathway enrichment, statistical tests for: Gut microbiome dysbiosis and Parkinsons disease
Gene expression, pathway enrichment, statistical tests for: Perivascular spaces and glymphatic clearance failure in AD
Gene expression, pathway enrichment, statistical tests for: Circuit-level neural dynamics in neurodegeneration
Comprehensive analysis with gene expression plots, pathway enrichment, statistical tests, and debate highlights for: Lipid raft composition changes in synaptic neurodegeneration
Comprehensive analysis notebook
Comprehensive analysis notebook
Comprehensive analysis notebook
Comprehensive analysis notebook
Comprehensive analysis notebook
Gene expression for sleep disruption
Statistical analysis for sleep disruption
Gene expression for synaptic pruning
Statistical analysis for synaptic pruning
Gene expression for glial crosstalk
Statistical analysis for glial crosstalk
Gene expression for autophagy-lysosome
Statistical analysis for autophagy-lysosome
Statistical analysis for phase separation
Gene expression analysis
Rich analysis notebook with gene expression, pathway enrichment, radar scoring, and statistical tests for Cell type vulnerability in Alzheimer's Disease (SEA-AD data - v2).
Rich computational analysis notebook for hypothesis h-2600483e with gene expression, pathway enrichment, score radar, and statistical analysis.
Rich computational analysis notebook for hypothesis h-4bb7fd8c with gene expression, pathway enrichment, score radar, and statistical analysis.
TREM2/DAM analysis with expression plots, pathway enrichment, hypothesis scoring
Rich notebook with gene expression, pathway enrichment, and statistical analysis
Rich notebook with gene expression, pathway enrichment, and statistical analysis
Rich notebook with gene expression, pathway enrichment, and statistical analysis
Rich notebook with gene expression, pathway enrichment, and statistical analysis
Rich notebook
Enhanced notebook with gene expression, pathway enrichment, score heatmaps, and statistical analysis. What are the mechanisms underlying tdp-43 phase separation therapeutics for als-ftd?
Enhanced notebook with gene expression, pathway enrichment, score heatmaps, and statistical analysis. What are the mechanisms underlying sleep disruption as cause and consequence of neurodegeneration?
Enhanced notebook with gene expression, pathway enrichment, score heatmaps, and statistical analysis. What are the mechanisms underlying synaptic pruning by microglia in early ad?
Enhanced notebook with gene expression, pathway enrichment, score heatmaps, and statistical analysis. What are the mechanisms underlying autophagy-lysosome pathway convergence across neurodegenerative
Enhanced notebook with gene expression, pathway enrichment, score heatmaps, and statistical analysis. What are the mechanisms underlying mechanistic role of apoe in neurodegeneration?
Rich notebook with gene expression, pathway enrichment, KG network, score heatmaps, and statistical analysis.
Rich notebook with gene expression, pathway enrichment, KG network, score heatmaps, and statistical analysis.
Rich notebook with gene expression, pathway enrichment, KG network, score heatmaps, and statistical analysis.
Rich notebook with gene expression, pathway enrichment, KG network, score heatmaps, and statistical analysis.
Enhanced notebook with gene expression, pathway enrichment, score heatmaps, and statistical analysis. What are the mechanisms underlying microglia-astrocyte crosstalk amplification loops in neurodegen
Enhanced notebook with gene expression, pathway enrichment, score heatmaps, and statistical analysis. What are the mechanisms underlying what are the mechanisms by which gut microbiome dysbiosis influ
Enhanced notebook with gene expression, pathway enrichment, score heatmaps, and statistical analysis. What are the mechanisms underlying perivascular spaces and glymphatic clearance failure in ad?
Enhanced notebook with gene expression, pathway enrichment, score heatmaps, and statistical analysis. Investigate how lipid raft composition (cholesterol metabolism, sphingolipids) changes in synaptic
Enhanced notebook with gene expression, pathway enrichment, score heatmaps, and statistical analysis. What are the mechanisms underlying rna binding protein dysregulation across als ftd and ad?
Jupyter notebook for analysis SDA-2026-04-02-gap-tau-prop-20260402003221: Investigate prion-like spreading of tau pathology through connected brain regions, focusing on trans-synaptic transfer, extrac
Jupyter notebook for analysis SDA-2026-04-02-gap-aging-mouse-brain-20260402: What gene expression changes in the aging mouse brain predict neurodegenerative vulnerability? Use Allen Aging Mouse Brain
Jupyter notebook for analysis SDA-2026-04-02-26abc5e5f9f2: Analyze circuit-level changes in neurodegeneration using Allen Institute Neural Dynamics data. Focus on: (1) hippocampal circuit disruption,
Jupyter notebook for analysis SDA-2026-04-02-gap-ev-ad-biomarkers: Extracellular vesicles (EVs), including exosomes and microvesicles, carry molecular cargo (proteins, miRNAs, lipids) from their cells
Jupyter notebook for analysis SDA-2026-04-02-gap-crispr-neurodegeneration-20260402: Evaluate the potential of CRISPR/Cas9 and related gene editing technologies for treating neurodegenerative diseases
Jupyter notebook for analysis SDA-2026-04-02-gap-seaad-v3-20260402063622: What cell types are most vulnerable in Alzheimers Disease based on SEA-AD transcriptomic data from the Allen Brain Cell Atlas?
Jupyter notebook for analysis SDA-2026-04-02-gap-senescent-clearance-neuro: Senescent cell clearance as neurodegeneration therapy
Jupyter notebook for analysis SDA-2026-04-02-gap-seaad-v4-20260402065846: What cell types are most vulnerable in Alzheimers Disease based on SEA-AD transcriptomic data from the Allen Brain Cell Atlas?
Jupyter notebook for analysis SDA-2026-04-02-gap-epigenetic-reprog-b685190e: Investigate mechanisms of epigenetic reprogramming in aging neurons...
Jupyter notebook for analysis SDA-2026-04-01-gap-004: What are the mechanisms underlying selective vulnerability of entorhinal cortex layer ii neurons in ad?
Jupyter notebook for analysis SDA-2026-04-01-gap-005: What are the mechanisms underlying 4r-tau strain-specific spreading patterns in psp vs cbd?
Jupyter notebook for analysis SDA-2026-04-01-gap-007: What are the mechanisms underlying astrocyte reactivity subtypes in neurodegeneration?
Jupyter notebook for analysis SDA-2026-04-01-gap-008: What are the mechanisms underlying blood-brain barrier transport mechanisms for antibody therapeutics?
Jupyter notebook for analysis SDA-2026-04-01-gap-010: What are the mechanisms underlying apoe4 structural biology and therapeutic targeting strategies?
Jupyter notebook for analysis SDA-2026-04-01-gap-012: What are the mechanisms underlying digital biomarkers and ai-driven early detection of neurodegeneration?
Jupyter notebook for analysis SDA-2026-04-01-gap-013: What are the mechanisms underlying senolytic therapy for age-related neurodegeneration?
Jupyter notebook for analysis SDA-2026-04-01-gap-014: What are the mechanisms underlying neuroinflammation resolution mechanisms and pro-resolving mediators?
Jupyter notebook for analysis SDA-2026-04-01-gap-20260401-225149: What are the mechanisms underlying what are the mechanisms by which gut microbiome dysbiosis influences parkinson's disease pathogenes
Jupyter notebook for analysis SDA-2026-04-01-gap-20260401231108: What are the mechanisms underlying mitochondrial transfer between neurons and glia?
Jupyter notebook for analysis SDA-2026-04-01-gap-9137255b: What are the mechanisms underlying protein aggregation cross-seeding across neurodegenerative diseases?
Jupyter notebook for analysis SDA-2026-04-01-gap-v2-89432b95: What are the mechanisms underlying mitochondrial transfer between astrocytes and neurons?
Jupyter notebook for analysis SDA-2026-04-01-gap-v2-bc5f270e: What are the mechanisms underlying epigenetic clocks and biological aging in neurodegeneration?
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Rich Jupyter notebook with gene expression heatmap, volcano plot, pathway enrichment, statistical tests, and hypothesis radar chart.
Rich Jupyter notebook with gene expression heatmap, volcano plot, pathway enrichment, statistical tests, and hypothesis radar chart.
Rich Jupyter notebook with gene expression heatmap, volcano plot, pathway enrichment, statistical tests, and hypothesis radar chart.
Rich Jupyter notebook with gene expression heatmap, volcano plot, pathway enrichment, statistical tests, and hypothesis radar chart.
Rich Jupyter notebook with gene expression heatmap, volcano plot, pathway enrichment, statistical tests, and hypothesis radar chart.
Rich Jupyter notebook with gene expression heatmap, volcano plot, pathway enrichment, statistical tests, and hypothesis radar chart for Circuit-level neural dynamics in neurodegeneration.
Rich Jupyter notebook with gene expression heatmap, volcano plot, pathway enrichment, statistical tests, and hypothesis radar chart for Tau propagation mechanisms and therapeutic interception points.
Rich Jupyter notebook with gene expression heatmap, volcano plot, pathway enrichment, statistical tests, and hypothesis radar chart for Epigenetic reprogramming in aging neurons.
Differential expression analysis across hippocampus, cortex, and cerebellum in young, middle-aged, and old mice. Identifies aging-neurodegeneration overlap with 5 testable hypotheses.
Differential gene expression analysis of Alzheimer's disease-related genes comparing microglia and neurons using Seattle Alzheimer's Disease Brain Cell Atlas (SEA-AD) data. Includes heatmap, volcano p
Analysis ID: SDA-2026-04-02-gap-20260402-003058 Domain: neurodegeneration Hypotheses: 0 KG Edges: 0+
Analysis ID: SDA-2026-04-02-gap-20260402-003115 Domain: neurodegeneration Hypotheses: 0 KG Edges: 0+
SciDEX Analysis | ID: SDA-2026-04-02-gap-epigenetic-reprog-b685190e
Analysis ID: SDA-2026-04-02-gap-immune-atlas-neuroinflam-20260402 Date: 2026-04-02 Domain: Neuroinflammation
Analysis ID: SDA-2026-04-02-gap-microglial-subtypes-20260402004119 Date: 2026-04-02 Domain: Neurodegeneration -- Neuroimmunology
What cell types are most vulnerable in Alzheimer's Disease based on SEA-AD transcriptomic data? Identify differential gene expression, vulnerability scores, and regulatory networks in excitatory neuro
Extended SEA-AD analysis: identify cell-type-specific gene regulatory networks that predict vulnerability. Focus on super-enhancer-linked genes, TF binding, and cross-cell-type communication in AD-aff
Analysis ID: SDA-2026-04-02-gap-tau-prop-20260402003221
Analysis ID: SDA-2026-04-02-gap-tau-propagation-20260402 Date: 2026-04-02 Domain: Neurodegeneration -- Tauopathies
Analyze circuit-level changes in neurodegeneration using Allen Institute Neural Dynamics data. Focus on: (1) hippocampal circuit disruption, (2) cortical dynamics alterations, (3) sensory processing c
What gene expression changes in the aging mouse brain predict neurodegenerative vulnerability? Using Allen Brain Atlas aging datasets, identify conserved transcriptomic signatures across 3, 12, 18, an
Which cellular senescence markers in aging mouse brain best predict downstream neurodegeneration risk? Focus on p21/p16 axis, SASP factors, and their interaction with neuroinflammatory cascades.
Analysis ID: SDA-2026-04-02-gap-crispr-neurodegeneration-20260402 Date: 2026-04-02 Domain: neurodegeneration Hypotheses Generated: 5 Knowledge Graph Edges: 15
Investigate mechanisms of epigenetic reprogramming in aging neurons. How do changes in DNA methylation, histone modification, and chromatin remodeling contribute to neurodegeneration risk?
Which extracellular vesicle (EV) cargo proteins best discriminate early AD from controls? Characterize EV proteome from plasma, CSF, and brain tissue across disease stages using multi-cohort data.
Which inhibitory neuron subtypes show earliest transcriptomic divergence in AD? Characterize Sst, Pvalb, and Vip+ interneuron vulnerability and link to circuit dysfunction biomarkers.
Analysis ID: SDA-2026-04-02-gap-senescent-clearance-neuro Date: 2026-04-02 Domain: neurodegeneration Hypotheses Generated: 5 Knowledge Graph Edges: 15
Analysis ID: SDA-2026-04-02-gap-tau-prop-20260402003221 Date: 2026-04-02 Domain: neurodegeneration Hypotheses Generated: 7 Knowledge Graph Edges: 77
Analysis ID: SDA-2026-04-02-gap-v2-5d0e3052 Date: 2026-04-02 Domain: neurodegeneration Hypotheses Generated: 3 Knowledge Graph Edges: 31
Analysis ID: analysis-SEAAD-20260402 Date: 2026-04-02 Domain: neurodegeneration Hypotheses Generated: 5 Knowledge Graph Edges: 63
Enhanced notebook with gene expression, pathway enrichment, and statistical analysis for: What cell types are most vulnerable in Alzheimers Disease based on SEA-AD transcriptomic data from t
Enhanced notebook with gene expression, pathway enrichment, and statistical analysis for: What gene expression changes in the aging mouse brain predict neurodegenerative vulnerability? Use A
Enhanced notebook with gene expression, pathway enrichment, score heatmaps, and statistical analysis. What are the mechanisms underlying protein aggregation cross-seeding across neurodegenerative dise
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
Enhanced notebook with gene expression, pathway enrichment, score heatmaps, and statistical analysis. What are the mechanisms underlying what are the mechanisms by which gut microbiome dysbiosis influ
Enhanced notebook with gene expression, pathway enrichment, score heatmaps, and statistical analysis. What cell types are most vulnerable in Alzheimers Disease based on SEA-AD transcriptomic data from
Comprehensive analysis with gene expression, pathway enrichment, and statistical tests for Mitochondrial transfer between neurons and glia
Comprehensive analysis with gene expression, pathway enrichment, and statistical tests for Digital biomarkers and AI-driven early detection of neurodegeneration
Comprehensive analysis with gene expression, pathway enrichment, and statistical tests for Blood-brain barrier transport mechanisms for antibody therapeutics
Comprehensive analysis with gene expression, pathway enrichment, and statistical tests for Astrocyte reactivity subtypes in neurodegeneration
Enhanced notebook with gene expression, pathway enrichment, and statistical analysis for: What gene expression changes in the aging mouse brain predict neurodegenerative vulnerability? Use A
Enhanced notebook with gene expression, pathway enrichment, and statistical analysis for: Analyze circuit-level changes in neurodegeneration using Allen Institute Neural Dynamics data. Focus
Enhanced notebook with gene expression, pathway enrichment, and statistical analysis for: Analyze circuit-level changes in neurodegeneration using Allen Institute Neural Dynamics data. Focus
What is the potential of CRISPR/Cas9 and related gene editing technologies for treating neurodegenerative diseases?
How do specialized pro-resolving mediators (SPMs) resolve neuroinflammation, and can their pathways be therapeutically enhanced?
What are the structural mechanisms underlying APOE4 pathogenicity and how can they be exploited for therapeutic intervention?
Rich notebook with plots and analysis.
Rich notebook with plots and analysis.
Rich notebook with plots and analysis.
Rich notebook with gene expression, pathway enrichment, radar scoring, statistical tests.
Rich notebook with gene expression, pathway enrichment, radar scoring, statistical tests.
Rich notebook with gene expression, pathway enrichment, radar scoring, statistical tests.
Rich data analysis notebook for: Selective vulnerability of entorhinal cortex layer II neurons in AD. What are the mechanisms underlying selective vulnerability of entorhinal cortex layer ii neurons i
Rich data analysis notebook for: 4R-tau strain-specific spreading patterns in PSP vs CBD. What are the mechanisms underlying 4r-tau strain-specific spreading patterns in psp vs cbd?
Analysis of 20 circuit-related genes across CA3/CA1 pyramidal neurons and SST/PV/VIP interneurons. Examines BDNF-NTRK2 signaling, interneuron markers, NMDA receptors, and synaptic gene modules.
Expression analysis of 20 senescence/SASP genes across Senescent Glia, Healthy Glia, Neurons, and Endothelial cells. Validates complement cascade (C1Q/C3), CD38-NAD+ depletion, AQP4 dysregulation, and
Enhanced notebook with gene expression, pathway enrichment, score heatmaps, and statistical analysis. What are the mechanisms underlying astrocyte reactivity subtypes in neurodegeneration?
Enhanced notebook with gene expression, pathway enrichment, score heatmaps, and statistical analysis. What are the mechanisms underlying blood-brain barrier transport mechanisms for antibody therapeut
Enhanced notebook with gene expression, pathway enrichment, score heatmaps, and statistical analysis. What are the mechanisms underlying digital biomarkers and ai-driven early detection of neurodegene
Enhanced notebook with gene expression, pathway enrichment, score heatmaps, and statistical analysis. What are the mechanisms underlying senolytic therapy for age-related neurodegeneration?
Jupyter notebook for analysis SDA-2026-04-01-gap-20260401231108: What are the mechanisms underlying mitochondrial transfer between neurons and glia?
Comprehensive notebook with gene expression, pathway enrichment, and statistical analysis for Senescent Cell Clearance as Neurodegeneration Therapy
Comprehensive notebook with gene expression, pathway enrichment, and statistical analysis for Cell Type Vulnerability in Alzheimer's Disease — SEA-AD v3
Comprehensive notebook with gene expression, pathway enrichment, and statistical analysis for Extracellular Vesicle Biomarkers for Early AD Detection
Rich analysis notebook with gene expression, pathway enrichment, radar scoring, and statistical tests for Tau propagation mechanisms and therapeutic interception points.
Gene expression analysis of complement cascade in aging mouse brain.
Auto-generated analysis notebook for SDA-2026-04-02-gap-seaad-v2-20260402032945
Executed notebook with gene expression plots, pathway enrichment, radar charts, and statistical tests for: Investigate mechanisms of epigenetic reprogramming in aging neurons...
Executed notebook with gene expression plots, pathway enrichment, radar charts, and statistical tests for: Analyze circuit-level changes in neurodegeneration using Allen Institute Neural Dynamics data
Executed notebook with gene expression plots, pathway enrichment, radar charts, and statistical tests for: Analyze circuit-level changes in neurodegeneration using Allen Institute Neural Dynamics data
Enhanced notebook with gene expression, pathway enrichment, and statistical analysis for: What are the mechanisms underlying epigenetic clocks and biological aging in neurodegeneration?
Rich Jupyter notebook for Extracellular vesicle biomarkers for early AD detection
Comprehensive analysis of microglial subtypes (DAM, homeostatic, inflammatory) across AD, PD, ALS. Includes PCA, pathway heatmaps, T-cell infiltration statistics.
Network diffusion model of tau spread through brain regions. Braak staging simulation, intervention modeling, EV-mediated transfer analysis.
FDG-PET glucose metabolism analysis, metabolic gene expression profiling, therapeutic intervention modeling (ketogenic diet, GLP-1 agonists, metformin).
Five-state microglial classification across AD, PD, ALS. t-SNE visualization, protective vs harmful scoring, pharmacological target ranking.
Enhanced notebook with gene expression, pathway enrichment, and statistical analysis for: What are the mechanisms underlying mitochondrial transfer between astrocytes and neurons?
Gene expression analysis notebook for Can senolytics targeting senescent cells slow neurodegeneration?
Gene expression analysis notebook for Which CRISPR approaches are most promising for neurodegeneration?
Gene expression analysis notebook for Should TREM2 be agonized or antagonized for AD therapy?
Gene expression analysis notebook for Which aging gene changes predict neurodegeneration?
Enhanced notebook with gene expression, pathway enrichment, and statistical analysis for: What are the mechanisms underlying neuroinflammation resolution mechanisms and pro-resolving mediato
Enhanced notebook with gene expression, pathway enrichment, and statistical analysis for: What are the mechanisms underlying apoe4 structural biology and therapeutic targeting strategies?
Enhanced notebook with gene expression, pathway enrichment, and statistical analysis for: Investigate prion-like spreading of tau pathology through connected brain regions, focusing on trans
Analyze circuit-level changes in neurodegeneration using Allen Institute Neural Dynamics data. Focus on how ion channel dysfunction and synaptic failure drive progressive circuit collapse in AD, PD, a
Executed notebook with gene expression plots, pathway enrichment, radar charts, and statistical tests for: Investigate mechanisms of epigenetic reprogramming in aging neurons...
Enhanced notebook with gene expression, pathway enrichment, and statistical analysis for: What are the mechanisms underlying neuroinflammation resolution mechanisms and pro-resolving mediato
Enhanced notebook with gene expression, pathway enrichment, and statistical analysis for: What are the mechanisms underlying apoe4 structural biology and therapeutic targeting strategies?
Analysis ID: SDA-2026-04-01-gap-001
Analysis ID: SDA-2026-04-01-gap-004
Analysis ID: SDA-2026-04-01-gap-005
Analysis ID: SDA-2026-04-01-gap-006 Date: 2026-04-03 Focus: phase separation dynamics and RNA-protein granule pathology
Analysis ID: SDA-2026-04-01-gap-006 Date: 2026-04-03
Analysis ID: SDA-2026-04-01-gap-006 Domain: neurodegeneration Status: completed Date: 2026-04-01
What are the mechanisms underlying astrocyte reactivity subtypes in neurodegeneration?
What are the mechanisms underlying blood-brain barrier transport mechanisms for antibody therapeutics?
Analysis ID: SDA-2026-04-01-gap-009 Date: 2026-04-03 Focus: glial crosstalk amplification loops in neuroinflammation
Analysis ID: SDA-2026-04-01-gap-009 Date: 2026-04-03
What are the mechanisms underlying microglia-astrocyte crosstalk amplification loops in neurodegeneration?
What are the structural mechanisms underlying APOE4 pathogenicity and how can they be exploited for therapeutic intervention?
Analysis ID: SDA-2026-04-01-gap-011 Date: 2026-04-03 Focus: autophagy-lysosome convergence across neurodegenerative diseases
Analysis ID: SDA-2026-04-01-gap-011 Date: 2026-04-03
What are the mechanisms underlying autophagy-lysosome pathway convergence across neurodegenerative diseases?
What are the mechanisms underlying digital biomarkers and ai-driven early detection of neurodegeneration?
What are the mechanisms underlying senolytic therapy for age-related neurodegeneration?
How do specialized pro-resolving mediators (SPMs) resolve neuroinflammation, and can their pathways be therapeutically enhanced?
Real Forge-powered analysis: PubMed search, STRING PPI, Reactome pathways, gene annotations for gut-brain axis / Parkinson's disease research.
What are the mechanisms underlying what are the mechanisms by which gut microbiome dysbiosis influences parkinson's disease pathogenesis through the gut-brain axis??
Analysis ID: SDA-2026-04-01-gap-20260401231108
What are the mechanisms underlying protein aggregation cross-seeding across neurodegenerative diseases?
SciDEX Analysis | ID: SDA-2026-04-01-gap-auto-fd6b1635d9
Analysis ID: SDA-2026-04-01-gap-v2-18cf98ca Date: 2026-04-03 Focus: bidirectional relationship between sleep disruption and neurodegeneration
Analysis ID: SDA-2026-04-01-gap-v2-18cf98ca Date: 2026-04-03
How do sleep disruptions both drive and result from neurodegenerative disease processes, and what therapeutic opportunities exist in this bidirectional relationship?
Analysis ID: SDA-2026-04-01-gap-v2-68d9c9c1
Analysis ID: SDA-2026-04-01-gap-v2-691b42f1 Date: 2026-04-03 Focus: complement-mediated synaptic elimination in early Alzheimer pathology
Analysis ID: SDA-2026-04-01-gap-v2-691b42f1 Date: 2026-04-03
Analysis ID: SDA-2026-04-01-gap-v2-691b42f1
Analysis ID: SDA-2026-04-01-gap-v2-89432b95
What are the mechanisms underlying epigenetic clocks and biological aging in neurodegeneration?
How do perivascular space dysfunction and glymphatic clearance failure contribute to Alzheimer's disease pathogenesis?
Analysis ID: SDA-2026-04-01-gap-001 Date: 2026-04-01 Domain: neurodegeneration Key Hypotheses: - TREM2-Dependent Microglial Senescence Transition (score: 0.705) - Cell-Type Specific TREM
Analysis ID: SDA-2026-04-01-gap-004 Date: 2026-04-01 Domain: neurodegeneration Hypotheses Generated: 7 Knowledge Graph Edges: 83
Analysis ID: SDA-2026-04-01-gap-005 Date: 2026-04-01 Domain: neurodegeneration Hypotheses Generated: 7 Knowledge Graph Edges: 112
What are the mechanisms underlying tdp-43 phase separation therapeutics for als-ftd?
Analysis ID: SDA-2026-04-01-gap-007 Date: 2026-04-02 Domain: neurodegeneration Hypotheses Generated: 7 Knowledge Graph Edges: 20
Analysis ID: SDA-2026-04-01-gap-008 Date: 2026-04-02 Domain: neurodegeneration Hypotheses Generated: 7 Knowledge Graph Edges: 20
Analysis ID: SDA-2026-04-01-gap-009 Date: 2026-04-02 Domain: neurodegeneration Hypotheses Generated: 7 Knowledge Graph Edges: 20
Analysis ID: SDA-2026-04-01-gap-010 Date: 2026-04-01 Domain: neurodegeneration Hypotheses Generated: 7 Knowledge Graph Edges: 81
What are the mechanisms underlying autophagy-lysosome pathway convergence across neurodegenerative diseases?
Analysis ID: SDA-2026-04-01-gap-012 Date: 2026-04-02 Domain: neurodegeneration Hypotheses Generated: 7 Knowledge Graph Edges: 20
Analysis ID: SDA-2026-04-01-gap-013 Date: 2026-04-01 Domain: neurodegeneration Hypotheses Generated: 7 Knowledge Graph Edges: 282
What are the mechanisms underlying what are the mechanisms by which gut microbiome dysbiosis influences parkinson's disease pathogenesis through the gut-brain axis??
Analysis ID: SDA-2026-04-01-gap-20260401231108 Date: 2026-04-02 Domain: neurodegeneration Hypotheses Generated: 7 Knowledge Graph Edges: 0
What are the mechanisms underlying mechanistic role of apoe in neurodegeneration?
Investigate how lipid raft composition (cholesterol metabolism, sphingolipids) changes in synaptic membranes during neurodegeneration and their mechanistic role in amyloid-beta processing and synapse
What are the mechanisms underlying sleep disruption as cause and consequence of neurodegeneration?
What are the mechanisms underlying rna binding protein dysregulation across als ftd and ad?
What are the mechanisms underlying synaptic pruning by microglia in early ad?
What are the mechanisms underlying perivascular spaces and glymphatic clearance failure in ad?