Mitochondrial Dysfunction as a Driver of Neurodegeneration
How does mitochondrial dysfunction drive neurodegeneration across AD, PD, and ALS? Characterize PINK1/Parkin mitophagy pathway, mtDNA damage, ETC complex activity, and ROS generati
Tau Pathology Propagation in Tauopathies — Mechanistic Dissection
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
Neuroinflammation and microglial priming in early Alzheimer's Disease — Analysis Notebook
Mechanistic links between early microglial priming states, neuroinflammatory signaling, and AD progression. Forge-powered analysis with 14 hypotheses, 105 KG edges, and PubMed cita
CRISPR-based therapeutic approaches for neurodegenerative diseases — Analysis Notebook
CRISPR-based therapeutic approaches for neurodegenerative diseases (Alzheimer, Parkinson, Huntington). Forge-powered analysis with 14 hypotheses, 431 KG edges, and PubMed citations
Mitochondrial Dysfunction as a Driver of Neurodegeneration
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
Tau Pathology Propagation in Tauopathies — Mechanistic Dissection
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
What is the actual quantitative contribution of FcRn-mediated transcytosis to BBB antibody transport in humans? — Analysis Notebook
CI-generated notebook stub for analysis SDA-2026-04-12-gap-debate-20260410-112908-13c403ee. The debate revealed conflicting estimates ranging from <5% to 20% for FcRn's role in BBB transport, with spe
Systemic immune profiling and peripheral immune contributions to neurodegeneration — Analysis Notebook
CI-generated notebook stub for analysis SDA-2026-04-04-frontier-immunomics-e6f97b29. How do peripheral immune system alterations influence CNS pathology and neurodegeneration in Alzheimer disease? Exa
What are the optimal timing windows for TREM2 agonism vs antagonism across disease progression stages? — Analysis Notebook
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
How can CRISPR systems achieve persistent therapeutic effects while avoiding chronic immune responses to Cas proteins in the CNS? — Analysis Notebook
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
Can P16INK4A expression reliably distinguish harmful from beneficial senescent microglia in neurodegeneration? — Analysis Notebook
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
How can Allen Aging Mouse Brain Atlas data be systematically cross-referenced with human AD datasets to identify conserved vulnerability markers? — Analysis Notebook
Which neural cell types exhibit the most pronounced gene expression alterations in neurodegeneration? — Analysis Notebook
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
Does reduced Prevotellaceae abundance cause PD pathology or result from it? — Analysis Notebook
CI-generated notebook stub for analysis SDA-2026-04-11-gap-debate-20260410-111558-f9487fea. Does reduced Prevotellaceae abundance cause PD pathology or result from it?
Lipid metabolism dysregulation and membrane integrity in Alzheimer disease — Analysis Notebook
CI-generated notebook stub for analysis SDA-2026-04-04-frontier-lipidomics-dcdbc360. How do alterations in brain lipid metabolism—including gangliosides, phospholipids, cholesterol transport, and sphi
Senescent cell clearance as neurodegeneration therapy — Analysis Notebook
CI-generated notebook stub for analysis SDA-2026-04-04-gap-senescent-clearance-neuro. Investigate the therapeutic potential of clearing senescent cells (senolytics) to slow or reverse neurodegeneratio
Cell type vulnerability in Alzheimer's Disease (SEA-AD data) — Analysis Notebook
CI-generated notebook stub for analysis SDA-2026-04-03-gap-seaad-20260402025452. What cell types are most vulnerable in Alzheimers Disease based on SEA-AD transcriptomic data? Use Allen Brain Cell Atl
Epigenetic reprogramming in aging neurons — Analysis Notebook
CI-generated notebook stub for analysis SDA-2026-04-04-gap-epigenetic-reprog-b685190e. Investigate mechanisms of epigenetic reprogramming in aging neurons, including DNA methylation changes, histone m
CI-generated notebook stub for analysis SDA-2026-04-04-analysis_sea_ad_001. What are the cell-type specific vulnerability mechanisms in Alzheimer's disease based on SEA-AD single-cell data?
Does SYK activation provide neuroprotection or exacerbate neuroinflammation in established Alzheimer's disease? — Analysis Notebook
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
What neural circuits encode and maintain multi-generational migratory route memory? — Analysis Notebook
CI-generated notebook stub for analysis SDA-2026-04-08-gap-pubmed-20260406-062218-5c7f15f4. The paper describes memory-based migration routes maintained across generations but doesn't explain the neur
Why do clinical manifestations overlap despite distinct underlying etiologies in immune-mediated myelopathies? — Analysis Notebook
CI-generated notebook stub for analysis SDA-2026-04-08-gap-pubmed-20260406-062111-db808ee9. The abstract notes that clinical presentations overlap across different myelopathy etiologies, but the mecha
Which specific metabolic pathways in APOE4+ microglia are most therapeutically tractable? — Analysis Notebook
CI-generated notebook stub for analysis SDA-2026-04-08-gap-debate-20260406-062033-fecb8755. While APOE4 disrupts microglial metabolism broadly, the debate didn't identify which specific disrupted path
Neuroinflammation and microglial priming in early AD — Analysis Notebook
CI-generated notebook stub for analysis SDA-2026-04-04-gap-neuroinflammation-microglial-20260404. How does microglial priming contribute to early Alzheimer's disease pathology? Focus on the mechanisms
Neuroinflammation and microglial priming in early Alzheimer's Disease — Analysis Notebook
Mechanistic links between early microglial priming states, neuroinflammatory signaling, and AD progression. Forge-powered analysis with 14 hypotheses, 105 KG edges, and PubMed citations.
Tau propagation mechanisms and therapeutic interception points — Analysis Notebook
CI-generated notebook stub for analysis SDA-2026-04-04-gap-tau-prop-20260402003221. Investigate prion-like spreading of tau pathology through connected brain regions, focusing on trans-synaptic transf
Which cell types show the most significant expression changes for neurodegeneration genes in SEA-AD cohorts? — Analysis Notebook
CI-generated notebook stub for analysis SDA-2026-04-03-gap-debate-20260403-222543-20260402. The debate mentioned gene expression profiling but did not specify which neural cell populations (neurons, m
Does TFEB dysfunction cause neurodegeneration or represent a compensatory response to primary pathology? — Analysis Notebook
CI-generated notebook stub for analysis SDA-2026-04-03-gap-debate-20260403-222617-8eb5bdbc. The debate highlighted TFEB's role in mitochondrial-lysosomal coupling but couldn't resolve causation vs cor
CRISPR-based therapeutic approaches for neurodegenerative diseases — Analysis Notebook
CRISPR-based therapeutic approaches for neurodegenerative diseases (Alzheimer, Parkinson, Huntington). Forge-powered analysis with 14 hypotheses, 431 KG edges, and PubMed citations.
Circuit-level neural dynamics in neurodegeneration — Analysis Notebook
CI-generated notebook stub for analysis SDA-2026-04-03-26abc5e5f9f2. Analyze circuit-level changes in neurodegeneration using Allen Institute Neural Dynamics data. Focus on: (1) hippocampal circuit di
Cell type vulnerability in Alzheimers Disease (SEA-AD transcriptomic data) — Analysis Notebook
CI-generated notebook stub for analysis SDA-2026-04-03-gap-seaad-v4-20260402065846. What cell types are most vulnerable in Alzheimers Disease based on SEA-AD transcriptomic data from the Allen Brain C
Cell type vulnerability in Alzheimer's Disease (SEA-AD data - v2) — Analysis Notebook
CI-generated notebook stub for analysis SDA-2026-04-03-gap-seaad-v2-20260402032945. What cell types are most vulnerable in Alzheimer's Disease based on SEA-AD transcriptomic data from the Allen Brain
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?
Extracellular vesicle biomarkers for early AD detection — Analysis Notebook
CI-generated notebook stub for analysis SDA-2026-04-02-gap-ev-ad-biomarkers. Extracellular vesicles (EVs), including exosomes and microvesicles, carry molecular cargo (proteins, miRNAs, lipids) from t
Neuroinflammation resolution mechanisms and pro-resolving mediators — Analysis Notebook
CI-generated notebook stub for analysis sda-2026-04-01-gap-014. SPMs (resolvins, protectins, maresins) from omega-3s may promote inflammation resolution. Are resolution failures druggable?
Digital biomarkers and AI-driven early detection of neurodegeneration — Analysis Notebook
CI-generated notebook stub for analysis sda-2026-04-01-gap-012. Can speech, gait, retinal imaging, sleep, and smartphone data detect neurodegeneration 5-10 years before diagnosis?
Autophagy-lysosome pathway convergence across neurodegenerative diseases — Analysis Notebook
CI-generated notebook stub for analysis sda-2026-04-01-gap-011. Multiple NDDs converge on autophagy-lysosome dysfunction. Are there universal therapeutic targets?
Microglia-astrocyte crosstalk amplification loops in neurodegeneration — Analysis Notebook
CI-generated notebook stub for analysis sda-2026-04-01-gap-009. Microglia activate astrocytes via IL-1alpha/TNF/C1q, and reactive astrocytes feed back to microglia via complement/chemokines.
APOE4 structural biology and therapeutic targeting strategies — Analysis Notebook
CI-generated notebook stub for analysis sda-2026-04-01-gap-010. APOE4 differs from APOE3 by C112R causing domain interaction that alters lipid binding and amyloid clearance.
TDP-43 phase separation therapeutics for ALS-FTD — Analysis Notebook
CI-generated notebook stub for analysis sda-2026-04-01-gap-006. TDP-43 undergoes liquid-liquid phase separation that becomes pathological. Small molecules targeting phase separation properties could b
Astrocyte reactivity subtypes in neurodegeneration — Analysis Notebook
CI-generated notebook stub for analysis sda-2026-04-01-gap-007. Astrocytes adopt A1 (neurotoxic) and A2 (neuroprotective) phenotypes, but recent single-cell data reveals far greater heterogeneity. Map
4R-tau strain-specific spreading patterns in PSP vs CBD — Analysis Notebook
CI-generated notebook stub for analysis sda-2026-04-01-gap-005. PSP and CBD both involve 4R-tau but produce distinct neuropathological patterns (tufted astrocytes vs astrocytic plaques). Whether tau s
Selective vulnerability of entorhinal cortex layer II neurons in AD — Analysis Notebook
CI-generated notebook stub for analysis sda-2026-04-01-gap-004. Why do entorhinal cortex layer II stellate neurons die first in AD? Their unique electrophysiological properties, grid cell function, an
Lipid raft composition changes in synaptic neurodegeneration — Analysis Notebook
CI-generated notebook stub for analysis SDA-2026-04-01-gap-lipid-rafts-2026-04-01. Investigate how lipid raft composition (cholesterol metabolism, sphingolipids) changes in synaptic membranes during n
What are the mechanisms by which gut microbiome dysbiosis influences Parkinson's disease pathogenesis through the gut-brain axis? — Analysis Notebook
CI-generated notebook stub for analysis sda-2026-04-01-gap-20260401-225149. What are the mechanisms by which gut microbiome dysbiosis influences Parkinson's disease pathogenesis through the gut-brain
CI-generated notebook stub for analysis sda-2026-04-01-001. What are the most promising therapeutic strategies for targeting TREM2 in Alzheimer's disease, given the INVOKE-2 failure?
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
How do disease-associated mutations in G3BP1 or its binding partners alter stress granule dynamics? — Analysis Notebook
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
Unable to extract research questions - transcript appears to be empty — Analysis Notebook
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.
Created: 2026-04-06
TREM2 Gene Expression Analysis in AD
Cell-type specific analysis of TREM2 expression in Alzheimer's disease. Includes statistical testing, effect size analysis, and cross-dataset validation.
Created: 2026-04-06
Pathway Enrichment Analysis for AD Targets
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
What are the mechanisms by which gut microbiome dysbiosis influences Parkinson's disease pathogenesis through the gut-brain axis? — Analysis Notebook
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
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?
APOE4-driven lipid metabolism dysregulation in astrocytes and its role in AD — Analysis Notebook
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
Investigate prion-like spreading of tau pathology through connected brain regions — Analysis Notebook
CI-generated notebook stub for analysis SDA-2026-04-04-gap-20260404-052358. Investigate prion-like spreading of tau pathology through connected brain regions
Neuroinflammation and microglial priming in early Alzheimer's Disease - Analysis Notebook
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
ACSL4-Driven Ferroptotic Priming in Disease-Associated Microglia -- Computational Analysis
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 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)
Cell type vulnerability in Alzheimer's Disease (SEA-AD data - v2) - Rich Analysis Notebook
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).
TDP-43 phase separation therapeutics for ALS-FTD — Rich Analysis
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?
Sleep disruption as cause and consequence of neurodegeneration — Rich Analysis
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?
Synaptic pruning by microglia in early AD — Rich Analysis
Enhanced notebook with gene expression, pathway enrichment, score heatmaps, and statistical analysis. What are the mechanisms underlying synaptic pruning by microglia in early ad?
Autophagy-lysosome pathway convergence across neurodegenerative diseases — Rich Analysis
Enhanced notebook with gene expression, pathway enrichment, score heatmaps, and statistical analysis. What are the mechanisms underlying autophagy-lysosome pathway convergence across neurodegenerative
Mechanistic role of APOE in neurodegeneration — Rich Analysis
Enhanced notebook with gene expression, pathway enrichment, score heatmaps, and statistical analysis. What are the mechanisms underlying mechanistic role of apoe in neurodegeneration?
Microglia-astrocyte crosstalk amplification loops in neurodegeneration — Rich 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
What are the mechanisms by which gut microbiome dysbiosis influences Parkinson's disease pathogenesis through the gut-brain axis? — Rich Analysis
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
Perivascular spaces and glymphatic clearance failure in AD — Rich Analysis
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?
RNA binding protein dysregulation across ALS FTD and AD — Rich Analysis
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?
Tau propagation mechanisms and therapeutic interception points — Analysis Notebook
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
Circuit-level neural dynamics in neurodegeneration — Analysis Notebook
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,
Extracellular vesicle biomarkers for early AD detection — Analysis Notebook
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
CRISPR-based therapeutic approaches for neurodegenerative diseases — Analysis Notebook
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
Cell type vulnerability in Alzheimers Disease (SEA-AD transcriptomic data) — Analysis Notebook
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?
Cell type vulnerability in Alzheimers Disease (SEA-AD transcriptomic data) — Analysis Notebook
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?
Selective vulnerability of entorhinal cortex layer II neurons in AD — Analysis Notebook
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?
Blood-brain barrier transport mechanisms for antibody therapeutics — Analysis Notebook
Jupyter notebook for analysis SDA-2026-04-01-gap-008: What are the mechanisms underlying blood-brain barrier transport mechanisms for antibody therapeutics?
APOE4 structural biology and therapeutic targeting strategies — Analysis Notebook
Jupyter notebook for analysis SDA-2026-04-01-gap-010: What are the mechanisms underlying apoe4 structural biology and therapeutic targeting strategies?
Digital biomarkers and AI-driven early detection of neurodegeneration — Analysis Notebook
Jupyter notebook for analysis SDA-2026-04-01-gap-012: What are the mechanisms underlying digital biomarkers and ai-driven early detection of neurodegeneration?
Neuroinflammation resolution mechanisms and pro-resolving mediators — Analysis Notebook
Jupyter notebook for analysis SDA-2026-04-01-gap-014: What are the mechanisms underlying neuroinflammation resolution mechanisms and pro-resolving mediators?
What are the mechanisms by which gut microbiome dysbiosis influences Parkinson's disease pathogenesis through the gut-brain axis? — Analysis Notebook
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
Protein aggregation cross-seeding across neurodegenerative diseases — Analysis Notebook
Jupyter notebook for analysis SDA-2026-04-01-gap-9137255b: What are the mechanisms underlying protein aggregation cross-seeding across neurodegenerative diseases?
Mitochondrial transfer between astrocytes and neurons — Analysis Notebook
Jupyter notebook for analysis SDA-2026-04-01-gap-v2-89432b95: What are the mechanisms underlying mitochondrial transfer between astrocytes and neurons?
Epigenetic clocks and biological aging in neurodegeneration — Analysis Notebook
Jupyter notebook for analysis SDA-2026-04-01-gap-v2-bc5f270e: What are the mechanisms underlying epigenetic clocks and biological aging in neurodegeneration?
Tau propagation mechanisms and therapeutic interception points — Executed Analysis Notebook
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.
Differential expression analysis across hippocampus, cortex, and cerebellum in young, middle-aged, and old mice. Identifies aging-neurodegeneration overlap with 5 testable hypotheses.
SEA-AD Gene Expression Analysis: Microglia vs Neurons
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
Is disrupted sleep a cause or consequence of neurodegeneration? Analyze the bidirectional relationship between sleep disorders (particularly circadian rhythm disruption and impaired glymphatic clearan
Analysis ID: SDA-2026-04-02-gap-20260402-003058
Domain: neurodegeneration
Hypotheses: 0
KG Edges: 0+
Is disrupted sleep a cause or consequence of neurodegeneration? Analyze the bidirectional relationship between sleep disorders (particularly circadian rhythm disruption and impaired glymphatic clearan
Analysis ID: SDA-2026-04-02-gap-20260402-003115
Domain: neurodegeneration
Hypotheses: 0
KG Edges: 0+
Cell-Type Vulnerability in Alzheimer's Disease — SEA-AD Transcriptomics (v3)
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
Cell-Type Vulnerability in Alzheimer's Disease — SEA-AD Transcriptomics (v4)
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
Circuit-level neural dynamics in neurodegeneration
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
Gene Expression in Aging Mouse Brain Predicting Neurodegeneration (v1)
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
Cellular Senescence Signatures in Aging Mouse Brain (v5)
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.
Epigenetic Reprogramming in Aging Neurons — Mechanistic Analysis
Investigate mechanisms of epigenetic reprogramming in aging neurons. How do changes in DNA methylation, histone modification, and chromatin remodeling contribute to neurodegeneration risk?
Extracellular Vesicle Biomarkers for Early Alzheimer's Disease Detection
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.
SEA-AD v4: Inhibitory Neuron Subtypes and Circuit Vulnerability in AD
Which inhibitory neuron subtypes show earliest transcriptomic divergence in AD? Characterize Sst, Pvalb, and Vip+ interneuron vulnerability and link to circuit dysfunction biomarkers.
Cell type vulnerability in Alzheimers Disease (SEA-AD transcriptomic data) - Rich Analysis Notebook
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
Protein aggregation cross-seeding across neurodegenerative diseases — Rich Analysis
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
What are the mechanisms by which gut microbiome dysbiosis influences Parkinson's disease pathogenesis through the gut-brain axis? — Rich Analysis
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
Cell type vulnerability in Alzheimers Disease (SEA-AD transcriptomic data) — Rich Analysis
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
Digital biomarkers and AI-driven early detection of neurodegeneration — Rich Analysis Notebook
Comprehensive analysis with gene expression, pathway enrichment, and statistical tests for Digital biomarkers and AI-driven early detection of neurodegeneration
Blood-brain barrier transport mechanisms for antibody therapeutics — Rich Analysis Notebook
Comprehensive analysis with gene expression, pathway enrichment, and statistical tests for Blood-brain barrier transport mechanisms for antibody therapeutics
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
Circuit-level neural dynamics in neurodegeneration — Rich Analysis Notebook
Enhanced notebook with gene expression, pathway enrichment, and statistical analysis for: Analyze circuit-level changes in neurodegeneration using Allen Institute Neural Dynamics data. Focus
Circuit-level neural dynamics in neurodegeneration - Rich Analysis Notebook
Enhanced notebook with gene expression, pathway enrichment, and statistical analysis for: Analyze circuit-level changes in neurodegeneration using Allen Institute Neural Dynamics data. Focus
Selective Vulnerability of Entorhinal Cortex Layer II Neurons — Multi-Target Analysis
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
4R-Tau Strain-Specific Spreading Patterns in PSP vs CBD — Comparative Analysis
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?
Astrocyte reactivity subtypes in neurodegeneration — Rich Analysis
Enhanced notebook with gene expression, pathway enrichment, score heatmaps, and statistical analysis. What are the mechanisms underlying astrocyte reactivity subtypes in neurodegeneration?
Blood-brain barrier transport mechanisms for antibody therapeutics — Rich Analysis
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
Digital biomarkers and AI-driven early detection of neurodegeneration — Rich Analysis
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
Senolytic therapy for age-related neurodegeneration — Rich Analysis
Enhanced notebook with gene expression, pathway enrichment, score heatmaps, and statistical analysis. What are the mechanisms underlying senolytic therapy for age-related neurodegeneration?
Rich Analysis: Cell Type Vulnerability in Alzheimer's Disease — SEA-AD v3
Comprehensive notebook with gene expression, pathway enrichment, and statistical analysis for Cell Type Vulnerability in Alzheimer's Disease — SEA-AD v3
Circuit-level neural dynamics in neurodegeneration - Rich Analysis Notebook
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
Circuit-level neural dynamics in neurodegeneration - Rich Analysis Notebook
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
Epigenetic clocks and biological aging in neurodegeneration - Rich Analysis Notebook
Enhanced notebook with gene expression, pathway enrichment, and statistical analysis for: What are the mechanisms underlying epigenetic clocks and biological aging in neurodegeneration?
Mitochondrial transfer between astrocytes and neurons - Rich Analysis Notebook
Enhanced notebook with gene expression, pathway enrichment, and statistical analysis for: What are the mechanisms underlying mitochondrial transfer between astrocytes and neurons?
Neuroinflammation resolution mechanisms and pro-resolving mediators - Rich Analysis Notebook
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?
Tau propagation mechanisms and therapeutic interception points - Rich Analysis Notebook
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
Circuit-Level Neural Dynamics in Neurodegeneration
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
Allen InstituteNeural DynamicsCircuit AnalysisNeurodegeneration
Neuroinflammation resolution mechanisms and pro-resolving mediators - Rich Analysis Notebook
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?
What are the mechanisms by which gut microbiome dysbiosis influences Parkinson's disease pathogenesis through the gut-brain axis?
What are the mechanisms underlying what are the mechanisms by which gut microbiome dysbiosis influences parkinson's disease pathogenesis through the gut-brain axis??
Sleep Disruption as Cause and Consequence of Neurodegeneration
How do sleep disruptions both drive and result from neurodegenerative disease processes, and what therapeutic opportunities exist in this bidirectional relationship?
What are the mechanisms by which gut microbiome dysbiosis influences Parkinson's disease pathogenesis through the gut-brain axis?
What are the mechanisms underlying what are the mechanisms by which gut microbiome dysbiosis influences parkinson's disease pathogenesis through the gut-brain axis??
Lipid raft composition changes in synaptic 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