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
Mechanistic links between early microglial priming states, neuroinflammatory signaling, and AD progression. Forge-powered analysis with 14 hypotheses, 105 KG edges, and PubMed cita
Forge-powered analysis: 28 hypotheses, 216 KG edges, PubMed + STRING + Open Targets + ClinVar. 10 code cells, 5 plots.
CRISPR-based therapeutic approaches for neurodegenerative diseases (Alzheimer, Parkinson, Huntington). Forge-powered analysis with 14 hypotheses, 431 KG edges, and PubMed citations
CI-generated notebook stub for analysis SDA-2026-04-09-gap-debate-20260409-201742-1e8eb3bd. The debate mentioned tau PTM targeting but did not identify which modifications are both disease-specific an
CI-generated notebook stub for analysis SDA-2026-04-09-gap-debate-20260409-201742-d279750b. The debate proposed targeting vesicle surface glycans but acknowledged no published data demonstrates unique
CI-generated notebook stub for analysis SDA-2026-04-09-gap-debate-20260409-201742-5407d57d. The debate highlighted broad cellular toxicity of existing HSP inhibitors but did not resolve how to enginee
CI-generated notebook stub for analysis SDA-2026-04-04-frontier-connectomics-84acb35a. How do structural and functional connectivity changes in the human brain connectome drive cognitive decline in Al
CI-generated notebook stub for analysis SDA-2026-04-04-frontier-proteomics-1c3dba72. What are the critical protein expression changes and post-translational modifications (phosphorylation, ubiquitinat
CI-generated notebook stub for analysis SDA-2026-04-09-gap-debate-20260409-201742-ca7016f1. The debate identified vesicle accessibility as a major concern for nanobody approaches but provided no evide
CI-generated notebook stub for analysis SDA-2026-04-03-gap-immune-atlas-neuroinflam-20260402. Comprehensive analysis of immune cell subtypes in neurodegeneration: microglia subtypes (DAM, homeostatic,
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
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
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
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-20260410-111558-f9487fea. Does reduced Prevotellaceae abundance cause PD pathology or result from it?
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
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
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
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?
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-2026-04-08-gap-pubmed-20260406-062218-5c7f15f4. The paper describes memory-based migration routes maintained across generations but doesn't explain the neur
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
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
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
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
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
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
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
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
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?
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
CI-generated notebook stub for analysis SDA-2026-04-02-gap-v2-5d0e3052. How does metabolic reprogramming (glucose metabolism shifts, brain insulin resistance, ketone body utilization) affect neuronal
CI-generated notebook stub for analysis sda-2026-04-01-gap-v2-bc5f270e. Epigenetic clocks and biological aging in neurodegeneration
CI-generated notebook stub for analysis sda-2026-04-01-gap-v2-18cf98ca. Sleep disruption as cause and consequence of neurodegeneration
CI-generated notebook stub for analysis sda-2026-04-01-gap-v2-89432b95. Mitochondrial transfer between astrocytes and neurons
CI-generated notebook stub for analysis sda-2026-04-01-gap-v2-68d9c9c1. RNA binding protein dysregulation across ALS FTD and AD
CI-generated notebook stub for analysis sda-2026-04-01-gap-v2-ee5a5023. Perivascular spaces and glymphatic clearance failure in AD
CI-generated notebook stub for analysis sda-2026-04-01-gap-v2-691b42f1. Synaptic pruning by microglia in early AD
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?
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?
CI-generated notebook stub for analysis sda-2026-04-01-gap-013. Senolytics targeting p16/p21+ senescent astrocytes and microglia may reduce SASP-driven neuroinflammation.
CI-generated notebook stub for analysis sda-2026-04-01-gap-011. Multiple NDDs converge on autophagy-lysosome dysfunction. Are there universal therapeutic targets?
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.
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.
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
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
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
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
CI-generated notebook stub for analysis sda-2026-04-01-gap-008. Anti-amyloid antibodies (lecanemab, donanemab) have ~0.1% brain penetrance. Engineering improved BBB transcytosis via transferrin recept
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
CI-generated notebook stub for analysis gba-pd. GBA-Synuclein Loop: Therapeutic Strategies for Parkinson's Disease?
CI-generated notebook stub for analysis gut-brain-ad. Gut-Brain Axis Therapeutics for Alzheimer's Disease?
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-gap-20260401231108. Mitochondrial transfer between neurons and glia?
CI-generated notebook stub for analysis sda-2026-04-01-gap-9137255b. Protein aggregation cross-seeding across neurodegenerative diseases?
CI-generated notebook stub for analysis sda-2026-04-01-gap-auto-fd6b1635d9. Mechanistic role of APOE in neurodegeneration?
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-2026-04-01-002. How to break the GBA-alpha-synuclein bidirectional loop for Parkinson's Disease therapy?
CI-generated notebook stub for analysis sda-2026-04-01-003. Can gut-brain axis modulation prevent or slow Alzheimer's disease pathology?
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
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