Computational analysis artifacts linked to analyses and knowledge graph entities
Real Forge-powered analysis: PubMed search, STRING PPI, Reactome pathways, gene annotations for aging mouse brain transcriptomics.
Real Forge-powered analysis: PubMed search, STRING PPI, Reactome pathways, gene annotations for microglial priming in early AD.
Real Forge-powered analysis: PubMed search, STRING PPI, Reactome pathways, gene annotations for CRISPR neurodegeneration therapy research.
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
CI-generated notebook stub for analysis SDA-2026-04-03-gap-debate-20260403-222618-2709aad9. While ketone metabolism was discussed as therapeutic, the debate revealed no clear framework for when and ho
CI-generated notebook stub for analysis SDA-2026-04-04-gap-debate-20260403-222618-c698b06a. The debate discussed various metabolic interventions but lacked clear endpoints for clinical translation. Wi
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-2026-04-04-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-2026-04-08-gap-pubmed-20260406-062207-5a703c17. While the abstract establishes that intercellular transmission occurs for various proteins (tau, α-synuclein
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-2026-04-08-gap-debate-20260406-062033-16eccec1. The debate highlighted that sleep disruption affects multiple systems simultaneously, creating confounding v
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-2026-04-15-gap-debate-20260410-112539-31f47880. The debate assumed static 5-hydroxymethylcytosine patterns in aging neurons are harmful, but the skeptic rai
CI-generated notebook stub for analysis SDA-2026-04-12-gap-debate-20260410-112927-b4535f82. Do bacterial curli amyloids cross the blood-brain barrier to directly seed α-synuclein aggregation in humans
CI-generated notebook stub for analysis SDA-2026-04-15-gap-debate-20260410-112545-377c1d9e. All participants identified brain delivery as a critical barrier, but no mechanism was proposed for overcomi
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-2026-04-04-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-2026-04-08-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-2026-04-15-gap-20260415-221737. test debate [TARGET_ARTIFACT type=experiment id=exp-123]
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-2026-04-08-gap-pubmed-20260406-062128-34a47c4e. The study reports that complement-mediated synaptic elimination produces both cognitive deficits and anxiety
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-2026-04-02-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-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-v2-89432b95. Mitochondrial transfer between astrocytes and neurons
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-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-2026-04-04-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-2026-04-03-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-2026-04-02-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-2026-04-01-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-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-2026-04-12-20260411-082446-2c1c9e2d. The abstract explicitly questions whether AD's hallmark pathologies induce cholinergic dysfunction or vice versa. This
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-2026-04-04-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-2026-04-03-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-2026-04-08-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-2026-04-01-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-2026-04-03-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 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-2026-04-04-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-2026-04-08-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 gba-pd. GBA-Synuclein Loop: Therapeutic Strategies for Parkinson's Disease?
CI-generated notebook stub for analysis SDA-2026-04-08-gap-pubmed-20260406-062222-cc3bcb47. While the abstract mentions identifying subcellular roles of protein interactions, the mechanistic principle
CI-generated notebook stub for analysis SDA-2026-04-15-gap-debate-20260410-112528-782f5aa2. While ACSL4-driven ferroptosis was strongly supported, the molecular triggers that tip the balance from prot
CI-generated notebook stub for analysis sda-2026-04-12-ev-ad-biomarkers. Which EV-derived biomarkers (phospho-tau, amyloid-beta, synaptic proteins, inflammatory mediators) show the highest diagnostic
CI-generated notebook stub for analysis SDA-2026-04-08-gap-debate-20260406-062045-ce866189. The debate noted clinical failures of TNF-α and IL-6 inhibitors in AD despite their cardiovascular success a
CI-generated notebook stub for analysis SDA-2026-04-08-gap-pubmed-20260406-062212-b66510d9. The authors explicitly state that the manner and extent to which autophagy dysfunction in non-neuronal cells
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 gut-brain-ad. Gut-Brain Axis Therapeutics for Alzheimer's Disease?
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-2026-04-01-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-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-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-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 SDA-2026-04-08-gap-pubmed-20260406-062207-b800e5d3. The abstract acknowledges that host cells influence seed properties, but the specific cellular factors and m
CI-generated notebook stub for analysis SDA-2026-04-08-gap-debate-20260406-062039-f02efa4b. The skeptic proposed that epigenetic modifiers should work equally well regardless of initial priming stimul
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-2026-04-08-gap-debate-20260406-062052-81a54bfd. The debate identified fundamental druggability challenges for these targets due to their essential roles, bu
CI-generated notebook stub for analysis SDA-2026-04-08-gap-debate-20260406-062101-7751c220. The highest-ranked hypothesis assumes senescence reversibility through metabolic reprogramming, but the deba
CI-generated notebook stub for analysis SDA-2026-04-08-gap-pubmed-20260406-062122-bfac06c8. The authors identify SPI1 as a potential transcription factor regulating the hub genes but provide no mechan
CI-generated notebook stub for analysis SDA-2026-04-08-gap-pubmed-20260406-062218-580b17ef. The study identifies ADCY8 as associated with migratory distance differences and suggests long-term memory a
CI-generated notebook stub for analysis SDA-2026-04-08-gap-pubmed-20260406-062229-35a642ca. The abstract shows that dilncRNAs drive molecular crowding of DDR proteins into phase-separated condensates,
CI-generated notebook stub for analysis SDA-2026-04-08-gap-pubmed-20260406-062222-b5f44522. The abstract identifies tissue-specific networks that may underlie Mendelian disease phenotypes but doesn't
CI-generated notebook stub for analysis SDA-2026-04-08-gap-pubmed-20260406-062229-3ab00c95. While the study shows 53BP1 forms phase-separated foci driven by dilncRNAs, it's unclear what molecular feat
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-2026-04-16-gap-bbb-tjp-20260416041707. Analyze how neuroinflammatory cascades disrupt blood-brain barrier (BBB) integrity through tight junction protein deg
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-2026-04-04-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-2026-04-03-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-2026-04-03-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 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 analysis notebook for 'TREM2 Therapeutic Strategy Post-INVOKE-2'. Domain: neurodegeneration. Research question: Analysis question not specified
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
Investigate mechanisms of epigenetic reprogramming in aging neurons. How do changes in DNA methylation, histone modification, and chromatin remodeling contribute to neurodegeneration risk?
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
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
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: analysis-SEAAD-20260402 Date: 2026-04-02 Domain: neurodegeneration Hypotheses Generated: 5 Knowledge Graph Edges: 63
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
Analysis ID: SDA-2026-04-02-gap-v2-5d0e3052 Date: 2026-04-02 Domain: neurodegeneration Hypotheses Generated: 3 Knowledge Graph Edges: 31
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-crispr-neurodegeneration-20260402 Date: 2026-04-02 Domain: neurodegeneration Hypotheses Generated: 5 Knowledge Graph Edges: 15
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.
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-008 Date: 2026-04-02 Domain: neurodegeneration Hypotheses Generated: 7 Knowledge Graph Edges: 20
What are the mechanisms underlying rna binding protein dysregulation across als ftd and ad?
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-009 Date: 2026-04-02 Domain: neurodegeneration Hypotheses Generated: 7 Knowledge Graph Edges: 20
What are the mechanisms underlying sleep disruption as cause and consequence of neurodegeneration?
What are the mechanisms underlying perivascular spaces and glymphatic clearance failure in ad?
What are the mechanisms underlying synaptic pruning by microglia in early ad?
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
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 mechanistic role of apoe in neurodegeneration?
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
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
Investigate how lipid raft composition (cholesterol metabolism, sphingolipids) changes in synaptic membranes during neurodegeneration and their mechanistic role in amyloid-beta processing and synapse