From Analysis:
Survival Analysis of AD Patient Cohorts: Prognostic Markers and Time-to-Dementia
Which clinical, genetic, and biomarker features are independent prognostic markers for time-to-dementia in cognitively impaired individuals?
No AI visual card yet
Curated pathway diagram from expert analysis
graph TD
A["""APOE4 Expression"""] -->|"Enhanced Domain Interaction"| B["Altered Receptor Signaling
LRP1/LDLR/HSPG"]
B -->|"Reduced Akt Activation"| C["GSK3beta Activation"]
B -->|"Enhanced Ras/MAPK"| D["mTORC1 Hyperactivation"]
C -->|"Phosphorylates"| E["ULK1 Inactivation"]
D -->|"Phosphorylates"| E
D -->|"Phosphorylates"| F["TFEB Cytoplasmic
Sequestration"]
E -->|"Reduced"| G["Autophagosome Initiation
PI3K/VPS34 Recruitment"]
F -->|"Suppressed"| H["CLEAR Gene Transcription
LAMP1/LAMP2/CathD"]
G -->|"Impaired"| I["Autophagosome
Formation"]
H -->|"Reduced"| J["Lysosomal Biogenesis
& Degradative Capacity"]
I --> K["Autophagy Flux
Impairment"]
J --> K
K -->|"Accumulation"| L["Protein Aggregates
Abeta/Tau/p62"]
K -->|"Accumulation"| M["Damaged Mitochondria
ROS Generation"]
L --> N["Neuronal Dysfunction
& Neurodegeneration"]
M --> N
O["""Therapeutic Intervention
mTOR Inhibition / TFEB Activation"""] -->|"Restores"| P["ULK1 Activation
+ TFEB Nuclear Translocation"]
P -->|"Enhances"| Q["Autophagy Flux
Restoration"]
Q -->|"Clears"| R["Abeta/Tau Aggregates
Damaged Organelles"]
R -->|"Prevents"| S["Neuroprotection in
APOE4 Carriers"]
style A fill:#ff8a80,stroke:#d32f2f,color:#000
style O fill:#4fc3f7,stroke:#2196f3,color:#000
style S fill:#81c784,stroke:#4caf50,color:#000
style N fill:#ffab91,stroke:#e64a19,color:#000
AlphaFold predicted structure available for P42345
View AlphaFold StructureMedian TPM across 13 brain regions for MTOR from GTEx v10.
Physicians and therapists are also consulted to give judgments on working ability. Ability to work cannot simply be derived from the patient's symptom status but from the illness-related capacity impairments in relation to the work demands. A structured assessment of capacity impairments has been evaluated and applied internationally: the Mini-ICF-APP Social Functioning Scale. It is currently unclear whether a free-text clinical report (i.e., usual clinical practice: clinical exploration accordi
Optogenetics may enable mutation-independent, circuit-specific restoration of neuronal function in neurological diseases. Retinitis pigmentosa is a neurodegenerative eye disease where loss of photoreceptors can lead to complete blindness. In a blind patient, we combined intraocular injection of an adeno-associated viral vector encoding ChrimsonR with light stimulation via engineered goggles. The goggles detect local changes in light intensity and project corresponding light pulses onto the retin
The genome-wide architecture of chromatin-associated proteins that maintains chromosome integrity and gene regulation is not well defined. Here we use chromatin immunoprecipitation, exonuclease digestion and DNA sequencing (ChIP-exo/seq)1,2 to define this architecture in Saccharomyces cerevisiae. We identify 21 meta-assemblages consisting of roughly 400 different proteins that are related to DNA replication, centromeres, subtelomeres, transposons and transcription by RNA polymerase (Pol) I, II a
Leprosy, a disease caused by Mycobacterium leprae, is an important cause of preventable disability. The present cross-sectional study was undertaken among leprosy-affected persons in a rural block in Kanchipuram District, Tamil Nadu, India in the year 2013. The sample included treatment completed leprosy affected persons ≥18 y of age. Persons with difficulty in cognition and those who were not willing to participate in the study were excluded. Subjects were also graded for any deformities of the
Homeostatic scaling allows neurons to maintain stable activity patterns by globally altering their synaptic strength in response to changing activity levels. Suppression of activity by the blocking of action potentials increases synaptic strength through an upregulation of surface α-amino-3-hydroxy-5-methyl-4-isoxazolepropionic acid (AMPA) receptors. Although this synaptic upscaling was shown to require transcription, the molecular nature of the intrinsic transcription program underlying this pr
Preeclampsia continues to be a primary contributor to maternal and perinatal morbidity, with no approved disease-modifying treatments. Recent evidence identifies the deregulation of the glycogen synthase kinase-3β (GSK-3β) and mechanistic target of rapamycin (mTOR) signaling pathway as a primary pathogenic factor in impaired placentation. This review suggests that pharmacological restoration of this axis constitutes a promising therapeutic approach for preeclampsia. We combine molecular pathogen
Cervical cancer (CC) remains a significant global health issue, accounting for approximately 7% of all cancer cases in women. This study investigated the anti-cancer potential of pectolinarigenin (PEC), a bioactive compound derived from plants, aiming to explore its therapeutic effects and underlying mechanisms against CC. By integrating network pharmacology analysis with cellular assays, we identified 13 key targets of PEC related to CC, with molecular docking highlighting AKT as a primary targ
Alzheimer's disease (AD) and atherosclerosis (AS) are traditionally viewed as distinct neurodegenerative and vascular disorder respectively. However, emerging evidence reveals a profound molecular cross-talk and pathophysiological interplay between these two conditions. This review explores the molecular crossroads where AD and AS converge, identifying shared signaling pathways that offer novel therapeutic opportunities. At the center of this connection is amyloid-beta (Aβ), which serves as a sy
Intracerebral hemorrhage (ICH) is a devastating acute neurological condition with high mortality and disability. Induced pluripotent stem cell-derived neural progenitor cells (iPSC-NPCs) have been shown to promote behavioral recovery by enhancing neural connectivity and providing trophic support. As the adenosine monophosphate-activated protein kinase (AMPK)/ mammalian target of rapamycin (mTOR) signaling pathway is a key regulator of autophagy in stroke, we investigated its role in the context
Neuroinflammation and autophagy dysregulation are critical in the pathogenesis of neurodegenerative diseases like Alzheimer's, Parkinson's, and Huntington's disease. Neuroinflammation occurs after a sustained immune response, which transitions into a chronic pathological state, leading to the sustained generation of pro-inflammatory cytokines and oxidative stress, causing neuronal damage. Meanwhile, defective autophagy exacerbates disease by promoting protein accumulation, e.g., amyloid-β, tau,
Early detection of Alzheimer's disease (AD) is critical for preventing disease progression. Blood platelets have emerged as a useful peripheral source for AD diagnosis. However, the identification of proteomics-based platelet biomarkers of mild cognitive impairment (MCI) and AD in relation to amyloid β (Aβ) deposition remains largely unexplored. In this study, we compared four groups from 18 participants: subjective memory impairment (SMI, n = 4) as cognitive normal controls, MCI without Aβ depo
Glioblastoma (GBM) displays profound iron dependence and metabolic plasticity, yet how iron deprivation interfaces with stress-response pathways and amino acid metabolism in GBM remains incompletely understood. Deferoxamine (DFO), an iron chelator and hypoxia mimetic, is widely used experimentally, but the integration of autophagy, apoptosis, and ferroptosis under DFO-induced stress is unclear. This study aims to clarify how iron chelation reshapes stress signaling and metabolism in GBM cells an
Charcot-Marie-Tooth disease (CMT) is an inherited peripheral neuropathy characterized by sensory dysfunction and muscle weakness, manifesting in the most distal limbs first and progressing more proximal. Over a hundred genes are currently linked to CMT with enrichment for activities in myelination, axon transport, and protein synthesis. Mutations in tRNA synthetases cause dominantly inherited forms of CMT, and animal models with CMT-linked mutations in these enzymes display defects in neuronal p
Triple negative breast cancer (TNBC) is a diverse and highly aggressive cancer characterized by a strong tendency to metastasize, poor prognosis, and a lack of effective therapeutic targets. S-equol, an active metabolinte produced by gut microbiota through the conversion of daidzein, has been proven to possess anticancer activity. This study aims to investigate the anticancer effects of S-equol on TNBC and to elucidate key targets and potential mechanisms. In vitro experiments utilized the TNBC
Subtle and gradual changes occur in the brain years before cognitive impairment due to age-related neurodegenerative disorders. The authors examined the utility of hippocampal texture analysis and volumetric features extracted from brain magnetic resonance (MR) data to differentiate between three cognitive groups (cognitively normal individuals, individuals with mild cognitive impairment, and individuals with Alzheimer's disease) and neuropsychological scores on the Clinical Dementia Rating (CDR
The first conclusive evidence of a dipole resonance in ^{11}Li having isoscalar character observed from inelastic scattering with a novel solid deuteron target is reported. The experiment was performed at the newly commissioned IRIS facility at TRIUMF. The results show a resonance peak at an excitation energy of 1.03±0.03 MeV with a width of 0.51±0.11 MeV (FWHM). The angular distribution is consistent with a dipole excitation in the distorted-wave Born approximation framework. The observed reson
Systemic vasculitis (SV) is a condition characterized by vascular inflammatory disease that often involves the medium and small arteries of various organs throughout the body. SV is difficult to diagnose due to the diversity of clinical symptoms and manifestations, and only tissue biopsy is of great significance. Even so, complications or secondary lesions of SV can also lead to death. In forensic medicine, we can often observe multiple vasculitis in histological observations, which is easily ov
Human neurons are functional over an entire lifetime, yet the mechanisms that preserve function and protect against neurodegeneration during ageing are unknown. Here we show that induction of the repressor element 1-silencing transcription factor (REST; also known as neuron-restrictive silencer fact
On-target-off-tissue drug engagement is an important source of adverse effects that constrains the therapeutic window of drug candidates
Title: Baseline Executive Function Deficits Predict Faster Dementia Progression via Prefrontal-Subcortical Circuit Disruption
Description: Impaired executive function (EF) at baseline independently accelerates dementia onset in MCI beyond memory deficits. The mechanism involves disruption of frontostriatal circuits governing attentional control and behavioral regulation—these networks are particularly vulnerable to small vessel di
The user wants me to critically evaluate four hypotheses about time-to-dementia predictors in cognitively impaired individuals. I need to be rigorous, identify weaknesses, cite counter-evidence, propose falsification experiments, and provide revised confidence scores.
Let me work through each hypothesis systematically.
Hypothesis 1: Executive Dysfunction as Independent Clinical Marker
The claim is that baseline EF deficits independently accelerate dementia onset beyond memory deficits, via prefrontal-subcortical circuit disruption.
Strengths:
Claim: EF deficits independently accelerate dementia onset via frontostriatal disruption, bypassing hippocampal mechanisms.
Critical Weaknesses:
| Issue | Explanation |
|-------|-------------|
| Baseline severity confound | EF deficits at baseline may reflect disease stage, not intrinsic velocity. If a patient presents with worse EF and worse memory, they may simply be further along—predicting c
{"ranked_hypotheses":[{"title":"APOE ε4 Carriage as Primary Genetic Determinant of Dementia Progression Velocity","description":"APOE ε4 remains the strongest validated predictor of time-to-dementia in MCI, operating through multiple pathways including Aβ aggregation, microglial activation, synaptic vulnerability, tau spreading, and vascular dysfunction. Despite critiques regarding amyloid-centric framing and survival bias at the MCI stage, the evidence base is unmatched. The hypothesis survives falsification in amyloid-negative cohorts and across diverse populations. Composite score integra
| Event | Price | Change | Source | Time | |
|---|---|---|---|---|---|
| ⚖ | Recalibrated | $0.778 | ▲ 25.5% | market_dynamics | 2026-04-23 04:12 |
| ⚖ | Recalibrated | $0.620 | ▼ 0.5% | market_dynamics | 2026-04-13 03:33 |
| 📄 | New Evidence | $0.623 | ▲ 1.7% | evidence_batch_update | 2026-04-13 02:18 |
| 📄 | New Evidence | $0.613 | ▲ 2.1% | evidence_batch_update | 2026-04-13 02:18 |
| ⚖ | Recalibrated | $0.600 | ▲ 3.3% | 2026-04-12 18:34 | |
| ⚖ | Recalibrated | $0.581 | ▼ 2.4% | 2026-04-12 05:13 | |
| ⚖ | Recalibrated | $0.595 | ▼ 0.5% | 2026-04-10 15:58 | |
| ⚖ | Recalibrated | $0.598 | ▲ 0.5% | 2026-04-10 15:53 | |
| ⚖ | Recalibrated | $0.595 | ▲ 6.1% | 2026-04-08 22:18 | |
| ⚖ | Recalibrated | $0.560 | ▲ 0.2% | 2026-04-08 18:39 | |
| ⚖ | Recalibrated | $0.559 | ▼ 0.4% | 2026-04-06 04:04 | |
| ⚖ | Recalibrated | $0.562 | ▼ 0.6% | 2026-04-04 16:38 | |
| ⚖ | Recalibrated | $0.565 | 2026-04-04 16:02 | ||
| 📄 | New Evidence | $0.565 | ▲ 2.0% | evidence_batch_update | 2026-04-04 09:08 |
| ⚖ | Recalibrated | $0.554 | ▲ 6.2% | 2026-04-03 23:46 |
Freshness score = exp(-age×ln2/5): halves every 5 years. Green >0.6, Amber 0.3–0.6, Red <0.3.
No citation freshness data yet. Export bibliography — run scripts/audit_citation_freshness.py to populate.
Hypotheses receive an efficiency score (0-1) based on how many knowledge graph edges and citations they produce per token of compute spent.
High-efficiency hypotheses (score >= 0.8) get a price premium in the market, pulling their price toward $0.580.
Low-efficiency hypotheses (score < 0.6) receive a discount, pulling their price toward $0.420.
Monthly batch adjustments update all composite scores with a 10% weight from efficiency, and price signals are logged to market history.
| Date | Signal Price | Score |
|---|---|---|
| 2026-04-16T20:00 | $0.548 | 0.510 |
Structured peer reviews assess evidence quality, novelty, feasibility, and impact. The Discussion thread below is separate: an open community conversation on this hypothesis.
No DepMap CRISPR Chronos data found for MTOR.
Run python3 scripts/backfill_hypothesis_depmap.py to populate.
No curated ClinVar variants loaded for this hypothesis.
Run scripts/backfill_clinvar_variants.py to fetch P/LP/VUS variants.
No governance decisions recorded for this hypothesis.
Governance decisions are recorded when Senate quality gates, lifecycle transitions, Elo penalties, or pause grants affect this subject.
Molecular pathway showing key causal relationships underlying this hypothesis
graph TD
APOE__4["APOE ε4"] -->|causes| A__aggregation["Aβ aggregation"]
APOE__4_1["APOE ε4"] -->|causes| tau_spreading["tau spreading"]
APOE__4_2["APOE ε4"] -->|causes| cortical_A__burden["cortical Aβ burden"]
APOE__4_3["APOE ε4"] -->|risk factor for| AD["AD"]
hippocampal_atrophy_rate["hippocampal atrophy rate"] -->|predicts| dementia_conversion["dementia conversion"]
hippocampal_atrophy_rate_4["hippocampal atrophy rate"] -->|modulates| APOE__4_risk["APOE ε4 risk"]
CSF_NfL["CSF NfL"] -->|indicates| axonal_injury["axonal injury"]
APOE__4_5["APOE ε4"] -->|causes| microglial_activation["microglial activation"]
APOE__4_6["APOE ε4"] -->|causes| synaptic_vulnerability["synaptic vulnerability"]
APOE__4_7["APOE ε4"] -->|causes| vascular_dysfunction["vascular dysfunction"]
A_["Aβ"] -->|causes| hippocampal_atrophy["hippocampal atrophy"]
tau["tau"] -->|causes| hippocampal_atrophy_8["hippocampal atrophy"]
style APOE__4 fill:#ce93d8,stroke:#333,color:#000
style A__aggregation fill:#4fc3f7,stroke:#333,color:#000
style APOE__4_1 fill:#ce93d8,stroke:#333,color:#000
style tau_spreading fill:#4fc3f7,stroke:#333,color:#000
style APOE__4_2 fill:#ce93d8,stroke:#333,color:#000
style cortical_A__burden fill:#4fc3f7,stroke:#333,color:#000
style APOE__4_3 fill:#ce93d8,stroke:#333,color:#000
style AD fill:#ef5350,stroke:#333,color:#000
style hippocampal_atrophy_rate fill:#4fc3f7,stroke:#333,color:#000
style dementia_conversion fill:#4fc3f7,stroke:#333,color:#000
style hippocampal_atrophy_rate_4 fill:#4fc3f7,stroke:#333,color:#000
style APOE__4_risk fill:#4fc3f7,stroke:#333,color:#000
style CSF_NfL fill:#4fc3f7,stroke:#333,color:#000
style axonal_injury fill:#4fc3f7,stroke:#333,color:#000
style APOE__4_5 fill:#ce93d8,stroke:#333,color:#000
style microglial_activation fill:#4fc3f7,stroke:#333,color:#000
style APOE__4_6 fill:#ce93d8,stroke:#333,color:#000
style synaptic_vulnerability fill:#4fc3f7,stroke:#333,color:#000
style APOE__4_7 fill:#ce93d8,stroke:#333,color:#000
style vascular_dysfunction fill:#4fc3f7,stroke:#333,color:#000
style A_ fill:#4fc3f7,stroke:#333,color:#000
style hippocampal_atrophy fill:#4fc3f7,stroke:#333,color:#000
style tau fill:#4fc3f7,stroke:#333,color:#000
style hippocampal_atrophy_8 fill:#4fc3f7,stroke:#333,color:#000
neurodegeneration | 2026-04-16 | completed
No comments yet. Be the first to comment!