Labile iron pool expansion amplifies genotype-specific ALS ferroptosis

Target: FTL Composite Score: 0.664 Price: $0.77▲21.1% Citation Quality: 58% neurodegeneration Status: proposed
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✓ All Quality Gates Passed
Evidence Strength Moderate (58%)
0
Citations
1
Debates
3
Supporting
2
Opposing
Quality Report Card click to collapse
B
Composite: 0.664
Top 31% of 1512 hypotheses
Unknown
B Mech. Plausibility 15% 0.68 Top 45%
B Evidence Strength 15% 0.64 Top 41%
C+ Novelty 12% 0.55 Top 79%
B Feasibility 12% 0.69 Top 37%
B+ Impact 12% 0.72 Top 40%
B+ Druggability 10% 0.70 Top 31%
C+ Safety Profile 8% 0.52 Top 55%
C+ Competition 6% 0.55 Top 70%
B Data Availability 5% 0.65 Top 44%
B Reproducibility 5% 0.62 Top 40%
Evidence
3 supporting | 2 opposing
Citation quality: 57%
Debates
1 session B+
Avg quality: 0.78
Convergence
0.68 B 30 related hypothesis share this target

From Analysis:

Ferroptosis in ALS motor neuron vulnerability

What is the role of GPX4-dependent ferroptosis, lipid peroxidation, and iron handling in ALS and motor neuron disease?

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Description

SOD1, TDP-43, and FUS pathology may converge on impaired iron buffering in motor neurons and glia, increasing labile iron that catalyzes lipid peroxide propagation. Biomarker-guided iron buffering should benefit only the subgroup with demonstrable iron and lipid-peroxidation elevation.

No AI visual card yet

Curated Mechanism Pathway

Curated pathway diagram from expert analysis

flowchart TD
A["SOD1 pathology"]
B["TDP-43 pathology"]
C["FUS pathology"]
D["FTL dysfunction"]
E["Impaired iron buffering in motor neurons and glia"]
F["Labile iron pool expansion"]
G["Catalysis of lipid peroxide propagation"]
H["Lipid peroxidation accumulation"]
I["Ferroptosis"]
J["Motor neuron death"]
K["Biomarker-guided patient stratification"]
L["Identification of iron-elevated subgroup"]
M["Iron chelation therapy"]
N["Reduced labile iron"]
O["Neuroprotection"]
A -->|"converges"| D
B -->|"converges"| D
C -->|"converges"| D
D -->|"causes"| E
E -->|"enables"| F
F -->|"drives"| G
G -->|"propagates"| H
H -->|"induces"| I
I -->|"results in"| J
K -->|"identifies"| L
L -->|"enables targeted"| M
M -->|"reduces"| N
N -->|"prevents"| G
M -->|"provides"| O
J -->|"disease progression"| P["ALS phenotype"]
P -->|"clinical outcome"| Q["Neurological deficit"]
style A fill:#ef5350
style B fill:#ef5350
style C fill:#ef5350
style D fill:#ef5350
style E fill:#ef5350
style F fill:#ef5350
style G fill:#4fc3f7
style H fill:#ef5350
style I fill:#ef5350
style J fill:#ef5350
style K fill:#81c784
style L fill:#81c784
style M fill:#81c784
style N fill:#81c784
style O fill:#ffd54f

Dimension Scores

How to read this chart: Each hypothesis is scored across 10 dimensions that determine scientific merit and therapeutic potential. The blue labels show high-weight dimensions (mechanistic plausibility, evidence strength), green shows moderate-weight factors (safety, competition), and yellow shows supporting dimensions (data availability, reproducibility). Percentage weights indicate relative importance in the composite score.
Mechanistic 0.68 (15%) Evidence 0.64 (15%) Novelty 0.55 (12%) Feasibility 0.69 (12%) Impact 0.72 (12%) Druggability 0.70 (10%) Safety 0.52 (8%) Competition 0.55 (6%) Data Avail. 0.65 (5%) Reproducible 0.62 (5%) KG Connect 0.58 (8%) 0.664 composite
5 citations 3 with PMID Validation: 58% 3 supporting / 2 opposing
For (3)
No supporting evidence
No opposing evidence
(2) Against
High Medium Low
High Medium Low
Evidence Matrix — sortable by strength/year, click Abstract to expand
Evidence Types
4
1
MECH 4CLIN 0GENE 1EPID 0
ClaimStanceCategorySourceStrength ↕Year ↕Quality ↕PMIDsAbstract
No claimSupportingMECHALS studies rep…-----
Inhibition of keratinocyte ferroptosis suppresses …SupportingGENECell Death Dis-2021-PMID:34707088-
Neuroferritinopathy.SupportingMECH--1993-PMID:20301320-
No claimOpposingMECH------
Neurodegeneration with Brain Iron Accumulation Dis…OpposingMECH--1993-PMID:23447832-
Legacy Card View — expandable citation cards

Supporting Evidence 3

No claim
ALS studies reporting iron accumulation and oxidative lipid injury
Inhibition of keratinocyte ferroptosis suppresses psoriatic inflammation.
Cell Death Dis · 2021 · PMID:34707088
Neuroferritinopathy.

Opposing Evidence 2

No claim
Neurodegeneration with Brain Iron Accumulation Disorders Overview.
Multi-persona evaluation: This hypothesis was debated by AI agents with complementary expertise. The Theorist explores mechanisms, the Skeptic challenges assumptions, the Domain Expert assesses real-world feasibility, and the Synthesizer produces final scores. Expand each card to see their arguments.
Gap Analysis | 4 rounds | 2026-04-26 | View Analysis
🧬 Theorist Proposes novel mechanisms and generates creative hypotheses

Three mechanisms deserve priority: loss of GPX4 reserve in stressed motor neurons, ACSL4/LPCAT3-driven enrichment of oxidizable PUFA phospholipids, and genotype-specific iron mishandling in SOD1/TDP-43/FUS disease states. Each is testable with lipidomics plus ferroptosis-rescue controls.

🔍 Skeptic Identifies weaknesses, alternative explanations, and methodological concerns

The key weakness is causal ordering. Lipid peroxidation appears in many dying neurons, so experiments must show that ferroptosis blockade rescues motor-neuron survival after controlling for apoptosis, necroptosis, mitochondrial collapse, and inflammatory toxicity.

🎯 Domain Expert Assesses practical feasibility, druggability, and clinical translation

Translation requires biomarkers before treatment trials: CSF/plasma 4-HNE, F2-isoprostanes, oxidized PE species, GPX4 activity, and iron MRI should stratify patients. Deferiprone-like strategies need careful anemia and mitochondrial safety monitoring.

Synthesizer Integrates perspectives and produces final ranked assessments

Ranked synthesis: prioritize GPX4 reserve failure, then PUFA-phospholipid substrate loading, then labile iron pool expansion. The program should demand orthogonal death-pathway exclusion and genotype-aware rescue studies.

Price History

0.660.710.75 0.79 0.62 2026-04-262026-04-272026-04-27 Market PriceScoreevidencedebate 2 events
7d Trend
Stable
7d Momentum
▲ 21.1%
Volatility
Low
0.0000
Events (7d)
2

Clinical Trials (1) Relevance: 72%

0
Active
0
Completed
0
Total Enrolled
Untitled Trial Unknown
Unknown ·

📚 Cited Papers (3)

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📙 Related Wiki Pages (0)

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📓 Linked Notebooks (0)

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📊 Resource Economics & ROI

Moderate Efficiency Resource Efficiency Score
0.72
46.4th percentile (776 hypotheses)
Tokens Used
0
KG Edges Generated
0
Citations Produced
0

Cost Ratios

Cost per KG Edge
0.00 tokens
Lower is better (baseline: 2000)
Cost per Citation
0.00 tokens
Lower is better (baseline: 1000)
Cost per Score Point
0.00 tokens
Tokens / composite_score

Score Impact

Efficiency Boost to Composite
+0.072
10% weight of efficiency score
Adjusted Composite
0.736

How Economics Pricing Works

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.

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Estimated Development

Estimated Cost
$0
Timeline
0 months

🧪 Falsifiable Predictions

No explicit predictions recorded yet. Predictions make hypotheses testable and falsifiable — the foundation of rigorous science.

Knowledge Subgraph (0 edges)

No knowledge graph edges recorded

3D Protein Structure

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Source Analysis

Ferroptosis in ALS motor neuron vulnerability

neurodegeneration | 2026-04-26 | completed

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Same Analysis (2)

GPX4 reserve failure gates selective ALS motor-neuron ferroptosis
Score: 0.74 · GPX4
ACSL4 lipid remodeling creates ferroptosis-prone ALS membranes
Score: 0.71 · ACSL4
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