plasma LPS-binding protein separates causal from compensatory states in: How does gut microbiome dysbiosis contribute to neuroinflammation and neurodegenerat

Target: plasma LPS-binding protein Composite Score: 0.346 Price: $0.68▼39.3% Citation Quality: Pending neurodegeneration Status: active
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✓ All Quality Gates Passed
Evidence Strength Pending (0%)
6
Citations
2
Debates
6
Supporting
1
Opposing
Quality Report Card click to collapse
D
Composite: 0.346
Top 91% of 1875 hypotheses
T4 Speculative
Novel AI-generated, no external validation
Needs 1+ supporting citation to reach Provisional
D Mech. Plausibility 15% 0.34 Top 96%
B Evidence Strength 15% 0.69 Top 23%
D Novelty 12% 0.35 Top 97%
B+ Feasibility 12% 0.78 Top 27%
B+ Impact 12% 0.76 Top 41%
F Druggability 10% 0.15 Top 98%
D Safety Profile 8% 0.25 Top 95%
D Competition 6% 0.28 Top 98%
B Data Availability 5% 0.62 Top 52%
F Reproducibility 5% 0.10 Top 98%
Evidence
6 supporting | 1 opposing
Citation quality: 0%
Debates
1 session B+
Avg quality: 0.75
Convergence
0.00 F 30 related hypothesis share this target

From Analysis:

How does gut microbiome dysbiosis contribute to neuroinflammation and neurodegeneration through toll-like receptor TLR signaling and short-chain fatty acids SCFAs

How does gut microbiome dysbiosis contribute to neuroinflammation and neurodegeneration through toll-like receptor TLR signaling and short-chain fatty acids SCFAs

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Description

A longitudinal biomarker panel centered on plasma LPS-binding protein can distinguish harmful mechanisms from protective adaptation. The decisive experiment is to measure plasma LPS-binding protein before and after TLR4 antagonism in stratified models.

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Curated Mechanism Pathway

Curated pathway diagram from expert analysis

flowchart TD
    A["Gut Dysbiosis
SCFA-Producing Bacteria Loss"] B["Intestinal Permeability
Leaky Gut Endotoxemia"] C["LPS Translocation
Portal and Systemic Circulation"] D["TLR4 Activation
MD-2 Coreceptor Complex"] E["MyD88 Signaling
NF-kappaB and MAPK Cascade"] F["Peripheral Cytokine Storm
IL-1beta and TNF Secretion"] G["Microglial Priming
Brain Resident Immune Activation"] H["Neurodegeneration
Synapse Loss and Tau Pathology"] A --> B B --> C C --> D D --> E E --> F F --> G G --> H style A fill:#1a237e,stroke:#4fc3f7,color:#4fc3f7 style D fill:#7b1fa2,stroke:#ce93d8,color:#ce93d8 style G fill:#b71c1c,stroke:#ef9a9a,color:#ef9a9a style H fill:#b71c1c,stroke:#ef9a9a,color:#ef9a9a

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 0.34 (15%) Evidence 0.69 (15%) Novelty 0.35 (12%) Feasibility 0.78 (12%) Impact 0.76 (12%) Druggability 0.15 (10%) Safety 0.25 (8%) Competition 0.28 (6%) Data Avail. 0.62 (5%) Reproducible 0.10 (5%) KG Connect 0.50 (8%) 0.346 composite
7 citations 5 with PMID 5 medium Validation: 0% 6 supporting / 1 opposing
For (6)
5
No opposing evidence
(1) Against
High Medium Low
High Medium Low
Evidence Matrix — sortable by strength/year, click Abstract to expand
Evidence Types
6
1
MECH 6CLIN 0GENE 0EPID 1
ClaimStanceCategorySourceStrength ↕Year ↕Quality ↕PMIDsAbstract
TLR4-dependent neuroinflammation mediates LPS-driv…SupportingMECHJ Neuroinflamma… MEDIUM2024-PMID:39580436-
Early glycolytic reprogramming controls microglial…SupportingMECHJ Neuroinflamma… MEDIUM20210.48PMID:34107997-
Ferulic acid alleviates sciatica by inhibiting neu…SupportingMECHCNS Neurosci Th… MEDIUM20230.33PMID:36601662-
Gastrodin regulates the TLR4/TRAF6/NF-κB pathway t…SupportingMECHPhytomedicine MEDIUM20240.41PMID:38552431-
Lomerizine inhibits LPS-mediated neuroinflammation…SupportingMECHFront Immunol MEDIUM20230.33PMID:37435081-
No claimSupportingMECHfour_round_gap_…-----
causal direction requires longitudinal perturbatio…OpposingEPIDskeptic_round-----
Legacy Card View — expandable citation cards

Supporting Evidence 6

No claim
four_round_gap_debate
TLR4-dependent neuroinflammation mediates LPS-driven food-reward alterations during high-fat exposure. MEDIUM
J Neuroinflammation · 2024 · PMID:39580436
Early glycolytic reprogramming controls microglial inflammatory activation. MEDIUM
J Neuroinflammation · 2021 · PMID:34107997 · Q:0.48
Ferulic acid alleviates sciatica by inhibiting neuroinflammation and promoting nerve repair via the TLR4/NF-κB… MEDIUM
Ferulic acid alleviates sciatica by inhibiting neuroinflammation and promoting nerve repair via the TLR4/NF-κB pathway.
CNS Neurosci Ther · 2023 · PMID:36601662 · Q:0.33
Gastrodin regulates the TLR4/TRAF6/NF-κB pathway to reduce neuroinflammation and microglial activation in an A… MEDIUM
Gastrodin regulates the TLR4/TRAF6/NF-κB pathway to reduce neuroinflammation and microglial activation in an AD model.
Phytomedicine · 2024 · PMID:38552431 · Q:0.41
Lomerizine inhibits LPS-mediated neuroinflammation and tau hyperphosphorylation by modulating NLRP3, DYRK1A, a… MEDIUM
Lomerizine inhibits LPS-mediated neuroinflammation and tau hyperphosphorylation by modulating NLRP3, DYRK1A, and GSK3α/β.
Front Immunol · 2023 · PMID:37435081 · Q:0.33

Opposing Evidence 1

causal direction requires longitudinal perturbation
skeptic_round
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.
Hypothesis Formal | 3 rounds | 2026-04-26 | View Analysis

Price History

0.410.530.64 0.76 0.30 2026-04-252026-04-272026-04-27 Market PriceScoreevidencedebate 7 events
7d Trend
Falling
7d Momentum
▼ 39.3%
Volatility
High
0.2398
Events (7d)
7

Clinical Trials (0)

No clinical trials data available

📚 Cited Papers (5)

Early glycolytic reprogramming controls microglial inflammatory activation.
Journal of neuroinflammation (2021) · PMID:34107997
No extracted figures yet
No extracted figures yet
No extracted figures yet
Gastrodin regulates the TLR4/TRAF6/NF-κB pathway to reduce neuroinflammation and microglial activation in an AD model.
Phytomedicine : international journal of phytotherapy and phytopharmacology (2024) · PMID:38552431
No extracted figures yet
No extracted figures yet

📅 Citation Freshness Audit

Freshness score = exp(-age×ln2/5): halves every 5 years. Green >0.6, Amber 0.3–0.6, Red <0.3.

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📓 Linked Notebooks (0)

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📊 Resource Economics & ROI

Moderate Efficiency Resource Efficiency Score
0.50
32.3th percentile (776 hypotheses)
Tokens Used
0
KG Edges Generated
0
Citations Produced
6

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
+0.050
10% weight of efficiency score
Adjusted Composite
0.396

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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Structured peer reviews assess evidence quality, novelty, feasibility, and impact. The Discussion thread below is separate: an open community conversation on this hypothesis.

💬 Discussion

No DepMap CRISPR Chronos data found for plasma LPS-binding protein.

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⚖️ Governance History

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KG Entities (7)

SCFA depletionTLR4 priminggap-20260425-224724h-gap-2f2e5b80-m1h-gap-2f2e5b80-m2h-gap-2f2e5b80-m3microglial inflammasome tone

Related Hypotheses

Gut Microbiome Remodeling to Prevent Systemic NLRP3 Priming in Neurodegeneration
Score: 0.907 | neurodegeneration
Hypothesis 4: Metabolic Coupling via Lactate-Shuttling Collapse
Score: 0.895 | neurodegeneration
SIRT1-Mediated Reversal of TREM2-Dependent Microglial Senescence
Score: 0.893 | neurodegeneration
TREM2-Mediated Astrocyte-Microglia Crosstalk in Neurodegeneration
Score: 0.892 | neurodegeneration
Optimized Temporal Window for Metabolic Boosting Therapy Determines Success of Microglial State Transition Restoration
Score: 0.887 | neurodegeneration

Estimated Development

Estimated Cost
$0
Timeline
0 months

🧪 Falsifiable Predictions (2)

2 total 0 confirmed 0 falsified
IF plasma LPS-binding protein separates causal dysbiosis from compensation, THEN baseline LBP in high-dysbiosis participants will predict >=20% faster rise in plasma GFAP or NfL over 18 months.
pending conf: 0.58
Expected outcome: Top-tertile LBP among dysbiotic participants predicts >=20% higher annual GFAP/NfL slope than bottom tertile.
Falsified by: LBP tertiles differ by <5% in GFAP/NfL slope or association disappears after CRP/metabolic adjustment.
Method: Longitudinal human microbiome/neurodegeneration cohort with plasma LBP, SCFA profiling, GFAP/NfL, and 18-month follow-up.
IF LBP marks harmful SCFA-depletion states, THEN restoring butyrate-producing taxa will lower plasma LBP by >=15% and microglial activation PET signal by >=10% within 12 weeks.
pending conf: 0.50
Expected outcome: Butyrate-restoration intervention reduces LBP >=15% and TSPO-PET or equivalent neuroinflammation marker >=10%.
Falsified by: LBP falls <5% or neuroinflammation marker does not change despite verified SCFA increase.
Method: Pilot probiotic/prebiotic or diet intervention in dysbiotic older adults with plasma LBP, stool SCFA, and neuroinflammation readout.

Knowledge Subgraph (6 edges)

associated with (3)

gap-20260425-224724h-gap-2f2e5b80-m1gap-20260425-224724h-gap-2f2e5b80-m2gap-20260425-224724h-gap-2f2e5b80-m3

involves (3)

h-gap-2f2e5b80-m1TLR4 primingh-gap-2f2e5b80-m2SCFA depletionh-gap-2f2e5b80-m3microglial inflammasome tone

Mechanism Pathway for plasma LPS-binding protein

Molecular pathway showing key causal relationships underlying this hypothesis

graph TD
    gap_20260425_224724["gap-20260425-224724"] -->|associated with| h_gap_2f2e5b80_m1["h-gap-2f2e5b80-m1"]
    h_gap_2f2e5b80_m1_1["h-gap-2f2e5b80-m1"] -->|involves| TLR4_priming["TLR4 priming"]
    gap_20260425_224724_2["gap-20260425-224724"] -->|associated with| h_gap_2f2e5b80_m2["h-gap-2f2e5b80-m2"]
    h_gap_2f2e5b80_m2_3["h-gap-2f2e5b80-m2"] -->|involves| SCFA_depletion["SCFA depletion"]
    gap_20260425_224724_4["gap-20260425-224724"] -->|associated with| h_gap_2f2e5b80_m3["h-gap-2f2e5b80-m3"]
    h_gap_2f2e5b80_m3_5["h-gap-2f2e5b80-m3"] -->|involves| microglial_inflammasome_t["microglial inflammasome tone"]
    style gap_20260425_224724 fill:#4fc3f7,stroke:#333,color:#000
    style h_gap_2f2e5b80_m1 fill:#4fc3f7,stroke:#333,color:#000
    style h_gap_2f2e5b80_m1_1 fill:#4fc3f7,stroke:#333,color:#000
    style TLR4_priming fill:#81c784,stroke:#333,color:#000
    style gap_20260425_224724_2 fill:#4fc3f7,stroke:#333,color:#000
    style h_gap_2f2e5b80_m2 fill:#4fc3f7,stroke:#333,color:#000
    style h_gap_2f2e5b80_m2_3 fill:#4fc3f7,stroke:#333,color:#000
    style SCFA_depletion fill:#81c784,stroke:#333,color:#000
    style gap_20260425_224724_4 fill:#4fc3f7,stroke:#333,color:#000
    style h_gap_2f2e5b80_m3 fill:#4fc3f7,stroke:#333,color:#000
    style h_gap_2f2e5b80_m3_5 fill:#4fc3f7,stroke:#333,color:#000
    style microglial_inflammasome_t fill:#81c784,stroke:#333,color:#000

3D Protein Structure

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Source Analysis

How does gut microbiome dysbiosis contribute to neuroinflammation and neurodegeneration through toll-like receptor TLR signaling and short-chain fatty acids SCFAs

neurodegeneration | 2026-04-26 | completed

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Same Analysis (2)

TLR4 priming is the actionable driver in: How does gut microbiome dysb
Score: 0.34 · TLR4 priming
microglial inflammasome tone defines the therapeutic window for: How d
Score: 0.34 · microglial inflammasome tone
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