microglial priming as a partially upstream causal node rather than a pure disease-stage correlate requires proximal validation

Target: TREM2 Composite Score: 0.604 Price: $0.60 Citation Quality: Pending neurodegeneration Status: proposed
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✓ All Quality Gates Passed
Evidence Strength Pending (0%)
0
Citations
1
Debates
1
Supporting
1
Opposing
Quality Report Card click to collapse
B
Composite: 0.604
Top 43% of 1875 hypotheses
T4 Speculative
Novel AI-generated, no external validation
Needs 1+ supporting citation to reach Provisional
B Mech. Plausibility 15% 0.67 Top 45%
C+ Evidence Strength 15% 0.57 Top 45%
B Novelty 12% 0.64 Top 61%
B Feasibility 12% 0.69 Top 40%
C+ Impact 12% 0.58 Top 73%
C+ Druggability 10% 0.50 Top 57%
C+ Safety Profile 8% 0.55 Top 47%
C+ Competition 6% 0.55 Top 65%
B Data Availability 5% 0.63 Top 51%
B Reproducibility 5% 0.66 Top 34%
Evidence
1 supporting | 1 opposing
Citation quality: 0%
Debates
1 session B
Avg quality: 0.64
Convergence
0.00 F 30 related hypothesis share this target

From Analysis:

Microglial Priming as Upstream Causal Node Across AD, PD, ALS, MS: Three-Arm Causal Inference

Is microglial priming (TREM2/CX3CR1/complement-C1q) genuinely causally upstream across Alzheimer's disease, Parkinson's disease, ALS, and multiple sclerosis — or merely correlated with disease pathology? Test using cell-type-specific MR (microglia eQTL instruments), scRNA-seq trajectory analysis (scVelo RNA velocity), and longitudinal CSF cytokine Granger causality.

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Description

The debate supports carrying forward microglial priming as a partially upstream causal node rather than a pure disease-stage correlate only if a proximal endpoint changes before the late outcome. The decisive validation path is: triangulate cell-type-specific MR, scVelo trajectory direction, and longitudinal CSF cytokine Granger causality with disease-specific sensitivity analyses.

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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 0.67 (15%) Evidence 0.57 (15%) Novelty 0.64 (12%) Feasibility 0.69 (12%) Impact 0.58 (12%) Druggability 0.50 (10%) Safety 0.55 (8%) Competition 0.55 (6%) Data Avail. 0.63 (5%) Reproducible 0.66 (5%) KG Connect 0.50 (8%) 0.604 composite
2 citations 0 with PMID Validation: 0% 1 supporting / 1 opposing
For (1)
No supporting evidence
No opposing evidence
(1) Against
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High Medium Low
Evidence Matrix — sortable by strength/year, click Abstract to expand
Evidence Types
1
1
MECH 1CLIN 0GENE 0EPID 1
ClaimStanceCategorySourceStrength ↕Year ↕Quality ↕PMIDsAbstract
Analytic arms: cell-type-specific MR, scVelo traje…SupportingEPIDSDA-2026-04-28-…-----
microglial activation can be both cause and respon…OpposingMECHSDA-2026-04-28-…-----
Legacy Card View — expandable citation cards

Supporting Evidence 1

Analytic arms: cell-type-specific MR, scVelo trajectory, longitudinal CSF Granger causality. Exposure genes: T…
Analytic arms: cell-type-specific MR, scVelo trajectory, longitudinal CSF Granger causality. Exposure genes: TREM2, CX3CR1, C1QA, C1QB, C1QC. Diseases: AD, PD, ALS, MS.
SDA-2026-04-28-microglial-priming-causal-nd

Opposing Evidence 1

microglial activation can be both cause and response; weak eQTL instruments, cell-state drift, and disease-sta…
microglial activation can be both cause and response; weak eQTL instruments, cell-state drift, and disease-stage confounding could inflate upstream causal estimates
SDA-2026-04-28-microglial-priming-causal-nd
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 | 2026-04-28 | View Analysis
🧬 Theorist Proposes novel mechanisms and generates creative hypotheses

Theorist position for analysis SDA-2026-04-28-microglial-priming-causal-nd: Microglial Priming as Upstream Causal Node Across AD, PD, ALS, MS: Three-Arm Causal Inference

Context: Analytic arms: cell-type-specific MR, scVelo trajectory, longitudinal CSF Granger causality. Exposure genes: TREM2, CX3CR1, C1QA, C1QB, C1QC. Diseases: AD, PD, ALS, MS.

Primary claim: microglial priming as a partially upstream causal node rather than a pure disease-stage correlate is a debate-worthy mechanism or quality claim, not just a restatement of the analysis title. The strongest version predicts a proximal re

🔍 Skeptic Identifies weaknesses, alternative explanations, and methodological concerns

Skeptic critique for analysis SDA-2026-04-28-microglial-priming-causal-nd: Microglial Priming as Upstream Causal Node Across AD, PD, ALS, MS: Three-Arm Causal Inference

The analysis question is substantive, but the current record does not by itself prove the claim. The main dissent is: microglial activation can be both cause and response; weak eQTL instruments, cell-state drift, and disease-stage confounding could inflate upstream causal estimates.

The debate should reject overclaiming in three forms. First, association or benchmark performance should not be treated as causality without a de

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

Domain expert assessment for analysis SDA-2026-04-28-microglial-priming-causal-nd: Microglial Priming as Upstream Causal Node Across AD, PD, ALS, MS: Three-Arm Causal Inference

The practical path is staged. Stage 1 should lock the data inputs, covariates, and endpoints. Stage 2 should run the most direct validation: triangulate cell-type-specific MR, scVelo trajectory direction, and longitudinal CSF cytokine Granger causality with disease-specific sensitivity analyses. Stage 3 should connect the result to a reusable SciDEX artifact: a promoted hypothesis, a benchmark row with confidence inter

Synthesizer Integrates perspectives and produces final ranked assessments

{
"ranked_hypotheses": [
{
"title": "microglial priming as a partially upstream causal node rather than a pure disease-stage correlate requires proximal validation",
"description": "The debate supports carrying forward microglial priming as a partially upstream causal node rather than a pure disease-stage correlate only if a proximal endpoint changes before the late outcome. The decisive validation path is: triangulate cell-type-specific MR, scVelo trajectory direction, and longitudinal CSF cytokine Granger causality with disease-specific sensitivity analyses.",
"target

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7d Trend
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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
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
+0.050
10% weight of efficiency score
Adjusted Composite
0.654

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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💬 Discussion

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3D Protein Structure

🧬 TREM2 — PDB 6YXY Click to expand 3D viewer

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Source Analysis

Microglial Priming as Upstream Causal Node Across AD, PD, ALS, MS: Three-Arm Causal Inference

neurodegeneration | 2026-04-27 | failed

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Same Analysis (2)

Stratified falsifiers should govern Microglial Priming as Upstream Cau
Score: 0.59 · CX3CR1
microglial priming across neurodegenerative diseases should remain und
Score: 0.58 · C1QA
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