Dual-Mechanism Model: G2019S Increases Both Baseline AND Signal-Dependent Phosphorylation (H2)

Target: LRRK2 Composite Score: 0.550 Price: $0.56▼1.6% Citation Quality: Pending neurodegeneration Status: proposed
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Evidence Strength Pending (0%)
0
Citations
1
Debates
3
Supporting
2
Opposing
Quality Report Card click to collapse
C+
Composite: 0.550
Top 56% of 1875 hypotheses
T4 Speculative
Novel AI-generated, no external validation
Needs 1+ supporting citation to reach Provisional
C+ Mech. Plausibility 15% 0.50 Top 76%
C+ Evidence Strength 15% 0.55 Top 47%
C+ Novelty 12% 0.58 Top 72%
C Feasibility 12% 0.48 Top 75%
B Impact 12% 0.65 Top 61%
C Druggability 10% 0.42 Top 79%
B Safety Profile 8% 0.60 Top 34%
B Competition 6% 0.68 Top 46%
C+ Data Availability 5% 0.52 Top 68%
C+ Reproducibility 5% 0.52 Top 61%
Evidence
3 supporting | 2 opposing
Citation quality: 0%
Debates
1 session A
Avg quality: 0.80
Convergence
0.00 F 4 related hypothesis share this target

From Analysis:

Do pathogenic LRRK2 mutations amplify volume-sensing signals or just elevate baseline kinase activity?

The debate highlighted that G2019S shows elevated baseline RAB10 phosphorylation, but it's unclear whether this represents true signal amplification during lysosomal swelling or just a higher activity floor. This distinction is crucial for understanding disease mechanisms and therapeutic targeting. Source: Debate session sess_SDA-2026-04-16-gap-pubmed-20260410-170027-a1e5f867_20260416-135352 (Analysis: SDA-2026-04-16-gap-pubmed-20260410-170027-a1e5f867)

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Description

G2019S has two separable effects: (1) increases catalytic efficiency at baseline (higher floor), AND (2) increases LRRK2 membrane affinity upon lysosomal stress, amplifying volume-sensing signals. These may be pharmacologically separable. Membrane-association mutants could distinguish these mechanisms.

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Curated Mechanism Pathway

Curated pathway diagram from expert analysis

flowchart TD
    A["LRRK2 Mutation
Autosomal Dominant PD"] B["Kinase Domain
Hyperactivity"] C["Rab Protein
Phosphorylation Cascade"] D["Lysosomal
Dysfunction"] E["Autophagy
Block"] F["Dopaminergic
Neuron Loss"] G["Therapeutic Target
Kinase Inhibitors"] A --> B B --> C C --> D D --> E E --> F B --> G G --> C style A fill:#6a1b9a,stroke:#ce93d8,color:#ce93d8 style F fill:#b71c1c,stroke:#ef9a9a,color:#ef9a9a style G fill:#1b5e20,stroke:#a5d6a7,color:#a5d6a7

GTEx v10 Brain Expression

JSON

Median TPM across 13 brain regions for LRRK2 from GTEx v10.

Frontal Cortex BA93.5 Cortex3.3median TPM (GTEx v10)

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 0.50 (15%) Evidence 0.55 (15%) Novelty 0.58 (12%) Feasibility 0.48 (12%) Impact 0.65 (12%) Druggability 0.42 (10%) Safety 0.60 (8%) Competition 0.68 (6%) Data Avail. 0.52 (5%) Reproducible 0.52 (5%) KG Connect 0.50 (8%) 0.550 composite
5 citations 5 with PMID Validation: 0% 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
Cryo-EM structures show G2019S widens the activati…SupportingMECH----PMID:31511666-
G2019S increases both cytosolic and membrane-bound…SupportingMECH----PMID:34242571-
The Cell Biology of LRRK2 in Parkinson's Dise…SupportingGENEMol Cell Biol-2021-PMID:33526455-
Activation segment widening affects catalytic func…OpposingMECH----PMID:31511666-
Membrane-association mutants may disrupt other int…OpposingMECH----PMID:34242571-
Legacy Card View — expandable citation cards

Supporting Evidence 3

Cryo-EM structures show G2019S widens the activation segment
G2019S increases both cytosolic and membrane-bound LRRK2 activity
The Cell Biology of LRRK2 in Parkinson's Disease.
Mol Cell Biol · 2021 · PMID:33526455

Opposing Evidence 2

Activation segment widening affects catalytic function, not membrane affinity
Membrane-association mutants may disrupt other interactions
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

Therapeutic/Mechanistic Hypotheses Addressing LRRK2 Signal Amplification vs. Baseline Elevation

Hypothesis 1: G2019S Acts as a Lysosomal Volume-Sensing Amplifier via Enhanced RAB29-Dependent Recruitment

Mechanism: G2019S specifically hyperactivates LRRK2 when recruited to swelling lysosomes via RAB29, creating a pathogenic positive feedback loop where membrane stress increases RAB10 phosphorylation more than wild-type.

Target Gene/Protein: LRRK2 (G2019S) + RAB29 axis

Supporting Evidence:

  • RAB29 pathogenic mutations (PARK23) cause early-onset Parkinsonism (PMID: 28165

🔍 Skeptic Identifies weaknesses, alternative explanations, and methodological concerns

Critical Evaluation of LRRK2 Hypotheses

Overview

The core question—whether G2019S increases signal amplification during lysosomal swelling versus merely elevating the baseline activity floor—requires distinguishing between these mechanistically distinct possibilities. Most hypotheses conflate these, and none provide decisive evidence for either model.

Hypothesis 1: Lysosomal Volume-Sensing Amplifier via RAB29

  • Recruitment enhancement not demonstrated: The cited PMIDs establish that RAB29 recruits LRRK2 to stressed lysosomes, but do not show G2019S specifica

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

Feasibility Assessment: LRRK2 G2019S Signal Amplification vs. Baseline Elevation Hypotheses

Executive Summary

The core mechanistic question—whether LRRK2 G2019S drives pathology through amplified signaling during lysosomal stress versus simply elevating the basal activity floor—carries significant therapeutic implications. If amplification is pathogenic, partial kinase inhibition strategies become rational; if elevated baseline alone drives neurodegeneration, complete inhibition may be required. This distinction will shape trial design, dose selection, and acceptable safety profiles.

B

Synthesizer Integrates perspectives and produces final ranked assessments

Price History

0.540.560.57 0.58 0.53 2026-04-242026-04-262026-04-27 Market PriceScoreevidencedebate 7 events
7d Trend
Stable
7d Momentum
▼ 1.6%
Volatility
Low
0.0111
Events (7d)
7

Clinical Trials (0)

No clinical trials data available

📚 Cited Papers (7)

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The Cell Biology of LRRK2 in Parkinson's Disease.
Molecular and cellular biology (2021) · PMID:33526455
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📅 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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📊 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
0.600

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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KG Entities (36)

G2019SG2019S knock-inG2019S neurodegeneration modelsG2019S pathogenic phenotypesLRRK2 G2019SLRRK2 G2019S pathogenesisLRRK2 G2019S pathogenic signalingLRRK2 G2019S phenotypesLRRK2 activationLRRK2 activation at lysosomesLRRK2 kinase inhibitorsLRRK2 knockoutRAB10 hyperphosphorylationRAB10 phosphorylationRAB29RAB29 activationRAB29 knockoutRAB29-GTPage-dependent neurodegenerationdiffuse RAB10 phosphorylation

Related Hypotheses

G2019S primarily raises baseline LRRK2 kinase activity rather than amplifying lysosomal swelling gain
Score: 0.790 | neurodegeneration
Therapeutic Window Exists Because Amplified Signals (Not Baseline) Drive Pathogenesis (H3)
Score: 0.780 | neurodegeneration
LRRK2 Volume Sensor Hijacking Drives Metabolic Dysregulation via SIRT1/PGC1α Suppression
Score: 0.666 | neurodegeneration
LRRK2 Kinase Inhibition Reduces α-Synuclein Spread via Lysosomal Enhancement
Score: 0.620 | neurodegeneration

Estimated Development

Estimated Cost
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Timeline
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🧪 Falsifiable Predictions (2)

2 total 0 confirmed 0 falsified
IF primary neurons from G2019S LRRK2 knock-in mice are compared to age-matched wild-type neurons under basal culture conditions (no pharmacological stress), THEN G2019S neurons will exhibit significantly higher LRRK2 autophosphorylation at S1292 and increased phosphorylation of the Rab GTPase substrate Rab10 at T72, relative to total LRRK2 protein levels, within 48 hours of plating.
pending conf: 0.78
Expected outcome: G2019S neurons will show ≥50% higher LRRK2-S1292 autophosphorylation and ≥40% higher Rab10-T72 phosphorylation compared to wild-type controls under baseline conditions
Falsified by: No significant difference (p>0.05) in LRRK2-S1292 or Rab10-T72 phosphorylation between G2019S and wild-type neurons under baseline conditions, indicating G2019S does not elevate basal catalytic activity
Method: Primary cortical neurons from LRRK2 G2019S knock-in mice (Jackson Laboratory) vs C57BL/6J controls, harvested at DIV 7-10, with LRRK2 immunoprecipitation followed by kinase assay using recombinant Rab10 substrate, quantified by phospho-specific ELISA or immunoblot
IF HEK293T cells expressing equivalent levels of GFP-tagged G2019S or wild-type LRRK2 are treated with 10 mM LLOME (leucyl-leucine methyl ester) for 60 minutes to induce lysosomal stress, THEN G2019S-expressing cells will show significantly greater membrane-associated LRRK2 fraction (≥2-fold increase) compared to wild-type-expressing cells, while total cellular LRRK2 levels remain unchanged.
pending conf: 0.72
Expected outcome: Membrane fractionation will reveal ≥2-fold enrichment of G2019S LRRK2 in the membrane fraction post-LLOME treatment, with membrane-associated G2019S representing ≥30% of total cellular LRRK2 versus ≤15% for wild-type
Falsified by: G2019S and wild-type LRRK2 show equivalent membrane association (≤1.2-fold difference) after lysosomal stress, indicating the G2019S mutation does not specifically enhance membrane affinity under stress conditions
Method: HEK293T cells transfected with GFP-LRRK2 (G2019S) or GFP-LRRK2 (WT) constructs, treated with 10 mM LLOME for 60 minutes, followed by subcellular fractionation (cytosol vs membrane) and immunoblot quantification of GFP-LRRK2 in each fraction, normalized to caveolin-1 (membrane marker) and GAPDH (cytosolic marker)

Knowledge Subgraph (24 edges)

amplifies (2)

LRRK2 G2019Slysosomal stress responselysosomal swellingRAB10 hyperphosphorylation

causal extracted (1)

sess_SDA-2026-04-23-gap-debate-20260417-033119-54941818_task_9aae8fc5processed

causes (6)

RAB29early-onset ParkinsonismG2019S knock-inage-dependent neurodegenerationdiffuse RAB10 phosphorylationendosomal trafficking disruptionLRRK2 G2019SRAB10 hyperphosphorylationLRRK2 G2019Sendosomal trafficking defects
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drives (1)

stress-response signalingLRRK2 G2019S pathogenesis

enhances (1)

LRRK2 G2019SRAB10 phosphorylation

induces (1)

lysosomal swellingLRRK2 activation

modulates (2)

RAB29G2019S pathogenic phenotypesRAB29LRRK2 G2019S pathogenic signaling

normalizes (1)

partial LRRK2 inhibitionstress-induced RAB10 phosphorylation spikes

preserves (1)

LRRK2 knockoutmouse viability

prevents (3)

LRRK2 kinase inhibitorsneurodegeneration modelsRAB29 knockoutLRRK2 G2019S phenotypesLRRK2 kinase inhibitorsG2019S neurodegeneration models

regulates (3)

RAB29-GTPlysosomal recruitment of LRRK2RAB29LRRK2 activation at lysosomesRAB29lysosomal stress signaling

triggers (2)

stressLRRK2 G2019S pathogenic signalinglysosomal stressRAB29 activation

Mechanism Pathway for LRRK2

Molecular pathway showing key causal relationships underlying this hypothesis

graph TD
    LRRK2_knockout["LRRK2 knockout"] -->|preserves| mouse_viability["mouse viability"]
    LRRK2_G2019S["LRRK2 G2019S"] -->|causes| RAB10_hyperphosphorylatio["RAB10 hyperphosphorylation"]
    LRRK2_G2019S_1["LRRK2 G2019S"] -->|amplifies| lysosomal_stress_response["lysosomal stress response"]
    LRRK2_G2019S_2["LRRK2 G2019S"] -->|enhances| RAB10_phosphorylation["RAB10 phosphorylation"]
    lysosomal_swelling["lysosomal swelling"] -->|induces| LRRK2_activation["LRRK2 activation"]
    RAB29_GTP["RAB29-GTP"] -->|regulates| lysosomal_recruitment_of_["lysosomal recruitment of LRRK2"]
    LRRK2_kinase_inhibitors["LRRK2 kinase inhibitors"] -->|prevents| neurodegeneration_models["neurodegeneration models"]
    partial_LRRK2_inhibition["partial LRRK2 inhibition"] -->|normalizes| stress_induced_RAB10_phos["stress-induced RAB10 phosphorylation spikes"]
    stress["stress"] -->|triggers| LRRK2_G2019S_pathogenic_s["LRRK2 G2019S pathogenic signaling"]
    RAB29["RAB29"] -->|regulates| LRRK2_activation_at_lysos["LRRK2 activation at lysosomes"]
    RAB29_3["RAB29"] -->|modulates| LRRK2_G2019S_pathogenic_s_4["LRRK2 G2019S pathogenic signaling"]
    LRRK2_G2019S_5["LRRK2 G2019S"] -->|causes| endosomal_trafficking_def["endosomal trafficking defects"]
    RAB29_knockout["RAB29 knockout"] -->|prevents| LRRK2_G2019S_phenotypes["LRRK2 G2019S phenotypes"]
    LRRK2_kinase_inhibitors_6["LRRK2 kinase inhibitors"] -->|prevents| G2019S_neurodegeneration_["G2019S neurodegeneration models"]
    stress_response_signaling["stress-response signaling"] -->|drives| LRRK2_G2019S_pathogenesis["LRRK2 G2019S pathogenesis"]
    style LRRK2_knockout fill:#4fc3f7,stroke:#333,color:#000
    style mouse_viability fill:#4fc3f7,stroke:#333,color:#000
    style LRRK2_G2019S fill:#ce93d8,stroke:#333,color:#000
    style RAB10_hyperphosphorylatio fill:#4fc3f7,stroke:#333,color:#000
    style LRRK2_G2019S_1 fill:#4fc3f7,stroke:#333,color:#000
    style lysosomal_stress_response fill:#4fc3f7,stroke:#333,color:#000
    style LRRK2_G2019S_2 fill:#4fc3f7,stroke:#333,color:#000
    style RAB10_phosphorylation fill:#4fc3f7,stroke:#333,color:#000
    style lysosomal_swelling fill:#4fc3f7,stroke:#333,color:#000
    style LRRK2_activation fill:#4fc3f7,stroke:#333,color:#000
    style RAB29_GTP fill:#4fc3f7,stroke:#333,color:#000
    style lysosomal_recruitment_of_ fill:#4fc3f7,stroke:#333,color:#000
    style LRRK2_kinase_inhibitors fill:#4fc3f7,stroke:#333,color:#000
    style neurodegeneration_models fill:#4fc3f7,stroke:#333,color:#000
    style partial_LRRK2_inhibition fill:#4fc3f7,stroke:#333,color:#000
    style stress_induced_RAB10_phos fill:#4fc3f7,stroke:#333,color:#000
    style stress fill:#4fc3f7,stroke:#333,color:#000
    style LRRK2_G2019S_pathogenic_s fill:#4fc3f7,stroke:#333,color:#000
    style RAB29 fill:#4fc3f7,stroke:#333,color:#000
    style LRRK2_activation_at_lysos fill:#4fc3f7,stroke:#333,color:#000
    style RAB29_3 fill:#4fc3f7,stroke:#333,color:#000
    style LRRK2_G2019S_pathogenic_s_4 fill:#4fc3f7,stroke:#333,color:#000
    style LRRK2_G2019S_5 fill:#ce93d8,stroke:#333,color:#000
    style endosomal_trafficking_def fill:#4fc3f7,stroke:#333,color:#000
    style RAB29_knockout fill:#ce93d8,stroke:#333,color:#000
    style LRRK2_G2019S_phenotypes fill:#4fc3f7,stroke:#333,color:#000
    style LRRK2_kinase_inhibitors_6 fill:#4fc3f7,stroke:#333,color:#000
    style G2019S_neurodegeneration_ fill:#4fc3f7,stroke:#333,color:#000
    style stress_response_signaling fill:#81c784,stroke:#333,color:#000
    style LRRK2_G2019S_pathogenesis fill:#4fc3f7,stroke:#333,color:#000

3D Protein Structure

🧬 LRRK2 — PDB 6VP6 Click to expand 3D viewer

Experimental structure from RCSB PDB | Powered by Mol* | Rotate: click+drag | Zoom: scroll | Reset: right-click

Source Analysis

Do pathogenic LRRK2 mutations amplify volume-sensing signals or just elevate baseline kinase activity?

neurodegeneration | 2026-04-23 | abandoned

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Same Analysis (5)

Therapeutic Window Exists Because Amplified Signals (Not Baseline) Dri
Score: 0.78 · LRRK2
G2019S Acts as Lysosomal Volume-Sensing Amplifier via Enhanced RAB29-D
Score: 0.73 · LRRK2,RAB29
RAB29 Is the Critical Molecular Switch That Determines Whether LRRK2 S
Score: 0.71 · RAB29
LRRK2 G2019S Uncouples RAB29-Dependent Spatial Control from Kinase Act
Score: 0.64 · LRRK2,RAB29
Baseline Elevation from ER Stress Is Epiphenomenon, Not Lysosomal Sign
Score: 0.59 · PERK,LRRK2
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