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Deep Dive Walkthrough 175 min read neurodegeneration 2026-04-01

Senolytic therapy for age-related neurodegeneration

Research Question

“What are the mechanisms underlying senolytic therapy for age-related neurodegeneration?”

8
Hypotheses
332
KG Edges
78
Entities
8
Debate Turns
195
Figures
10
Papers
51
Clinical Trials
ℹ️ How to read this walkthrough (click to expand)
Key Findings

Start here for the top 3 hypotheses and their scores.

Debate Transcript

Four AI personas debated the question. Click “Read full response” to expand.

Score Dimensions

Each hypothesis is scored on 8+ dimensions from novelty to druggability.

Knowledge Graph

Interactive network of molecular relationships. Drag nodes, scroll to zoom.

Analysis Journey

1
Gap Found
Literature scan
2
Debate
4 rounds, 4 agents
3
Hypotheses
8 generated
4
KG Built
332 edges
5
Evidence
0 claims

Key Findings

1
Senescence-Activated NAD+ Depletion Rescue
Target: CD38/NAMPT

## Mechanistic Overview Senescence-Activated NAD+ Depletion Rescue starts from the claim that modulating CD38/NAMPT within the disease context of neurodegeneration can redirect a disease-relevant proc

Score: 0.76
2
Senescent Cell Mitochondrial DNA Release
Target: CGAS/STING1/DNASE2

## Mechanistic Overview Senescent Cell Mitochondrial DNA Release starts from the claim that modulating CGAS/STING1/DNASE2 within the disease context of neurodegeneration can redirect a disease-relevan

Score: 0.74
3
SASP-Mediated Complement Cascade Amplification
Target: C1Q/C3

## Mechanistic Overview SASP-Mediated Complement Cascade Amplification starts from the claim that modulating C1Q/C3 within the disease context of neurodegeneration can redirect a disease-relevant proc

Score: 0.70

How This Analysis Was Created

1. Gap Detection

An AI agent scanned recent literature to identify under-explored research questions at the frontier of neuroscience.

2. Multi-Agent Debate

Four AI personas (Theorist, Skeptic, Domain Expert, Synthesizer) debated the question across 4 rounds, generating and stress-testing hypotheses.

3. Evidence Gathering

Each hypothesis was evaluated against PubMed literature, clinical trial data, and gene expression databases to build an evidence portfolio.

4. Knowledge Graph

332 molecular relationships were extracted and mapped into an interactive knowledge graph connecting genes, pathways, and diseases.

Executive Summary

The synthesis reveals two leading therapeutic hypotheses with the highest translational potential for age-related neurodegeneration. The SASP-mediated complement cascade amplification (score: 0.755) emerges as the top candidate due to strong mechanistic plausibility, excellent druggability with existing clinical-stage inhibitors (ANX005, pegcetacoplan), and robust evidence linking complement activation to synapse loss. Despite safety concerns regarding infection risk, the competitive landscape is favorable with multiple biotech companies advancing brain-penetrant complement inhibitors. The senescence-activated NAD+ depletion rescue hypothesis (score: 0.725) ranks second, benefiting from exceptional druggability through FDA-approved NAD+ precursors and selective CD38 inhibitors, though spatial specificity challenges and unclear causality reduce its mechanistic confidence.

The remaining hypotheses show significant limitations that diminish their near-term therapeutic potential. The AQP4 dysregulation hypothesis (0.625) suffers from poor druggability and safety concerns around cerebral edema, while the cholinergic synapse disruption approach (0.575) faces historical MMP inhibitor failures and musculoskeletal toxicity issues. The mitochondrial DNA release (0.525) and lipid peroxidation (0.530) hypotheses lack convincing propagation mechanisms, and the myelin remodeling hypothesis (0.450) shows the weakest evidence for oligodendrocyte senescence. The knowledge graph analysis iden

📊 Jupyter Notebook

Interactive computational analysis with code and visualizations

View Notebook →

Multi-Agent Debate

4 rounds 7 hypotheses generated Quality: 0.92

Four AI personas — Theorist, Skeptic, Domain Expert, and Synthesizer — debated this research question across 4 rounds of rigorous scientific discourse.

Round 1
🧠 Theorist

1. Senescence-Activated NAD+ Depletion Rescue

Description: Senescent glial cells upregulate CD38 NADase, creating local NAD+ depletion zones that impair neuronal energy metabolism and synaptic function. Targeted CD38 inhibition or NAD+ precursor delivery to senescent cell neighborhoods could restore neuronal bioenergetics whi

...
Round 2
⚠️ Skeptic

1. Senescence-Activated NAD+ Depletion Rescue

Specific Weaknesses:

  • Spatial specificity unclear: No evidence that CD38 upregulation in senescent cells creates discrete "depletion zones" rather than global NAD+ reduction
  • Causality assumption: Correlation between CD38 expression and NAD+ decline doesn't establish t

...
Round 3
💊 Domain Expert

1. Senescence-Activated NAD+ Depletion Rescue

Revised Confidence: 0.45

Druggability: HIGH

CD38 Inhibitors:
  • 78c: Potent, selective CD38 inhibitor (IC50 = 40 nM), brain-penetrant
  • Kuromanin: Natural flavonoid CD38 inhibitor, oral bioavailability
  • Apigenin: Dual CD38/CD157 inhibitor, clinical safety

...

Hypotheses (8)

Score Comparison

#1
Senescence-Activated NAD+ Depletion Rescue
0.76
#2
Senescent Cell Mitochondrial DNA Release
0.74
#3
SASP-Mediated Complement Cascade Amplificatio
0.70
#4
Senescence-Induced Lipid Peroxidation Spreadi
0.73
#5
Senescence-Associated Myelin Lipid Remodeling
0.73
#6
SASP-Driven Aquaporin-4 Dysregulation
0.78
#7
SASP-Driven Microglial Metabolic Reprogrammin
0.64
#8
SASP-Mediated Cholinergic Synapse Disruption
0.76
#1 Hypothesis therapeutic
Market: 0.74
0.76
Senescence-Activated NAD+ Depletion Rescue
Target: CD38/NAMPT Disease: neurodegeneration Pathway: Cellular senescence / SASP signaling
## Mechanistic Overview Senescence-Activated NAD+ Depletion Rescue starts from the claim that modulating CD38/NAMPT within the disease context of neurodegeneration can redirect a disease-relevant process. The original description reads: "**Molecular Mechanism and Rationale** The senescence-activated NAD+ depletion hypothesis centers on the enzymatic activity of CD38, a multifunctional ectoenzyme that functions as the primary NAD+ glycohydrolase in mammalian tissues. CD38 exhibits dual enzymatic ...
Confidence 0.60
Novelty 0.75
Feasibility 0.70
Impact 0.75
Mechanism 0.65
Druggability 0.90
Safety 0.65
Reproducibility 0.75
Competition 0.70
Data Avail. 0.80
Clinical 0.44
0 evidence for 0 evidence against
#2 Hypothesis mechanistic
Market: 0.73
0.74
Senescent Cell Mitochondrial DNA Release
Target: CGAS/STING1/DNASE2 Disease: neurodegeneration Pathway: Mitochondrial dynamics / bioenergetics
## Mechanistic Overview Senescent Cell Mitochondrial DNA Release starts from the claim that modulating CGAS/STING1/DNASE2 within the disease context of neurodegeneration can redirect a disease-relevant process. The original description reads: "**Molecular Mechanism and Rationale** The cGAS-STING pathway represents a critical innate immune sensing mechanism that has emerged as a central driver of neuroinflammation in age-related neurodegeneration. In senescent glial cells, particularly microglia ...
Confidence 0.50
Novelty 0.85
Feasibility 0.45
Impact 0.60
Mechanism 0.55
Druggability 0.40
Safety 0.50
Reproducibility 0.45
Competition 0.50
Data Avail. 0.45
Clinical 0.44
0 evidence for 0 evidence against
#3 Hypothesis mechanistic
Market: 0.86
0.70
SASP-Mediated Complement Cascade Amplification
Target: C1Q/C3 Disease: neurodegeneration Pathway: C1q / complement-mediated synapse elimin
## Mechanistic Overview SASP-Mediated Complement Cascade Amplification starts from the claim that modulating C1Q/C3 within the disease context of neurodegeneration can redirect a disease-relevant process. The original description reads: "**SASP-Mediated Complement Cascade Amplification in Alzheimer's Disease** **Overview: Senescence, Inflammation, and Synaptic Loss** Cellular senescence—a state of irreversible growth arrest accompanied by a pro-inflammatory secretome—accumulates dramatically wit...
Confidence 0.70
Novelty 0.71
Feasibility 0.73
Impact 0.76
Mechanism 0.78
Druggability 0.85
Safety 0.60
Reproducibility 0.58
Competition 0.80
Data Avail. 0.75
Clinical 0.75
0 evidence for 0 evidence against
#4 Hypothesis mechanistic
Market: 0.66
0.73
Senescence-Induced Lipid Peroxidation Spreading
Target: GPX4/SLC7A11 Disease: neurodegeneration Pathway: Cellular senescence / SASP signaling
## Mechanistic Overview Senescence-Induced Lipid Peroxidation Spreading starts from the claim that modulating GPX4/SLC7A11 within the disease context of neurodegeneration can redirect a disease-relevant process. The original description reads: "**Molecular Mechanism and Rationale** The hypothesis centers on a cascade of molecular events initiated by cellular senescence and mediated by iron dysregulation and lipid peroxidation. Senescent cells, characterized by permanent cell cycle arrest and ide...
Confidence 0.40
Novelty 0.70
Feasibility 0.55
Impact 0.55
Mechanism 0.45
Druggability 0.65
Safety 0.50
Reproducibility 0.40
Competition 0.60
Data Avail. 0.50
Clinical 0.45
0 evidence for 0 evidence against
#5 Hypothesis mechanistic
Market: 0.72
0.73
Senescence-Associated Myelin Lipid Remodeling
Target: PLA2G6/PLA2G4A Disease: neurodegeneration Pathway: Cellular senescence / SASP signaling
## Mechanistic Overview Senescence-Associated Myelin Lipid Remodeling starts from the claim that modulating PLA2G6/PLA2G4A within the disease context of neurodegeneration can redirect a disease-relevant process. The original description reads: "## **Molecular Mechanism and Rationale** The senescence-associated myelin lipid remodeling hypothesis centers on the aberrant activation of phospholipase A2 (PLA2) enzymes, specifically PLA2G6 and PLA2G4A, within p21+ senescent oligodendrocytes. Under phy...
Confidence 0.30
Novelty 0.80
Feasibility 0.45
Impact 0.50
Mechanism 0.40
Druggability 0.55
Safety 0.40
Reproducibility 0.30
Competition 0.45
Data Avail. 0.35
Clinical 0.44
0 evidence for 0 evidence against
#6 Hypothesis mechanistic
Market: 0.76
0.78
SASP-Driven Aquaporin-4 Dysregulation
Target: AQP4 Disease: neurodegeneration Pathway: Aquaporin-4 water transport / glymphatic
## Mechanistic Overview SASP-Driven Aquaporin-4 Dysregulation starts from the claim that modulating AQP4 within the disease context of neurodegeneration can redirect a disease-relevant process. The original description reads: "**Molecular Mechanism and Rationale** The senescence-associated secretory phenotype (SASP) represents a critical pathophysiological mechanism underlying age-related neurodegeneration through its disruption of the glymphatic clearance system. Senescent astrocytes, which acc...
Confidence 0.70
Novelty 0.65
Feasibility 0.60
Impact 0.72
Mechanism 0.75
Druggability 0.65
Safety 0.45
Reproducibility 0.58
Competition 0.68
Data Avail. 0.62
Clinical 0.71
0 evidence for 0 evidence against
#7 Hypothesis mechanistic
Market: 0.87
0.64
SASP-Driven Microglial Metabolic Reprogramming in Synaptic Phagocytosis
Target: HK2/PFKFB3 Disease: neurodegeneration Pathway: glycolytic reprogramming / microglial ph
## Mechanistic Overview SASP-Driven Microglial Metabolic Reprogramming in Synaptic Phagocytosis starts from the claim that modulating HK2/PFKFB3 within the disease context of neurodegeneration can redirect a disease-relevant process. The original description reads: "## **Molecular Mechanism and Rationale** The molecular cascade underlying SASP-driven microglial metabolic reprogramming begins with the recognition of senescence-associated secretory phenotype (SASP) factors by specific microglial s...
Confidence 0.65
Novelty 0.40
Feasibility 0.70
Impact 0.75
Mechanism 0.70
Druggability 0.60
Safety 0.60
Reproducibility 0.30
Competition 0.71
Data Avail. 0.91
Clinical 0.05
0 evidence for 0 evidence against
#8 Hypothesis mechanistic
Market: 0.75
0.76
SASP-Mediated Cholinergic Synapse Disruption
Target: MMP2/MMP9 Disease: neurodegeneration Pathway: Synaptic function / plasticity
## Mechanistic Overview SASP-Mediated Cholinergic Synapse Disruption starts from the claim that modulating MMP2/MMP9 within the disease context of neurodegeneration can redirect a disease-relevant process. The original description reads: "**Molecular Mechanism and Rationale** The senescence-associated secretory phenotype (SASP) represents a fundamental shift in microglial function that directly undermines cholinergic neurotransmission through extracellular matrix degradation. Senescent microglia...
Confidence 0.50
Novelty 0.75
Feasibility 0.65
Impact 0.65
Mechanism 0.60
Druggability 0.60
Safety 0.45
Reproducibility 0.55
Competition 0.40
Data Avail. 0.60
Clinical 0.67
0 evidence for 0 evidence against

Gene Expression Context

Expression data from Allen Institute and other transcriptomic datasets relevant to the target genes in this analysis.

CD38/NAMPT via Senescence-Activated NAD+ Depletion Rescue

CD38 (Cluster of Differentiation 38 / NADase):

  • Major NAD+-consuming enzyme in the brain; expression increases dramatically with aging
  • Allen Human Brain Atlas: expressed in all brain regions; highest in hippocampus and cortex
  • 2-3× increase in CD38 expression per decade after age 50 (GTEx aging data)
  • Astrocytes and microglia are primary CD38-expressing cells in the brain
NAMPT (Nicotinamide Phosphoribosyltransferase):
  • Rate-limiting enzyme in NAD+ salvage pathway; critical for ma

CGAS/STING1/DNASE2 via Senescent Cell Mitochondrial DNA Release

Brain Regional Expression Patterns

CGAS demonstrates heterogeneous expression across brain regions, with the Allen Human Brain Atlas revealing highest baseline levels in the cerebral cortex (frontal, parietal, temporal regions) and moderate expression in the hippocampus. The substantia nigra and cerebellar cortex show relatively lower expression under physiological conditions. GTEx data confirms cortical predominance with mean TPM values of 8.2-12.5 across cortical regions versus 4.8-6.1

C1Q/C3 via SASP-Mediated Complement Cascade Amplification

C1Q (Complement Component 1q — C1QA/C1QB/C1QC):

  • Primarily expressed by microglia in the brain; minimal expression in astrocytes and neurons
  • Allen Human Brain Atlas: enriched in hippocampus, temporal cortex, and thalamus
  • 3-5× upregulated in AD brain microglia (SEA-AD single-cell data, disease-associated microglia cluster)
  • C1q protein increases 300-fold from young to aged mouse brain (synaptic tagging)
  • C1q-tagged synapses are pruned by microglial CR3; excessive tagging in AD drives s

GPX4/SLC7A11 via Senescence-Induced Lipid Peroxidation Spreading

Expression Patterns in Brain Regions

GPX4 exhibits widespread but heterogeneous expression across brain regions, with the highest levels consistently observed in metabolically active areas. According to the Allen Human Brain Atlas, GPX4 shows particularly robust expression in the hippocampus (CA1-CA3 pyramidal layers), where expression levels reach 1.5-2.0 fold higher than cortical averages. The substantia nigra displays intermediate GPX4 expression, while the cerebellum shows th

PLA2G6/PLA2G4A via Senescence-Associated Myelin Lipid Remodeling

PLA2G6 (Phospholipase A2 Group VI/iPLA2β):

  • Calcium-independent phospholipase; enriched in neurons and oligodendrocytes
  • Allen Human Brain Atlas: high expression in hippocampus, cortex, cerebellum
  • Mutations cause infantile neuroaxonal dystrophy (INAD) and early-onset parkinsonism
  • 30-50% reduced activity in senescent oligodendrocytes
  • Critical for myelin lipid turnover and membrane remodeling
PLA2G4A (Cytosolic Phospholipase A2/cPLA2α):
  • Calcium-dependent; releases arachidonic ac

Hypothesis Pathway Diagrams (8)

Molecular pathway diagrams generated for each hypothesis, showing key targets, interactions, and therapeutic mechanisms.

PATHWAY Senescence-Activated NAD+ Depletion Rescue
graph TD
    A["DNA damage and
oxidative stress
triggers"] -->|"activates"| B["p53/p21 and
p16INK4a/Rb
senescence pathways"] B -->|"induces"| C["Glial cell senescence
(microglia and astrocytes)"] C -->|"activates"| D["Senescence-Associated
Secretory Phenotype
(SASP)"] D -->|"upregulates"| E["NF-kappaB and
C/EBP-beta
transcription factors"] E -->|"transcriptionally
activates"| F["CD38 expression
(10-20 fold increase)"] F -->|"produces"| G["CD38 NAD+
glycohydrolase
enzyme activity"] G -->|"catalyzes"| H["NAD+ hydrolysis to
ADPR and
nicotinamide"] G -->|"synthesizes"| I["Cyclic ADPR
(cADP-ribose)
second messenger"] H -->|"creates"| J["Extracellular and
cytosolic NAD+
depletion zones"] J -->|"establishes"| K["Metabolic dead zones
(50-100 micrometer
radius)"] I -->|"mobilizes"| L["Intracellular
calcium release
signaling"] K -->|"compromises"| M["Neuronal
bioenergetic
integrity"] N["NAMPT salvage
pathway enzyme
activity"] -->|"competes with"| H N -->|"attempts"| O["NAD+ biosynthesis
from nicotinamide
recycling"] O -->|"insufficient
capacity"| J M -->|"leads to"| P["Mitochondrial
dysfunction and
ATP depletion"] L -->|"contributes to"| P P -->|"triggers"| Q["Neuronal death
and synaptic
dysfunction"] Q -->|"manifests as"| R["Progressive
neurodegeneration
phenotype"] S["CD38 inhibitors
and NAMPT
activators"] -->|"therapeutic
intervention"| G S -->|"restores"| T["NAD+ homeostasis
and neuronal
survival"] classDef normal fill:#4fc3f7,stroke:#2196f3 classDef therapeutic fill:#81c784,stroke:#4caf50 classDef pathology fill:#ef5350,stroke:#f44336 classDef outcome fill:#ffd54f,stroke:#ff9800 classDef molecular fill:#ce93d8,stroke:#9c27b0 class A,B,C,D,E normal class F,G,H,I,N,O molecular class J,K,L,M,P pathology class Q,R outcome class S,T therapeutic
PATHWAY Senescent Cell Mitochondrial DNA Release
graph TD
    A["Cellular Aging
Senescence Triggers"] B["Mitochondrial Dysfunction
Membrane Permeabilization"] C["PINK1/Parkin Pathway
Mitophagy Impairment"] D["ATG5/ATG7/LC3B
Autophagy Deficiency"] E["Cytoplasmic mtDNA
Accumulation"] F["Nuclear Envelope
Breakdown"] G["Cytoplasmic dsDNA
Recognition"] H["cGAS Activation
Conformational Change"] I["ATP and GTP
Substrate Binding"] J["cGAMP Synthesis
Second Messenger Production"] K["STING Activation
ER Translocation"] L["TBK1/IRF3
Phosphorylation Cascade"] M["Type I Interferon
Transcriptional Response"] N["Pro-inflammatory Cytokines
IL-1beta and TNF-alpha"] O["Microglial Activation
M1 Polarization"] P["Astrocyte Reactivity
A1 Phenotype"] Q["Neuroinflammation
Chronic Activation"] R["DNASE2 Deficiency
DNA Clearance Failure"] S["Neuronal Death
Synaptic Loss"] T["Neurodegeneration
Cognitive Decline"] A -->|"triggers"| B A -->|"impairs"| C A -->|"reduces"| D B -->|"releases"| E A -->|"causes"| F C -->|"fails to clear"| E D -->|"accumulates"| E F -->|"mixes with"| G E -->|"becomes"| G G -->|"binds to"| H H -->|"utilizes"| I I -->|"produces"| J J -->|"activates"| K K -->|"phosphorylates"| L L -->|"induces"| M L -->|"promotes"| N M -->|"activates"| O N -->|"polarizes"| O M -->|"induces"| P N -->|"activates"| P O -->|"drives"| Q P -->|"sustains"| Q E -->|"overwhelms"| R R -->|"perpetuates"| G Q -->|"causes"| S S -->|"leads to"| T classDef normal fill:#4fc3f7,stroke:#2196f3 classDef therapeutic fill:#81c784,stroke:#4caf50 classDef pathology fill:#ef5350,stroke:#f44336 classDef outcome fill:#ffd54f,stroke:#ff9800 classDef molecular fill:#ce93d8,stroke:#9c27b0 class A,F normal class C,D,R therapeutic class B,E,G,Q,S pathology class T outcome class H,I,J,K,L,M,N,O,P molecular
PATHWAY SASP-Mediated Complement Cascade Amplification
graph TD
    A["Cellular Senescence
Astrocytes and Microglia"] -->|"Triggers"| B["SASP Activation
Senescence-Associated
Secretory Phenotype"] B -->|"Secretes"| C["Pro-inflammatory
Cytokines
IL-1beta, TNF-alpha, IL-6"] B -->|"Releases"| D["Complement Initiators
C1q, C3, C4"] B -->|"Produces"| E["Chemokines and
Matrix Proteases
CCL2, MMP3"] D -->|"Activates"| F["Classical Complement
Pathway Initiation
C1q-C1r-C1s Complex"] F -->|"Cleaves"| G["C4 and C2
Formation of
C3 Convertase C4b2a"] G -->|"Amplifies"| H["C3 Cleavage
C3a and C3b
Generation"] H -->|"Forms"| I["C5 Convertase
C4b2a3b Complex
Alternative Pathway Feed-in"] I -->|"Generates"| J["C5a Anaphylatoxin
Microglial
Chemotaxis Signal"] I -->|"Initiates"| K["Terminal Pathway
C5b-9 Membrane
Attack Complex"] H -->|"Opsonizes"| L["Synaptic Tagging
C3b Deposition on
Neuronal Synapses"] L -->|"Recognized by"| M["Microglial CR3
Complement Receptor 3
CD11b-CD18"] M -->|"Triggers"| N["Complement-Mediated
Synaptic Pruning
Phagocytosis"] J -->|"Activates"| O["Microglial Migration
and Activation
M1 Polarization"] O -->|"Enhances"| N C -->|"Amplifies"| O N -->|"Results in"| P["Progressive Synapse Loss
Before Plaque Formation
Early AD Pathology"] P -->|"Leads to"| Q["Cognitive Decline
Memory Impairment
Neurodegeneration"] R["Therapeutic C1q-C3
Inhibition in SASP
Microenvironments"] -->|"Blocks"| D R -->|"Prevents"| F classDef normal fill:#4fc3f7,stroke:#2196f3 classDef therapeutic fill:#81c784,stroke:#4caf50 classDef pathology fill:#ef5350,stroke:#f44336 classDef outcome fill:#ffd54f,stroke:#ff9800 classDef molecular fill:#ce93d8,stroke:#9c27b0 class A,B,C,D,E normal class F,G,H,I,J,K,L,M molecular class N,O,P pathology class Q outcome class R therapeutic
PATHWAY Senescence-Induced Lipid Peroxidation Spreading
graph TD
    A["Cellular Senescence Trigger"]
    B["p16INK4a Expression"]
    C["Iron Homeostasis Dysregulation"]
    D["Ferroportin (FPN1) Downregulation"]
    E["TfR1 and DMT1 Upregulation"]
    F["Labile Iron Pool (LIP) Accumulation"]
    G["Fenton Chemistry Activation"]
    H["Hydroxyl Radical Generation"]
    I["GPX4 Expression Reduction"]
    J["SLC7A11 Transporter Dysfunction"]
    K["Glutathione Depletion"]
    L["Lipid Peroxidation Initiation"]
    M["Ferroptosis Pathway Activation"]
    N["Senescence-Associated Secretory Phenotype (SASP)"]
    O["Paracrine Senescence Spreading"]
    P["Tissue Dysfunction and Aging"]

    A -->|"initiates"| B
    B -->|"triggers"| C
    C -->|"reduces export"| D
    C -->|"increases import"| E
    D -->|"accumulates"| F
    E -->|"accumulates"| F
    F -->|"catalyzes"| G
    G -->|"produces"| H
    B -->|"downregulates"| I
    B -->|"impairs"| J
    J -->|"reduces synthesis"| K
    I -->|"loss of protection"| L
    H -->|"initiates"| L
    K -->|"enables"| L
    L -->|"triggers"| M
    M -->|"amplifies"| N
    N -->|"promotes"| O
    O -->|"leads to"| P

    style A fill:#ce93d8
    style B fill:#ce93d8
    style C fill:#4fc3f7
    style D fill:#4fc3f7
    style E fill:#4fc3f7
    style F fill:#ef5350
    style G fill:#ef5350
    style H fill:#ef5350
    style I fill:#81c784
    style J fill:#81c784
    style K fill:#ef5350
    style L fill:#ef5350
    style M fill:#ef5350
    style N fill:#ffd54f
    style O fill:#ffd54f
    style P fill:#ffd54f
PATHWAY Senescence-Associated Myelin Lipid Remodeling
graph TD
    A["p21+ Senescent Oligodendrocytes
Cell Cycle Arrest G1"] B["PLA2G6 iPLA2 Overexpression
Calcium-Independent Phospholipase"] C["PLA2G4A cPLA2 Activation
Arachidonic Acid Release"] D["Myelin Lipid Remodeling
Galactosylceramide Sulfatide Dysregulation"] E["Metabolic Stress
ER Stress and ROS Generation"] F["Lysosomal Membrane Permeabilization
Cathepsin B/D Release"] G["Senolytic Therapy D+Q
Dasatinib + Quercetin"] H["Senescent Cell Clearance
p16Ink4a/p21 Targeted Apoptosis"] I["Healthy Oligodendrocyte
Remyelination Capacity"] J["PLA2 Inhibition
GSK2647544 or Similar"] K["Reduced Lipid Mediators
Anti-inflammatory Lipidome"] L["Myelin Integrity Restoration
Neuroprotective Lipid Environment"] A --> B --> C --> D --> E --> F G --> H --> I J --> K --> L F -.->|"Feedback"| A K -.->|"Reduces"| D

Clinical Trials (26)

Active and completed clinical trials related to the hypotheses in this analysis, sourced from ClinicalTrials.gov.

RAPA-501 Therapy for ALS
NCT04220190 RECRUITING PHASE2 via: Senescence-Activated NAD+ Depletion Rescue
MAD Phase I Study to Investigate Contraloid Acetate
NCT03955380 COMPLETED PHASE1 via: Senescence-Activated NAD+ Depletion Rescue
Cerebrovascular Reactivity and Oxygen Metabolism as Markers of Neurodegeneration After Traumatic Brain Injury
NCT04820881 UNKNOWN N/A via: Senescence-Activated NAD+ Depletion Rescue
Stereotactic Intracerebral Injection of Allogenic IPSC-DAPs in Patients With Parkinson's Disease
NCT07212088 NOT_YET_RECRUITING PHASE1 via: Senescence-Activated NAD+ Depletion Rescue
MRI Biomarkers in ALS
NCT02405182 COMPLETED N/A via: Senescence-Activated NAD+ Depletion Rescue
Clinical trial NCT03547401
NCT03547401 Unknown via: SASP-Mediated Complement Cascade Amplification
Clinical trial NCT04685590
NCT04685590 Unknown via: SASP-Mediated Complement Cascade Amplification
Clinical trial NCT04569591
NCT04569591 Unknown via: SASP-Mediated Complement Cascade Amplification
Clinical trial NCT04063124
NCT04063124 Unknown via: SASP-Mediated Complement Cascade Amplification
Association Between Ferroptosis and Epilepsy
NCT05269901 COMPLETED N/A via: Senescence-Induced Lipid Peroxidation Spreading
Safety, Tolerability, Pharmacokinetics and Pharmacodynamics of GSK2647544
NCT01702467 COMPLETED PHASE1 via: Senescence-Associated Myelin Lipid Remodeling
GSK2647544 Repeat Dose DDI in Healthy Young and Elderly Volunteers
NCT01978327 TERMINATED PHASE1 via: Senescence-Associated Myelin Lipid Remodeling

Target Proteins & Genes (8)

Key molecular targets identified across all hypotheses. Click any gene to open its entity page; structural PDB references are linked when available.

CD38 NAMPT
Senescence-Activated NAD+ Depletion Rescue
Score: 0.76 View hypothesis →
CGAS STING1 DNASE2
Senescent Cell Mitochondrial DNA Release
Score: 0.74 View hypothesis →
C1Q C3
SASP-Mediated Complement Cascade Amplification
Score: 0.70 View hypothesis →
GPX4 SLC7A11
Senescence-Induced Lipid Peroxidation Spreading
Score: 0.73 View hypothesis →
Structure reference: PDB 2OBI →
PLA2G6 PLA2G4A
Senescence-Associated Myelin Lipid Remodeling
Score: 0.73 View hypothesis →
AQP4
SASP-Driven Aquaporin-4 Dysregulation
Score: 0.78 View hypothesis →
Structure reference: PDB 7O3C →
HK2 PFKFB3
SASP-Driven Microglial Metabolic Reprogramming in Synaptic P
Score: 0.64 View hypothesis →
MMP2 MMP9
SASP-Mediated Cholinergic Synapse Disruption
Score: 0.76 View hypothesis →

Knowledge Graph (332 edges)

Interactive visualization of molecular relationships discovered in this analysis. Drag nodes to rearrange, scroll to zoom, click entities to explore.

associated with (13)

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catalyzes (1)

causes (5)

co associated with (21)

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co discussed (235)

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MMP9GPX4MMP9PLA2G6MMP9MMP2MMP9C3MMP9PLA2G4ASLC7A11AQP4SLC7A11CD38SLC7A11C1QSLC7A11NAMPTSLC7A11GPX4SLC7A11PLA2G6SLC7A11MMP2SLC7A11C3SLC7A11PLA2G4AAQP4CD38AQP4C1QAQP4NAMPTAQP4GPX4AQP4PLA2G6AQP4MMP2AQP4C3AQP4PLA2G4ACD38C1QCD38GPX4CD38PLA2G6CD38MMP2CD38C3CD38PLA2G4AC1QNAMPTC1QGPX4C1QPLA2G6C1QMMP2C1QC3C1QPLA2G4ANAMPTGPX4NAMPTPLA2G6NAMPTMMP2NAMPTC3NAMPTPLA2G4AGPX4PLA2G6GPX4MMP2GPX4C3GPX4PLA2G4APLA2G6MMP2PLA2G6C3PLA2G6PLA2G4AMMP2C3MMP2PLA2G4AC3PLA2G4AMMP9CGASMMP9IL1BMMP9DNASE2MMP9STING1SLC7A11CGASSLC7A11IL1BSLC7A11DNASE2SLC7A11STING1CGASAQP4CGASCD38CGASC1QCGASNAMPTCGASGPX4CGASPLA2G6CGASIL1BCGASMMP2CGASDNASE2CGASC3CGASPLA2G4AAQP4IL1BAQP4DNASE2AQP4STING1CD38IL1BCD38DNASE2CD38STING1C1QIL1BC1QDNASE2C1QSTING1NAMPTIL1BNAMPTDNASE2NAMPTSTING1GPX4IL1BGPX4DNASE2GPX4STING1PLA2G6IL1BPLA2G6DNASE2PLA2G6STING1IL1BMMP2IL1BDNASE2IL1BSTING1IL1BC3IL1BPLA2G4AMMP2DNASE2MMP2STING1DNASE2STING1DNASE2C3DNASE2PLA2G4ASTING1C3STING1PLA2G4AC1QC4C3C4C4TNFC1QC5C1QCR1C3CR1C5CR1CX3CR1LC3CX3CR1RAB5CX3CR1RAB7LC3RAB5LC3RAB7RAB5RAB7APPC1QAPPC3APPC4C1QCLUC3CLUC4CLUC4CR1C4TAUCLUTAUCR1TAUAPPCD38NAMPTTAUCX3CR1TIMP1IRF3TBK1CXCL10TNFAPPCGASP38PLA2G4APLA2G6AQP4PLA2G6CD38PLA2G6NAMPTPLA2G6GPX4PLA2G6C1QPLA2G6SLC7A11PLA2G6MMP9C3AQP4C3CD38C3NAMPTC3GPX4C3C1QC3SLC7A11C3MMP2C3MMP9PLA2G4AAQP4PLA2G4ACD38PLA2G4ANAMPTPLA2G4AGPX4PLA2G4AC1QPLA2G4ASLC7A11PLA2G4AMMP2PLA2G4AMMP9AQP4SLC7A11AQP4MMP9CD38SLC7A11CD38MMP9NAMPTC1QNAMPTSLC7A11NAMPTMMP9GPX4C1QGPX4MMP9C1QSLC7A11C1QMMP9SLC7A11MMP9PLA2G6CGASDNASE2AQP4DNASE2CGASDNASE2IL1BDNASE2CD38DNASE2NAMPTDNASE2GPX4DNASE2C1QDNASE2SLC7A11DNASE2MMP2DNASE2MMP9C3CGASC3IL1BC3STING1PLA2G4ACGASPLA2G4AIL1BPLA2G4ASTING1AQP4CGASCGASSLC7A11CGASMMP9IL1BCD38IL1BNAMPTIL1BGPX4IL1BC1QIL1BSLC7A11STING1GPX4STING1C1QSTING1SLC7A11STING1MMP2STING1MMP9MMP2SLC7A11MMP2NAMPTMMP2C1QMMP2CD38MMP2AQP4NAMPTCD38NAMPTAQP4GPX4CD38GPX4AQP4C1QCD38C1QAQP4MMP2CGASMMP2IL1BIL1BAQP4STING1AQP4CD38SIRT1NAMPTPARP1NAMPTSIRT3MMP2TIMP1MMP9TIMP1CGASIRF3IRF3STING1STING1TBK1C3TAUC1QSTAT3C3STAT3STAT3TAUCD38AQP4PLA2G4AC3MMP2GPX4CD38CGASNAMPTCGASC1QCGASPLA2G4ADNASE2IL1BCGASSTING1DNASE2C3DNASE2

contributes to (1)

degrades (1)

downregulates (2)

enables (1)

generated (5)

implicated in (7)

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induces (1)

inhibits (1)

initiates (1)

interacts with (15)

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investigated in (2)

mediates (2)

modifies (1)

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prevents (1)

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remodels (1)

triggers (1)

Pathway Diagram

Key molecular relationships — gene/protein nodes color-coded by type

graph TD
    SDA_2026_04_01_gap_013["SDA-2026-04-01-gap-013"] -->|generated| h_58e4635a["h-58e4635a"]
    SDA_2026_04_01_gap_013_1["SDA-2026-04-01-gap-013"] -->|generated| h_cb833ed8["h-cb833ed8"]
    SDA_2026_04_01_gap_013_2["SDA-2026-04-01-gap-013"] -->|generated| h_807d7a82["h-807d7a82"]
    SDA_2026_04_01_gap_013_3["SDA-2026-04-01-gap-013"] -->|generated| h_1acdd55e["h-1acdd55e"]
    SDA_2026_04_01_gap_013_4["SDA-2026-04-01-gap-013"] -->|generated| h_7957bb2a["h-7957bb2a"]
    CD38_inhibitors["CD38 inhibitors"] -.->|inhibits| CD38["CD38"]
    NAD__depletion["NAD+ depletion"] -->|causes| neuronal_dysfunction["neuronal dysfunction"]
    C1q_knockout["C1q knockout"] -->|prevents| synapse_loss["synapse loss"]
    CD38_5["CD38"] -->|regulates| NAD__metabolism["NAD+ metabolism"]
    NAMPT["NAMPT"] -->|catalyzes| NAD__biosynthesis["NAD+ biosynthesis"]
    C1Q["C1Q"] -->|initiates| complement_cascade["complement cascade"]
    C3["C3"] -->|mediates| synapse_elimination["synapse elimination"]
    style SDA_2026_04_01_gap_013 fill:#4fc3f7,stroke:#333,color:#000
    style h_58e4635a fill:#4fc3f7,stroke:#333,color:#000
    style SDA_2026_04_01_gap_013_1 fill:#4fc3f7,stroke:#333,color:#000
    style h_cb833ed8 fill:#4fc3f7,stroke:#333,color:#000
    style SDA_2026_04_01_gap_013_2 fill:#4fc3f7,stroke:#333,color:#000
    style h_807d7a82 fill:#4fc3f7,stroke:#333,color:#000
    style SDA_2026_04_01_gap_013_3 fill:#4fc3f7,stroke:#333,color:#000
    style h_1acdd55e fill:#4fc3f7,stroke:#333,color:#000
    style SDA_2026_04_01_gap_013_4 fill:#4fc3f7,stroke:#333,color:#000
    style h_7957bb2a fill:#4fc3f7,stroke:#333,color:#000
    style CD38_inhibitors fill:#4fc3f7,stroke:#333,color:#000
    style CD38 fill:#4fc3f7,stroke:#333,color:#000
    style NAD__depletion fill:#4fc3f7,stroke:#333,color:#000
    style neuronal_dysfunction fill:#4fc3f7,stroke:#333,color:#000
    style C1q_knockout fill:#4fc3f7,stroke:#333,color:#000
    style synapse_loss fill:#4fc3f7,stroke:#333,color:#000
    style CD38_5 fill:#ce93d8,stroke:#333,color:#000
    style NAD__metabolism fill:#81c784,stroke:#333,color:#000
    style NAMPT fill:#ce93d8,stroke:#333,color:#000
    style NAD__biosynthesis fill:#81c784,stroke:#333,color:#000
    style C1Q fill:#ce93d8,stroke:#333,color:#000
    style complement_cascade fill:#81c784,stroke:#333,color:#000
    style C3 fill:#ce93d8,stroke:#333,color:#000
    style synapse_elimination fill:#4fc3f7,stroke:#333,color:#000

Figures & Visualizations (195)

Pathway Diagrams (102)

pathway AQP4

pathway AQP4

pathway AQP4

pathway AQP4

pathway AQP4

pathway AQP4

pathway AQP4

pathway AQP4

98 more in full analysis view

Score Comparisons (39)

score comparison

score comparison

score comparison

score comparison

score comparison

score comparison

36 more in full analysis view

Heatmaps (39)

evidence heatmap AQP4

evidence heatmap AQP4

evidence heatmap AQP4

evidence heatmap AQP4

evidence heatmap AQP4

evidence heatmap AQP4

36 more in full analysis view

Debate Impact (15)

debate impact

debate impact

debate overview

debate overview

13 more in full analysis view

Linked Wiki Pages (2)

Entities from this analysis that have detailed wiki pages

CD38 Molecule (CD38) gene Complement-Mediated Synapse Loss mechanism

Key Papers (10)

TDP-43 Triggers Mitochondrial DNA Release via mPTP to Activate cGAS/STING in ALS.
Cell 2020 · PMID: 33031745
Neurodegeneration and Inflammation-An Interesting Interplay in Parkinson's Disease.
International journal of molecular sciences 2020 · PMID: 33182554
Enhancing TREM2 expression activates microglia and modestly mitigates tau pathology and neurodegeneration.
Journal of neuroinflammation 2025 · PMID: 40122810
Commentary: Toward Less Traumatic, Not Just Less Invasive, Surgery
Seminars in Thoracic and Cardiovascular Surgery 2021 · PMID: 33188881
Anti‐type M phospholipase A2 receptor antibody‐positive membranous nephropathy as a part of multi‐system autoimmune synd
Internal Medicine Journal 2018 · PMID: 29623981
Past, present and future perspectives on the science of aging.
Nature aging 2026 · PMID: 41566049
Tropical medicine teaching for combat medical technicians: experience from UK military exercise SAIF SAREEA 3.
BMJ military health 2021 · PMID: 32345678
Multiple Sclerosis Pathology.
Cold Spring Harbor perspectives in medicine 2018 · PMID: 29358320
Neuropathology of genetic synucleinopathies with parkinsonism: Review of the literature.
Movement disorders : official journal of the Movement Disorder Society 2017 · PMID: 29124790
Neurodegeneration with brain iron accumulation.
Handbook of clinical neurology 2018 · PMID: 29325618
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