Differential Interneuron Optogenetic Restoration Therapy

Target: PVALB/SST Composite Score: 0.599 Price: $0.61▲48.0% Citation Quality: Pending neuroscience Status: proposed
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🔴 Alzheimer's Disease 🧠 Neurodegeneration
✓ All Quality Gates Passed
Evidence Strength Pending (0%)
6
Citations
3
Debates
4
Supporting
2
Opposing
Quality Report Card click to collapse
C+
Composite: 0.599
Top 45% of 1875 hypotheses
T3 Provisional
Single-source or model-inferred
Needs composite score ≥0.60 (current: 0.60) for Supported
A Mech. Plausibility 15% 0.85 Top 9%
B+ Evidence Strength 15% 0.70 Top 20%
A+ Novelty 12% 0.95 Top 17%
D Feasibility 12% 0.25 Top 96%
A Impact 12% 0.80 Top 34%
F Druggability 10% 0.20 Top 96%
C Safety Profile 8% 0.40 Top 83%
A+ Competition 6% 0.90 Top 17%
B Data Availability 5% 0.60 Top 54%
B Reproducibility 5% 0.65 Top 36%
Evidence
4 supporting | 2 opposing
Citation quality: 75%
Debates
18 sessions B
Avg quality: 0.61
Convergence
0.25 D 30 related hypothesis share this target

From Analysis:

Circuit-level neural dynamics in neurodegeneration

Analyze circuit-level changes in neurodegeneration using Allen Institute Neural Dynamics data. Focus on: (1) hippocampal circuit disruption, (2) cortical dynamics alterations, (3) sensory processing changes. Identify circuit-based therapeutic targets connecting genes, proteins, and brain regions to neurodegeneration phenotypes.

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Description

Mechanistic Overview


Differential Interneuron Optogenetic Restoration Therapy starts from the claim that modulating PVALB/SST within the disease context of neuroscience can redirect a disease-relevant process. The original description reads: "## Mechanistic Overview Differential Interneuron Optogenetic Restoration Therapy starts from the claim that modulating PVALB/SST within the disease context of neuroscience can redirect a disease-relevant process.

...

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Curated Mechanism Pathway

Curated pathway diagram from expert analysis

graph TD
    A["Amyloid-beta Oligomers"] -->|"accumulation"| B["Synaptic Dysfunction"]
    B -->|"selective targeting"| C["SST+ Interneurons"]
    B -->|"selective targeting"| D["PV+ Interneurons"]
    C -->|"impaired function"| E["Theta Oscillation Disruption"]
    D -->|"impaired function"| F["Gamma Oscillation Disruption"]
    E -->|"circuit imbalance"| G["Hippocampal Network Dysfunction"]
    F -->|"circuit imbalance"| G
    G -->|"progressive loss"| H["Cognitive Decline"]
    I["Optogenetic ChR2 Delivery"] -->|"viral vector"| J["SST-Cre Targeting"]
    I -->|"viral vector"| K["PV-Cre Targeting"]
    J -->|"light activation"| L["SST Interneuron Restoration"]
    K -->|"light activation"| M["PV Interneuron Restoration"]
    L -->|"theta recovery"| N["Theta Rhythm Normalization"]
    M -->|"gamma recovery"| O["Gamma Rhythm Normalization"]
    N -->|"circuit rebalancing"| P["Hippocampal Function Recovery"]
    O -->|"circuit rebalancing"| P

    style A fill:#ff9999
    style H fill:#ff9999
    style I fill:#99ff99
    style P fill:#99ff99

GTEx v10 Brain Expression

JSON

Median TPM across 13 brain regions for PVALB/SST from GTEx v10.

Cerebellum627 Cerebellar Hemisphere435 Frontal Cortex BA966.7 Cortex36.0 Spinal cord cervical c-123.1 Substantia nigra22.3 Anterior cingulate cortex BA2414.6 Hippocampus4.4 Putamen basal ganglia3.4 Hypothalamus1.3 Amygdala1.1 Caudate basal ganglia1.1 Nucleus accumbens basal ganglia0.6median 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 0.85 (15%) Evidence 0.70 (15%) Novelty 0.95 (12%) Feasibility 0.25 (12%) Impact 0.80 (12%) Druggability 0.20 (10%) Safety 0.40 (8%) Competition 0.90 (6%) Data Avail. 0.60 (5%) Reproducible 0.65 (5%) KG Connect 0.22 (8%) 0.599 composite
6 citations 6 with PMID Validation: 75% 4 supporting / 2 opposing
For (4)
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
1
MECH 4CLIN 1GENE 1EPID 0
ClaimStanceCategorySourceStrength ↕Year ↕Quality ↕PMIDsAbstract
Optogenetic activation of SST and PV interneurons …SupportingGENE----PMID:32107637-
These interventions resynchronized CA1 pyramidal c…SupportingCLIN----PMID:31937327-
Gray matter structural and molecular signatures in…SupportingMECHJ Affect Disord-20260.33PMID:41419068-
Altered Expression of GABA-Related Genes in Schizo…SupportingMECHAlpha Psychiatr…-20260.33PMID:41788138-
Selective noradrenaline depletion exacerbates syna…OpposingMECH----PMID:22883210-
NMDA receptors mediate synaptic depression but not…OpposingMECH----PMID:30352630-
Legacy Card View — expandable citation cards

Supporting Evidence 4

Optogenetic activation of SST and PV interneurons in Aβ-oligomer injected mice selectively restored theta and …
Optogenetic activation of SST and PV interneurons in Aβ-oligomer injected mice selectively restored theta and gamma oscillations respectively, with SST interneurons specifically restoring theta peak power and PV interneurons restoring gamma peak power
These interventions resynchronized CA1 pyramidal cell spikes and enhanced inhibitory postsynaptic currents at …
These interventions resynchronized CA1 pyramidal cell spikes and enhanced inhibitory postsynaptic currents at their respective frequencies
Gray matter structural and molecular signatures in Alzheimer's disease and late-life depression.
J Affect Disord · 2026 · PMID:41419068 · Q:0.33
Altered Expression of GABA-Related Genes in Schizophrenia: Insights from Meta-Analyses of Brain and Blood Samp…
Altered Expression of GABA-Related Genes in Schizophrenia: Insights from Meta-Analyses of Brain and Blood Samples and iPSC-Derived Organoids.
Alpha Psychiatry · 2026 · PMID:41788138 · Q:0.33

Opposing Evidence 2

Selective noradrenaline depletion exacerbates synaptic deficits in APP/PS1 mice, suggesting interneuron dysfun…
Selective noradrenaline depletion exacerbates synaptic deficits in APP/PS1 mice, suggesting interneuron dysfunction may be secondary to broader neurotransmitter system collapse
NMDA receptors mediate synaptic depression but not spine loss in amyloid-β models, indicating circuit dysfunct…
NMDA receptors mediate synaptic depression but not spine loss in amyloid-β models, indicating circuit dysfunction involves multiple independent pathways
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 Debate | 6 rounds | 2026-04-27 | View Analysis
🧬 Theorist Proposes novel mechanisms and generates creative hypotheses

Mechanistic Analysis: Closed-Loop tFUS with 40Hz Gamma Entrainment Targeting PVALB in Early MCI

Critical Evaluation of Mechanistic Rationale

1. Foundational Claim: PV+ Interneurons as Gamma Pacemakers

The hypothesis correctly identifies parvalbumin-positive (PV+) fast-spiking interneurons as critical for gamma oscillation generation in hippocampal CA1. This is well-supported by extensive literature:

  • Buzsáki & Wang (2012) established the "interneuron network gamma" (ING) mechanism where PV+ cells synchronize through electrical coupling and rebound excitation
  • **Cardin et a

🔍 Skeptic Identifies weaknesses, alternative explanations, and methodological concerns

Rigorous Skeptic's Critique: tFUS + 40Hz Gamma Entrainment Targeting PVALB in Early MCI

1. Weakest Assumptions

A. Mechanistic Specificity of tFUS → Ion Channel Cascade

Critical flaw: The hypothesis claims tFUS directly activates Nav1.1, Cav2.1, Cav1.3, Piezo1, and TREK-1 to trigger a specific molecular cascade. This assumes:

  • Mechanical forces from tFUS can selectively activate voltage-gated ion channels (designed for electrical, not mechanical, stimuli)
  • The downstream CaMKII → AMPA receptor phosphorylation occurs specifically in PV+ interneurons
  • This cascade is suff
  • 🎯 Domain Expert Assesses practical feasibility, druggability, and clinical translation

    Translational Feasibility Assessment

    Hypothesis: Closed-Loop tFUS with 40Hz Gamma Entrainment Targeting PV+ Interneuron Dysfunction in Early MCI

    1. Target Druggability and Accessibility Assessment

    Target Identification:

    • PVALB encodes parvalbumin, a calcium-binding protein that defines a distinct GABAergic interneuron subclass
    • PVALB itself is not directly druggable—it is a structural protein, not an enzyme or receptor
    • The actual functional target is PV+ interneuron activity and resulting 40Hz gamma oscillations
    Accessibility with Existing Tools:

    |

    Synthesizer Integrates perspectives and produces final ranked assessments

    Synthesized Assessment: Closed-Loop tFUS with 40Hz Gamma Entrainment for Early MCI

    Five-Dimensional Scoring

    | Dimension | Score | Rationale |
    |-----------|-------|-----------|
    | Mechanistic Plausibility | 0.82 | The PV+ interneuron → gamma oscillation link is robustly established (Cardin et al., PMID:19339603; Buzsáki & Wang, 2012). However, the hypothesis overstates mechanistic precision by claiming direct activation of specific voltage-gated channels (Nav1.1, Cav2.1, Cav1.3) via tFUS. Evidence for mechanosensitive activation of these channels remains indirect. |
    | **Evidence Str

    Price History

    0.480.650.83 score_update: market_dynamics (2026-04-04T13:46)score_update: market_dynamics (2026-04-04T15:57)score_update: market_dynamics (2026-04-04T16:59)debate: market_dynamics (2026-04-04T17:30)evidence: market_dynamics (2026-04-04T17:38)evidence: market_dynamics (2026-04-04T20:50)evidence: market_dynamics (2026-04-04T23:30)debate: market_dynamics (2026-04-05T00:00)debate: market_dynamics (2026-04-05T00:08)debate: market_dynamics (2026-04-05T01:21)debate: market_dynamics (2026-04-05T02:32)evidence: evidence_update (2026-04-09T01:50)evidence: evidence_update (2026-04-09T01:50)evidence: evidence_batch_update (2026-04-13T02:18)evidence: evidence_batch_update (2026-04-13T02:18) 1.00 0.31 2026-04-042026-04-142026-04-28 Market PriceScoreevidencedebate 161 events
    7d Trend
    Falling
    7d Momentum
    ▼ 4.0%
    Volatility
    Medium
    0.0236
    Events (7d)
    6
    ⚡ Price Movement Log Recent 15 events
    Event Price Change Source Time
    Recalibrated $0.448 ▼ 2.7% market_dynamics 2026-04-13 03:33
    📄 New Evidence $0.460 ▲ 1.9% evidence_batch_update 2026-04-13 02:18
    📄 New Evidence $0.452 ▲ 2.3% evidence_batch_update 2026-04-13 02:18
    Recalibrated $0.442 ▲ 0.3% 2026-04-12 18:34
    Recalibrated $0.440 ▼ 1.2% 2026-04-10 15:58
    Recalibrated $0.446 ▼ 3.8% 2026-04-10 15:53
    📄 New Evidence $0.463 ▼ 8.4% evidence_update 2026-04-09 01:50
    📄 New Evidence $0.506 ▲ 14.9% evidence_update 2026-04-09 01:50
    Recalibrated $0.440 ▼ 0.8% 2026-04-08 22:18
    Recalibrated $0.444 ▲ 17.0% 2026-04-08 18:39
    💬 Debate Round $0.379 ▼ 20.7% market_dynamics 2026-04-05 02:32
    💬 Debate Round $0.478 ▲ 9.6% market_dynamics 2026-04-05 01:21
    💬 Debate Round $0.437 ▼ 37.0% market_dynamics 2026-04-05 00:08
    💬 Debate Round $0.693 ▲ 55.7% market_dynamics 2026-04-05 00:00
    📄 New Evidence $0.445 ▼ 27.1% market_dynamics 2026-04-04 23:30

    Clinical Trials (0) Relevance: 54%

    No clinical trials data available

    📚 Cited Papers (8)

    1 figure
    Figures
    Figures
    Figures available at source paper (no open-access XML found).
    deep_link
    5 figures
    Fig. 1.
    Fig. 1.
    Workflow of participant data meta-analysis following PRISMA guidelines [ 33 ] . Abbreviations: SMRI, Stanley Medical Research Institute; GEO, Gene Expression Omnibus; CMC, Common...
    pmc_api
    Fig. 2.
    Fig. 2.
    Participant-level meta-analysis indicates reduced expression of GAD1, GAD2, SST, and PVALB in schizophrenia brain tissue . (A) GAD1 meta-analysis. Forest plots were produced wi...
    pmc_api
    No extracted figures yet
    No extracted figures yet
    No extracted figures yet
    No extracted figures yet
    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.

    No citation freshness data yet. Export bibliography — run scripts/audit_citation_freshness.py to populate.

    📙 Related Wiki Pages (0)

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    ⚔ Arena Performance

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    📊 Resource Economics & ROI

    Low Efficiency Resource Efficiency Score
    0.48
    22.0th percentile (776 hypotheses)
    Tokens Used
    9,494
    KG Edges Generated
    6
    Citations Produced
    6

    Cost Ratios

    Cost per KG Edge
    88.73 tokens
    Lower is better (baseline: 2000)
    Cost per Citation
    1582.33 tokens
    Lower is better (baseline: 1000)
    Cost per Score Point
    18049.43 tokens
    Tokens / composite_score

    Score Impact

    Efficiency Boost to Composite
    +0.048
    10% weight of efficiency score
    Adjusted Composite
    0.647

    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.

    Efficiency Price Signals

    Date Signal Price Score
    2026-04-16T20:00$0.4250.510

    📋 Reviews View all →

    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 PVALB/SST.

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    ⚖️ Governance History

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    KG Entities (130)

    40Hz gamma entrainmentAPOEAPOE4APPAQP4Alzheimer's diseaseAlzheimer's disease pathologyBDNFCA1CA3CAMK2ACDK5CHATCSF1RCaMKIICaMKII_proteinClosed-loop tACSEC layer II SST interneuronsEntorhinal cortex layer IIGABAergic interneuron networks

    Related Hypotheses

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    Score: 0.861 | neuroscience
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    Score: 0.827 | neuroscience
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    Score: 0.774 | neuroscience

    Estimated Development

    Estimated Cost
    $0
    Timeline
    5.5 years

    🧪 Falsifiable Predictions (2)

    2 total 0 confirmed 0 falsified
    IF SST-Cre mice with APP/PS1 genotype receive chronic optogenetic activation of somatostatin interneurons at 8 Hz (theta frequency) in hippocampal CA1 region during Morris water maze training, THEN spatial memory performance will improve significantly (≥30% increase in platform crossing during probe trial) compared to APP/PS1 mice receiving identical training without optogenetic stimulation.
    pending conf: 0.65
    Expected outcome: ≥30% improvement in spatial memory retention (probe trial performance) in SST optogenetic stimulation group vs. control APP/PS1 mice, with concurrent restoration of theta oscillation power (4-8 Hz) to wild-type levels within 4 weeks of stimulation onset.
    Falsified by: APP/PS1 mice receiving theta-frequency SST optogenetic stimulation show NO significant improvement in Morris water maze probe trial performance (p > 0.05, Student's t-test) and/or theta oscillation power remains ≥50% below wild-type levels after 4 weeks of stimulation.
    Method: APP/PS1 transgenic mice (n≥12/group, Jackson Labs) crossed with SST-Cre driver line, stereotaxic AAV-ChrimsonR-tdTomato injection targeting dorsal hippocampus CA1, 8 Hz blue light (473 nm, 20 ms pulses) stimulation during behavioral training, comparator group: APP/PS1-SST-Cre with identical surgery but no light delivery.
    IF 5xFAD mice receive optogenetic activation of parvalbumin interneurons at 40 Hz (gamma frequency) in medial prefrontal cortex using PV-Cre AAV-ChrimsonR viral vector, THEN novel object recognition index will increase significantly (≥40% preference for novel object) compared to 5xFAD mice receiving sham stimulation.
    pending conf: 0.60
    Expected outcome: ≥40% novel object preference index in 5xFAD mice receiving gamma-frequency PV optogenetic stimulation during acquisition phase, with concurrent restoration of gamma oscillation power (30-100 Hz) to ≥70% of wild-type levels within 3 weeks of stimulation onset.
    Falsified by: 5xFAD mice receiving gamma-frequency PV optogenetic stimulation show NO significant improvement in novel object recognition (novel object preference <55%, p > 0.05 ANOVA) and/or gamma oscillation power remains ≥60% below wild-type levels after 3 weeks of stimulation.
    Method: 5xFAD transgenic mice (n≥12/group, Jackson Labs) receive stereotaxic AAV-DIO-ChrimsonR-mCherry injection targeting medial prefrontal cortex, PV-Cre recombinase expression achieved via crossing with PV-Cre line, 40 Hz red light (635 nm, 10 ms pulses) stimulation during novel object recognition acquisition, comparator group: 5xFAD-PV-Cre with identical viral injection but no light delivery.

    Knowledge Subgraph (138 edges)

    accelerates (1)

    SST interneuron dysfunctionTau propagation

    activates (5)

    BDNFsynaptic_plasticityPV+ interneuronsgamma oscillations at 40Hz40Hz gamma entrainmentrestoration of gamma oscillationsgamma oscillations at 40Hzmicroglial phagocytosisPV+ interneuronsgamma oscillations (40Hz)

    associated with (15)

    CAMK2AneuroscienceCHATneuroscienceGRIN2BneuroscienceMAPTneuroscienceVIPneuroscience
    ▸ Show 10 more

    biomarker for (1)

    gamma collapseearly MCI

    catalyzes (1)

    choline_acetyltransferasecholinergic_signaling

    causal extracted (2)

    sess_ext_h-var-58e76ac310_20260428_050154processedsess_ext_h-var-3b982ec3d2_20260428_045746processed

    causes (8)

    tau pathologySST interneuron dysfunctionSST interneuron dysfunctionaccelerated tau propagationSST interneuron dysfunctiongamma desynchronizationoptogenetic gamma stimulationtau pathology reductionTau pathologySST interneuron dysfunction
    ▸ Show 3 more

    causes (CaMKII enhancement promotes dendrite ramification ) (1)

    CaMKIIdendrite ramification

    causes (CaMKII-dependent process that promotes spine gener) (1)

    CaMKIIspine generation

    causes (NMDA receptors mediate synaptic depression in amyl) (1)

    NMDA receptorssynaptic depression

    causes (VIP interneuron-mediated disinhibition allows pyra) (1)

    VIP interneuron stimulationpyramidal cell disinhibition

    causes (loss of natural sensory input leads to degeneratio) (1)

    natural sensory input losscholinergic circuit degeneration

    causes (optogenetic activation selectively restores gamma ) (1)

    optogenetic activation of PV interneuronsgamma oscillation restoration

    causes (optogenetic activation selectively restores theta ) (1)

    optogenetic activation of SST interneuronstheta oscillation restoration

    causes (selective modulation of GluN2B-containing NMDA rec) (1)

    GluN2B modulationthalamocortical synchronization

    causes (selective noradrenaline depletion exacerbates syna) (1)

    noradrenaline depletionsynaptic deficits

    causes (specifically disrupt parvalbumin-positive interneu) (1)

    amyloid-β oligomersPV interneurons

    causes (specifically disrupt somatostatin-positive interne) (1)

    amyloid-β oligomersSST interneurons

    causes (tau pathology spreads from locus coeruleus to hipp) (1)

    tau pathologyhippocampal circuit dysfunction

    co associated with (19)

    BDNFSSTCAMK2ACHATCAMK2AVIPCAMK2AGRIN2BCHATVIP
    ▸ Show 14 more

    co discussed (14)

    RAB5TREM2RAB7TREM2APPGAD1GAD1PSEN1BDNFPSD95
    ▸ Show 9 more

    disrupts (1)

    MAPThippocampal_circuit

    dysfunction causes (1)

    thalamocortical_circuitcognitive_impairment

    encodes (4)

    CHATcholine_acetyltransferaseGRIN2BGluN2B_receptorMAPTtau_proteinCAMK2ACaMKII_protein

    enhances (2)

    gamma oscillations at 40Hzglymphatic clearancegamma oscillations (40Hz)glymphatic clearance

    expressed in (3)

    VIPVIP_interneuronsPVALBPV_interneuronsSSTSST_interneurons

    generates (4)

    PV_interneuronsgamma_oscillationsSST_interneuronstheta_oscillationsPVALBgamma_oscillationSSTtheta_oscillation

    implicated in (7)

    PVALBneurodegenerationh-cd60e2ecneuroscienceh-f8316acfneuroscienceh-23b94ed8neuroscienceh-62c78d8bneuroscience
    ▸ Show 2 more

    inhibits (1)

    tACSEC layer II SST interneurons

    investigated in (4)

    diseases-psph-var-6612521a02diseases-corticobasal-syndromeh-var-9c0368bb70diseases-ftdh-var-3b982ec3d2diseases-vascular-cognitive-impairmenth-var-6612521a02

    involved in (3)

    SSTgabaergic_interneuron_networksPVALBprefrontal_inhibitory_circuitsBDNFhippocampal_neurogenesis_and_synaptic_plasticity

    modulates (12)

    VIP_interneuronsdefault_mode_networkGluN2B_receptorthalamocortical_circuitGRIN2Bthalamocortical_synchronygamma-frequency stimulationtau pathologyGamma frequency stimulationAlzheimer's disease pathology
    ▸ Show 7 more

    participates in (2)

    SSTGABAergic interneuron networksPVALBPrefrontal inhibitory circuits

    promotes (1)

    CaMKII_proteinsynaptic_plasticity

    propagates through (1)

    tau_proteinlocus_coeruleus_hippocampus_pathway

    regulates (5)

    SSTgamma_oscillationSST interneuronsgamma oscillationsSST interneuronsGamma oscillationsgamma oscillations (40Hz)hippocampal-cortical connectivityPVALBPV+ interneurons

    studied in (3)

    SSTneurosciencePVALBneuroscienceBDNFneuroscience

    targets (2)

    h-a635d4e5VIPBDNFAlzheimer's disease

    therapeutic target (2)

    SSTAlzheimer's diseasePVALBAlzheimer's disease

    therapeutic target for (2)

    40Hz gamma entrainmentearly MCIPV+ interneuron activityAlzheimer's disease

    Mechanism Pathway for PVALB/SST

    Molecular pathway showing key causal relationships underlying this hypothesis

    graph TD
        PVALB_SST["PVALB/SST"] -->|associated with| neuroscience["neuroscience"]
        CAMK2A["CAMK2A"] -->|co associated with| PVALB_SST_1["PVALB/SST"]
        CHAT["CHAT"] -->|co associated with| PVALB_SST_2["PVALB/SST"]
        GRIN2B["GRIN2B"] -->|co associated with| PVALB_SST_3["PVALB/SST"]
        MAPT["MAPT"] -->|co associated with| PVALB_SST_4["PVALB/SST"]
        PVALB_SST_5["PVALB/SST"] -->|co associated with| VIP["VIP"]
        style PVALB_SST fill:#ce93d8,stroke:#333,color:#000
        style neuroscience fill:#ef5350,stroke:#333,color:#000
        style CAMK2A fill:#ce93d8,stroke:#333,color:#000
        style PVALB_SST_1 fill:#ce93d8,stroke:#333,color:#000
        style CHAT fill:#ce93d8,stroke:#333,color:#000
        style PVALB_SST_2 fill:#ce93d8,stroke:#333,color:#000
        style GRIN2B fill:#ce93d8,stroke:#333,color:#000
        style PVALB_SST_3 fill:#ce93d8,stroke:#333,color:#000
        style MAPT fill:#ce93d8,stroke:#333,color:#000
        style PVALB_SST_4 fill:#ce93d8,stroke:#333,color:#000
        style PVALB_SST_5 fill:#ce93d8,stroke:#333,color:#000
        style VIP fill:#ce93d8,stroke:#333,color:#000

    3D Protein Structure

    🧬 PVALB — PDB 1RRO Click to expand 3D viewer

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

    Source Analysis

    Circuit-level neural dynamics in neurodegeneration

    neuroscience | 2026-04-03 | completed

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    Same Analysis (5)

    GluN2B-Mediated Thalamocortical Control of Glymphatic Tau Clearance
    Score: 0.96 · GRIN2B
    Closed-loop transcranial focused ultrasound targeting EC-II SST intern
    Score: 0.96 · SST
    Closed-loop optogenetic targeting PV interneurons to restore theta-gam
    Score: 0.95 · PVALB
    Closed-loop transcranial focused ultrasound to restore hippocampal gam
    Score: 0.91 · CCK
    Gamma entrainment therapy to restore hippocampal-cortical synchrony
    Score: 0.90 · SST
    → View all analysis hypotheses
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