H7 provides valuable enabling work for parameter optimization, but the claim that CCK and PV interneurons differ enough in acoustic impedance for selective ultrasound activation is highly questionable. The hypothesis requires direct measurement of cell-type-specific acoustic impedance values and validation that ultrasound focal volumes can achieve cell-type specificity in vivo. The model should be reframed as optimizing general hippocampal TFUS parameters rather than claiming CCK-selective acoustic activation.
Auto-built from this analysis's top knowledge-graph edges.
graph TD
CCK_basket_cells["CCK basket cells"] -->|regulates| pyramidal_cell_synchroniz["pyramidal cell synchronization"]
sharp_wave_ripple_gamma_c["sharp-wave ripple-gamma coupling"] -->|associated with| memory_consolidation["memory consolidation"]
PV_interneurons["PV interneurons"] -->|activates| gamma_oscillation_generat["gamma oscillation generation"]
Hippocampal_gamma_oscilla["Hippocampal gamma oscillations"] -->|causes| n5xFAD_mice_AD_model["5xFAD mice AD model"]
n40_Hz_gamma_entrainment["40 Hz gamma entrainment"] -->|prevents| amyloid_beta_accumulation["amyloid-beta accumulation"]
n40_Hz_gamma_entrainment_1["40 Hz gamma entrainment"] -->|prevents| tau_pathology["tau pathology"]
CB1_expressing_interneuro["CB1-expressing interneurons"] -->|regulates| sharp_wave_ripple_timing["sharp-wave ripple timing"]
closed_loop_TFUS["closed-loop TFUS"] -->|modulates| hippocampal_network_oscil["hippocampal network oscillations"]
CA3_CA1_pyramidal_network["CA3-CA1 pyramidal networks"] -->|causes| sharp_wave_ripple_generat["sharp-wave ripple generation"]
PV_interneurons_2["PV interneurons"] -->|activates| sharp_wave_ripple_generat_3["sharp-wave ripple generation"]
closed_loop_hippocampal_T["closed-loop hippocampal TFUS"] -->|therapeutic target| early_Alzheimer_s_disease["early Alzheimer's disease"]
n40_Hz_stimulation["40 Hz stimulation"] -->|activates| sharp_wave_ripple_events_["sharp-wave ripple events during NREM sleep"]
style CCK_basket_cells fill:#4fc3f7,stroke:#333,color:#000
style pyramidal_cell_synchroniz fill:#4fc3f7,stroke:#333,color:#000
style sharp_wave_ripple_gamma_c fill:#4fc3f7,stroke:#333,color:#000
style memory_consolidation fill:#4fc3f7,stroke:#333,color:#000
style PV_interneurons fill:#4fc3f7,stroke:#333,color:#000
style gamma_oscillation_generat fill:#4fc3f7,stroke:#333,color:#000
style Hippocampal_gamma_oscilla fill:#4fc3f7,stroke:#333,color:#000
style n5xFAD_mice_AD_model fill:#ef5350,stroke:#333,color:#000
style n40_Hz_gamma_entrainment fill:#4fc3f7,stroke:#333,color:#000
style amyloid_beta_accumulation fill:#4fc3f7,stroke:#333,color:#000
style n40_Hz_gamma_entrainment_1 fill:#4fc3f7,stroke:#333,color:#000
style tau_pathology fill:#4fc3f7,stroke:#333,color:#000
style CB1_expressing_interneuro fill:#4fc3f7,stroke:#333,color:#000
style sharp_wave_ripple_timing fill:#4fc3f7,stroke:#333,color:#000
style closed_loop_TFUS fill:#4fc3f7,stroke:#333,color:#000
style hippocampal_network_oscil fill:#4fc3f7,stroke:#333,color:#000
style CA3_CA1_pyramidal_network fill:#4fc3f7,stroke:#333,color:#000
style sharp_wave_ripple_generat fill:#4fc3f7,stroke:#333,color:#000
style PV_interneurons_2 fill:#4fc3f7,stroke:#333,color:#000
style sharp_wave_ripple_generat_3 fill:#4fc3f7,stroke:#333,color:#000
style closed_loop_hippocampal_T fill:#4fc3f7,stroke:#333,color:#000
style early_Alzheimer_s_disease fill:#ef5350,stroke:#333,color:#000
style n40_Hz_stimulation fill:#4fc3f7,stroke:#333,color:#000
style sharp_wave_ripple_events_ fill:#4fc3f7,stroke:#333,color:#000No linked papers recorded for this hypothesis yet.
No curated PDB or AlphaFold mapping for HODGKIN-HUXLEY yet. Search RCSB →
No clinical trials data linked to this hypothesis yet.
No curated ClinVar variants loaded for this hypothesis.
Run scripts/backfill_clinvar_variants.py to fetch P/LP/VUS variants.
No DepMap CRISPR Chronos data found for Hodgkin-Huxley formalism with mechanoelectrical transduction, acoustic impedance parameters.
Run python3 scripts/backfill_hypothesis_depmap.py to populate.
No resource usage or linked notebooks recorded for this hypothesis yet.