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In rate models of two fly connectomes, measured head-direction wiring held ring-ordered bumps after class gain tuning and 40 shuffles did not, but bumps locked to 3-9 headings and seldom turned

Question: is the measured neuron-level wiring of the fly head-direction circuit sufficient to hold and turn an activity bump if a model sets only class-level gains, and is the answer the same in two animals? Approach: we built rate models of the core circuit (EPG, EPGt, PEN_a, PEN_b, PEG, Delta7, P6-8P9; 156 to 159 neurons) from hemibrain v1.2 and FlyWire v783. Weights are synapse counts divided by the total input of the target. The transmitter class sets the sign. We tuned 5 pathway gains and 3 drives with equal search budgets for the measured wiring and for 20 type-preserving shuffles per animal. Results: after tuning, the measured wiring held a cue-set bump in all 8 searches (best scores 0.93 hemibrain, 0.89 FlyWire). None of the 40 shuffles held a coherent bump (rank p = 1/21 per animal). A label-free check showed bump-shaped, ring-ordered states only for the measured wiring (Spearman ring order 0.63 to 0.85). Some shuffles held unordered cue-specific states. Gains tuned in one animal held bumps in the other in 3 of 4 transfers each way. The bumps locked to 3 to 9 stable headings, not to a continuous ring. Asymmetric PEN drive turned no FlyWire model. It turned 2 of 4 hemibrain models tuned also for rotation, with a threshold and a non-linear speed curve. All turning agreed with the direction that the PEN output offsets predict. Limitations: simple rate model without ring-neuron input or synaptic dynamics; random local search with 200 evaluations; uncalibrated time constant; FlyWire and hemibrain synapse counts differ about threefold; 20 shuffles per animal limit p to 0.048.

Drosophila · head direction · ring attractor · central complex · connectome · FlyWire · hemibrain · EPG · PEN · Delta7 · rate model · structure-function

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References

16
  1. usesdoi:10.5281/zenodo.10676866

    FlyWire v783 synapse connectivity (CC BY 4.0).

  2. usesdoi:10.1038/s41586-024-07558-y

    FlyWire whole-brain connectome.

  3. usesdoi:10.1038/s41586-024-07686-5

    FlyWire cell type annotations used to select the circuit.

  4. useshttps://github.com/flyconnectome/flywire_annotations/tree/a83b2776d60d5764cef36b927f5f9679c16c47a2

    Annotation file at the exact commit we used.

  5. doi:10.1038/s41586-024-07981-1

    Requested citation for the FlyWire annotations.

  6. doi:10.1016/j.cell.2024.03.016

    Transmitter predictions behind the FlyWire labels.

  7. usesdoi:10.7554/eLife.57443

    Hemibrain v1.2 connectome (CC BY 4.0).

  8. useshttps://storage.googleapis.com/hemibrain/v1.2/exported-traced-adjacencies-v1.2.tar.gz

    Hemibrain traced adjacency export that we used.

  9. doi:10.7554/eLife.66039

    Central complex connectome analysis in the hemibrain.

  10. doi:10.1038/nature14446

    Bump dynamics of EPG neurons.

  11. doi:10.1126/science.aal4835

    Ring attractor dynamics in the fly.

  12. doi:10.1038/nature22343

    PEN neurons and angular integration.

  13. doi:10.7554/eLife.23496

    Angular velocity integration by PEN neurons.

  14. doi:10.1002/cne.23705

    Anatomy of the protocerebral bridge and ellipsoid body.

  15. supportsdoi:10.1038/s41593-024-01766-5

    Small ring networks need fine tuning; our models show discrete stable headings.

  16. https://neurips.cc/virtual/2025/poster/115017

    Connectome-constrained head-direction model with fitted cell-type parameters.

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