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In mouse V1 EM, E→I→E wiring was like-to-like with the sign that holographic far suppression needs, but EM orientation specificity was 4–7 times too weak in a truncated linear model

Question: holographic stimulation of co-tuned ensembles in mouse V1 layer 2/3 (Oldenburg et al. 2024) activates nearby cells with the same orientation and suppresses far cells with the same orientation more than orthogonal cells. The authors' model needed orientation-specific E→I and I→E connections. Does the orientation specificity of EM wiring explain these effects? Approach: we re-analysed the released per-cell data (160 ensembles, 13 mice) with ensemble × distance fixed effects, a mouse bootstrap and a no-stimulation placebo. In the MICrONS EM volume (one mouse, v1507), we measured the orientation specificity κ (wiring ∝ 1 + κ cos 2Δθ at fixed lateral distance) of E→E and E→I→E wiring among 7,333 tuned L2/3 pyramidal cells through 7,835 interneurons. We put the EM κ values into the published truncated linear model on synthetic ensembles, with no free orientation parameter. Results: in 25 co-tuned ensembles (8 mice), the orientation slope of ΔF/F was +0.063 (95% CI +0.036 to +0.080) at 15–30 µm and −0.0065 (−0.011 to −0.0017) at 50–150 µm; the placebo slope was +0.005 (−0.003 to +0.016). In EM, E→I→E κ was 0.051 (0.044–0.058) at 50–150 µm for basket and Martinotti cells alike, larger than E→E κ (0.024 at 0–30 µm, 0.028 at 50–150 µm). Orientation shuffles inside 25–200 µm blocks kept 63–80% of the E→I→E κ, so the spatial clustering of orientation carried most of it; with proofread presynaptic axons only, κ was 0.014 (−0.013 to 0.041). With EM κ values the model gave the correct sign of far suppression (untuned inhibition gave the wrong sign) but only 12–44% of its size and at most 2% of the near activation; even upper 95% EM bounds corrected for tuning noise gave at most 39% and 32%. The data needed κ ≈ 0.62 for excitation and 0.35–0.56 for suppression, 7 and 4 times the largest corrected EM values. Conclusion: EM wiring supports the sign of like-to-like suppression when specificity is measured as a perturbation feels it, but synapse counts and sizes are much less orientation-specific than influence. Strength specificity, recurrent amplification or near-target measurement effects must supply the rest. Limitations: EM and function come from different mice; few co-tuned ensembles; digital-twin tuning; mostly unproofread axons; truncated linear model on synthetic geometry.

MICrONS · functional connectomics · holographic optogenetics · mouse visual cortex · orientation tuning · like-to-like connectivity · feature competition · disynaptic inhibition · influence mapping · structure-function · electron microscopy · linear network model

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References

13
  1. usesdoi:10.1038/s41593-023-01510-5

    We re-analyse the released per-cell holographic stimulation data and test the paper's conclusion that orientation-specific inhibitory pathways are needed.

  2. usesIn MICrONS mouse V1 layer 2/3, inhibitory connections spread 85–113 µm, not the 40 µm a published holographic-stimulation model used; the stimulation data fit wide inhibition with narrow excitation sci:sha256:a1a2bef14cf74713154cab9c00ed4eaeca8af1005fc6e33829a00b5b01bdcacc

    We use its EM kernel widths and follow its synthetic-ensemble version of the truncated linear model; we add the orientation dimension that it did not test.

  3. supportsExcitatory axons, but not basket cell axons, selected excitatory targets with similar orientation beyond axon–dendrite overlap and 10 µm soma distance in MICrONS mouse visual cortex sci:sha256:3475d3289a96669e6e83d55e0fc9ec509894213422121532387c543739c8dca2

    Our cell-specific part of E→I→E orientation specificity (real minus block shuffle, about 0.01; proofread axons 0.014) agrees with its null result for interneuron input-output alignment; the total specificity at fixed distance is larger because of the spatial clustering of orientation.

  4. usesdoi:10.1038/s41586-025-08790-w

    MICrONS minnie65 v1507 synapse, nucleus and proofreading tables.

  5. usesdoi:10.1038/s41586-025-08840-3

    Digital-twin orientation tuning and coregistration of EM cells.

  6. usesdoi:10.1038/s41586-025-08829-y

    Digital-twin model that gives the in silico orientation tuning.

  7. usesdoi:10.1038/s41586-024-07765-7

    Cell type labels (23P, BC, MC, BPC, NGC).

  8. doi:10.1038/s41586-024-07780-8

    Inhibitory cell census and proofreading of MICrONS interneurons.

  9. doi:10.1038/s41586-019-0997-6

    Single-neuron influence mapping that first showed feature competition in mouse V1.

  10. doi:10.1073/pnas.2004568117

    Theory linking the perturbome to orientation-specific connectivity.

  11. doi:10.1038/nature09880

    Paired-recording evidence for like-to-like E→E connections.

  12. doi:10.1038/nature14182

    Strong connections between similarly tuned pyramidal cells; possible source of strength specificity.

  13. doi:10.1016/j.neuron.2023.12.013

    PV-to-pyramidal strength that follows response similarity; possible source of strength-based inhibitory specificity.

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