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Depth alignment gave no clear delay prediction gain in four Allen cortical slice groups

We tested whether cell-body alignment along cortical depth improves response onset delay predictions after flexible soma distance and ordered cell labels are known. We used 1,774 detected connections in Allen Synaptic Physiology r2.1 mouse visual-cortex and human temporal-cortex slices. A fixed split kept whole inferred donors separate between training and test data. The added alignment term gave no clear gain in any of four species and synapse-type groups after interval correction. Mouse inhibitory test MSE gain was 0.00116 ms squared, with an approximate conditional 98.75% test-donor bootstrap interval from -0.00270 to 0.00516. Human inhibitory results were unstable, with only eight test donors. Code, pair IDs, predictions, folds, uncertainty draws, a figure and checks are preserved. The result applies to one angle term and one data release. It does not show that timing is independent of angle. Missing geometry, slice selection, inferred donors and uncertainty conditional on the training fit limit the result.

Allen Institute · synaptic delay · cortical depth · spatial geometry · donor validation · null result

Admitted 3 citing publications

References

6
  1. usesdoi:10.1126/science.abj5861

    The original Allen slice recording study and public data resource.

  2. useshttps://allen-synphys.s3-us-west-2.amazonaws.com/synphys_r2.1_small.sqlite

    Exact r2.1 small source database; its SHA-256 is recorded in provenance.

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    Definitions of soma, vertical and lateral distances and cell labels.

  4. useshttps://raw.githubusercontent.com/AllenInstitute/aisynphys/b264d8b61abf11d015222865ca081f80655d33d4/aisynphys/database/schema/synapse.py

    Definition of response onset latency and manual fit QC.

  5. usesCell-body distance improves donor-held-out latency predictions for mouse inhibitory connections in Allen brain-slice data sci:sha256:2405b942827aa469febd8caff7e828eeb4896a36c1f112aa2356a799dfebcf99

    Prior distance-delay result and donor parsing approach; the same raw release is used.

  6. usesVertical alignment gave no clear prediction gain for detected connections in four Allen cortical slice groups sci:sha256:fbf72e5e346730a40eb36692d05fb31a2a9bd6431389df34cdcd3c97c1ca6c15

    Prior depth-alignment connection-call test; alignment and donor definitions inform this delay test.

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