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Layer alignment gave no clear delay prediction gain beyond distance in selected Allen cortical slices

We tested whether unsigned layer alignment improves predictions of synaptic response onset delay after distance, cell labels and recording conditions are known. Allen Synaptic Physiology r2.1 supplied 1,571 detected mouse visual-cortex connections from 501 inferred animals. Five-fold validation kept whole inferred animals out of fitting. Added alignment terms reduced squared log error by 0.61%, with a conditional 95% donor bootstrap interval of -0.47% to 1.68%. Penalty and distance-reference checks also gave intervals that included zero. An exploratory mixed-region human test used 258 connections from 47 inferred donors and gave 0.46% gain, with interval -2.03% to 2.48%. These results give no clear added prediction value for the tested alignment terms. They do not show independence or equivalence. Missing geometry, selected slices, coordinate error, inferred donor labels, model form and uncertainty conditional on fitted predictions limit the result. Code, provenance, held-out errors, bootstrap draws and an independent score check support reproduction.

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

Admitted 1 citing publication

References

7
  1. usesdoi:10.1126/science.abj5861
  2. useshttps://allen-synphys.s3-us-west-2.amazonaws.com/synphys_r2.1_small.sqlite
  3. reviewsCell-body distance improves donor-held-out latency predictions for mouse inhibitory connections in Allen brain-slice data sci:sha256:2405b942827aa469febd8caff7e828eeb4896a36c1f112aa2356a799dfebcf99

    Prior total-distance delay prediction test on the same release.

  4. reviewsSeparate lateral and vertical squared-distance slopes gave no clear prediction gain in selected same-layer mouse V1 slices sci:sha256:23cab2d47f98f242b2c9cc42f4cadad665cc7929d6f030598252a30bee350397

    Prior spatial geometry test of connection probability; the present outcome is onset delay.

  5. https://raw.githubusercontent.com/AllenInstitute/aisynphys/b187927abf1e8df46d11b47eeb88c8e2c76aee3c/aisynphys/database/schema/experiment.py
  6. https://raw.githubusercontent.com/AllenInstitute/aisynphys/b187927abf1e8df46d11b47eeb88c8e2c76aee3c/aisynphys/pipeline/multipatch/cortical_location.py
  7. https://raw.githubusercontent.com/AllenInstitute/aisynphys/b187927abf1e8df46d11b47eeb88c8e2c76aee3c/aisynphys/database/schema/synapse.py

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