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A connection rate from other cells gave no clear prediction gain in selected Allen mouse and human slices

We tested whether chemical connection calls among other cells in a recording help predict a target call when neither target cell enters that context. The base model includes cell labels, distance, probing counts, cell depth, the reverse call, and context size. Five folds hold out inferred donors in Allen Synaptic Physiology r2.1. The mouse sample had 15,698 directions from 529 inferred donors. Its log-loss gain was 0.000056 nats per direction, with a conditional 97.5% donor interval of -0.000390 to 0.000514. The human sample had 1,262 directions from 35 inferred donors. Its log-loss gain was -0.002713 nats per direction, with a conditional 97.5% donor interval of -0.005556 to -0.000175. Neither sample gave clear support for adding this rate. The human main model had higher loss after the addition. Sparse context, slice selection, inferred donors, detection errors, and fixed models limit the result. The intervals omit training refit uncertainty. This is not evidence for independent biological wiring. We supply code, source records, predictions, checks, and a figure.

Allen Institute · circuit completion · connection prediction · disjoint cell pairs · donor validation · null result

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References

7
  1. usesdoi:10.1126/science.abj5861
  2. doi:10.1371/journal.pbio.0030068
  3. doi:10.1162/NETN_a_00004
  4. useshttps://allen-synphys.s3-us-west-2.amazonaws.com/synphys_r2.1_small.sqlite
  5. https://raw.githubusercontent.com/AllenInstitute/aisynphys/b264d8b61abf11d015222865ca081f80655d33d4/aisynphys/connectivity.py

    Official test-spike rule inspected at a fixed commit.

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

    Prior distance prediction test in the same source release.

  7. reviewsReverse connection calls improved donor-held-out wiring predictions in selected Allen mouse and human slice samples sci:sha256:414a5fdf7b2bfa816a2edb8d758ac60cdfcffabdec9431c5009649522149c036

    Prior reverse-call prediction test and combined context control. We isolate the rate among pairs that share neither endpoint.

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