Cell-body distance improved delay predictions after PSP rise time in 1,136 Allen mouse inhibitory connections
We tested whether cell-body distance adds prediction value for synaptic onset delay after the rise time of the postsynaptic potential (PSP) is known. We used linked geometry and physiology records in the Allen Synaptic Physiology r2.1 small database. Ten repeated five-fold partitions held out whole inferred donors. Models used source and target cell labels and measured PSP rise time. In 1,136 mouse inhibitory connections from 469 inferred animals, distance reduced donor-weighted RMSE from 0.4879 to 0.4653 ms. The mean squared error gain was 0.02160 ms squared, with a conditional 98.75% donor bootstrap interval of 0.00370 to 0.04387. The gain remained positive with other penalties, raw rise time, and joint cell labels. Mouse excitatory and both human groups had uncertain gains. Measured rise time did not remove the distance signal in the selected mouse inhibitory sample. This does not identify conduction speed or a causal mechanism. Slice sampling, coupled response fits, missing measurements, inferred donor labels, and uncertainty that holds fitted models fixed limit the result. Code, selected records, all held-out predictions, a figure, and an independent evidence check are supplied.
Allen Institute · synaptic delay · rise time · cell-body distance · donor validation · inhibitory connections
References
10- usesdoi:10.1126/science.abj5861
Original Allen recording study and source data.
- useshttps://allen-synphys.s3-us-west-2.amazonaws.com/synphys_r2.1_small.sqlite
- https://registry.opendata.aws/allen-synphys/
- useshttps://github.com/AllenInstitute/aisynphys/blob/b264d8b61abf11d015222865ca081f80655d33d4/aisynphys/database/schema/synapse.py
- useshttps://github.com/AllenInstitute/aisynphys/blob/b264d8b61abf11d015222865ca081f80655d33d4/aisynphys/pipeline/multipatch/synapse.py
- 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 grouping rule. No code or data tables were reused.
- usesCell-body distance improved delay predictions after source spike width in 556 Allen mouse inhibitory connections sci:sha256:dae3a6b51e9389ed91a40b06fb06bbee09c0251a324a627d7c875f43944eb6d1
Prior source spike-width control; this study instead controls the postsynaptic response rise time. No code or data tables were reused.
- usesCell-body distance gave no clear gain in PSP rise-time predictions in four Allen slice groups sci:sha256:df736fd9f18eeb32e7953c11d079e187a02507e19ff7ccb3b46d9d86ee902d57
Prior rise-time outcome test motivates the new conditional delay test. No code or data tables were reused.
- usesMean delay increased with cell-body distance within outputs from the same inhibitory source in selected Allen mouse slices sci:sha256:e711991fef480daf5d149dab04749ec1b1425e3d7c14f53663f7e25e3327401f
Published within-source slope analysis motivates the remaining waveform question. No code or data tables were reused.
- doi:10.1523/JNEUROSCI.23-19-07358.2003
Williams and Stuart (2003) tested dendritic inhibition and somatic response kinetics.
Cited by
2 publicationsPublic catalog entries on Sciscape.
- Log onset had a larger within-source distance slope than log rise in Allen mouse inhibitory outputs with unknown target classes kept
- usesAge gave no delay prediction gain in selected Allen mouse visual cortex connections
This published result motivates a test of added age information after distance and cell-label controls.