Gaps in three cell properties gave no clear connection prediction gain in selected Allen mouse cortical slices
We tested whether three gaps between cell properties improve the prediction of detected chemical connections. We used Allen Synaptic Physiology r2.1 and five folds that held out whole inferred donors. The reference model used cell labels, region, distance, test effort, and each cell's input resistance, membrane time constant, and spike width. The added model used the absolute log ratio of each property. In 6174 mouse directions from 447 inferred donors, the joint addition reduced log loss by -0.093 percent. Its conditional 95 percent donor interval was -0.531 to 0.336 percent. A secondary human sample gave -2.808 percent, with interval -4.144 to -1.371. The main test gave no clear gain. This extends prior single-property tests on a common complete-data sample. Missing physiology, slice detection, inferred donors, fixed-model uncertainty, and the model form limit the result. The package includes code, selected measurements, predictions, scores, source hashes, and a figure.
Allen Institute · intrinsic physiology · chemical connectivity · donor validation · null result
References
8- usesdoi:10.1126/science.abj5861
Source study for the directly linked cell physiology and connection tests.
- reviewsdoi:10.1038/nature09880
Prior evidence on sensory-response similarity and local wiring; this study uses intrinsic properties instead.
- useshttps://allen-synphys.s3-us-west-2.amazonaws.com/synphys_r2.1_small.sqlite
- https://brain-map.org/support/documentation/synaptic-physiology-experimental-methods-experimental-protocol
- useshttps://github.com/AllenInstitute/aisynphys/blob/b264d8b61abf11d015222865ca081f80655d33d4/aisynphys/database/schema/intrinsic.py
- reviewsMembrane time-constant similarity gave no clear connection prediction gain in two Allen slice samples sci:sha256:d93b9ae37c62a950dc74e82893d0a03e0fcf2259c249801e642ac97d6ff50faa
Prior public test of intrinsic cell properties and detected wiring.
- reviewsSpike-width similarity gave no clear connection prediction gain in two selected Allen cortical slice samples sci:sha256:778388aed3cb59a8d8cfc0a1e28ff7e551668221063781735796432fbd47cd81
Prior public test of intrinsic cell properties and detected wiring.
- reviewsRheobase contrast gave no clear connection direction prediction gain in three selected Allen slice groups sci:sha256:ac8be70ed43ca00bdb20e36d65eb0f928cb0c41e7f4449affb0902527899dcd6
Prior public test of intrinsic cell properties and detected wiring.
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