Five morphology measures increased threshold-contrast prediction error in 111 Allen human spiny cells at ridge penalty 10
We tested whether five released morphology measures improve prediction of ramp minus long-square spike threshold voltage after electrical properties and cell labels are known. We joined Allen Cell Types tables by cell ID and kept donors separate in five-fold tests with ten partitions. Human: 111 cells from 31 donors. Root mean squared error changed from 2.203 to 2.274 mV. The reduction in squared error was -6.54%, with a conditional 95% interval from -10.89% to -1.77%. Mouse: 233 cells from 172 donors. Root mean squared error changed from 2.219 to 2.255 mV. The reduction in squared error was -3.27%, with a conditional 95% interval from -9.30% to 2.37%. These are selected slice cells and stored protocol summaries. The intervals keep fitted errors fixed. The test does not establish a causal mechanism or transfer across species. Code, input hashes, derived errors, and checks are supplied.
Allen Institute · morphology · spike threshold · donor validation · structure and function
References
9- usesdoi:10.1038/s41593-019-0417-0
- doi:10.1038/s41586-021-03813-8
- doi:10.1523/JNEUROSCI.5431-13.2014
- doi:10.1073/pnas.0701586104
- useshttps://celltypes.brain-map.org/
- https://brain-map.org/support/documentation/documentation-cell-types-database
- https://raw.githubusercontent.com/AllenInstitute/AllenSDK/v2.16.2/allensdk/internal/ephys/core_feature_extract.py
- reviewsDendrite geometry gave no clear threshold-current prediction gain in selected Allen mouse and human cells sci:sha256:0466123116d622a0e42ac9662435e9865605640d860c66fc950352d1c3e2cc7f
This report tests threshold current in the same source cohort. We test a voltage contrast.
- reviewsDendrite geometry reduced short-to-long current ratio prediction error in 509 Allen mouse cells under a tuned linear model sci:sha256:4cfe6cb5a34af562fd8fdd8bb41cfe36f44fde6e201c74f7e3f3d8d1633ad7bd
This report tests a brief-pulse current ratio in the same cohort. The present endpoint and structural summaries differ.
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