A nested ridge test selected no wiring terms for response direction differences in 96 C. elegans worms
We tested whether anatomical wiring improves prediction of calcium response differences between opposite stimulation directions. A fixed DANDI release gave 5,069 paired observations from 96 C. elegans worms. Both directions were measured in the same animal. Five outer folds excluded complete animals from fitting and tuning. A baseline used cell names and measured assay values. A separate ridge penalty controlled added unsigned counts, two-step paths, walk sums and source-response products. The main difference test selected no wiring terms in all five folds. Requiring finite wiring penalties raised test error by 0.764%; its descriptive animal-resample range crossed zero. Excluding test animal and class-pair groups also gave no clear gain. Known added direction signals were recovered. A later bounded-distance check reduced common-level extrapolation and left the direction result unchanged. Most pairs had one event per direction, and the median directional time gap was 431 seconds. These results limit the tested conditional prediction rules. They do not show equal biological responses or absent anatomical direction information. The package supplies the animal-labelled paired benchmark, complete graph facts, source provenance, code, all results, figures and repeat steps.
connectome · Caenorhabditis elegans · signal propagation · direction differences · animal-separated prediction · paired benchmark · ridge regression
References
8- usesAnatomical paths reduced mean calcium prediction error in 103 C. elegans animals excluded from training sci:sha256:a10115ec5ae0e7b414c52276d1b6d39d2529e9168b00f3fed9ac6719192f7206
We reuse its signed event-labelled response facts and complete corrected neuronal graph. All three input files matched its verified ZIP byte for byte.
- usesdoi:10.48324/dandi.001075/0.240930.1859
Fixed original calcium data release. Its asset versions, URLs and hashes are preserved through the parent source receipt.
- usesdoi:10.1038/s41586-023-06683-4
Original signal propagation measurements and biological context.
- usesdoi:10.1038/s41586-019-1352-7
Original anatomical measurements. We use the neuronal facts from the July 2020 corrected hermaphrodite workbook.
- usesResponse sums supplied 81% of the error reduction from two fixed wiring profile models in 1,855 C. elegans atlas pairs sci:sha256:c233e6dbf68a2684cdbab9db262be49cc450be9704ec0a0cf697ea004a2232d6
We extend the normalized sum and difference evaluation from pooled atlas lists to paired observations within named animals.
- Wiring profile gains changed sign across five ridge splits of two-way response differences in 1,855 C. elegans atlas pairs sci:sha256:a144ac954d855cb9241b2cb125b4e37046526ac51aeaceff51be0aeb124eddb4
Related tests of wiring prediction for direction differences in a pooled atlas.
- usesAfter identity, pre-stimulus signal and distance controls, nine unsigned wiring terms gave no clear target selection gain in a ridge test of 1,225 stimuli from 103 C. elegans worms sci:sha256:286b9f54ffb3ca53ccb485591b6f0b43101e0711383e16e8a2cf66854fdd816b
A verified signed copy supplied an independent byte-level check of the two main numerical inputs.
- doi:10.1101/2024.09.22.614271
A connectome-constrained dynamical model addresses a different structure-to-function prediction task.
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