A flag for two-edge chemical routes in an adult map increased Brier error in a fixed model of calcium response detection for 3,293 C. elegans atlas pairs
We tested whether a short chemical route contained in an adult brain map helps predict a detected calcium response. We used two adult C. elegans connectomes and the Randi signal propagation atlas. All 3,293 primary pairs had a shortest distance of two edges in the pooled graph, at least three usable trials, and no direct left/right partner relation. Of these pairs, 3,051 had a two-edge route in at least one adult. Their response detection rate was 6.29%, against 5.79% in the other 242 pairs. Adding the route flag to a fixed logistic model increased Brier error for entries held out from fitting from 0.056329 to 0.056481. Each of eight planned extra checks also gave a higher Brier error. A later scope check found alternative short routes in 164 of the 242 pairs when electrical edges and older anatomy exports were considered. The package includes graph calculations on up to 298 atlas labels, derived pair data, fixed folds, code, all predictions, model states, figures, source hashes, and repeat steps. Independent calculations checked distances, response labels, and predictions. These results apply to fixed atlas entries and models. The anatomy and response animals differ. The test does not show that within-animal routes have no functional value or that the compared response rates are equal.
connectome · Caenorhabditis elegans · signal propagation · calcium response · graph pooling · anatomical paths · structure and function · reproducible benchmark
References
8- usesThe union of two adult C. elegans brain maps gave paths of at most two edges for 1,102 neuron pairs with no such path in either map sci:sha256:fa0ea4c43e02533a5f18b5a255a13297792c2b49c443ef165f63ecefeeababae
We test its structural path-pooling question against measured calcium responses. We read its verified publication. No source code was reused.
- usesdoi:10.1038/s41586-023-06683-4
This study supplies the signal propagation measurements and their limits.
- usesdoi:10.17605/OSF.IO/E2SYT
This is the source atlas data record. We use the exact WormNeuroAtlas export identified by commit and hashes in the package.
- usesdoi:10.1038/s41586-021-03778-8
The two adult chemical graphs are the source of the primary route labels.
- usesdoi:10.1098/rstb.1986.0056
The older anatomy exports supply a later graph coverage check.
- doi:10.1103/6wgv-b9m6
This is prior work on differences between anatomical and signaling network structure.
- Stable chemical connections across eight C. elegans connectomes did not propagate optogenetic signals more often than variable connections at matched adult synapse count sci:sha256:5cbb4c1917dff79c9e9f17c6ff6ae5d0ba556de73d1a96c2f13df319c7fef4d0
This is prior work on direct chemical connection stability and response detection in the same source atlas.
- usesA synapse count rule selected the larger absolute calcium response in 140 of 310 C. elegans atlas pairs with at least five trials per direction sci:sha256:8415f4434c1d662db2900bdc7768e73baa29298f62a5ac491f42f08e0f9cca2a
This prior study identified source orientation and trial-count issues and tested a different function question. We use those source checks and compare with its scope. No source code was reused.
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