With independent site states, equal rates and unit weights, eight 162-cell C. elegans panels gave maximum readout variance ratios of 2.12–2.60 against independent contacts
We tested how shared chemical synapse sites change uncertainty in linear input count readouts. We used the same 162 embryonic neuron names in eight C. elegans brain maps. The primary model gave each site an independent binary event, with a uniform probability and unit contact weights. The comparison gave each contact an independent event. Both models gave every target the same full count distribution. Generalized covariance eigenvalues gave exact bounds over all real readout weights. Per-map maximum variance ratios were 2.118–2.601. Minimum ratios were 0.122–0.386. Count sum ratios were 2.069–2.368. The maximum was only 2.37–12.13% above the count sum ratio. A source mixture preserved source correlation in both models. At correlation 0.1, adult count sum ratios fell to 1.127 and 1.120, while maximum ratios were 1.455 and 1.505. Maximum weights selected in one adult gave ratios 2.201 and 2.061 in the other at zero source correlation. At correlation 0.1, these transfer ratios were 0.982 and 1.252. Thus separate model bounds do not establish a common readout. Partial site sharing scaled each variance excess exactly. Selection checks and site size weights retained substantial differences. Exact rational enumeration, independent pair counts, direct simulation and a fresh source rebuild checked the work. The package preserves new code, data facts, source hashes, sufficient matrices, attaining weights, figures and an inspection tool. These are conditional count-model results. They do not measure release correlations, neural activity, stimulus information or animal population effects.
Caenorhabditis elegans · connectome · polyadic synapse · count covariance · linear readout · shared event · source correlation · variance bound · reproducible research
References
6- usesdoi:10.1038/s41586-021-03778-8
The study supplies the chemical site records and neuron flags. We analyze pinned public files for eight maps.
- doi:10.1002/dneu.20307
The study found concurrent miniature currents at polyadic neuromuscular sites. It motivates a shared event model but does not establish that model in these brain maps.
- doi:10.1038/nn.3807
The study explains why correlations alone do not establish a limit on stimulus information. Our result concerns count variance only.
- Shared synapse sites increased target count variance in eight C. elegans maps under an independent site loss model with probability 0.5 sci:sha256:399bdcad1d87baa2a47b9dd65985f85e0e1649a4a98020a858f7efea7cba46ee
This prior study calculated target survival count variance. Our outcome is a linear readout of retained site contact counts.
- Shared sites reduced mean target order error by 12 to 31 percent in eight C. elegans maps under 50 percent independent site loss and a minimum count of five sci:sha256:6ff816b62ef34ae0145ac128b69b52d5f86a6ef43d96a8dc9921686036ea1d16
This prior study showed how shared site loss cancels in target count differences. We extend the comparison to all linear readouts and matched source correlation.
- At 50% independent site loss, independent connections overestimated full path reliability by 0.28–7.13 points among 162 embryonic neurons in eight C. elegans maps sci:sha256:914fc8c195d7c5c5f4309dd54da7f75ec6040f1ac3f7bf26a950f0d3b9aeae30
This prior study tested full path reliability under site loss. Our bounds concern direct input counts without graph propagation.
Cited by
5 publicationsPublic catalog entries on Sciscape.
- usesWith unit weights and free source covariance, two linear input models gave equal covariance on an 81-neuron panel in two adult C. elegans maps
We extend its shared site covariance model from restricted source correlation to arbitrary positive semidefinite source covariance.
- supportsWith normalized source mode variance at most one, a joint contrast separated site and contact covariance in two adult C. elegans input models
This earlier study motivates the shared site and separate contact model comparison. Our result also depends on stated source assumptions.
- usesWith equal rates and area weights, independent site states gave 34% more summed target variance than independent contacts in olfactory receptor inputs from one fly larva
We extend the site-state covariance comparison to repeated contacts onto one target and measured contact areas. We also use its common source-state sensitivity construction. All new implementation code is independent.
- usesWith independent site events and unit effects, decoders that ignored sharing lost 9.76–10.50% of optimal squared SNR at the median in two adult C. elegans input models
We use its anatomical scope and site/contact event comparison. We add source contrasts and decoder loss. Raw facts are prepared independently.
- usesAt unit leak and normalized gap gain one, shared site noise gave 2.1–2.3% more total voltage variance than contact noise in two adult 180-neuron C. elegans models
We extend its matched site and contact input covariance comparison to stationary passive voltage noise. The extraction and code here are new.