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One-site signals retained 51 to 88 percent of mean linear information in eight partial worm circuit models

We tested whether high linear information retention for a common synapse-site signal also holds for a signal at one site. We used the same 162-neuron panel in eight public C. elegans maps. Independent sites had a common baseline release probability and unit target effects. For each source, the exact mean retention over single-site signals is the rank of the site-to-target matrix divided by its site count. Equal-source map means were 50.58 to 87.94 percent, versus 98.14 to 99.71 percent for common signals. The two adult maps retained 50.58 and 51.61 percent for one-site signals. Site-weighted means were 46.09 and 44.93 percent in those maps. Exact state checks confirmed the linear calculation and showed that zero linear information need not mean zero full distribution information. These are model results, not measured release or coding. Site-specific signals, independent release, unit effects, ideal target access and partial brain coverage limit inference. Eight animals in one species cannot establish an age effect or cross-species transfer.

connectomics · linear information · site-specific signal · C. elegans · polyadic synapses · model limits

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References

7
  1. usesMean linear information retention is 98.1 to 99.7 percent in eight worm map models with uniform independent site release sci:sha256:bad7f328175ce4d9780d7b3497eabb7684b72ab730831dd9654de70f8a51f853

    Reuses the inclusion panel and model context; tests site-specific rather than common signal directions. No prior numerical table or code is bundled.

  2. reviewsNonnegative weights cost less than 0.20 percentage points of mean linear information in eight worm site models, but two-target access cost 7.7 to 23.4 sci:sha256:ed78a253f82959c015596a9e43daab51dcdb1dfc8e1055fcf82ecc2cd6f5f039

    Tests readout access and weight signs for common signals. Our question changes the signal.

  3. usesdoi:10.1038/s41586-021-03778-8
  4. reviewsdoi:10.1038/nn.3807

    Signal direction and noise covariance determine linear information.

  5. reviewsdoi:10.1016/S0006-3495(03)74967-4

    Release heterogeneity motivates checking assumptions; it is not measured in the selected worm maps.

  6. useshttps://github.com/dwitvliet/nature2021/tree/0646af9d25896ae660f97d462eab2d67282f5625
  7. https://zenodo.org/records/5637219

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