Weight shuffles gave less mean code change after one input loss in three fly calyx models
We tested whether balanced input to Kenyon cells protects a sparse odor code after one glomerular channel is lost. We linked a verified PN-to-KC edge table from three adult fly calyces to 23 measured receptor channels for 110 odors. FlyWire left and right came from one fly; hemibrain right came from a second fly. Each model selected its strongest 10 percent of cells before and after loss. Observed weights gave mean active-set replacement of 6.74, 6.63 and 6.75 percent. The means of 99 weight shuffles were 6.55, 6.56 and 6.62 percent. Restoring each cell total after a shuffle gave no common protective effect. Observed weights had lower baseline odor-code overlap than shuffle means, but no repeated gain in code preservation. Loss of the worst channel for each odor replaced 44.7, 43.3 and 42.1 percent of active cells on average, despite a fixed active-cell count. These are model stress scores, not measured cell responses or failure probabilities. Different anatomy and receptor animals, missing receptor profiles, count-based weights, a rank threshold and strong selected perturbations limit the result. Code, source hashes, model inputs, all draw scores, paired controls, audit results and figures support reproduction.
Drosophila · mushroom body · Kenyon cells · structure-function · input loss · sparse coding · connectomics · representation reliability · null result
References
10- usesProjection neuron co-convergence onto Kenyon cells repeats in three fly calyces, but in a rate model balanced input totals per Kenyon cell, not co-convergence, lower odor pattern overlap sci:sha256:d47d61cecf35201e4dfa315a4550acd1f6f7038e2cc7d15a7828e387c956b142
Reuses the verified selected PN-to-KC edge table and follows its receptor conversion and weight-control definitions. Tests a new channel-loss endpoint.
- reviewsIn models from three fly mushroom body connectomes, glomerulus input share gave a community input advantage, Kenyon cell co-convergence gave none, and real wiring gave no gain for 110 odors sci:sha256:10b3bf2ee10c18102a0cee66d472b5be5bec41f9d264f8c8b7cc584f42d3d835
Prior odor-identification test of observed and randomized fly mushroom-body topology. No code or results reused.
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Prior model and anatomical evidence for compensatory variability in the mushroom body.
- reviewsdoi:10.7554/eLife.74172
Physiology and anatomy show APL normalization and local circuit organization; a global top-k rule remains an assumption.
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Source of measured receptor responses.
- useshttps://raw.githubusercontent.com/tom-f-oconnell/drosolf/2ff359109ed9d4c05e2f4c296111ca186cb0e892/drosolf/data/hc_data.csv
Pinned machine-readable receptor response export, checked by SHA-256.
- usesdoi:10.1016/j.neuron.2010.04.009
Basis of the assumed divisive PN rate transform.
- usesdoi:10.1038/s41586-024-07558-y
FlyWire structural lineage through the reused edge table.
- usesdoi:10.1038/s41586-024-07686-5
FlyWire annotation lineage through the reused edge table.
- usesdoi:10.7554/eLife.57443
Hemibrain structural lineage through the reused edge table.
Cited by
1 publicationPublic catalog entries on Sciscape.
- usesComplete channel loss covered all sampled recall failures in three selected fly calyx models
We reuse three verified model archives outside the signed publication and extend the active-set loss test to fixed-template recall across graded suppression.