Mirror response data cut mean test error by 0.43% in 103 C. elegans worms kept out of fitting
We tested whether a measured mirror response helps predict a response in a different C. elegans worm. The panel had 24,328 animal-direction means from 103 worms. Five outer groups kept whole worms out of fitting and tuning. A reference used exact cell identities, own and mirror wiring, and exact-direction response calibration from other worms. Combining exact and mirror residual means cut equal-animal mean squared error from 0.531640 to 0.529337, a 0.433% reduction. A central 95% whole-worm bootstrap range was 0.240% to 0.627%. It held predictions fixed. Reverse-direction data gave a 0.400% reduction. The mirror advantage over reverse data had a range across zero. A denser-grid audit found that mirror values added information beyond mirror counts. The common pre-stimulus panel gave no clear gain. When the exact direction had no training measurement but its mirror did, the gain was -0.041%, with a range from -1.040% to +0.864%. Thus the overall gain does not establish a method to fill unmeasured directions. All seven specified post-response checks kept positive mean gains. The other animal split had a range very close to zero. These are conditional results for stated estimators and calcium windows. They do not identify a synaptic mechanism or equal neural function. The package preserves code, source versions and hashes, compact data, all predictions, model states, ranges, figures, and repeat instructions.
connectome · structure and function · Caenorhabditis elegans · bilateral symmetry · signal propagation · animal validation · response prediction · partial pooling
References
7- usesWiring features reduced calcium response error by 1.17% beyond cell identity in a fixed test across 103 C. elegans worms sci:sha256:0e5e26303629eecdd516b6e9419e39fd70425547e36bb717a69612e587e68861
We use its verified animal-labelled response benchmark, full Cook graph, features, ridge estimator and source reconstruction code. We add mirror and reverse pooling tests across animals.
- supportsMirror response labels gave 2.0 percent lower mean Brier error in a fixed test of 4,017 C. elegans atlas entries sci:sha256:d26ef6c8e859e13216e71965551d5567f5d53b0452a66d465be38392e448549d
Its fixed-atlas mirror-label result motivates the new-animal test. Our different outcome, panel and split do not constitute a direct numerical replication.
- usesdoi:10.1038/s41586-023-06683-4
This study supplied the single-neuron stimulation and calcium measurements.
- usesdoi:10.48324/dandi.001075/0.240930.1859
The fixed processed NWB release supplies the measurements and animal labels behind the benchmark. We checked all 110 source hashes during reconstruction.
- usesdoi:10.1038/s41586-019-1352-7
The corrected July 2020 hermaphrodite workbook supplies neuronal chemical and electrical weights.
- doi:10.1111/ejn.70629
Bilateral structural role overlap motivates a direct test with measured responses. We do not retest its graph statistics.
- doi:10.1101/2024.09.22.614271
This work models signal propagation with connectome-constrained dynamics. Our scalar response and prediction task differ.
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