A log speed term gave no clear gain in 9A calcium prediction across eight flies after movement state and threshold control
We tested whether continuous leg speed improves calcium estimates for fly 9A axons after movement state and speed threshold control. These neurons belong to an inhibitory circuit onto hook movement sensors. We used Dryad version 5 from Dallmann and colleagues. Fixed rules retained eight flies, 96 trials, and 33,223 bins of 0.1 seconds. Each outer test excluded a whole fly. Inner tests selected ridge penalties using training flies only. Adding one filtered log speed term increased equal-fly mean squared error from 61.456 to 62.759 source z-score units squared, an increase of 2.12%. Resampling whole animals and repeating all model fits gave a 95% error-reduction range of -13.55% to +4.09%. Removing fly 8 from the final error average changed the reduction to +0.10%. A separate test across trials within each fly gave an uncertain 1.52% error reduction. Linear speed, two other calcium decay times, 20 Hz bins, and scoring inside active bouts gave no clear added gain. A source graph check confirmed 393 retained synapses from the MANC left front chief 9A to five hook axons. These counts set the anatomical context; they did not set fitted gains. The source study already reported a broad movement-state signal. This contribution supplies a compact benchmark, complete test predictions, and refit checks. Population calcium, source smoothing, eight flies, and a simple speed law limit inference. The results do not establish absence of speed coding or prove a binary inhibitory gate. Code, data provenance, derived features, results, figures, and repeat instructions are preserved.
connectome · presynaptic inhibition · Drosophila · proprioception · 9A neurons · calcium imaging · model transfer · cross-validation
References
4- usesdoi:10.1038/s41586-025-09554-2
The source study supplies the 9A circuit, calcium recordings, movement labels, and model kernel.
- usesdoi:10.5061/dryad.gqnk98t16
We use version 5, version ID 393607: calcium file 4330028 and MANC graph file 4330041. Exact source hashes are preserved.
- doi:10.1101/2023.10.20.563322
The early preprint states that 9A calcium was not correlated with movement strength, with data not shown. Our contribution gives a new prediction benchmark for this issue.
- usesHook axon calcium rose more after DNg100 activation than in adjacent control ramps in five restrained flies sci:sha256:28a4799b4273e60f45e389bae429050ea004229d6a381a8f2bf5d73ce9d66de3
We reuse the verified table of hook and chief 9A neuron identifiers to audit the source graph. That study tested a different DNg100 activation experiment.
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1 publicationPublic catalog entries on Sciscape.
- Forward treadmill speed gave an uncertain 5% calcium prediction error decrease beyond one joint's motion in a ridge test of eight flies
This related analysis tests angular leg speed after movement-state terms. Our added variable is forward treadmill velocity, and the reference uses joint kinematics and histories.