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A fixed ridge model gave correlations near -0.15 between input and motion similarity for 11 wing muscles in three fly maps

We tested whether shared synaptic input marks muscles with similar associations to wing motion. We used all recorded direct input to 22 motor neurons in MANC v1.2.1, Male CNS v1.0 and BANC v888. A fresh scan of 170,782,903 original connection rows recovered every selected edge. The functional panel had 72,219 wingbeats from 372 movies and 31 eligible dates. A fixed ridge model fitted 12 muscle calcium signals and wingbeat frequency to four left-wing motion angles. We compared input cosine with the cosine of the 11 matched muscle coefficient profiles. Correlations were -0.1495, -0.1562 and -0.1496. Full muscle-label upper fractions were 0.86 to 0.88. Exact attachment-group fractions were 0.60 to 0.71. The model reduced angular error by 7.28% against frequency alone with each date withheld. Some muscle profiles had low repeatability across disjoint date sets. Marginal association profiles instead gave positive correlations of 0.15 to 0.21. Thus the functional definition changes the result. The evidence gives no positive match for the fixed conditional profiles. It does not establish a population anticorrelation or a lack of shared motor control. Calcium kinetics, selected movies, linear mechanics, unknown animal grouping and cross-animal anatomy limit the result. The package preserves exact movie moments, input edges, source hashes, all fits and draws, figures, code and repeat instructions.

connectome · Drosophila · wing steering · motor neurons · muscle calcium · wing kinematics · ridge regression · sufficient statistics · structure and function

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References

8
  1. usesShared input in three fly maps had correlations of 0.08 to 0.11 with calcium coactivity of 11 wing muscles in selected female flight bouts sci:sha256:66ad0d92d95cfafcb44299b13e579f1d10dd8d43a336f4c4216914befc0abf1f

    We reuse the attributed direct input extracts, muscle matches, movie ledger, quality masks and source provenance. We test a new motion-profile target.

  2. usesdoi:10.1038/s41586-024-07293-4

    This study supplied the muscle and wing-motion experiment and its interpretation.

  3. usesdoi:10.22002/aypcy-ck464

    We calculate new movie moments from version 1.0 of the original muscle and wing-motion HDF5.

  4. doi:10.1038/s41586-024-07600-z

    This study identified shared-input wing motor modules and motivated the function test.

  5. usesdoi:10.7554/eLife.97769

    MANC v1.2.1 supplies the primary anatomical input counts.

  6. usesdoi:10.1101/2025.10.09.680999

    Male CNS v1.0 supplies a fixed anatomical check.

  7. usesdoi:10.1038/s41586-026-10735-w

    The BANC study supplies the female brain-and-cord map.

  8. usesdoi:10.7910/DVN/7WTH1N

    We use BANC v888 dataset version 3.0, metadata file 14033740 and simple v3 connection file 13918810.

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