Visual similarity gave no clear gain in fixed ridge predictions of second responses at 30 Hz for 44 mouse V1 inhibitory links
We tested whether visual response similarity helps predict the second voltage response in a 30 Hz train. We used matched visual and slice data from mouse primary visual cortex, called V1. The main sample had 44 inhibitory PV-to-pyramidal connections from 17 mice. A fixed ridge rule used first voltage, distance, baseline voltage, and visual signal fractions. Adding visual response cosine increased mean test error by 5.61%. The central 95% whole-mouse resample range for gain was -34.34% to +13.14%. Each test mouse stayed outside fitting. Separate trial halves and all specified inhibitory checks also gave higher point error. A secondary test of 28 excitatory links gave no clear gain. A simpler first-voltage rule gave the same pattern. The source paper reported no correlation with paired-pulse ratios. We add a test of prediction in excluded mice and a checked matched benchmark. The data do not establish absence of a visual effect on synaptic dynamics. Voltage tails, full-record selection, and the small selected sample limit the result. The package has code, 2,600 trial rows, 127 visual mean arrays, source hashes, all predictions, figures, and repeat steps.
visual cortex · synaptic dynamics · structure and function · cross-validation · parvalbumin · paired-pulse response · reproducible benchmark
References
5- doi:10.1016/j.neuron.2023.12.013
The source paper reports visual strength specificity and no paired-pulse ratio correlation. We test added prediction in the same data.
- usesdoi:10.25418/crick.23295188.v1
We use version 1 visual responses, connection labels, annotations, and voltage traces. We verify both retained source members by complete hashes.
- usesTrial adjustment reduced a 30 Hz map score from 1.53% to 0.83% in 76 selected mouse V1 PV outputs sci:sha256:ca57bacd214b499f181efa10e4c7c7b619efc9dbe75156bb7f72b4b47eea3edf
We use the compact pulse and trial tables. We rebuild all retained trial amplitudes from the source file.
- usesWith matched windows, response timing cut error by 0.8 to 1.8% in fixed ridge tests of 52 mouse V1 inhibitory connections sci:sha256:b79f7a9311ad5d1158ef90ecd66f8169a9f356b8c6569dea68f0bed4dc66c277
We use the accepted visual cell matches and trial-mean arrays. We reuse its MIT source retrieval and visual extraction scripts.
- usesReverse excitation change gave no clear prediction gain for 30 Hz inhibitory change in 60 mouse V1 pairs with separate test mice and trial halves sci:sha256:7b6b515296211a2de74dca3a428dc78e402696bdc0d5cf49d2722e98f69ed0fe
We reuse its MIT pulse extraction script through the checked SCI pulse benchmark. The retained license records this origin.
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