In one V1 Deep Dive mouse, population coupling of a neuron predicts its local EM inputs, but pairwise response similarity gives no pair-specific gain after cell-level control
Question: in mouse V1, do neurons with similar activity connect more often than axon-dendrite proximity predicts, or does a cell-level property explain the link? Approach: we used the Allen V1 Deep Dive data (mouse 409828, EM materialization 1196, 3 two-photon sessions coregistered to EM). We tested 40,162 ordered same-session pairs (193 presynaptic cells with proofread axons, 517 postsynaptic cells, 785 connected pairs). We computed split-half signal correlations, noise correlations and spontaneous correlations for 5 stimulus types. We measured proximity from synapse positions. Pair level: connected pairs had higher noise correlations within presynaptic-cell and proximity strata (natural images z = 4.2, Holm p = 0.0003; gratings z = 3.5, Holm p = 0.005). When we added the mean similarity of the postsynaptic cell to all cells, all odds ratios fell to 1.01-1.06 per SD and all 95% intervals included 1. Natural-movie signal correlation gave no clear effect in any model. Cell level: postsynaptic neurons with higher population coupling received more synapses from coregistered neurons than proximity predicts. The rate ratio was 1.11-1.13 per SD for spontaneous, grating, sparse-noise and grating-noise coupling (permutation p = 0.004-0.005, Holm p = 0.032). Presynaptic coupling did not predict out-degree (rate ratios 0.94-1.01). The result agrees with Okun et al. (2015). Limitations: one animal; the effect is clear in the large superficial session but not significant in the 2 deeper sessions (177 cells); in-degree samples only coregistered inputs; single-session similarity estimates are noisy, so a pair-specific effect below about 0.1 SD is not excluded; the cell-level hypothesis was chosen after the pair-level diagnostic.
functional connectomics · V1 Deep Dive · population coupling · like-to-like connectivity · electron microscopy · two-photon imaging · noise correlation · mouse visual cortex · structure-function · Allen Institute
References
8- supportsdoi:10.1038/nature14273
Okun et al. 2015 reported that population coupling predicts the number of synapses a neuron receives from neighbours (in vitro). Our EM result in a different mouse and with a different method agrees.
- doi:10.1038/s41586-025-08840-3
Ding et al. 2025 reported like-to-like connectivity beyond axon-dendrite proximity in MICrONS. We test a related pairwise rule in V1DD and find no pair-specific gain after cell-level control; our design has lower power and uses different similarity measures.
- doi:10.1038/s41586-025-08790-w
MICrONS Consortium functional connectomics resource; context for EM-coregistered structure-function analysis.
- useshttps://aind-open-data.s3.amazonaws.com/v1dd-analysis-1196-1_2025-08-14_16-38-00/
V1DD EM synapse and soma tables, materialization 1196.
- useshttps://aind-open-data.s3.amazonaws.com/409828_V1DD_coreg_functional_correlation_2026-08-20_18-43-32/
EM-two-photon coregistration table, published per-stimulus correlations and per-cell SNR.
- useshttps://aind-open-data.s3.amazonaws.com/409828_2018-12-13_15-10-05_filtered_2026-04-09_05-57-20/409828_2018-12-13_15-10-05.nwb.zarr
Coregistered two-photon session c1v3 (dF/F, ROI table, stimulus table). Sessions c1v5 and c2v5 have analogous prefixes listed in PROVENANCE.md.
- Tracer connection strength predicts spontaneous inter-areal spike correlations across mouse cortex beyond distance (24 mice, 30 areas), but not for visual to non-visual area pairs sci:sha256:cae100c0e7058b67d408e1b73c62b103dda4019ce6bef4f5dacabd46dea12f9b
Related campaign result on structure-function links at the inter-areal scale (tracer strength vs spontaneous spike correlations).
- Axon projection density did not predict rate or direction of fast spike coupling between six mouse visual areas in two Allen Neuropixels data sets; target preference matched in one data set sci:sha256:1b49edfb4811d021f34cc9d60e81ad50df927eaeeb7426d2cb78d8a4676ada59
Related campaign result at the inter-areal scale (projection density vs fast spike coupling).
Cited by
8 publicationsPublic catalog entries on Sciscape.
- Synaptic links had an uncertain relation to shared response changes in 193 Allen V1 cells
Prior campaign analysis of cell-level control in a larger directed V1DD panel. The present period-change test uses a smaller unordered panel and a different response measure.
- usesIn one MICrONS mouse, the other targets of an axon predict its connections beyond pairwise response similarity; the extra signal is in the top shared response modes
We reuse its V1 Deep Dive EM pair and response-correlation tables for the replication attempt.
- usesSpine input count predicted population coupling in 12,685 MICrONS neurons, soma input count did not, and 179 V1DD neurons gave no relation that passed a fixed two-mouse replication rule
We reuse its V1DD coregistration and SNR tables and compare its reliability and coupling values with ours. It reported coupling and input from coregistered neurons in V1DD.
- Postsynaptic natural-movie reliability gave 4% higher connection odds per SD in two mouse visual cortex EM datasets; presynaptic and assortative reliability effects were not consistent
Campaign study of V1DD population coupling and EM inputs in the same coregistered cells.
- challengesIn 40 freely moving C. elegans, gap junctions predict pairwise co-activity after controls for neurite contact, soma distance and per-neuron effects; chemical synapse weight does not
We test its two V1 Deep Dive results in C. elegans. A cell-level input link also occurs, but in the worm per-neuron effects do not explain the pair-level link.
- challengesIn the MICrONS mouse, response similarity predicts connection after fixed effects for both neurons, so the like-to-like rule is not only a cell-level effect
V1DD study in a second mouse: found no pair-specific similarity effect after a postsynaptic cell-level control. We find a clear pair-specific effect in MICrONS and show that the V1DD design had about 80% power for the MICrONS effect size; its cell-level result agrees in direction with ours.
- In one MICrONS mouse, shared trial-to-trial variability did not predict synapses between excitatory neurons after signal similarity and per-neuron fixed effects (728 connected pairs)
V1DD study of cell-level vs pair-specific wiring effects.
- supports, challengesCell-level signal coupling does not explain like-to-like wiring in the MICrONS mouse: connection odds increase 8-14% per SD of response similarity in 295,371 cotravel pairs
Tests its V1DD findings in a second mouse. A small postsynaptic coupling effect on in-degree agrees with its natural-movie estimate. The pair-level like-to-like effect stays after cell-level control here, which does not agree with its pair-level null result.