Figures and data

Pre-ripple ACC activity predicts CA1 activity during ripples.
a, Left, schematic of a dual 8- tetrode array implanted in the ACC and CA1. Right, two representative brain sections highlighting the recording sites (orange arrows) in the ACC and CA1, top and bottom, respectively. b, Schematic of the contextual fear memory procedure. c, Top, Representative ACC and CA1 LFP from a pre-training sleep session, Y axis scale bar 1 mV. Bottom, individual spikes across ACC and CA1 neurons. d, Heatmap of ACC neuron (n = 238) activity during pre-training sleep surrounding ripple onsets (Bin = 5ms). e, Schematic of GLM decoder. 200ms bins of ACC spiking data preceding ripple predicts CA1 activity 0-100ms after ripple onset. f, Prediciton gain difference in decoding CA1 (n=217) activity between real versus shuffled ACC (n=238) activity. Mann Whitney-U two sided tests revealed significant differences between the real and shuffled data across all time windows (N = 8 animals), ***p <.001. Mann Whitney-U two sided tests revealed that prediction gain for the 200-0ms time window was significantly higher than 600-400ms and 400-200ms time windows in pre- (p<.001) and post-training sleep (p<.01). Wilcoxon signed rank test revealed significant differences between pre-training and post-training for 200-0ms window real data (p= .013) but not for the 600-400ms window (p= .845), 400-200ms window (p= .185), or the shuffled data (p=.524). Error bars indicate mean ± s.e.m. Note, there were no differences across any time window for the shuffled data (Kruskal-Wallis’ test, p=.145; supplemental figure 4). For clarity, the shuffled data presented here is the averaged shuffle data across all time windows.

Task-inactive CA1 neurons reshape their activity with ACC after learning.
a, Left, schematic of two represetnative neurons’ firing patterns during training, cell 1 increases (task-active) and cell 2 decreases (task-inactive) activity during training. Right, Frequency distribution histogram of firing activity index for CA1 neurons (n=190). 95 neurons display increased (task-active) activity, and 95 neurons display decreased (task-inactive) activity. b, Prediciton gain difference in ACC (N=207) decoding CA1 neurons based on whether they were task-active (N=95) or task-inactive (N=95). Error bars indicate mean ± s.e.m. Within subjects Wilcoxon signed rank test revealed significant differences between pre-training and post-training for task-inactive (p= .038) but not for task-active (p=.167). Mann Whitney-U two sided tests revealed no significant differences between task active/inactive neurons during pre- (p=.260) or post-training (p=.564) (N = 7 animals). c, Frequency distribution histogram of prediction gain scores for CA1 neurons (n=190; bin size .002). d, Firing activity index of CA1 neurons spilt based on their prediction gain score. Orange error bars indicate mean ± s.e.m. There was a significant difference in firing rate ratio between top 50% (N=95) versus bottom 50% (N=95) predictions scores for pre- (welch’s t-test p<.01) but not post- training (welch’s t-test p<.885).

ACC activity preferentially predicts CA1sup activity during ripples.
a, Schematic of Sublayer identification based on sharp-wave deflection difference across the pyramidal layer. b, Firing activity index comparison across sublayers during training, orange error bars indicate mean ± s.e.m. Mann-Whitney U revealed significant differences between CA1deep neurons (N=21; mean = .083) than CA1sup (N=77; mean. –.297), ***p<.001 (N=7 animals). c, GLM decoding of CA1 sublayers. Mann-Whitney-U two-sided test revealed significant differences between the real and shuffled data across pre- and post-training sleep for both sublayers), ***p <.001 (CA1deep N = 24; CA1sup N=94; N = 7 animals). There were no significant differences between sublayers during either pre- (p=.085) or post-training sleep (p=.915). Within subjects Wilcoxon signed rank test revealed significant differences between pre-training and post-training for CA1sup (p= .019) but not for CA1deep (p=.607) or shuffled (p=.988). Error bars indicate mean ± s.e.m.

ACC activity preferentially predicts CA1sup task-inactive activity during ripples.
a, Top, example waveform of CA1sup ripple. Bottom example waveform for CA1deep ripple. b, Prediciton gain difference in ACC (N=207) decoding CA1sup neurons based on whether they were task-active (N=95) or task-inactive (N=95). Top, Within subjects Wilcoxon signed rank test revealed significant differences between pre-training and post-training for CA1sup task-inactive (N= 53; p= .041) but not for CA1sup task-active (N=24; p=.568). Mann Whitney-U two sided tests revealed no significant differences between task active/inactive neurons at pre- (p=.141) or post-training (p=.509) sleep. Bottom, For CA1deep, there were no significant differences between pre- and post-training sleep for task-inactive (N=7; p=.300) or task-active (N= 14; p=.866) neurons. Mann Whitney-U two sided tests revealed no significant differences between task active/inactive neurons at pre- (p=.400) or post-training (p=.488) sleep. c, Firing activity index of CA1 sublayer neurons spilt based on their prediction gain score. Top, there was a significant difference in firing rate ratio between top 50% (N=38) versus bottom 50% (N=38) predictions scores of CA1sup neuon for pre- (t-test p=.016) but not post-training (t-test p=.669). Bottom. There were no differences in firing rate ratio between top 50% (N=38) versus bottom 50% (N=38) predictions scores of CA1deep for either pre- (t-test Mann-Whitney U p=.705) or post-training (t-test p=.247). Error bars indicate mean ± s.e.m.

Optogenetic stimulation of the ACC preferentially inhibits CA1sup neurons.
a, Schematic of optic fiber and microdive implant. b, Left, schematic of optogenetic manipulation. Four pulse 25Hz stimulations were performed during home-cage sleep. c, Right, representative CA1 LFP response to ACC stimulations. CA1 displays a maximal inhibitory peak roughly 13ms after stimulation. d, Heatmap activity CA1deep (N=29) and CA1sup neurons (N=84). e, Averaged CA1deep (red) and CA1sup (blue) normalized firing rate across –2-4s surrounding ACC stimulation. Independent samples t-test revealed significant differences between CA1deep and CA1sup activity in the post-stimulation window **p<.001, shaded region error bars indicate mean ± s.e.m. f, Firing rate ratio comparison between CA1deep and CA1sup neurons post-stimulation. Mann-Whintey U test revealed significant differences between groups across the first 3 seconds after stimulation, ***p <.001, **p.< 01. However, there was no difference 3-4s after stimulation, P=.324. Orange error bars indicate mean ± s.e.m.

Optogenetic stimulations of the ACC differentially affect CA1 interneurons.
a, Representative waveform of putative parvalbumin interneuron. Heatmap of PV interneurons spiking activity during ripples (bin size, 10ms; N=15). c, Heatmap of PV interneurons spiking activity following stimulation of the ACC (bin size, 10ms; N=15). d, Representative waveform of a V-type interneuron. e, Heatmap of V-type neurons interneurons spiking activity during ripples (bin size, 10ms; N=8). f, Representative heatmap of V-type interneurons spiking activity following stimulation of the ACC (bin size, 3ms; N=8).

Task active and inactive neurons baseline firing rate comparisons.
a, Spikes per second calculated during the first ∼2-hour pre-training sleep window across cell types. Left, spikes per second comparison across all recorded CA1 neurons including interneurons (n=190). Mann Whitney-U two sided tests revealed no significant between task active (N=95) or inactive (N=95) for all neurons, P=.408. Middle, Spikes per second comparison across CA1sup (n=77). Mann Whitney-U two sided tests revealed no significant between task active (N=24) or inactive (N=77) for CA1sup neurons, P=.652. Right, Spikes per second comparison across CA1deep (n=21). Independent samples two sided t-tests revealed no significant between task active (N=14) or inactive (N=7) for CA1deep neurons, P=.811.

CA1deep and CA1sup response to ACC stimulation during wakefulness.
Heatmaps for pyramidal neuron spiking (bin 20ms) during wakefulness ACC stimulations.

Putative Classifications of CA1 neurons.
a, Normalized waveform average across all recorded neurons for each neuron subtype in stimulation studies (PCs N=112, PVs n=15, V-type N=9). b, Putative classifications of neurons based on neuron firing rate and spike width. c, Interspike interval for each neuron subtype. Note, all analyses were performed during sleep portions of recordings.

Alternate ACC time windows for shuffled data.
Shuffled data across three different time windows. There were no differences across any time window for the shuffled data (Kruskal-Wallis’ test, p=.145)

Representative histology for optogenetic experiments.
a, Optic fiber placement and ChR2 expression. b, Tetrode placement for CA1, arrow indicates location of tetrode tip.