Neuron, Volume 81 Supplemental Information Spiking Irregularity and Frequency Modulate the Behavioral Report of Single-Neuron Stimulation Guy Doron, Moritz von Heimendahl, Peter Schlattmann, Arthur R. Houweling, and Michael Brecht
Neuron, Volume 81
Supplemental Information
Spiking Irregularity and Frequency
Modulate the Behavioral Report
of Single-Neuron Stimulation
Guy Doron, Moritz von Heimendahl, Peter Schlattmann, Arthur R. Houweling, and Michael
Brecht
Figure S1
0
17
0
17 18%
0
19
0
19 11%
0
11
0
11 0%
0
13
0
13 8%
−1 0 10
20
0
59 73%
Time (s) Response
I
Low frequency
Medium frequency
Highfrequency
Catch trials
Microstimulation trials
2 mV
100 ms
A B CS
ingl
e-ce
ll st
imul
atio
n tri
als
Figure S1. Example frequency experiment, Related to Figure 4
In frequency experiments, neurons were stimulated using nanostimulation of different
intensities (25%, 50% and 100% of maximal current) to induce low, medium and high
frequency spiking, respectively; duration was adjusted to keep the product of duration
and current constant.
(A) Recording of a RS neuron during, from top to bottom, nanostimulation trials, a no-
current-injection catch trial and microstimulation. Triangles indicate stimulation onset
and offset artifacts. In the microstimulation trace, artifacts were partially clipped.
(B) Action potential (ticks) raster plots and first lick responses (red squares) during the
different stimulation conditions. Only 20/59 microstimulation trials are shown. The
neuron was inhibited shortly after microstimulation. No activity is shown during
microstimulation (gray area) because it could not be measured.
(C) Response rates for each stimulation condition.
Figure S2A B C
0
38
0
38 21%
0
39
0
39 28%
0
39
0
39 23%
0
39
0
39 18%
−1 0 10
40
0
119 98%
ResponseTime (s)
Catch trials
Microstimulation trials
Sin
gle-
cell
stim
ulat
ion
trial
s
400 mspulse
200 mspulse
100 mspulse
5 mV
100 ms
I
Figure S2. Example number experiment, Related to Figure 4
In number experiments, neurons were stimulated using short, intermediate and long
nanostimulation (100 ms, 200 ms and 400 ms), at fixed current intensity, resulting in
spike numbers proportional to the step current duration. conventions as in Figure S1.
Only 40/119 microstimulation trials are shown.
Figure S3
10 30 100 3000
0.5
1
Frequency [Hz]
Res
pons
e P
rob.
10 30 100 3000
0.5
1
Frequency [Hz]
Late
ncy
[s]
1 10 1000
0.5
1
Number of spikes
Res
pons
e P
rob.
1 10 1000
0.5
1
Number of spikes
Late
ncy
[s]
Effect of spike frequency
Effect of spike number
A B
C D
p = 0.7 p = 0.8
p = 0.4 p = 0.3
Figure S3. Effects of spike frequency and number on behavioral responses in FS neurons, Related to Figure 4
(A) Frequency experiment: adjusted response probability as a function of nanostimulation
spike frequency for FS neurons (n = 11). Each dot represents a cell and a condition. The
regression model (line plot) shows no significant effect (p = 0.7).
(B) Response latency after FS neuron stimulation as a function of frequency; no
significant correlation (p = 0.8).
(C, D) As in (A, B) for the number experiment (n = 21). There was no significant effect
of spike number for either response probability or latency (p = 0.4 and p = 0.3,
respectively).
Figure S4. Goodness-of-fit of the statistical model, Related to Figure 5
The plot shows the goodness-of-fit for different selections of regressors from the set of
CVISI, frequency (f) and number (N). Goodness-of-fit is given as the Bayesian
information criterion (BIC), where lower values indicate a better fit. The full model
(‘All’) is used as a reference value (red dashed line). Leaving out N yields the best model.
Figure S5
0 10 20 300
2
4
6
8
10
Frequency [Hz]
Pre
stim
ulus
pow
er (m
V2 )Nanostimulation trials
HitsMisses
0 10 20 300
2
4
6
8
10
Frequency [Hz]
Catch trials
FPsCRs
* *
*
A B
Figure S5. Increased power in the low beta frequency range precedes correct responses
(A) LFP power spectrum from the last two seconds before stimulation onset, averaged
across nanostimulation trials and cells, for hits (blue line) and misses (green line). Bars
indicate standard errors of mean. Total power in the 12-18 Hz range was significantly
different between hits and misses (two-sided paired t-test, p = 0.04), with a trend for the
full 4-30 Hz range (p = 0.2).
(B) As in (A) for catch trial false positives (FPs) and correct rejections (CRs). Total
power in the 12-18 Hz range was significantly different between FPs and CRs (two-sided
paired t-test, p = 0.01), as well as for the 4-30 Hz range (p = 0.03).
Figure S6
A B
C D10 30 100 300
−0.5
0
0.5
1
10 30 100 300
−0.5
0
0.5
1
10 30 100 300
−0.5
0
0.5
1p
R −
pC
atch
10 30 100 300
−0.5
0
0.5
1
Frequency [Hz]
pR
− p
Cat
ch
Frequency [Hz]
Figure S6. Sensory effect sign varies with AP frequency in RS neurons but not in FS neurons, Related to Figure 5
(A) Difference between adjusted response probability pR and adjusted catch probability pc
as a function of nanostimulation spike frequency for RS neurons from the frequency
experiment.
(B) As in (A) for RS neurons from the unified dataset.
(C, D) As in (A, B) for FS neurons.
Table S1. Experiment types used in this study
Experiment Nanostim.
duration (ms)
# Cells # putative
excitatory cells
# putative
inhibitory cells
1. Spike Frequency 100/200/400 66 55 11
2. Spike Number I 100/200/400 137 119 18
3. Spike Number II 200/400/800 40 37 3
4. Spike Irregularity 400 74 62 12
5. Nature 2008 200 70 59 11
Table S2. Effects of Spike frequency and number on response
probability using logistic regression model
RS Neurons, leaving out Spike Number
Parameter Estimate p Value
Intercept 0.2078 0.3109
Spike Irregularity (CVISI) 0.2541 0.0102
Spike Frequency (Hz) -0.3419 0.0015
Catch rate probability 0.7401 <.0001
RS Neurons, leaving out Spike Irregularity
Intercept 0.3851 0.0450
Spike Frequency (Hz) -0.3131 0.0071
Spike Number -0.08866 0.3722
Catch rate probability 0.7453 <.0001
FS Neurons, leaving out Spike Number
Intercept -0.1694 0.7566
Spike Irregularity (CVISI) 0.6942 0.0082
Spike Frequency (Hz) -0.1200 0.6160
Catch rate probability 0.7767 <.0001
FS Neurons, leaving out Spike Irregularity
Intercept 0.4410 0.3473
Spike Frequency (Hz) -0.3441 0.1932
Spike Number 0.2255 0.3787
Catch rate probability 0.7908 <.0001