Daria D Yurlova1, Ilya A Volodin1,2, Olga G Ilchenko2, Elena V Volodina2. 1. Department of Vertebrate Zoology, Faculty of Biology, Lomonosov Moscow State University, Moscow, Russia. 2. Scientific Research Department, Moscow Zoo, Moscow, Russia.
Abstract
Ultrasonic vocalizations (USV) of laboratory rodents may serve as age-dependent indicators of emotional arousal and anxiety. Fast-growing Arvicolinae rodent species might be advantageous wild-type animal models for behavioural and medical research related to USV ontogeny. For the yellow steppe lemming Eolagurus luteus, only audible calls of adults were previously described. This study provides categorization and spectrographic analyses of 1176 USV calls emitted by 120 individual yellow steppe lemmings at 12 age classes, from birth to breeding adults over 90 days (d) of age, 10 individuals per age class, up to 10 USV calls per individual. The USV calls emerged since 1st day of pup life and occurred at all 12 age classes and in both sexes. The unified 2-min isolation procedure on an unfamiliar territory was equally applicable for inducing USV calls at all age classes. Rapid physical growth (1 g body weight gain per day from birth to 40 d of age) and the early (9-12 d) eyes opening correlated with the early (9-12 d) emergence of mature vocal patterns of USV calls. The mature vocal patterns included a prominent shift in percentages of chevron and upward contours of fundamental frequency (f0) and the changes in the acoustic variables of USV calls. Call duration was the longest at 1-4 d, significantly shorter at 9-12 d and did not between 9-12-d and older age classes. The maximum fundamental frequency (f0max) decreased with increase of age class, from about 50 kHz in neonates to about 40 kHz in adults. These ontogenetic pathways of USV duration and f0max (towards shorter and lower-frequency USV calls) were reminiscent of those in laboratory mice Mus musculus.
Ultrasonic vocalizations (USV) of laboratory rodents may serve as age-dependent indicators of emotional arousal and anxiety. Fast-growing Arvicolinae rodent species might be advantageous wild-type animal models for behavioural and medical research related to USV ontogeny. For the yellow steppe lemmingEolagurus luteus, only audible calls of adults were previously described. This study provides categorization and spectrographic analyses of 1176 USV calls emitted by 120 individual yellow steppe lemmings at 12 age classes, from birth to breeding adults over 90 days (d) of age, 10 individuals per age class, up to 10 USV calls per individual. The USV calls emerged since 1st day of pup life and occurred at all 12 age classes and in both sexes. The unified 2-min isolation procedure on an unfamiliar territory was equally applicable for inducing USV calls at all age classes. Rapid physical growth (1 g body weight gain per day from birth to 40 d of age) and the early (9-12 d) eyes opening correlated with the early (9-12 d) emergence of mature vocal patterns of USV calls. The mature vocal patterns included a prominent shift in percentages of chevron and upward contours of fundamental frequency (f0) and the changes in the acoustic variables of USV calls. Call duration was the longest at 1-4 d, significantly shorter at 9-12 d and did not between 9-12-d and older age classes. The maximum fundamental frequency (f0max) decreased with increase of age class, from about 50 kHz in neonates to about 40 kHz in adults. These ontogenetic pathways of USV duration and f0max (towards shorter and lower-frequency USV calls) were reminiscent of those in laboratorymiceMus musculus.
Ultrasonic vocalizations (USV) of laboratory rodents represent age-dependent indicators of
animal emotional arousal [1-6] and may serve for modeling human
diseases and the evaluation of drugs and medicaments effects [7-20]. The overwhelmingly preferred mice USV model [1,8,10,21-24] is applicable for USV ontogeny [7,16,19,20,25-33]. However, in spite
of the numerous wild-type and mutant strains of laboratorymice Mus
musculus [18,26,27,34-37], the mice model does
not suffice for all spectrum of biomedical research based on analyses of USV [3,5,38,39]. For example, the
mice model does not provide distinctive vocal correlates of negative and positive emotions
[5], which are embedded in rat
model of 22 kHz and 50-kHz USV calls [3].In addition, animal strains selected for behaviour demonstrate destabilization effects
after breeding in a series of generations. Destabilization effects result in unexpected
changes of behaviour during experiments, as e.g. in catatonic rats Rattus
norvegicus [40] and
changes in morphological traits, as e.g. in silver foxVulpes vulpes
selected for tame behaviour [41,42] or in rats selected for call rate
[43]. In silver fox, selection for
tame behaviour also affects vocalization [44,45]. At the same time,
in some rodent species, as e.g. golden hamsters Mesocricetus auratus, vocal
traits are relatively resistant to the destabilizing effects across generations [46]. These facts explain a growing
research interest to non-traditional wild-type animal models of vocal ontogeny [1,12,39,46-53].The ontogenetic changes of USV calls may differ between species [12,39,49,54-56]. The age-related growth affects USV acoustic variables [12,26,29,39,49,55-57], percentage of different contour shapes (flat,
chevron, wave, upward, downward) [7,39,49,54,58-65] and percentage of different nonlinear phenomena:
frequency jumps, biphonations and subharmonics [39,49].Most frequent nonlinear phenomena in rodent USV calls are frequency jumps, recognizable by
breaks of a continuous USV contour to two or more notes [7,39,49,54,66]. Biphonations (recognizable by two independent fundamental frequencies and
their combinatory bands) and subharmonics (recognizable by presence of frequency bands of ½
of f0) are rare in rodent USV calls [39,67].Key acoustic variables, fundamental frequency (f0) and duration, reflecting developmental
changes of USV calls, display different ontogenetic trajectories across species. For
example, in ontogeny of laboratory rat, duration overall increases while the f0 decreases
[12,55,56]. In ontogeny of laboratorymouse, both duration and f0 decrease [26,29]. In ontogeny of fat-tailed gerbil Pachyuromys
duprasi, duration decreases whereas f0 increases [39]. So far, there are no explaining hypotheses for the
differences in the ontogenetic trajectories of the key acoustic variables between taxa.In some rodent species, both pups and adults may produce USV calls when isolated from
conspecifics [5,37,49,68-71]. Species producing isolation-induced USV calls in the
same context of short-term isolation at unfamiliar territory across age classes, might be
especially good candidates for the ontogenetic studies.The yellow steppe lemmingEolagurus luteus is a diurnal medium-sized
Arvicolinae rodent species [72,73] inhabiting steppe regions of
Mongolia, North-Eastern China, Eastern Kazakhstan and Southern Altai (Russia) [74-77]. Yellow steppe lemminglaboratory populations are
maintained in scientific institutions and zoos [78-80].For a natural population of yellow steppe lemmings in the East Kazakhstan, the average
reported body length was about 147 mm in both sexes; male body weight ranged of 75–124 g
(100 g on average) and female body weight of 60–139 (about 102 g). Both males and females
were fertile since 40 d of age, gestation period comprised 17–18 d, litter size varies from
3 to 5 pups [76].Similarly, in a laboratory population originated from the East Kazakhstan (1–4 generations
in captivity), adult female weighted on average 80 g and displayed a high breeding rate: age
of first conception at 34 d, gestation period 17–18 d, the average inter-birth interval 29
days, and litter size 3–10 pups; males were fertile since 38 d of age [78]. Pups displayed fast growth: body weight gain from
3.9 g at birth to 27.4 g post-weaning (at 13–20 d of age) in either sex and early eyes
opening (at 12 d of age) [78].Adult and subadult yellow steppe lemmings produce audible quiet and sharp squeaks of
1.5–4.0 kHz fundamental frequency during the experimental “different sex interaction”
procedure [80]. Compared to adults,
squeaks of subadults are shorter (0.052 s vs 0.076 s) and higher-frequency
(2.3 kHz vs 1.7 kHz) [80]. In addition to the audible acoustic communication, this species was
previously investigated for their potential to visual communication: peculiar retina
histology compared to other diurnal rodent species, the Brand’s vole Lasiopodomys
brandtii and the great gerbilRhombomys opimus [81].Ultrasonic vocalization of yellow steppe lemmings was not investigated so far. The aims of
this study were 1) to categorize isolation-induced USV calls of yellow steppe lemmings; 2)
to describe any vocal features unique to each of 12 age classes from birth to mature adults;
3) to determine the developmental time point at which mature vocal pattern emerge; 4) to
estimate relationships between body size, age, sex and the USV acoustics. This is the first
description of USV calls and of vocal ontogeny in yellow steppe lemming, and the first
comprehensive catalogues of vocal development of the isolation-related USV calls from birth
through maturity for any Arvicolinae rodent.
Material and methods
Ethics statement
This study was part of the research program of the Scientific Research Department of
Moscow Zoo. The three authors are zoo staff members, so no special permission was required
for them to work with animals in Moscow Zoo. All study animals belonged to the laboratory
collection of Moscow Zoo. The experimental procedure has been approved by the Committee of
Bio-ethics of Lomonosov Moscow State University, research protocol # 2011–36. We adhered
to the ‘Guidelines for the treatment of animals in behavioural research and teaching’
[82] and to the laws on animal
welfare for scientific research of the Russian Federation, where the study was conducted.
For handling of animals during measurements, we adhered to the guidelines ‘Hand restraint
of wildlife’ [83]. No one single
animal suffered due to data collection.
Study site and subjects
The USV calls were collected from 120 members of a captive population of yellow steppe
lemmings at Moscow Zoo, Moscow, Russia, in February-July 2018. All subjects were
descendants of 7 individuals, obtained by Moscow Zoo in autumn 2016—spring 2017 from a
natural population in East Kazakhstan (48о10’N, 84о25’E).Before parturition, females of the captive population were checked three times per week
for the appearance of a litter, and birth dates as well as the number of pups were
recorded. The day of birth was considered zero day of pup life. The subjects comprised 110
pups from 52 litters between 1 and 60 days and 10 adults (5 males, 5 females) older 90
days with breeding experience. Study pups were offspring of 10 breeding pairs of 1–2
generation in captivity from 1 to 8 litters per pair, 5.2 ± 2.6 litters per pair on
average. Study pups were sexed after 20–25 days of age, based on visible testicles in
males or vagina in females. All 10 study adults were parents of study pups and were
members of 7 breeding pairs. Subjects belonged to 12 age classes: 1–4 d, 5–8 d, 9–12 d,
13–16 d, 17–20 d, 21–24 d, 28–32 d, 33–36 d, 37–40 d; 41–60 d and over 90 d (adults), 10
individuals per age class from 5–7 (5.4 ± 0.7 on average) litters per age class, from 1 to
3 (1.86 ± 0.66) pups per litter.We did not use the longitudinal approach with the same individuals repeatedly tested in
each age class, because preliminary observations of zoo staff suggested that regular
taking the same pups of yellow steppe lemming for weighing resulted in growth retardation
of pups from the experimental litters compared to the pups which were not taken for
weighing. So, we selected to use the cross-sectional approach with many non-overlapping
age classes for avoiding the effects of the repeated testing on development of the
experimental pups.
Animal housing
The subject animals were kept under a natural light regime at room temperature (22–25°C),
in family groups consisting of two parents and littermates of 1–3 subsequent litters. Pups
at the age until 20–30 d, used in the experiments, were kept in family groups with their
parents. The older pups (from 20 to 60 d) were kept with their parents, sometimes in a
group could present pups of the next younger litter. At 30–60 d of age, the adolescents
were separated from the parents; the separated adolescents did not participated in
experiments. The experimental adults were always breeding parents of family groups. The
breeding adults were individually chip-marked, whereas the small size of pups also
prevented individual chip marking for ethical reasons until 20–25 d of age.The animals were housed in wire-and-glass cages of 50х100х35 cm, with a bedding of
sawdust of 8–10 cm and hay and various wooden shelters and cardboard pipes of 4-5-cm
diameter as enrichment. They received custom-made small desert rodent chow with mineral
supplements and fruits and vegetables ad libitum as a source of
water.
Experimental procedure and USV recording
All acoustic recordings were conducted in a separate room where no other animals were
present, at room temperature 22–25°C during daytime, at the same level of background
noise. For USV recordings (sampling rate 384 kHz, 16 bit resolution) we used a Pettersson
D1000X recorder with built-in microphone (Pettersson Electronik AB, Uppsala, Sweden). The
microphone was established stationary at distance 35 cm above the animal. The obtained
recordings had a high signal/noise ratio, the reverberation practically lacked. Recording
of each trial was stored as a wav-file.Each subject animal participated only in one experimental trial. Each individual was
tested singly. Immediately before an experimental trial, the focal animal was taken from
the home cage and transferred in a small clean plastic hutch to the experimental room
within the same floor of the building. Time from removal of the focal animal from the cage
to the start of an experimental trial did not exceed 60 s. During the trial, the animal
just was isolated in an experimental setup, either clean plastic hutch (190x130x70 mm for
1–12 d pups) or in a plastic cylinder without bottom (diameter 193 mm, high 170 mm for
13–60 d pups and adults), standing on even plastic table surface. Both the plastic huge
and cylinder were open from above, i.e. from the side where the microphone was placed. The
recording started, when the focal animal was placed to the experimental setup and lasted
120 s. Aside isolation, the focal animals experienced also a cooling, due to the imperfect
thermoregulation of 1–12 d pups with still poorly developed fur cover. No additional
actions from the experimenter were applied toward the animal, the animals could move
freely.After the trial, the focal animal was weighed and measured for body length, head length,
foot length and tail length. For weighing, we used G&G TS-100 electronic scales
(G&G GmbH, Neuss, Germany), accurate to 0.01 g. Weighing was done in the same plastic
hutch which was used for transferring the animal to the experimental setup. For the
lengths measurements, we used electronic calipers (Kraf Tool Co., Lenexa, Kansas, US),
accurate to 0.01 mm. We measured body length of the hand-held animal from the tip of the
snout to the anus, and head length from the tip of the snout to the occiput. We measured
foot length from the heel to the tip of the middle toe, and tail length from anus to the
tip to the tail. These measurements were repeated three times and the mean value was taken
for analysis. The body variables and body weight were measured as proxies of body size for
further comparison with the USV acoustic variables.If more than one littermate per litter was tested, after the end of a trial, the focal
pup was placed to a heating hutch with a bedding of a cotton fabric, standing in the
neighboring room. Experimental trials with all focal littermates were done consequently in
the same manner. Then all of them were simultaneously returned to their home cage to their
parents; the time of pup stay out of the nest did not exceed 30 min. The adults were taken
from their home cages before experiments with a clean plastic glass and returned to the
cage after the test trial. The experimental setup was rubbed with napkin wetted with
alcohol after each experimental trial, to avoid effect of smell on USV of the next focal
animal in the next experimental trial [84-86].
USV call samples
We use the term “isolation call” to refer to any USV call produced by individual subject
yellow steppe lemming of any age class during the experimental 2-min isolation procedure.
Using visual inspection of spectrograms of acoustic files created with Avisoft SASLab Pro
software (Avisoft Bioacoustics, Berlin, Germany) we selected 10 USV calls per individual,
however three pups provided only 9, 3, 3 USV calls, and one adult provided only 1 USV
call. We took calls randomly among those considered eligible, of high sound-to-noise ratio
and without superimposed noise from different parts of each 120 s recording, avoiding
taking calls following each other. Call frequency contour and presence of nonlinear
phenomena were not considered as selection criteria. In total, for the 120 study animals
of all the 12 age classes, we selected for acoustic analyses 1176 USV calls.
Acoustic analysis
Measurements of acoustic variables of pup and adult USV calls have been conducted with
Avisoft and exported to Microsoft Excel (Microsoft Corp., Redmond, WA, USA). As minimum
fundamental frequency of USV calls always exceeded 10 kHz, before measurements all
wav-files were subjected to 10 kHz high-pass filtering, to remove low-frequency noise.For each USV call, we measured, in the spectrogram window of Avisoft (sampling frequency
384 kHz, Hamming window, FFT 1024 points, frame 50%, overlap 87.5%, providing frequency
resolution 375 Hz and time resolution 0.33 ms), the duration with the standard marker
cursor, and the maximum fundamental frequency (f0max), the minimum fundamental frequency
(f0min), the fundamental frequency at the onset of a call (f0beg), and the fundamental
frequency at the end of a call (f0end) with the reticule cursor (Fig 1 and S1 Table). For each USV call, we measured, in the power
spectrum window of Avisoft, the frequency of maximum amplitude (fpeak) from the call’s
mean power spectrum (Fig 1 and S1 Table).
Fig 1
Measured variables for yellow steppe lemmings USV calls exemplified by a pup USV
call with frequency jump and upward contour.
Spectrogram (right) and mean power spectrum of the entire call (left). Designations:
duration–call duration; f0beg–the fundamental frequency at the onset of a call;
f0end–the fundamental frequency at the end of a call; f0max–the maximum fundamental
frequency; f0min–the minimum fundamental frequency; fpeak–the frequency of maximum
amplitude. Spectrogram was created using sampling frequency 192 kHz, Hamming window,
FFT 1024 points, frame 50% and overlap 93.75%.
Measured variables for yellow steppe lemmings USV calls exemplified by a pup USV
call with frequency jump and upward contour.
Spectrogram (right) and mean power spectrum of the entire call (left). Designations:
duration–call duration; f0beg–the fundamental frequency at the onset of a call;
f0end–the fundamental frequency at the end of a call; f0max–the maximum fundamental
frequency; f0min–the minimum fundamental frequency; fpeak–the frequency of maximum
amplitude. Spectrogram was created using sampling frequency 192 kHz, Hamming window,
FFT 1024 points, frame 50% and overlap 93.75%.
USV contour shapes and nonlinear vocal phenomena
In the spectrogram window of Avisoft, we classified USV calls manually accordingly to the
five f0 contour shapes: upward, flat, chevron, complex, downward (Fig 2 and S1 Audio). This classification was based (with
modifications) on classifications developed for domestic mice by [7,54,61] and fat-tailed
gerbils by [39]. The flat contour
was denoted when the difference between f0min and f0max was less than 6 kHz. When the
difference between f0min and f0max exceeded 6 kHz, the denoted contours could be the
chevron (up-down one time), downward (descending from start to end), upward (ascending
from start to end) or complex (up-down many times or U-shaped).
Fig 2
Five contour shapes occurring in USV calls of pup and adult yellow steppe
lemmings: flat from 20-d pup; chevron from 4-d pup; upward from adult female; downward
from 45-d pup; complex from 9-d pup.
The Audio file is available at S1 Audio. Spectrogram was created using sampling
frequency 192 kHz, Hamming window, FFT 1024 points, frame 50% and overlap 93.75%.
Five contour shapes occurring in USV calls of pup and adult yellow steppe
lemmings: flat from 20-d pup; chevron from 4-d pup; upward from adult female; downward
from 45-d pup; complex from 9-d pup.
The Audio file is available at S1 Audio. Spectrogram was created using sampling
frequency 192 kHz, Hamming window, FFT 1024 points, frame 50% and overlap 93.75%.For each USV call, we noted the presence of nonlinear vocal phenomena (Fig 3 and S2 Audio): frequency
jumps, biphonations and subharmonics [87-89]. Frequency jump
was denoted when f0 suddenly changed for ≥10 kHz up or down [7,39,54,61]. Biphonation was denoted when two
independent fundamental frequencies, the low (f0) and the high (g0) and their combinatory
frequency bands (g0-f0; g0-2f0; etc.) were found in a USV call [7] (Fig
3). Subharmonics were denoted when the intermediate frequency bands of 1/2 or 1/3
of f0 were found between harmonic (Fig
3).
Fig 3
Nonlinear phenomena occurring in USV calls of pup and adult yellow steppe
lemmings: biphonation from 2-d pup; subharmonic from 5-d pup; frequency jump down from
36-d pup; frequency jump down-up from 5-d pup.
Designations: f0 –the low fundamental frequency band; g0 –the high fundamental
frequency band; 2f0 –harmonic of f0; g0-f0, g0-2f0, g0-3f0, 4f0-g0, 5f0-g0—combinatory
frequency bands; 1/2f0 –subharmonic. Red arrows indicate points of frequency jumps.
The Audio file is available at S2 Audio. Spectrogram was created using sampling
frequency 384 kHz, Hamming window, FFT 1024 points, frame 50% and overlap 87.5%.
Nonlinear phenomena occurring in USV calls of pup and adult yellow steppe
lemmings: biphonation from 2-d pup; subharmonic from 5-d pup; frequency jump down from
36-d pup; frequency jump down-up from 5-d pup.
Designations: f0 –the low fundamental frequency band; g0 –the high fundamental
frequency band; 2f0 –harmonic of f0; g0-f0, g0-2f0, g0-3f0, 4f0-g0, 5f0-g0—combinatory
frequency bands; 1/2f0 –subharmonic. Red arrows indicate points of frequency jumps.
The Audio file is available at S2 Audio. Spectrogram was created using sampling
frequency 384 kHz, Hamming window, FFT 1024 points, frame 50% and overlap 87.5%.For calls with frequency jumps, we identified the contour shape by virtual smoothing the
contour as if frequency jump was lacking and the fundamental frequency contour was
continuous (Fig 4). The biphonic calls
with two different fundamental frequency contours were classified based on the lowest
frequency contour. In the biphonic calls where the high fundamental frequency (g0) contour
was well visible, we additionally measured the maximum high fundamental frequency (g0max)
with the reticule cursor in the spectrogram window of Avisoft.
Fig 4
Virtual smoothing for identifying contour shape in USV calls with frequency
jump.
Left: the actual contour with frequency jump down from 25-d pup; Middle and right:
virtual smoothing for identifying the upward contour shape. Red arrows indicate
direction of smoothing for the fundamental frequency and first harmonic. Spectrogram
was created using sampling frequency 192 kHz, Hamming window, FFT 1024 points, frame
50% and overlap 93.75%.
Virtual smoothing for identifying contour shape in USV calls with frequency
jump.
Left: the actual contour with frequency jump down from 25-d pup; Middle and right:
virtual smoothing for identifying the upward contour shape. Red arrows indicate
direction of smoothing for the fundamental frequency and first harmonic. Spectrogram
was created using sampling frequency 192 kHz, Hamming window, FFT 1024 points, frame
50% and overlap 93.75%.
Statistical analyses
Statistical analyses were made with STATISTICA, v. 8.0 (StatSoft, Tulsa, OK, USA), all
means are given as Mean ± SD. Significance levels were set at 0.05, and two-tailed
probability values are reported. For each subject individual, the averaged values of each
acoustic variable over 10 calls were used for the statistic comparisons, to decrease the
number of degrees of freedom for more robust results.We used one-way ANOVA with Tukey HSD (Honestly Significant Difference) test to estimate
the effects of sex and age on the variables of body size and on the acoustics of the USV
calls. We used one-way ANOVA to compare the f0 acoustics between the biphonic and
non-biphonic USV calls in 1–4 d pups. We used Principal Component Analysis (PCA) to
estimate the degrees of correlation between the five body size variables and for
calculating the body size index on the basis of these variables. We used Pearson
correlation with Bonferroni correction to estimate potential correlation between age, body
size index and the acoustics of the USV calls.
Results
Body variables
Litter size varied from 1 to 6 pups, 3.18 ± 1.33 pups on average. The effect of
particular parental pair on litter size lacked (F9,45 = 1.03,
p = 0.43). The eyes opened from 9 to 12 d of age, at 12 d of age the
eyes were opened in all pups.ANOVA showed that pup sex (at 25–60 d, when sex could already be determined reliably) did
not influence body weight (F1,47 = 0.16, p =
0.69), body length (F1,47 = 0.76, p = 0.39),
head length (F1,47 = 0.02, p = 0.88), foot
length (F1,47 = 0.19, p = 0.67) and tail
length (F1,47 = 0.12, p = 0.73). Similarly,
adult sex did not influence body weight (F1,8 = 1.88,
p = 0.21), body length (F1,8 = 3.80,
p = 0.09), head length (F1,8 = 0.63,
p = 0.45), foot length (F1,8 = 0.18,
p = 0.68) and tail length (F1,8 = 2.27,
p = 0.17). Therefore, we pooled data from both sexes for further
analyses.We found a significant effect of age class on body weight and body size variables in
yellow steppe lemmings (Table 1).
From birth to 40 d of age, body weight gain was 1 g per day on average. In adults,
significantly higher values than that of the younger age classes were observed for body
weight (Table 1, p
< 0.001, Tukey post hoc) and for all body variables (Table 1, p < 0.05,
Tukey post hoc), for the exclusion of foot length (Table 1, p = 0.23, Tukey post
hoc). We found a positive correlation between age class and body weight
(r = 0.837, p < 0.001), body length
(r = 0.930, p < 0.001), head length
(r = 0.888, p < 0.001), foot length
(r = 0.872, p < 0.001) and tail length
(r = 0.892, p < 0.001). Therefore, body weight and
all body variables provided clear correlates of animal age.
Table 1
Values (Mean±SD) of body weight and body size variables of yellow steppe lemmings
at 12 age classes and one-way ANOVA results for the effect of age class on their
values.
Age class (days)
n
Body weight (g)
Body length (mm)
Head length (mm)
Foot length (mm)
Tail length (mm)
1–4
10
6.0 ± 1.1
43.0± 4.6
16.5±2.0
8.4±0.9
4.7±0.7
5–8
10
11.8±3.6
57.5±7.0
21.9±2.8
12.6±1.8
7.7±1.8
9–12
10
14.3±2.9
69.5±5.0
23.0 ±1.7
14.2±0.8
10.3±1.4
13–16
10
19.7±4.4
76.0±5.4
26.9±1.4
16.9±1.4
13.5±1.5
17–20
10
20.5±6.5
77.9±6.8
27.7±2.1
17.5±1.2
13.7±2.0
21–24
10
30.0±10.8
84.1±7.4
28.3±1.6
18.5± 1.5
14.6 ±2.2
25–28
10
31.8±5.2
89.2±3.4
28.9±1.8
18.9±1.3
15.0±09
29–32
10
38.4±3.9
91.1±4.6
30.1±1.3
19.6±0.8
17.0±2.0
33–36
10
37.0±6.4
97.2±7.2
29.2 ±2.1
20.0±1.1
16.2 ±1.9
37–40
10
45.9±5.6
100.4±4.1
32.4±1.9
19.9±0.7
18.1±2.2
41–60
10
48.6±3.8
104.6 ±4.3
32.8±1.5
20.4 ±1.0
18.5± 2.3
Adults
10
99.0 ± 20.7
135.5± 5.8
36.6 ± 3.1
21.9± 1.5
21.5± 2.4
ANOVA
F11,108 = 96.2,
p<0.001
F11,108 = 180.0,
p<0.001
F11,108 = 71.2,
p<0.001
F11,108 = 102.3,
p< 0.001
F11,108 = 65.3,
p<0.001
Designations: n = number of individuals.
Designations: n = number of individuals.Body weight and all other body variables were correlated with the first PCA axis very
highly, with correlation coefficients from 0.90 to 0.98. As soon as the first PCA axis
responded for 90.2% of variation, we used it as a generalizing body size index in the
statistical analyses.
Categories of USV calls
In the total sample of 1176 USV calls of all 120 subjects in the 12 age classes, the most
widespread was the upward contour: 721 USV calls (61%), then in order flat contour: 251
USV calls (21%), chevron: 134 USV calls (11%), complex: 45 USV calls (4%) and downward: 25
USV calls (2%).Pups at 1–4 d were distinctive by prevalence of the chevron USV contour (57%), whereas at
5–8 d, the chevron and upward contours were equally frequent (35–36%) (Fig 5). At older age classes, the upward
contour prevails (from 45 to 76%), and in adults it was found in 74% of USV calls (Fig 5). Flat contour was least frequent
(4%) at 1–4 d age class but was second most common after the upward contour at the older
age classes (Fig 5).
Fig 5
Percentages of five different USV contour shapes in the total sample of 1176 USV
calls from the 120 subject yellow steppe lemmings at 12 age classes.
Nonlinear phenomena occurred at all age classes, in 389 (33%) USV calls from the total of
1176 USV calls. Most frequent were frequency jumps: 372 (32%) USV calls, whereas
biphonations were presented in 43 (4%) and subharmonics in 13 (1%) USV calls. Thirty nine
(3.3%) of USV calls contained two nonlinear phenomena, frequency jump and biphonation.Pups at 1–4 d were distinctive among other age classes with the highest percentage (76%)
of USV calls with different nonlinear phenomena and in particular with the highest
percentage (34%) of USV calls with biphonations (Fig 6). Among other age classes, biphonations and
subharmonics were presented in 5-8-d pups, lacking practically at older ages. Since 9–12 d
of age onwards, the USV calls of yellow steppe lemmings contained nearly exclusively
frequency jumps; percentages of calls with frequency jumps ranged from 15% to 44%
depending on age class. In USV calls of adults, amount of nonlinear phenomena comprised
28% (Fig 6). Therefore, USV calls of
the youngest age classes (1–4 d and 5–8 d) were distinctive from those of the older
ages.
Fig 6
The occurrence of nonlinear phenomena by age classes in the total sample of 1176
USV calls from the 120 subject yellow steppe lemmings at 12 age classes.
For each age class, the percent sum is not equal to 100%, as 39 USV calls contained
two nonlinear phenomena.
The occurrence of nonlinear phenomena by age classes in the total sample of 1176
USV calls from the 120 subject yellow steppe lemmings at 12 age classes.
For each age class, the percent sum is not equal to 100%, as 39 USV calls contained
two nonlinear phenomena.
Acoustic variables
Age class significantly affected all acoustic variables for the exclusion of the f0min,
for which the effect of age class was marginally significant (Table 2). The duration of USV calls significantly
decreased from the age class of 1–4 d to the age class of 9–12 d. Since the age 9–12 d,
pup USV duration was becoming undistinguishable from those in adult USV calls (Fig 7). The maximum fundamental frequency
of USV calls also decreased with age, displaying significantly highest values at 1–4 d of
age and at 9–12 d of age and showing undistinguishable values between pups and adults
since 13–16 d of age onwards (Fig 7).
The values of the minimum and of the start fundamental frequencies did not display
significant changes with age (Fig 7).
The values of the end fundamental frequency and of the peak frequency did not show
significant changes with age as well, for exclusion of an elevation at 9–12 d of age,
during which they differed significantly from the values of pups from both the younger and
older age classes and from adults (Fig
7). The elevation of the end fundamental frequency and of the peak frequency from
the age of 1–4 d to the age of 9–12 d could result from the shift by pups from prevalent
using USV with chevron contour (with frequency humps down) to prevalent using USV with
upward contour (Figs 5 and 6).
Table 2
Values (Mean±SD) of USV acoustic variables of yellow steppe lemmings at 12 age
classes and one-way ANOVA results for the effect of age class on their values.
Age class (days)
n
Duration (s)
f0beg (kHz)
f0max (kHz)
f0end (kHz)
f0min (kHz)
fpeak (kHz)
1–4
10
0.070±0.021
35.1±3.4
52.9±7.2
37.5±3.7
28.9±2.3
35.5±3.9
5–8
10
0.054±0.019
30.9±3.2
45.3±6.0
37.9±3.7
29.1±2.8
39.0±4.9
9–12
10
0.037±0.007
32.2±3.8
49.1±9.3
42.9±5.5
31.1±2.9
41.2±4.7
13–16
10
0.033±0.009
31.9±2.5
42.2±3.8
37.0±2.8
29.9±2.3
35.6±1.6
17–20
10
0.030±0.009
30.5±3.7
37.8±5.5
35.0±3.6
29.5±3.4
33.6±3.8
21–24
10
0.032±0.007
33.2±5.5
41.0±6.4
37.1±5.0
29.7±3.9
35.0±3.9
25–28
10
0.030±0.007
31.4±4.3
37.1±4.1
34.5±3.6
28.7±2.8
33.1±2.8
29–32
10
0.033±0.006
29.2±4.2
39.2±5.5
36.6±3.9
27.9±3.2
33.1±3.0
33–36
10
0.033±0.005
30.2±3.9
39.7±4.3
36.5±3.2
28.3±3.2
34.3±3.0
37–40
10
0.031±0.007
29.1±5.1
39.0±4.0
37.0±3.7
27.5±4.0
33.9±2.5
41–60
10
0.033±0.005
29.8±5.1
40.2±5.4
37.6±5.0
27.7±4.3
34.0±4.6
Adults
10
0.029±0.004
27.3±3.9
39.4±4.0
36.4±5.0
25.7±3.7
33.0±2.5
ANOVA
F11,108 = 14.4,
p<0.001
F11,108 = 2.84, p =
0.008
F11,108 = 7.16,
p<0.001
F11,108 = 2.48, p =
0.008
F11,108 = 1.80, p =
0.06
F11,108 = 5.01,
p<0.001
Designations: n–number of individuals; duration–call duration;
f0beg–the fundamental frequency at the onset of a call; f0end–the fundamental
frequency at the end of a call; f0max–the maximum fundamental frequency; f0min–the
minimum fundamental frequency; fpeak–the frequency of maximum amplitude.
Fig 7
Changes in values of acoustic variables of yellow steppe lemming USV calls across
age classes.
Designations: duration–call duration; f0max–the maximum fundamental frequency;
f0min–the minimum fundamental frequency; f0beg–the fundamental frequency at the onset
of a call; f0end–the fundamental frequency at the end of a call; fpeak–the frequency
of maximum amplitude; central points–means, whiskers–SD. Asterisks indicate the age
classes, which are significantly different from other age classes by the given
acoustic variable (p < 0.05, Tukey post hoc). No
asterisks indicate the age classes, which do not differ from adults and from each
other.
Changes in values of acoustic variables of yellow steppe lemming USV calls across
age classes.
Designations: duration–call duration; f0max–the maximum fundamental frequency;
f0min–the minimum fundamental frequency; f0beg–the fundamental frequency at the onset
of a call; f0end–the fundamental frequency at the end of a call; fpeak–the frequency
of maximum amplitude; central points–means, whiskers–SD. Asterisks indicate the age
classes, which are significantly different from other age classes by the given
acoustic variable (p < 0.05, Tukey post hoc). No
asterisks indicate the age classes, which do not differ from adults and from each
other.Designations: n–number of individuals; duration–call duration;
f0beg–the fundamental frequency at the onset of a call; f0end–the fundamental
frequency at the end of a call; f0max–the maximum fundamental frequency; f0min–the
minimum fundamental frequency; fpeak–the frequency of maximum amplitude.For the age class of 1–4 d, we could measure the values of the maximum high fundamental
frequency (g0max) for 33 of the 34 biphonic calls. For other age classes, the g0max could
only be measured in two of the nine biphonic calls, so we omitted these insufficient data
from analyses. At the 1–4 d age class, the biphonic calls were presented in 9 of the 10
study pups. The mean g0max of the biphonic calls was 121.7±8.8 kHz. Comparison of acoustic
variables between the biphonic and non-biphonic USV calls of the 1–4 d pups showed that
duration, f0beg, f0max and f0end did not differ between the biphonic and non-biphonic USV
calls (Table 3). However, the f0min
and fpeak were lower in the biphonic calls than in non-biphonic USV calls (Table 3).
Table 3
Values (Mean±SD) of USV acoustic variables of yellow steppe lemmings at biphonic
and non-biphonic USV calls of 1–4 d pups and one-way ANOVA results for their
comparison.
USV calls
n
Duration (s)
f0beg (kHz)
f0max (kHz)
f0end (kHz)
f0min (kHz)
fpeak (kHz)
biphonic
34
0.076±0.023
35.1±4.5
54.8±10.5
36.1±5.7
27.3±2.5
32.4±4.1
non-biphonic
66
0.067±0.029
35.1±4.5
51.9±8.9
38.2±7.8
29.6±4.4
37.0±7.2
ANOVA
F1,98 = 2.87, p =
0.09
F1,98 = 0, p =
1
F1,98 = 2.12, p =
0.15
F1,98 = 1.87, p =
0.17
F1,98 = 7.93, p =
0.006
F1,98 = 12.23,
p<0.001
Designations: n–number of USV calls; duration–call duration;
f0beg–the fundamental frequency at the onset of a call; f0end–the fundamental
frequency at the end of a call; f0max–the maximum fundamental frequency; f0min–the
minimum fundamental frequency; fpeak–the frequency of maximum amplitude.
Designations: n–number of USV calls; duration–call duration;
f0beg–the fundamental frequency at the onset of a call; f0end–the fundamental
frequency at the end of a call; f0max–the maximum fundamental frequency; f0min–the
minimum fundamental frequency; fpeak–the frequency of maximum amplitude.Both age class and body size index significantly negatively correlated with all acoustic
variables of USV calls, for the exclusion of f0end (Table 4). Therefore, the values of duration, peak
frequency and of most variables of fundamental frequency of yellow steppe lemming USV
calls decreased with increasing age and body size.
Table 4
Pearson’s correlation coefficients between age class, body size index and USV
acoustic variables.
Parameter
n
Duration
f0beg
f0max
f0end
f0min
fpeak
Age class
120
r = -0.53, p<0.001
r = -0.36, p<0.001
r = -0.47, p<0.001
r = -0.16, p = 0.088
r = -0.31, p<0.001
r = -0.38, p<0.001
Body size index
120
r = -0.64, p<0.001
r = -0.42, p<0.001
r = -0.53, p<0.001
r = -0.17, p = 0.061
r = -0.31, p<0.001
r = -0.37, p<0.001
Threshold for significant values after Bonferroni correction comprises
p < 0.008. Designations: n–number of
individuals; duration–call duration; f0beg–the fundamental frequency at the onset of
a call; f0end–the fundamental frequency at the end of a call; f0max–the maximum
fundamental frequency; f0min–the minimum fundamental frequency; fpeak–the frequency
of maximum amplitude.
Threshold for significant values after Bonferroni correction comprises
p < 0.008. Designations: n–number of
individuals; duration–call duration; f0beg–the fundamental frequency at the onset of
a call; f0end–the fundamental frequency at the end of a call; f0max–the maximum
fundamental frequency; f0min–the minimum fundamental frequency; fpeak–the frequency
of maximum amplitude.
Discussion
This study provides categorization and spectrographic analyses of USV calls of yellow
steppe lemmings from neonates to breeding adults. The isolation-induced USV calls emerged
since 1st day of pup life and occurred at all age classes and in both sexes. Rapid physical
growth and the early (9–12 d) eyes opening correlated with the early (9–12 d) emergence of
mature vocal patterns of USV calls. The mature vocal patterns included a prominent shift
from chevron to upward contours, almost complete disappearance of biphonation and the
shortening of duration and decrease of fundamental frequency of USV calls. In addition, this
is the first study describing the acoustic variables of the biphonic USV calls in a rodent
species.
Rapid physical growth and early eyes opening
Our data regarding the rapid physical growth (1 g body weight gain per day from birth to
40 d of age) are consistent with earlier data reporting the similarly fast postnatal body
weight gain in captive pup yellow steppe lemmings originated from the same natural
population [78]. Among 39
investigated Arvicolinae species, the absolute body weight gain is faster (1.14 g per day)
only in the European water voleArvicola amphibious [90-92].In the relatively large-sized yellow steppe lemming (99 g), the eyes opened early, at
9–12 d of age. This occurs approximately at the same age as in the Scotinomys
teguina singing mice (10–13 d) and earlier than in the S.
xerampelinus singing mice (19 d), which both are much smaller (about
10–15 g) [49]. In domestic mice,
weighting about 20 g, the eyes open between 10 and 16 d of age [7]. In pup fat-tailed gerbils, the rodent of comparable
size (60–81 g) with the yellow steppe lemming (100–120 g), the eyes open between 16 and 24
d of age [93,94].
Ontogeny towards shorter and low-frequency USV
In yellow steppe lemmings, age and body size index significantly negatively correlated
with all acoustic variables of USV calls for the exclusion of the end fundamental
frequency. Pup USV calls were longer and higher-frequency than in adults. The observed
trajectories of ontogenetic changes towards the shorter and lower-frequency USV calls were
similar to those reported for the audible squeaks of the yellow steppe lemmings [80]. Ontogenetic changes of USV calls
in yellow steppe lemmings were overall similar with those in laboratory domestic mice. In
mice, the USV calls also shorten and decrease in frequency with age, although each call
type can display a specific pattern of developmental changes [7,23,25,26,28-30,32,33]. In domestic mice, the
developmental analyses are complicated, because the ontogenetic trends of USV acoustic
variables are strain-specific, although generally follow the species-specific pattern
[31,37,95].In other rodents, different ontogenetic pathways of USV development from pups to adults
are reported. A pathway towards the shorter and higher-frequency USV calls was observed in
a Gerbillinae rodent, the fat-tailed gerbil [39]. In 1–10 d fat-tailed gerbils, the USV calls were
longer (50.0 ms) and lower-frequency (52.2 kHz) than in the adults (22.0 ms and 66.8 kHz
respectively) [39]. Another
different ontogenetic pathway (towards the longer and lower-frequency USV calls) is
characteristic of laboratory rats [1,12,47,48,50,51,53,55,56,58,96-98]. Rat pup 40-kHz USV calls decrease in frequency
during the first 2–3 wk of life [12,47,50] followed by increase in frequency
at about 4 wk [12,48,53], and splitting after 4 wk to mature vocal patterns
of 22-kHz and 50-kHz USV calls [1,51,58,96,97], which both display a further decrease of fundamental frequency to
senescence [55,56,98]. At the same time, duration of rat USV calls
remains stable until 3 wk, then suddenly decreases [12] and increases again from 6 wk up to senescence
[55,56,98]. In ontogeny of Peromyscus californicus rodents, USV calls
shorten since 2–4 d (150 ms) to 28 d (about 20 ms), whereas the fundamental frequency
changes inconsistently, first increasing from 2–4 d to 7 d of age and then decreasing back
to the same values to 21–28 of age [57].
Re-structure of communication with eyes opening
This study revealed that in yellow steppe lemmings, the age of eyes opening (9–12 d)
coincides with an abrupt transition from juvenile to mature vocal patterns of USV calls.
As soon as in newborn pups the primary function of the isolation USV calls is eliciting
pup retrieval by parents at falling out of the nest or in another critical for survival
situation [99,100], we can propose that eyes opening and the adding
of the visual communicative channel declines the importance of the auditory channel in
mother-offspring communication. Eyes opening in rodents occurs very fast, over a period of
one to two days [101] and drives
multiple neuronal changes [102]
influencing ability to orientation [103]. Indirect support for this proposal comes from decline of emission of
isolation-induced USV calls after eyes opening in common voles Microtus
arvalis [28], mandarin
volesLasiopodomys mandarinus [104], fat-tailed gerbils [105], Mongolian gerbils Meriones
unguiculatus [28,106], Syrian hamsters [28], domestic mice [7,28], and laboratory rats [28]. Pups after eyes opening are more mobile and can
return to the nest ourselves; their thermoregulatory ability is substantially better than
in newborns [107,108]. Pups become less dependent on
parents, and their USV calls respectively loss the infantile traits. Potentially,
dark-rearing experiments can reveal the effects of visual stimuli with eye opening on
maturation of USV characteristics in yellow steppe lemmings and other laboratory
rodents.
Transit from infantile to mature USV
In yellow steppe lemmings, the abrupt transition from juvenile to mature patterns of USV
calls occurred over a short period of a few days, from 9 to 12 d of age, after that they
become undistinguishable from USV calls of adults. The fast transition from infantile to
mature USV patterns was well detectable based on prevalent USV contours, amount of the
nonlinear phenomenon biphonation and on USV acoustics.The transition to the mature vocal patterns of USV calls involves the restructuring of
the isolation-induced USV calls turned from the “pup” type (with prevailing the chevron
contour) to the “adult” type (with prevailing the upward contour). Ontogenetic changes in
percentages of different contours were also reported in domestic mice [54], Norway rats [58,65] and fat-tailed gerbils [39]. In fat-tailed gerbils, the contours flat and chevron were also more
frequent in pups than in adults whereas the contours upward, short and complex were more
frequent in adults than in pups [39].Transition to the mature vocal patterns of USV calls in yellow steppe lemmings was
accompanied by almost complete disappearance of the nonlinear phenomenon biphonation.
Biphonation is recognizable by presence in call spectrum of two independent fundamental
frequencies, which interact to each other with creation of combinatory frequency bands,
resulting in strong complication of call structure [88,109,110]. Biphonations
occur rarely in USV calls of wild-type rodent pups (e.g., in pup fat-tailed gerbils only
in 2 of 782 USV calls [39]), but
are often in pup laboratorymice belonging to strains with autism [7]. In pup yellow steppe lemmings, the relatively high
percentage of USV calls with biphonations at 1–8 d of age can be due to both imperfect
control on vocal production and the acting of mechanism for decreasing vocal monotony for
preventing habituation and enhancing attention of parents to a pup in a critical for it
situation [88]. The values of
acoustic variables did not differ between the biphonic and non-biphonic USV calls of 1–4 d
pups, for the exclusion of the lower f0min and f0peak in the biphonic calls.In addition, the transition to mature vocal patterns of USV calls in yellow steppe
lemmings is related to decreasing the duration and maximum fundamental frequency to values
characteristic of adults. These changes in USV acoustics occur within a short time span
from birth to 12 d of age, and after completing this period, the physical growth of pups
continues with the same speed although the acoustics of USV calls remain unchanged. We can
therefore conclude that the speed of development of mature patterns of USV calls
significantly exceeds the speed of physical growth in the yellow steppe lemming.
Consistently, in Scotinomys singing mice, the vocal traits of adult songs
emerge in pups earlier than they complete their physical growth [49]. Potentially, the transit from infantile to mature
vocal patterns in rodent USV calls is due to the developmental changes of the larynx, as
was convincingly demonstrated for the audible contact calls of common marmosets
Callitrix jaccus [111] and goitred gazelles Gazella subgutturosa [112].
Yellow steppe lemming model of USV ontogeny
The isolation-induced USV calls of yellow steppe lemmings emerged since 1st
day of pup life. In other rodents (gerbils, mice, California mice, voles, rats, hamsters),
the isolation-induced USV calls emerge since 1st-3th day of life,
depending on the species [26,46,104,106,113-124], for exclusion of fat-tailed
gerbils, in which the isolation-induced USV calls emerge only since 5th day of
life [39].The isolation-induced USV calls of yellow steppe lemmings occurred at high rates at all
ages. The unified 2-min isolation procedure on an unfamiliar territory was equally
applicable for inducing USV calls across age classes from newborns to adults. This makes
the yellow steppe lemming a very convenient cross-age and cross-sex animal model of USV
ontogeny. At the same time, for the mice model, the isolation procedure is inapplicable
for all ages because of a low USV call rate at older ages [10,125]. Although the isolation-induced USV calls reported not only for pup but
also for adult mice [5,125], for most individual adolescent
and adult mice the isolation or restraint procedure is ineffective for inducing the USV
calls and some kind of social stimulation from conspecifics is necessary to provoke the
ultrasonic vocalization [10,37,125-130].The isolation-induced USV calls of yellow steppe lemmings occurred across ages in both
sexes. In contrast, mice model of USV ontogeny is mostly limited with male sex [95,131], as female mice produce USV calls at rates much
lower than male mice [86,95,127,128,131-136] in spite of the structural
similarity of USV calls between sexes in mice [135].Adult Glaucomys flying squirrels and adult Typhlomys
dormice can also produce USV calls during isolation procedure in the lab [70,137,138]. However, for some other rodent species, the isolation procedure is
ineffective for inducing the USV calls in adults, as e.g. for Mongolian gerbils [84,139], fat-tailed gerbils [39] and for North African gerbils Dipodillus
campestris (unpublished data of the authors), whereas in pups of these species
the isolation-induced USV calls are usual [28,39,105,140].We applied in this study the cross-sectional approach, with each individual tested ones
at one of 12 age classes, covering ontogeny from neonates to adults. The alternative
longitudinal approach, using the same individuals repeatedly tested in different ages,
allows tracking the ontogenetic changes at individual level [39,131]. However, the longitudinal approach does not avoid potential effects of
habituation to test procedure on vocal and physical development of study animals [125,130,141,142]. The use of the
cross-sectional approach with many non-overlapping age classes (age-class slicing) allows
avoiding the potential effects of habituation to test procedure and at the same time
enables to track the ontogenetic changes along the entire development, thus combining the
advantages of both the cross-sectional and longitudinal approaches. However, for such
studies are only appropriate the species breeding at high rate in captivity, as the yellow
steppe lemming.
Mean values for acoustic variables of USV calls, body weight, body length, head
length, foot length, tail length and body size index for 120 individual pup and adult
yellow steppe lemmings.
(XLS)Click here for additional data file.
USV calls of yellow steppe lemmings exemplifying the five contour shapes.
USV with contour flat from 20-d pup; USV with contour chevron from 4-d pup; USV with
contour upward from adult female; USV with contour downward from 45-d pup; USV with
contour complex from 9-d pup. Order as on Fig 2. Sampling frequency of the acoustic file is 192 kHz.(WAV)Click here for additional data file.
USV calls of yellow steppe lemmings exemplifying the three kinds of nonlinear
phenomena.
USV call with biphonation from 2-d pup; USV call with subharmonic from 5-d pup; USV
call with frequency jump down from 36-d pup; USV call with frequency jump down-up from
5-d pup. Order as on Fig 3. Sampling
frequency of the acoustic file is 384 kHz.(WAV)Click here for additional data file.
Authors: Aleksandra A Panyutina; Alexander N Kuznetsov; Ilya A Volodin; Alexei V Abramov; Irina B Soldatova Journal: Integr Zool Date: 2017-03 Impact factor: 2.654
Authors: Jonathan K Y Lai; Monica Sobala-Drozdowski; Linghong Zhou; Laurie C Doering; Paul A Faure; Jane A Foster Journal: Behav Brain Res Date: 2013-11-07 Impact factor: 3.332
Authors: Megan R Warren; Drayson Campbell; Amélie M Borie; Charles L Ford; Ammar M Dharani; Larry J Young; Robert C Liu Journal: Front Behav Neurosci Date: 2022-01-11 Impact factor: 3.558