Acoustic Phenotypes of an Alpine European Common Frog Population
In this work we studied the acoustic variability in the induced release call on wild populations of the European common frog Rana temporaria. We used a computational model to analyze the induced release calls in both sexes. Our analysis detected three different acoustic phenotypes: (a) Non-canonical males comprised a large part of the population and were the main cause of the biased sex ratio (Phenotype 2), since (b) canonical males (Phenotype 1) and (c) canonical females (Phenotype 3) had close to a 1:1 ratio. Phenotype 2 were much more abundant in locations were tadpoles were exposed to high water temperatures during their development, suggesting that a masculinizing effect of temperature is responsible for the biased sex ratio, and a likely origin for “pirate†males which search for newly laid clutches to fertilize not fertilized eggs by the “parental†males.
A1
Campus Lagoas-Marcosende, 36310-Vigo, Spain; Email: luz.miramontes@outlook.es not fertilized eggs by the “parental” males.
Introduction
The European Common Frog is the most widespread anuran species of Europe inhabiting all kinds of permanent and temporary waters from northern Spain to subarctic Fennoscandia, and all the way to the Ural mountains in the east [1].
In 1995, the third author, described a morphotype which inhabit the Central Pyrenees designed as Rana temporaria aragonensis which presented morphological differences when compared to Rana temporaria temporaria, such as a wider skull, a lower distance between eyes and a shorter and wider mouth, differences in the femur sinuosity,…Later, Teacher, et al. [2] studied the distribution of the European clades of Rana temporaria and claimed that there were two different clades in the Pyrenees which overlapped our study area in the Central Pyrenees. Taking into account that one of the main factors acting in the call characteristics is the skull dimensions [3].
In 2004, the third author, found behavioral differences in the mating strategies of our study population, where a previously unknown reproductive behavior in vertebrates with external fertilization called ‘clutch piracy’ was described in our study area with a male-female sex ratio 2:1 [4]. This “pirate” males search for recently laid clutches clasping them to fertilize the eggs not yet fertilized by the “parental” male.
It is possible that this longstanding sex imbalance has been exacerbated by male aggression resulting from a lack of available females [5, 6]. We have in several occasions observed males attacking and kicking females. In addition, this sex imbalance could be the cause for novel mating strategies such as the clutch piracy previously reported in this population [4]. This kind of extreme environmental masculinization can be dangerous for populations. The combination of unbalanced phenotypical sex ratios, reduction in genetic variability and male aggression are likely to result in drastic population reduction or even extinction [7]. The possible impact of temperature rise on animals with temperature- based sex determination is not a new idea. It has been observed that even small increases of 1-2 ºC in air temperature could have significant effects on the sex ratios of sea turtles, and some authors warned about large, fast temperature rises having very detrimental effects on populations [8]. Some authors Miller, et al. [9] argue that it is possible that dinosaurs had temperature sex determination and that fast climatic change at the Cretaceous-Tertiary boundary was a contributing factor to the collapse of their populations. Lastly, recent studies Mitchell, et al. [10] Grayson, et al. [11] point out that species that show female to male sex reversal at high temperatures such as Sphenodon tuatara could experience severe impact under current predictions for temperature rise. Our data shows that the existence of more intense and frequent high temperature extremes can have a severe effect on isolated populations that show temperature-mediated masculinization. Populations with a sex ratio heavily skewed towards males such as the one reported in this study are at risk of demographic collapse [11].
Although masculinization at high temperatures is well- known in R. temporaria as well as other amphibians [12], it is unclear exactly how widespread it is. If this is a common phenomenon among amphibians, temperature- mediated demographic collapse could be an important factor in the declines observed in the past years [13, 14]. This is consistent with the observation that declines have a tendency to occur at higher altitudes [15], as shorter activity periods would delay tadpole metamorphosis to the warmer summer months, as described in our study population.
Our main goal is to find the existence of acoustic phenotypes, in wild environments and not in laboratory, due to the occurrence of both clades of R. temporaria in our study area. Indeed, another objective is to acoustically differentiate “pirate” from “parental” males in our population. Lastly, the third objective is to study the effect of temperature during metamorphosis in the acoustic phenotypes.
Material and Methods
Study Area
During the summer of 2013 and 2014 we sampled 68 water bodies in an area of 600km2 located in the Central Pyrenees (Figure1). From which we selected seven sampling sites where we found adult frogs with a snout- vent-length (SVL) between 4.6 and 6.4 cm (approx. 5 to 6 years old). Three spring and streams located in low- altitude sampling sites, Aguas Tuertas, Formigal, Surgencias en Acherito (valley), and four glacial lake high- altitude sampling sites, Bachimaña Bajo and Alto, Brazato and Asnos. Both with an average distance higher than 15 km and large geographical barriers.

Animal Sampling
We sampled a total number of 532 frogs from which only 55 were sexually receptive males and females, 29 in springs and streams and 26 in glacial lakes with altitudes ranging from 1600-1700 and 2200-2300 m a.s.l. respectively. We identified sex unambiguously using external morphological sexual characters (nuptial pads, size, and white throat in males). These frog populations breeded every year.
In order to avoid the size effect in our samples, we selected the induced release calls of adult frogs with a SVL in a specific range 4.6 to 6.4 cm. The SVL data collected from smaller frogs were not considered for this study.
Sound Data Recordings
Although other European populations of R. temporaria have been described to sing in chorus during the breeding season [16], individuals from both sexes of R. temporaria in our alpine study population are known to do not sing in chorus during the breeding season and only emit spontaneous vocalizations when they are underwater, which led us to use induced, above-water release calls for being less complicated to obtain [3].
We recorded induced release calls of individuals from our study population and analyzed them in order to test for the presence of different acoustic phenotypes. Release calls are produced by both male and unreceptive female frogs when grasped by male frogs [17]. This type of vocalization can be easily induced by gently grabbing the frog and results in little to no damage or stress for the animal.
Vocalizations were recorded using a TCD-D8 Portable Digital Audio Tape (Sony Corporation, Tokyo, Japan) a directional microphone (C568B, AKG acoustics, Vienna, Austria) with integrated amplifier and 20-20.000 Hz bandwidth. Sampling rate was 44.1 kHz with a sampling depth of 16 bits.
Our recordings consisted of release calls, which are produced by both male and unreceptive female frogs when clasped by male frogs [18]. This type of call presents sexual dimorphism in the number of pulses, inter-pulse interval, maximum frequency and duration of the call [19, 20]. This call can also be used to distinguish Neotropical and European toads’ species [21, 22].
The release call in R. temporaria was classified by van Gelder, et al. [23] in function of the amplitude pattern of the pulses. We studied the pulses defined as a “vibrator note” in function of the amplitude pattern of the peaks, which is the main difference with respect to the other bioacoustics amphibian studies (Figure 2) [3]. These pulses with peaks are an inferior fractal order with respect to the entire call.

Environmental Data
We measured the water temperature with a digital thermometer in the majority of the sampling sites during the end of July and the first week of August, under the same climatic conditions, sunny, and between 12 and 14 solar hours.
To be able to extrapolate the water temperatures along the year we calculated the theoretical solar radiation in our sampling sites using the Morgen, et al. [24] for the parallel 50 (close to the study area), which already consider the slopes and shielding effect of slopes. In each sampling site we traced two profiles using the Global Mapper GIS application (Company: DroneMapper) software, one North-South profile and a second West- East. Afterwards we calculated the profiles angles with the highest slope in the sampling site and its exposition using the GeoGebra International software [25].
Data Processing
For each of our analyzed call pulses (Figure 2) we characterized the following variables that define some of the fundamental characteristics of a vocalization using custom Matlab scripts (MATLAB R2013b 8.2.0.701, Mathwoks, INC) to repeat the analysis of 2152 pulses from the 55 release calls emitted by the 55 adult frogs:
- The first harmonic or fundamental frequency (F0).
- Number of peaks in each pulse (Figure 2).
- A measure of distortion calculated using the thd MATLAB function. The total harmonic distortion is determined from the fundamental frequency and the first five harmonics using a modified periodogram of the same length as the input signal. It is a negative number which shows the frequency modulation, being lower as the modulation increases.
In addition, we added eight other variables corresponding to the location, year, month and day of sampling, snout-vent length (SVL) in cm, a consecutive number of an analyzed pulse within the call and sex of the individual as determined by morphological characteristics.
Using the IBM SPSS Statistics 19.0 (SPSS, Inc., Chicago, IL) statistical package for Windows, we carried out a hierarchical cluster analysis (HCA) using the F0, Number of peaks in each pulse and Distortion variables clustering 2152 pulses into four clusters.
Using each cluster as a grouping variable and the above-mentioned variables as independent variables we performed a discriminant analysis, determining as new clusters the predicted groups for each pulse and using them as a base for the next discriminant analysis. This process was repeated three times until the clusters were fully stabilized, thus optimizing the discrimination, each of these stabilized clusters are called Type of pulse (Figure 3A).

Figure 3A: Results of the discriminant analysis that resulted in the classification of pulses in four types. X and Y axes show the value of Functions 1 and 2, respectively. Cluster centroids are marked by a square and its group number.
3B: Classification of the studied vocalizations in four classes of call according to the proportion of each type of pulse present.
Given the four different types of pulses, each call (one call for frog) was subsequently classified using a cluster analysis taking as variables the ratio of pulses types present within it. We obtained four classes of call (Figure 3B). To measure the strength of these four variables measured we run a nonparametric Kendall's tau-b (Tb) and Spearman’s Rho correlations showing the acoustic phenotypes. Afterwards we assigned the morphological frog sex to these resulting acoustic phenotypes separating sampling frogs from glacial lakes and springs and streams.
Results
Acoustic Phenotypes
The canonical discriminant analysis (Figure 3A) showed a Wilks’ Lambda of 0.037 (Sig. 0.00). The intra class correlations between the discriminant variables and the typified canonical discriminant functions showed the higher values function 1 with the F0 (r=0.991) and function 2 with the Number of pulses (r=0.961). We obtained four types of pulses defined by an oscillogram (column 1), periodogram (column 2) and spectrogram (column 3) of each a representative pulse of each of the four types defined in the study (Figure 4) and their acoustical characteristics are shown in Table 1.
| Pulse type Variables | 1 | 2 | 3 | 4 | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Distortion | -7.25 | -5.7 | -8.98 | -45.9 | ||||||||||
| F0 harmpow (dB) | -14.66 | -3.85 | -19.4 | -1.4 | ||||||||||
| F0 harmfreq (Hz) | 150.19 | 811.8 | 876.2 | 2011.7 | ||||||||||
| Lenght (ms) | 67.61 | 39.63 | 50.89 | 26.37 | ||||||||||
| Number of peaks | 10 | 20 | 2 | 73 | ||||||||||
| Peaks/ms | 0.15 | 0.5 | 0.04 | 2.77 |
Table 1: Numerical values and identifiers of the example types of pulses shown in Figure 4. Distortion (thd Matlab function), dB

Among these four classes of call we found not significant differences between class 2 and 3 (Table 2). Therefore we grouped them together in one class of call, having a final number of three classes of call or acoustic phenotypes.
| Correlations N = 4 (Ratio of pulses type) | Tau_b de Kendall | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Clases of call | Class 1 | Class 2 | Class 3 | Class 4 | |||||
| Class 1 | C. of c. | 1 | 0.667 | 0.667 | -0.183 | ||||
| Sig. bilateral | 0.174 | 0.174 | 0.718 | ||||||
| Class 2 | C. of c. | 0.8 | 1 | 1,000* | -0.548 | ||||
| Sig. bilateral | 0.2 | 0.01 | 0.279 | ||||||
| Class 3 | C. of c. | 0.8 | 1,000* | 1 | -0.548 | ||||
| Sig. bilateral | 0.2 | 0.01 | 0.279 | ||||||
| Class 4 | C. of c. | -0.316 | -0.632 | -0.632 | 1 | ||||
| Sig. bilateral | 0.684 | 0.368 | 0.368 | ||||||
| Rho de Spearman |
Table 2: Results of the correlation tests between each pair of the groups created according to the proportions of pulse types. Th
| Sampling sites | Acoustic phenotype | Frog sex | Frog number | SVL | Altitude (m a.s.l.) | Ratio | Theoretica | l | Water temperature (°C) | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Mean (cm) | S.D. | P2/ P1 | M:F (P1+P2/P 3) | solar | ||||||||||||
| radiation | ||||||||||||||||
| (Kcal/cm2 | ||||||||||||||||
| year) | ||||||||||||||||
| Springs and streams | P1 | M | 10 | 6.1 | ±0.7 | 1636- | 1:01 | 2.6:1 | 10 to 65 | 9 to 13 | ||||||
| P2 | M | 11 | 6.4 | ±0.5 | 1709 | |||||||||||
| P3 | F | 8 | 5.9 | ±1.2 | ||||||||||||
| Total | 29 | |||||||||||||||
| Glacial lakes | P1 | M | 4 | 5.8 | ±1.0 | 2213 | 4.25:1 | 4.2:1 | 76 to 100 | 20 to 32 | ||||||
| P2 | M | 17 | 5.7 | ±0.7 | -2286 | |||||||||||
| P3 | F | 5 | 4.6 | ±0.3 | ||||||||||||
| Total | 26 |
Table 3: Breakdown of the samples taken from glacial lakes and from springs and streams, noting the number of individuals of each
Table 3: Breakdown of the samples taken from glacial lakes and from springs and streams, noting the number of individuals of each acoustic phenotype, morphologic frog sex, frog number, average and standard deviation of snout-vent length (SVL) in cm, sampling altitude interval, ratios of non-canonical males (P2 assimilated to “pirate” males) to canonical (P1 assimilated to “parental” males) and of males (P1+P2) to females (P3), theoretical solar radiation in Kcal/cm2 year and water temperature in °C taken during the last week of July and the first week of August from 12 to 14 solar hours under sunny climatic conditions.
Environmental Variables
We compared the theoretical solar radiation and water temperature among our sampling sites which were gathered in two groups, low-and high-altitude, springs and streams and glacial lakes respectively (Table 3). Both the theoretical solar radiation (kcal/cm2) and the water temperature (ºC) in glacial lakes had higher values than those found in springs and streams (Figure 5).

Acoustic Phenotypes and Environmental Variables
When comparing the acoustic phenotypes occurrence between both high- and low-altitude we found the phenotype 1 and 2 (P1 and P2 respectively), corresponding to males, showed a ratio 1:1 (P2/P1) in low-altitude and low theoretical solar radiation and water temperature, whereas they had a 4.25:1 (P2/P1) ratio in high-altitude, high theoretical solar radiation and water temperature. The acoustic phenotypes male-female ratio (P1+P2/P3) increased with altitude, theoretical solar radiation and water temperature, from 2.6:1 to 4.2:1 (Table 3).
Discussion
Our results showed the existence of three acoustic phenotypes recognizable in the release call. The phenotype 1 and 2 were assigned to morphological male adult frogs, and phenotype 3 to morphological female adult frogs. In addition, the phenotype 1 (“parental” males) consisted of the more canonical males, which exhibit their vocal sacs when singing under-water, which emitted almost exclusively, type 1 pulses, showing a very tight and consistent clustering as expected from a trait subject to heavy selective pressure. The phenotype 2 (“pirate” males) corresponded to individuals with male- like vocalizations but with different degrees of divergence from the canonical vocalization and closer to females, which did not exhibit the vocal sacs when singing under- water like females did. Intermediate individuals outnumbered both canonical males and canonical females, and they were much more abundant among individual sampled from high-temperature glacial lakes than from those taken from springs and streams. Given the presence of this intermediate individuals, along with the high male-to-female ratio observed in our study populations and the existence of "pirate” males that are unable or unwilling to attract females but fertilize clutches we propose that these high-mountain populations are suffering from a masculinizing effect of temperature that is exacerbated among those frogs that go through metamorphosis in high-temperature waters.
Any normal population with exclusively genetic sex determination (like endotherm vertebrates) is expected to have close to a 1:1 male-to-female ratio, while the studied population has an overall 4:1 male-to-female ratio which is supported by deviations of sex ratios previously described in R. temporaria [26]. The mechanisms of sex determination in R. temporaria remain unclear. Their sex chromosomes are weakly differentiated [27, 28]. And although some sex-linked genetic markers have been found Matsuba, et al. [29] others have found families and subpopulations in which males and females are genetically identical [30]. Other recent studies have found large differences in the extent to which sex is linked to genetic markers in different families and regional populations [31].
As part of the ongoing climate change, temperatures have been rising in the Central Pyrenees [32, 33] and episodes of unusually high temperatures have become more frequent and [34]. Our study area consists of high- mountain valleys that are mostly free of organic contaminants, and the only noticeable human impact comes from hikers and the occasional camper. Therefore, it is unlikely that any imbalance on the sex ratios is the consequence of environmental contaminants. Moreover, as a consequence the short activity period in high mountain and the presence of snow during spring, frog reproduction occurs in June and tadpole metamorphosis in August. Juveniles are thus exposed to the highest peak water temperatures of the year. Our results might suggest that the reduction on the proportion of females in our study populations is the result of rising temperatures having an increasingly masculinizing effect on developing frogs. This is reinforced by the presence of a much larger imbalance among those frogs that reproduce in lakes, which migth have been exposed to water temperatures of up to 32ºC. This masculinization effect would result in males with slight anatomical and behavioral differences when compared to more canonical males, which would explain the differences in patterns and unusual behaviors such as male “piracy” [4].
Conclusion
We differentiated three acoustic phenotypes present in the release call of Rana temporaria from the Central Pyrenees, as a result of studying the acoustic characteristics vocalization of the pulses instead of the entire call [35, 36].
Two acoustic phenotypes corresponded to morphologic male frogs and one to morphologic female frogs. One of the male phenotypes (P2) might be represented by the “pirate” males as a result of the masculinization effect exacerbated by the highest water temperatures found in the glacial lakes. Our study population was acoustically homogeneous and we could not differentiate the occurrence of the clades mentioned in Teacher, et al. [2].
Acknowledgment
This project was supported by the Animal Anatomy Laboratory Foundation (2013-302). We thank Ursicino Abajo, warden of the Respomuso mountain refuge, for his logistic and gastronomic support, and the field assistant volunteers during the summer courses. We thank the anonymous reviewer for his conscious suggestions which helped improve the manuscript.
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