Sympatric ecological divergence associated with a color polymorphism
BMC Biology volume 13, Article number: 82 (2015)
Color polymorphisms are a conspicuous feature of many species and a way to address broad ecological and evolutionary questions. Three potential major evolutionary fates of color polymorphisms are conceivable over time: maintenance, loss, or speciation. However, the understanding of color polymorphisms and their evolutionary implications is frequently impaired by sex-linkage of coloration, unknown inheritance patterns, difficulties in phenotypic characterization, and a lack of evolutionary replicates. Hence, the role of color polymorphisms in promoting ecological and evolutionary diversification remains poorly understood. In this context, we assessed the ecological and evolutionary consequences of a color polymorphic study system that is not hampered by these restrictions: the repeated adaptive radiations of the gold/dark Midas cichlid fishes (the Amphilophus citrinellus species complex) from the great lakes and crater lakes of Nicaragua, Central America.
We conducted multi-trait morphological and ecological analyses from ten populations of this young adaptive radiation (<6,000 years old), which revealed sympatric ecological differentiation associated with the conspicuous binary (gold/dark) color polymorphism. Varying degrees of intraspecific ecological divergence were observed across the ten color morph pairs, but most pairs exhibited a consistently parallel ecological and evolutionary trajectory across populations. Specifically, gold Midas cichlids are frequently deeper-bodied, have more robust pharyngeal jaws, and feed at a lower trophic level compared to conspecific, sympatric dark individuals. A common garden experiment suggests there is a genetic correlation of color and eco-morphological traits.
We demonstrate unprecedented ecological and evolutionary consequences of color polymorphism in this adaptive radiation. Across the species complex, sympatric conspecific individuals differed in eco-morphology depending on color morph (gold/dark) and the axis of differentiation tended to be consistent across replicates. The consistent divergence across wild populations and the common garden experiment suggests that color is genetically correlated to ecology. Because Midas cichlids are known to mate color assortatively, the putative genetic correlation of this color polymorphism with an eco-morphological divergence suggests an innate potential to promote ecological and evolutionary divergence across this species complex. However, there are to date no examples of speciation based on color in this radiation, suggesting long-term maintenance of this color polymorphism.
Color polymorphisms, or the occurrence of two or more genetically determined color morphs within an interbreeding population , occur in animals and plants alike. They potentially have a great impact on various intra- and interspecific processes such as communication, mating systems, and vulnerability to predation [2–4], and, consequently, may accelerate speciation . Ultimately, color polymorphisms can be maintained in the population, they can disappear from the population, and under particular circumstances may facilitate sympatric diversification.
Given the prevalence of color polymorphisms throughout the tree of life, it is surprising that their significance in promoting ecological and evolutionary diversification has been rarely demonstrated empirically [3, 5, 6]. The understanding of color polymorphism still remains incomplete because of the complexities associated with its development in many systems. For example in complex animal systems, color polymorphisms tend to have unknown inheritance mechanisms, exhibit continuous or intermediate variation, result from assortative mating under natural conditions, and/or be sex-linked  as seen in the African cichlid fishes .
Theory predicts that sympatric divergence can occur rapidly when ecological traits under divergent natural selection are genetically correlated and affect mate choice [3, 8–10], hereinafter referred to as “genetic correlation”. Genetic correlation does not imply that the genetic architecture of the trait is fully resolved. It may include single-locus “magic traits” but also cases where there is tight physical genetic linkage of the mate choice genes and the genes that affect ecology, which effectively imitate a true “magic trait” . However, empirical evidence for genetic correlation is exceedingly rare. Some classic examples in animals include assortative mating by body size in stickleback species pairs  and by body shape in Gambusia mosquitofish . Even fewer studies suggest such genetic correlations between mate choice relevant traits and those under divergent selection in color polymorphic systems, as has been found in African cichlid fish .
An ideal study system to address the ecological and evolutionary consequences of color polymorphisms would incorporate multiple replicates, sex-independence, and a simple genetic basis of the color polymorphism associated with assortative mating. For the first time, we assessed the ecological divergence in a color polymorphic system that meets all these advantageous criteria: the adaptive radiation of Midas cichlid fishes (the Amphilophus citrinellus species complex) from the great lakes and crater lakes of Nicaragua (Fig. 1). Midas cichlids have become a model system for studying parallel adaptive radiation and ecological speciation. In western Nicaragua, several crater lakes have been formed by accumulation of rain and ground water in isolated volcanic calderas. In rare and likely independent events, Midas cichlid generalist ancestors from the great Nicaraguan lakes colonized these newly formed crater lakes [14–18]. Midas cichlids have diversified sympatrically and allopatrically within and among the crater lakes and great lakes, sometimes on extremely short time scales [14–16].
Midas cichlids exhibit a conspicuous, sex-independent gold-dark color polymorphism and are named for the Greek mythology of King Midas, who turned everything he touched into gold. The gold morphs are found within many, but not all, populations and species in the Midas cichlid complex and their frequency is relatively low and variable (< 5–20 % of individuals in a given population) [17, 19]. All fishes start life phenotypically dark, but some time before sexual maturity the genetically gold individuals lose their dark pigmentation and become completely yellowish to orange in body and fin color [20, 21]. However, most individuals remain melanic, being dark-gray with vertical bars and dark fins (dark morph) (Fig. 1). This is a Mendelian trait determined by a two-allele locus with gold dominant over dark and almost complete penetrance [20, 21]. The gold phenotype is also correlated with social and competitive behavior [22–24]. For example, a recent analysis of two sympatric sister species in crater lake Xiloá found that, despite breeding in sympatry at the same depths and season, within both species the fishes paired highly color assortatively (95 % of A. sagittae pairs and 77 % of A. xiloaensis pairs were of the same color) . A striking implication of this color-based sexual isolation was significant genetic differentiation between sympatric conspecific color morphs, on a level comparable to that found between recognized species .
The Midas cichlid color polymorphism is a genetically determined trait that is the basis of assortative mating , so theory predicts that incipient divergence by color may be possible if the color polymorphism has consequences for natural  or sexual selection [25, 26]. We tested the natural selection hypothesis through multivariate analyses of color-associated ecological (stable isotope ratios of carbon and nitrogen) and morphological divergence (body shape and jaw morphology) across replicate populations, coupled with a common garden experiment. Instances of parallel evolution, where similar phenotypes arise independently across different environments from a recent common ancestral form, provide strong evidence for natural selection in driving diversification [27, 28]. We focused on ten wild caught sympatric and allopatric color polymorphic populations (Fig. 1). Because the crater lakes were colonized from the ancestral great lake environment during only the last 100 to 6,000 years, and each crater lake population is genetically distinct from other populations , the crater lake populations can be considered “natural evolutionary experiments” with each being an independent replicate common garden experiment under natural conditions. The Nicaraguan great lakes and crater lakes Xiloá and Masaya each contain two sympatric color polymorphic Midas cichlid species, whereas only one color polymorphic species is currently known from crater lakes Apoyeque and Asososca Managua. The extent of genetic differentiation between species ranges from low and non-significant to high and significant [16, 19].
Across freshwater fishes in general [29, 30], including Midas cichlids [15, 16, 31], differentiation in body shape reflects differentiation in ecology, where deeper-bodied fishes are associated with a more benthic niche. Lower pharyngeal jaw (LPJ) robustness, shape and size is strongly associated with diet in cichlids: thicker, broader and heavier jaws with wider teeth have stronger crushing force and are associated with a benthic, durophagous, mollusk-rich diet (“molariform” jaw in Additional file 1: Figure S1b), while more gracile LPJ with finer teeth and less dense bone are found in fishes that eat a more piscivorous or planktivorous diet (“papilliform” jaw in Additional file 1: Figure S1b) and are associated with a more limnetic niche, e.g., [15, 16, 31–35]. Isotopic ratios of carbon (δ13C) and nitrogen (δ15N) reveal these long-term integrated signatures of diet. In aquatic systems, δ13C generally reflects the macro-habitat source (benthic vs. limnetic carbon origin), whereas δ15N corresponds to the trophic level and is indicative of consumer prey relationships  including extent of durophagy . Studies on farmed fish have demonstrated that different diet compositions induce characteristic δ13C and δ15N signatures .
In the present study we assessed how color morphs differed in body shape and defining characteristics of LPJ morphology, such as shape and weight, from ten replicate populations. To infer whether the eco-morphological differentiation found between Midas cichlid color morphs corresponded to a systematic divergence in diet, we analyzed color-associated differences in δ13C and δ15N across the species complex. To synthesize the consistency of color morph divergence across populations, we conducted an evolutionary trajectory analysis  of multiple traits combined (i.e., test for parallelism of size and orientation across body shape, LPJ weight, δ15N, and δ13C). We also quantified the relative amount of shared and unique features of divergence for each trait using multivariate analysis of covariance (MANCOVA) .
According to theory a key criterion to facilitate sympatric divergence would be a genetic correlation of the color polymorphism that is the basis of assortative mating  and ecologically relevant traits [3, 8]. To test for such a genetic relationship, we conducted a common garden experiment under controlled laboratory conditions and assessed the eco-morphological variation between color morphs.
Based on these multiple lines of assessment, we present the first evidence for repeated ecologically relevant morphological divergences in sympatry based on a binary, sex-independent, and genetically determined color polymorphism.
Ecological and morphological differentiation between color morphs
Color morphs differed significantly from each other in body shape; the gold morph was generally deeper bodied and had a larger head compared to the dark morph. This was shown by a geometric morphometric analysis across the ten populations pooled (Procrustes distance = 0.01, Hotelling’s T2 = 248.06, p < 0.0001) (Fig. 2a). This pattern was generally consistent across populations examined individually; in most cases a discriminant function analysis clearly separated body shapes by color, although variable in extent and significance given the small sample sizes in some groups (Additional file 1: Table S1 and S2). While accounting for population-specific effects, gold morphs clearly had higher body depth indexes (BDI, a univariate proxy of overall body shape and corrected for allometry) than dark morphs (logistic regression: mean of posterior distribution = 15.75 [95 % credible interval = 9.53 to 21.84]; Additional file 1: Figure S2a, Additional file 1: Table S3).
Color morphs differed in LPJ shape (across populations pooled; Procrustes distance = 0.01, Hotelling’s T2 = 67.73, p < 0.0001; Fig. 2b), with gold morphs having more robust LPJs compared to dark morphs (Fig. 2b; Additional file 1: Figure S1). As with body shape, the differences in LPJ shape between color morphs in each population separately was variable in extent and significance (Additional file 1: Table S2). To accommodate the population effects, we conducted a binary logistic regression with size-corrected LPJ weight as a proxy of LPJ morphology . This showed that gold morphs had consistently heavier, i.e., more robust and molariform , LPJs than dark morphs (mean of posterior distribution = 1.49 [95 % credible interval = 1.04 to 1.95], Additional file 1: Figure S2b, Additional file 1: Table S3), while accounting for population effects. As LPJs are well established indicators of diet in these and other cichlids [15, 16, 31], this significant weight difference suggests that gold morphs consume a more hard-shelled diet relative to dark morphs.
To test the link between ecologically relevant morphology and trophic level, we examined the difference in δ15N between color morphs while accounting for δ13C variability across the populations . We found that gold morphs were consistently lower than dark morphs in δ15N (model coefficient: −0.63 ‰ [95 % credible interval = −0.86 ‰ to −0.39 ‰]) (Fig. 2c). This Stable isotope differences suggest that sympatric gold and dark color morphs consistently exploit a slightly different trophic position  throughout the species complex. This is additionally supported by the consistent pattern of ecologically relevant divergence in body shape and LPJ size and shape.
Parallel and non-parallel patterns of divergence
To synthesize across all traits and test the consistency of ecologically relevant divergence in a multivariate framework, we conducted a phenotypic trajectories analysis of all traits combined (BDI, LPJ weight, isotopic signatures of δ15N and δ13C) . Trajectory path lengths, which describe the amount of phenotypic evolution across all traits between sympatric color morph pairs, differed overall between gold and dark across the ten morph pairs (Δd = 0.48, p = 0.005). This suggests different magnitudes of divergence across replicate color morph pairs (Fig. 2d, Additional file 1: Table S4), which would be expected given the considerable variation in population age and demography across replicates [14, 17, 18]. The trajectory path orientations, which describe trait co-variation through phenotypic space, appeared substantially parallel for most morph pairs (Fig. 2d) and the hypothesis of parallelism was never rejected statistically in any pairwise comparison (Additional file 1: Table S4). However the null hypothesis of parallel orientation across all replicates was rejected (θ = 1625.74, p = 0.001), likely due to three color morph pairs with the shortest vector lengths (A. citrinellus and A. labiatus from Lake Managua, A. cf. citrinellus from Lake Apoyeque) that deviated in vector direction from the others (Fig. 2d). Nonetheless, with the exception of those three populations, there is a consistent co-variation in phenotypic space between color morph pairs (orientation along PC1 and PC2) across population replicates (Fig. 2d).
We further assessed the shared and unique aspects of color morph divergence in each trait using MANCOVA  for each trait separately. Predictably, because each color polymorphic population differs in age and demographic history , the largest amount of trait variance in LPJ size, δ15N and BDI was due to differences in evolutionary history of the morph pairs (”evolutionary replicate”; Table 1). However, we found that in all cases the effect of color (percent variance explained) exceeded any unique population-specific variation between color morphs (“color x evolutionary replicate”; Table 1). Together, the MANCOVA and the evolutionary trajectory analysis evidence a relatively consistent parallelism of ecological divergence across most replicates of sympatric gold-dark morph pairs.
Common garden experiment
To test whether these consistent differences in eco-morphology had a genetic basis, we raised gold and dark sibs (F2 cross of wild caught parents) under identical conditions in the laboratory from hatching to adult-sized. We found that body shape differed significantly between these laboratory-raised gold and dark sibling fishes (Procrustes distancesBody shape = 0.010, Hotelling’s T2 = 92.58, p = 0.006). Further, we found that LPJ shape also differed significantly between sibs of different colors (Procrustes distancesLPJ shape = 0.014, Hotelling’s T2 = 59.36, p = 0.007), despite being raised on identical foods. The eco-morphological differentiation was of the same pattern and direction, though to a lesser extent, as we found in the wild populations; laboratory-reared gold individuals had a larger head and sturdier pharyngeal jaws than their dark morph sibs (Fig. 3). Our data lend support to the hypothesis that the eco-morphological variation we identified between sympatric conspecific color morphs in the ten wild populations is genetically correlated with color.
Parallel and non-parallel divergence based on color
Across replicate populations of Midas cichlids, including populations from completely isolated crater lakes derived from independent colonizations [14, 18], we identified considerable and in most cases repeated ecological differentiation between sympatric gold and dark color morphs. Further, this differentiation follows an ecological and evolutionary pattern that is consistent across the species complex overall. This is evident in ecological and morphological traits such as body shape (Fig. 2a, Additional file 1: Table S2), LPJ shape (Fig. 2b, Additional file 1: Table S2), and stable isotope signatures of δ15N (Fig. 2c, Additional file 1: Table S2), including those statistical models that take the binary nature of the trait and the population effects into account (Additional file 1: Figure S2a, b; Fig. 2c). Combining the eco-morphological traits into a single trajectory analysis demonstrated the consistency of the divergence pattern, with color morph pairs in most populations separating along the primary and secondary axis of variation (Fig. 2d). This intraspecific differentiation is largely parallel across most populations. This suggests a prominent role of natural selection in bringing about the observed differences . As far as we are aware, this is the most replicated and consistent ecological and genetic differentiation that has been found to associate with a sex-independent binary color polymorphism .
The observed color morph divergence occurs along a benthic-limnetic ecological axis associated with durophagy. The pattern of this eco-morphological divergence is comparable to the divergence along the benthic-limnetic axis that is ubiquitous in freshwater fishes [16, 29, 30, 41]. The varying extent and in some cases deviating directions of color morph divergence are likely to reflect different stages of ecological divergence across the species complex, due not only to evolutionary histories but also to unique environmental differences across lakes in regard to size, depth and ecological opportunity [17, 42, 43]. For example, deep, clear-watered, and young crater lake environments strongly differ from the turbid and shallow waters of the Nicaraguan great lakes (reviewed in [17, 43]) and, therefore, crater lake Midas cichlids inhabit substantially different environments than the ancestral populations. Further, it is conceivable that environmental differences, e.g., in turbidity, cause different strengths of color assortative mating across morph pair replicates from different lakes [6, 13], though this remains to be tested. Such factors may explain why eco-morphological differentiation between color morphs tends to be more pronounced in the crater lake populations than in the great lake populations for body shape (mean Procrustes distancesBody shape in crater lakes = 0.019 vs great lakes = 0.016) and for LPJ shape (mean Procrustes distancesLPJ shape in crater lakes = 0.02 vs great lakes = 0.017, Additional file 1: Table S2). This pattern is in agreement with population genetic analyses that found significant differentiation between sympatric color morphs in a crater lake species  yet little or no differentiation in the great lakes species . Similarly, genetic differentiation is higher between Midas species in the crater lakes than between species in the great lakes [14, 16, 40]. It may well be that selection pressures and differences in habitat use between the two color morphs, possibly caused by differential predation by aquatic and/or aerial predators [45, 46], are stronger in the clear-watered crater lake than in the murky great lake environment . However, despite the dramatic differences in the physical and ecological environments of the different lakes, ecological and morphological divergence across color morph pairs is highly consistent.
A mechanism to facilitate divergence based on color?
The persistent eco-morphological differentiation in body shape and LPJ morphology of the ten investigated natural populations and the gold and dark common garden siblings suggests that the color polymorphism has potentially direct, genetically determined, ecological consequences . Further experiments are needed, either to confirm the genetic effects under controlled laboratory conditions or through tracking the specific genetic basis of color in wild populations. If our hypothesis of a genetic correlation of the mating cue “color” and ecology is confirmed, the genetic correlation is likely to play a major role in the maintenance of the color polymorphism, and possibly facilitates sympatric incipient diversification [19, 44] by reducing ecological competition. The common garden experiment suggested a sizable genetic component of those color-associated eco-morphological differences, which provides a genetic mechanism to facilitate sympatric ecological divergence based on the color polymorphism [3, 6, 8]. The coexistence of color morphs may even suggest that the morphs occupy different fitness peaks in an adaptive landscape [10, 29, 47] maintained by assortative mating . However, although we suggest there is a genetic correlation of color and ecology in Midas cichlids, it so far remains unclear whether the color polymorphism constitutes pleiotropy, a single-locus “magic trait”  or tight physical linkage of the color gene and the genes that bring about eco-morphological differentiation . Furthermore, it still remains to be determined whether the color polymorphism originated de novo within each evolutionary replicate or whether it was brought into the crater lakes with their founding population. The prevalence of the color polymorphism in this species complex (found in most but not all lakes and species) strongly suggests that this is an ancestral trait, but its genetic architecture and evolutionary history remain to be determined.
Despite the divergence in ecological phenotypes between sympatric conspecific color morphs we have no evidence that the color polymorphism is a mechanism for speciation in this young system. In no case has full speciation occurred in Midas cichlids based on color, despite assortative mating according to color [15, 16, 48]. Ecological diversification in Midas cichlids is, however, abundantly associated with phenotypic traits other than color as demonstrated by the benthic-limnetic flock in crater lake Apoyo, with its six described species that all lack the color polymorphism , or the thin-lipped/thick-lipped morphs found in some lakes [40, 48]. In fact, it is fascinating that this color polymorphism is repeatedly found within species that have diversified in sympatry along the benthic-limnetic axis (e.g., in crater lake Xiloa ), yet is never itself the focus of speciation – that is, there is no species in the complex that is strictly gold. Thus, it remains unclear whether divergence based on the color polymorphism is simply slower than divergence based on traits other than color, or if the color polymorphism does not result in speciation because of genetic constraints or due to ecological reasons. The highly replicated color polymorphism across at least ten pairs, and their consistent eco-morphological differentiation in sympatry, strongly suggests this is an ancestral polymorphism maintained in the populations through selection and assortative mating.
Here we have documented a robust example of a sex-independent color polymorphism being associated with ecological divergence in a replicate manner, as well as suggesting a genetic correlation of that color polymorphism with eco-morphology. This suggests a potential, but yet untested, role of color polymorphisms in promoting evolutionary diversification . Our results demonstrate the relevance of a color polymorphism in maintaining sympatric ecological divergence within and across populations and species.
Midas cichlids were sampled from the great lakes and crater lakes of Nicaragua by gill-netting or harpooning between 2001 and 2012 (Additional file 1: Table S1) to collect 1,354 individuals from ten populations. In the field, standardized photographs of the left body side of each fish were taken from directly above. All specimens were taken as vouchers (head or whole body) and stored in 70 % ethanol.
Assessment of eco-morphology and diet
Body depth index and body shape
We tested if sympatric, conspecific color morphs of Midas cichlids differed in body shape across the ten populations (Fig. 1) using geometric morphometric analyses (Additional file 1: Figure S1, Additional file 1: Table S1). Eighteen landmarks (LM) describing body shape of 1,354 individuals were digitized from standardized photographs in tpsDig v. 2.16  by a single investigator (Additional file 1: Figure S1, landmarks modified from ). Body Depth Index (BDI) is the relative fraction of body depth (distance LM 6 to LM 9 in Additional file 1: Figure S1) divided by standard length (distance LM 1 to LM 15 in Additional file 1: Figure S1). BDI was calculated from inter-landmark distances that were obtained in PAST v. 2.16  for each individual. BDI is a proxy of overall body shape and was therefore used in the logistic regression (below).
The body shape data, but not BDI, showed some temporal sampling effects. Therefore, a slightly reduced sample was used for the multivariate analyses of shape (Additional file 1: Table S1, n = 1,177). Analyses were performed in MorphoJ v. 1.05c , following a previous study on Midas cichlid body shape differentiation . Body shape data exhibited significant allometric effects (5.04 % of shape variation explained by centroid size; p < 0.0001), thus allometry-corrected shape data (regression residuals) were used in downstream analyses. Discriminant function analysis (DFA) with cross-validation was used to test for significant differentiation between mean color morph body shapes within each population (Additional file 1: Table S2).
Lower pharyngeal jaw size and shape
To quantify the LPJ difference between color morphs, we conducted a multivariate analysis of shape using geometric morphometrics and measured LPJ weight (Additional file 1: Figure S1, Additional file 1: Table S1). Standardized photographs were taken of extracted and cleaned lower pharyngeal jaws (Additional file 1: Table S1, n = 465) from directly above using a digital camera. Twenty-four homologous landmarks, consisting of 12 fixed and 12 semi-landmarks were defined that describe the external LPJ shape along with the dentigerous area (Additional file 1: Figure S1). Digitization was done using tpsDig v. 2.16  by a single investigator from the specimen photographs. Semi-landmarks were slid in tpsRelw v. 1.49  in orthogonal projection mode with 10 iterations. Slid semi-landmarks were treated as true homologous landmarks in MorphoJ v. 1.05c . Object symmetry was taken into account and the symmetric component of shape variation only was considered as our trait of interest . A correction for allometric effects on LPJ shape was performed by regressing Procrustes coordinates on LPJ centroid size (4.31 % of shape variation explained by centroid size; p < 0.0001). Regression residuals were used in downstream analyses that were conducted analogous to body shape analyses. In a complementary approach jaws were weighed to the nearest mg using a digital scale. Cube root normalization was applied to allometry-corrected LPJ weight. LPJ weight is representative of overall LPJ morphology  and was therefore used in the logistic regression analysis (below).
Stable isotope analysis
A small piece of muscle tissue was extracted from dorsal musculature of 298 ethanol preserved specimens (Additional file 1: Table S1) and dried for about 48 hours at 55 °C. Samples were ground in individual sealed tubes and a 1.0–1.5 mg subsample was weighed. Analyses were done by gas chromatography combustion isotope ratio mass spectrometry (GC-C-IRMS) at the Limnological Institute of the University of Konstanz. The δ13C-values were corrected for lipid content . Isotopic differentiation between color morphs within each population was investigated in a comparative framework as described below.
Comparative data analysis of BDI, LPJ weight and stable isotopes
Binary logistic regression on eco-morphology
Pre-analyses suggested a major and population independent axis of differentiation between color morphs. To test for a consistent eco-morphological differentiation between color morphs across the species complex, logistic regression with a binominal error distribution was used and conducted in R v. 2.15.1 . Being gold (“1”) or not (“0”≙ dark) was set as response variable and allometry-corrected BDI or LPJ weight was set as explanatory variable. To test for an overall effect across the species complex, each population was modeled as a random factor and a flat prior distribution was used. The glmer-function (package “lme4” ) was used to fit the models. The sim-function (package “arm” ) was used for simulation of 5,000 values from the posterior distribution of the model parameters. Inference was drawn based on the 95 % credible interval (CrI), which is the Bayesian analog to confidence interval. Conventionally, if zero is not included in the Bayesian 95 % CrI, an effect is considered to be “clear” . Logistic regression coefficients were interpreted following Gelman and Hills’ “divide by 4 rule”  as predicted probabilities of the model outcome. Please see Additional file 1: Figure S2 for a practical example of how to apply this rule.
Linear mixed effects model on stable isotope signatures
To test for a systematic differentiation between color morphs in the trophic level δ15N while accounting for the correlation with δ13C  and accommodating the environmental variation across lakes, we designed a linear mixed effects model. As fixed effects for the model we entered “color morph” and “δ13C” (without interaction) and each morph pair (“evolutionary replicate”) was considered as a random effect under the assumption of a common slope for each morph pair. The lmer-function (package “lme4” ) was used to fit the models. The sim-function (package “arm” ) was used for simulation of 5,000 values from the posterior distribution of the model parameters. Visual inspection of residual plots revealed that the model assumptions (homoscedasticity, normality, etc.) were adequately met (Additional file 1: Figure S3). Inference was drawn, based on the 95 % CrI as described above for eco-morphology.
Evolutionary trajectory analysis
To synthesize the consistency of color morph divergence across replicates, we conducted an evolutionary trajectory analysis  of all traits (i.e., parallelism of size and orientation across BDI, LPJ weight, δ15N, and δ13C). Analyses were conducted on all ten morph pairs simultaneously (factor 1 = morph pair, factor 2 = gold or dark). Evolutionary trajectories were analyzed by principal component analysis on z-standardized variables following a generalized linear model to calculate color morph centroids and vectors between sympatric color morph groups, as described in [38, 59]. The differences in length and orientation across the ten vectors were compared statistically with the “residual randomization method”  employing 9,999 permutations.
Shared and unique features of divergence
To quantify the relative amount of shared and unique features of divergence across the species complex, a MANCOVA analysis was performed according to the method in . MANCOVA was used to determine the relative effect sizes of shared divergence among color morphs (color), morph pair history (morph pair) and unique aspects of divergence among morph-pairs in the different morph-pairs (color:morph pair) on the ecological variables BDI, LPJ weight and δ15N. Partial η2-values were calculated for those factors and indicate the explanatory ability of a factor relative to unexplained variation.
Assessment of genetic correlation of the color polymorphism and eco-morphology
To test for such a genetic relationship between the color polymorphism and ecologically relevant traits, we conducted a common garden experiment under controlled laboratory conditions using sibling fish derived from a Midas cichlid F2-intercross heterozygous for the gold locus. This laboratory strain was collected by George Barlow (University of California, Berkeley) in the early 1970s and derives from Lake Masaya . We analyzed eco-morphology in a manner analogous to the wild-caught samples. In this common garden approach, 107 Midas cichlid sibling offspring of an F2-intercross (heterozygous for the gold-locus) between gold/dark F1-hybrids  were raised together in the same tank throughout their life, first in a 600 L tank in the animal research facility of the University of Konstanz and later in a large 10,000 L “mesocosm” in the Limnological Institute of the University of Konstanz. Fish were fed to excess daily with commercial pellet food. Fishes were sacrificed at about 20 months of age after exceeding a standard length of ~11 cm. This size range is similar to that of wild-caught adult fish in our field collection (see Additional file 1: Table S3). Phenotypically, 68 individuals were gold and 39 individuals were dark. Two microsatellite loci that are in strong linkage disequilibrium with the gold-locus (F. Henning, unpublished data) were amplified and genotyped for all dark individuals, as well as for a single gold individual as a control, using established conditions. This was done to genetically discriminate if any phenotypically dark individuals were actually untransformed gold individuals. Due to the Mendelian inheritance of gold color, the gold to dark offspring ratio of a mating involving two heterozygous gold parents should be 3:1. As expected, we found 79 genetically gold and 28 genetically dark morphs in our cross. Most genetically gold individuals were already transformed or still in transition. However, 11 genetically gold individuals had not yet transitioned from dark and could only be identified genetically. All fish were processed the same day and eco-morphological color morph differentiation has been assessed as described above for the field specimens (gold:dark samples sizes: body shape = 74:28; LPJ shape = 75:27).
Huxley J. Morphism in birds. Acta Int Congr Ornithol. 1955;11:309–28.
Forsman A, Ahnesjö J, Caesar S, Karlsson M. A model of ecological and evolutionary consequences of color polymorphism. Ecology. 2008;89:34–40.
McKinnon JS, Pierotti ME. Colour polymorphism and correlated characters: genetic mechanisms and evolution. Mol Ecol. 2010;19:5101–25.
Hubbard JK, Uy JA, Hauber ME, Hoekstra HE, Safran RJ. Vertebrate pigmentation: from underlying genes to adaptive function. Trends Genet. 2010;26:231–9.
Hugall AF, Stuart-Fox D. Accelerated speciation in colour-polymorphic birds. Nature. 2012;485:631–4.
Gray SM, McKinnon JS. Linking color polymorphism maintenance and speciation. Trends Ecol Evol. 2007;22:71–9.
Roberts RB, Ser JR, Kocher TD. Sexual conflict resolved by invasion of a novel sex determiner in Lake Malawi cichlid fishes. Science. 2009;326:998–1001.
Servedio MR, Doorn G, Kopp M, Frame AM, Nosil P. Magic traits in speciation: ‘magic’ but not rare? Trends Ecol Evol. 2011;26:389–97.
Kirkpatrick M, Ravigné V. Speciation by natural and sexual selection: models and experiments. Am Nat. 2002;159:S22–35.
Gavrilets S. Fitness landscapes and the origin of species. Princeton: Princeton University Press; 2004.
McKinnon JS, Mori S, Blackman BK, David L, Kingsley DM, Jamieson L, et al. Evidence for ecology’s role in speciation. Nature. 2004;429:294–8.
Langerhans RB, Gifford ME, Joseph EO. Ecological speciation in Gambusia fishes. Evolution. 2007;61:2056–74.
Seehausen O, Terai Y, Magalhaes IS, Carleton KL, Mrosso HD, Miyagi R, et al. Speciation through sensory drive in cichlid fish. Nature. 2008;455:620–6.
Barluenga M, Meyer A. Phylogeography, colonization and population history of the Midas cichlid species complex (Amphilophus spp.) in the Nicaraguan crater lakes. BMC Evol Biol. 2010;10:326.
Barluenga M, Stölting KN, Salzburger W, Muschick M, Meyer A. Sympatric speciation in Nicaraguan crater lake cichlid fish. Nature. 2006;439:719–23.
Elmer KR, Fan S, Kusche H, Spreitzer ML, Kautt AF, Franchini P, et al. Parallel evolution of Nicaraguan crater lake cichlid fishes via non-parallel routes. Nat Commun. 2014;5:1–8.
Elmer KR, Kusche H, Lehtonen TK, Meyer A. Local variation and parallel evolution: morphological and genetic diversity across a species complex of neotropical crater lake cichlid fishes. Philos Trans R Soc London Ser B Biol Sci. 2010;365:1763–82.
Elmer KR, Lehtonen TK, Fan S, Meyer A. Crater lake colonization by Neotropical cichlid fishes. Evolution. 2013;67:281–8.
Elmer KR, Lehtonen TK, Meyer A. Color assortative mating contributes to sympatric divergence of neotropical cichlid fish. Evolution. 2009;63:2750–7.
Henning F, Renz AJ, Fukamachi S, Meyer A. Genetic, comparative genomic, and expression analyses of the Mc1r locus in the polychromatic Midas cichlid fish (Teleostei, Cichlidae Amphilophus sp.) species group. J Mol Evol. 2010;70:405–12.
Henning F, Jones JC, Franchini P, Meyer A. Transcriptomics of morphological color change in polychromatic Midas cichlids. BMC Genomics. 2013;14:171.
Barlow GW. Competition between color morphs of the polychromatic Midas cichlid Cichlasoma citrinellum. Science. 1973;179:806–7.
Barlow GW. The benefits of being gold: behavioral consequences of polychromatism in the Midas cichlid Cichlasoma citrinellum. Environ Biol Fish. 1983;8:235–47.
Lehtonen TK. Colour biases in territorial aggression in a Neotropical cichlid fish. Oecologia. 2014;175:85–93.
Higashi M, Takimoto G, Yamamura N. Sympatric speciation by sexual selection. Nature. 1999;402:523–6.
van Doorn GS, Edelaar P, Weissing FJ. On the origin of species by natural and sexual selection. Science. 2009;326:1704–7.
Schluter D, Nagel L. Parallel speciation by natural selection. Am Nat. 1995;146:292–301.
Elmer KR, Meyer A. Adaptation in the age of ecological genomics: insights from parallelism and convergence. Trends Ecol Evol. 2011;26:298–306.
Schluter D. The ecology of adaptive radiation. New York: Oxford University Press; 2000.
Robinson BW, Wilson DS. Character release and displacement in fishes: a neglected literature. Am Nat. 1994;144:596.
Kusche H, Recknagel H, Elmer KR, Meyer A. Crater lake cichlids individually specialize along the benthic-limnetic axis. Ecol Evol. 2014;4:1127–39.
Meyer A. Ecological and evolutionary consequences of the trophic polymorphism in Cichlasoma citrinellum (Pisces: Cichlidae). Biol J Linn Soc. 1990;39:279–99.
Liem KF. Evolutionary strategies and morphological innovations: cichlid pharyngeal jaws. Syst Biol. 1973;22:425–41.
Gunter HM, Fan S, Xiong F, Franchini P, Fruciano C, Meyer A. Shaping development through mechanical strain: the transcriptional basis of diet‐induced phenotypic plasticity in a cichlid fish. Mol Ecol. 2013;22:4516–31.
Sage RD, Selander RK. Trophic radiation through polymorphism in cichlid fishes. Proc Natl Acad Sci U S A. 1975;72:4669–73.
Post DM. Using stable isotopes to estimate trophic position: models, methods, and assumptions. Ecology. 2002;83:703–18.
Dempson JB, Power M. Use of stable isotopes to distinguish farmed from wild Atlantic salmon, Salmo salar. Ecol Freshw Fish. 2004;13:176-84.
Adams DC, Collyer ML. A general framework for the analysis of phenotypic trajectories in evolutionary studies. Evolution. 2009;63:1143–54.
Langerhans RB, DeWitt TJ. Shared and unique features of evolutionary diversification. Am Nat. 2004;164:335–49.
Manousaki T, Hull PM, Kusche H, Machado-Schiaffino G, Franchini P, Harrod C, et al. Parsing parallel evolution: ecological divergence and differential gene expression in the adaptive radiations of thick-lipped Midas cichlid fishes from Nicaragua. Mol Ecol. 2013;22:650–69.
Arnegard ME, McGee MD, Matthews B, Marchinko KB, Conte GL, Kabir S, et al. Genetics of ecological divergence during speciation. Nature. 2014;511:307–11.
Waid R, Raesly R, McKaye K, McCrary J. Zoogeografia ictica de lagunas cratericas de Nicaragua. Encuentro. 1999;51:65–80.
Recknagel H, Elmer KR, Meyer A. Crater lake habitat predicts morphological diversity in adaptive radiations of cichlid fishes. Evolution. 2014;68:2145–55.
Barluenga M, Meyer A. The Midas cichlid species complex: incipient sympatric speciation in Nicaraguan cichlid fishes? Mol Ecol. 2004;13:2061–76.
Kusche H, Meyer A. One cost of being gold: selective predation and implications for the maintenance of the Midas cichlid colour polymorphism (Perciformes: Cichlidae). Biol J Linn Soc. 2014;111:350–8.
Torres-Dowdall J, Machado-Schiaffino G, Kautt AF, Kusche H, Meyer A. Differential predation on the two colour morphs of Nicaraguan crater lake Midas cichlid fish: implications for the maintenance of its gold‐dark polymorphism. Biol J Linn Soc. 2014;112:123–31.
Martin CH, Wainwright PC. Multiple fitness peaks on the adaptive landscape drive adaptive radiation in the wild. Science. 2013;339:208–11.
Elmer KR, Lehtonen TK, Kautt AF, Harrod C, Meyer A. Rapid sympatric ecological differentiation of crater lake cichlid fishes within historic times. BMC Biol. 2010;8:60.
Rohlf FJ. tpsDig, version 2.16: A program for digitizing landmarks and outlines for geometric morphometrics. Department of Ecology and Evolution, State University of New York, Stony Brook. http://life.bio.sunysb.edu/morph/. 2010. Accessed 24 September 2015.
Hammer Ø, Harper DA, Ryan PD. PAST: Paleontological statistics software package for education and data analysis. Palaeontol Electron. 2001;4:9. http://palaeo-electronica.org/2001_1/past/issue1_01.htm. Accessed 24 September 2015.
Klingenberg CP. MorphoJ: an integrated software package for geometric morphometrics. Mol Ecol Res. 2011;11:353–7.
Rohlf FJ. tpsRelw, version 1.49: Relative warps analysis. Department of Ecology and Evolution, State University of New York, Stony Brook. http://life.bio.sunysb.edu/morph/index.html. 2010. Accessed 24 September 2015.
Klingenberg CP, Barluenga M, Meyer A. Shape analysis of symmetric structures: quantifying variation among individuals and asymmetry. Evolution. 2002;56:1909–20.
Kiljunen M, Grey J, Sinisalo T, Harrod C, Immonen H, Jones RI. A revised model for lipid-normalisation of carbon stable isotope values from aquatic organisms, and implications for the use of isotope mixing models to evaluate diets of consumers. J Appl Ecol. 2006;43:1213–22.
R Core Team. R: a language and environment for statistical computing. Vienna, Austria: R Foundation for Statistical Computing; 2012. http://www.R-project.org/.
Bates D. Fitting linear mixed models in R - using the lme4 package. R News - The Newsletter of the R Project. 2005;5:27–30.
Gelman A, Hill J. Data analysis using regression and multilevel/hierarchical models. New York: Cambridge University Press; 2007.
Amrhein V, Scaar B, Baumann M, Minery N, Binnert JP, Korner-Nievergelt F. Estimating adult sex ratios from bird mist netting data. Methods Ecol Evol. 2012;3:713–20.
Collyer ML, Adams DC. Analysis of two-state multivariate phenotypic change in ecological studies. Ecology. 2007;88:683–92.
Barlow GW, Wallach SJ. Colour and levels of aggression in the Midas cichlid. Anim Behav. 1976;24:814–7.
We thank all participants of our field campaigns during the last twelve years for their efforts in the field, in particular R. Rayo, but also W. Salzburger, M. Barluenga, K. N. Stölting, T. K. Lehtonen, G. Machado-Schiaffino, M.-L. Spreitzer and H. Recknagel. J. Sieling and M. Wolf cared for the fish in the laboratory. T. Sonntag and S. Stockmaier assisted in the lab. F. Henning provided unpublished genetic markers to differentiate genetically dark and gold individuals, and F. Korner-Nievergelt and P. Johnson advised on statistical analyses. We thank E. Yohannes of the Stable Isotope Group of the Limnological Institute at the University of Konstanz. We thank D. Schluter, B. Helm, M. Frassl, T. Clarin, J. Burgon, and H. Recknagel and several anonymous reviewers for their comments on this manuscript. Funding was provided through Deutsche Cichliden Gesellschaft to HK, an Alexander von Humboldt and NSERC fellowship to KRE, Univ. Konstanz Young Scholar’s funding to KRE, various grants of the Deutsche Forschungsgemeinschaft to AM, and an ERC advanced grant (# 297300 “GenAdap”) from the European Research Council to AM.
The authors declare that they have no competing interests.
All authors participated in the design of the study and in the collection of specimens. HK conducted the experiments, analyzed the data and drafted the manuscript with KRE. All authors read and approved the final manuscript.
Supplementary Material (all files combined). Figure S1. Definition of eco-morphological measurements. Figure S2. Logistic regression: frequency distributions of the linear predictor for gold and dark morphs. Figure S3. Residual analysis of stable isotope data. Table S1. Sample sizes of color morphs used for each analysis. Table S2. Geometric morphometrics: Pair-wise morphological differentiation between Midas cichlid color morphs. Table S3. Overview of color-associated divergence in eco-morphology and stable isotope ratios. Table S4. Evolutionary trajectory analysis. (PDF 1003 kb)
About this article
Cite this article
Kusche, H., Elmer, K.R. & Meyer, A. Sympatric ecological divergence associated with a color polymorphism. BMC Biol 13, 82 (2015). https://doi.org/10.1186/s12915-015-0192-7
- Adaptive radiation
- Ecological diversification
- Evolutionary ecology
- Parallel evolution
- Color polymorphism
- Stable isotope analysis
- Crater lake
- Genetic correlation
- Genetic linkage