Abstract
How communities of natural enemies, such as parasitoids, adapt to the range expansion of their hosts or the arrival of a novel invasive host is an important question in invasion biology. Do parasitoids track the expansion of their hosts from their shared native range? Do they locally adapt both behaviorally and physiologically to the arrival of a novel species by shifting hosts? Few studies have addressed those questions, yet they are important to develop efficient methods to manage invasive species. Here we focus on Pnigalio mediterraneus Ferriére and Delucchi (Hymenoptera: Eulophidae), an important parasitoid of two major agricultural and ornamental pests, the olive fruit fly Bactrocera oleae Rossi (Diptera: Tephritidae) and the horse chestnut leafminer Cameraria ohridella Deschka & Dimic (Lepidoptera: Gracillariidae). C. ohridella recently invaded Europe starting from the Southern Balkans, whereas B. oleae has been associated since the Quaternary with wild olives in the Mediterranean, where it largely spread after the domestication of cultivated olives. We used two markers, the ribosomal spacer ITS2 and the mitochondrial gene COI. Although the ITS2 dataset provided little variation and no phylogeographic signal, analysis of mtDNA of 188 individuals of P. mediterraneus from 54 European localities allowed us to identify 53 haplotypes. Both nucleotide and haplotype diversity were higher for Mediterranean samples, and from samples reared from B. oleae. The statistical parsimony network identified one haplotype as the most frequent, ancestral and mainly associated with C. ohridella. Our findings suggest that P. mediterraneus locally host switched to C. ohridella from other hosts in the Balkans and later tracked the horse chestnut leafminer invasion over Europe. Therefore both host-tracking and ecological sorting could explain the current distribution of P. mediterraneus haplotypes.
Similar content being viewed by others
Avoid common mistakes on your manuscript.
Introduction
Although the rate of biological invasions of terrestrial invertebrates has dramatically increased during the second half of the 20th century (Roques et al. 2008), invasive invertebrates are not a new phenomenon. Ever since humans started shaping nature to their needs, insects and other invertebrates have quickly adapted and exploited the new available ecological niches.
A recent example of range expansion is the horse chestnut leafminer Cameraria ohridella Deschka & Dimic (Lepidoptera: Gracillariidae). First collected in Greece in 1879 (Lees et al. 2011), it was described in 1986 from a Macedonian outbreak from 1984 (Deschka and Dimić, 1986), spread via Vienna in 1989 and colonised most European countries in the next 20 years (Augustin et al. 2009; Valade et al. 2009). By using both mitochondrial and microsatellite DNA markers, Valade et al. (2009) showed that C. ohridella originated in the southern Balkans, confirming the hypothesis that it is a relict species that survived the glacial cooling of the tertiary period together with its main host tree, Aesculus hippocastanum L. (Hippocastanaceae). Additional data gathered from historical herbarium collections from Albania and Greece by Lees et al. (2011) gave further support to a Balkan origin of C. ohridella. The high invasive potential of this micromoth is mainly attributed to its high population growth, which results, among other factors, from low rates of predation and parasitism (Ferracini and Alma 2007; Freise et al. 2002; Girardoz et al. 2007; Grabenweger et al. 2007; Volter and Kenis 2006), although approximately 30 native generalist parasitoid species have been recorded attacking this leafminer (Grabenweger et al. 2010).
The enemy release-hypothesis (Keane and Crawley 2002), that is, the scarcity and poor adaptation of native natural enemies at the beginning of the invasion, is commonly advocated as one of the best explanations for the invasion success. Indeed, release from parasites and pathogens is thought to be one of the primary reasons for the success of both alien invasive species (Phillips et al. 2010) and species expanding their range under climate change (Menendez et al. 2008).
Several studies have focused on the parasitoid complex of invasive insect species in their native range (Grabenweger et al. 2005; Lupi 2005; Lozier et al. 2008, 2009; Zappalà et al. 2012; Quacchia et al. 2013). In contrast, few studies have focused on whether and how parasitoids adapt behaviourally and physiologically to the arrival of a new potential host at the invasion front (Klug et al. 2008). The mechanisms involved in such adaptive processes are poorly understood. For instance, what are the (pre-)adaptations that allow a parasitoid to switch to a new host and what are the (post-)adaptations that take place after the host switch? Knowledge of the processes that take place before and after the host switch is of crucial importance for the development of efficient pest management programmes (Grabenweger et al. 2010).
Two main hypotheses may explain how parasitoid communities assemble during a process of invasion or range expansion by an insect host: (1) the Host-Pursuit Hypothesis predicts that parasitoids will track the expansion range of their hosts from a shared area of origin (Menendez et al. 2008; Nicholls et al. 2010; Hernandez-Lopez et al. 2012; Stone et al. 2012); (2) the Ecological Sorting Hypothesis predicts that local parasitoids will adapt to the arrival of the novel host by host shifting (Klug et al. 2008; Hernandez-Lopez et al. 2012). Here we address those hypotheses using phylogeographic data for Pnigalio mediterraneus Ferriére and Delucchi (Hymenoptera: Eulophidae), one of the main parasitoids of the invasive C. ohridella. P. mediterraneus is a primary ectoparasitoid of larvae of leafminers and/or gall-making insects belonging to three orders: Diptera (Tephritidae and Agromyzidae), Hymenoptera (Tenthredinidae) and Lepidoptera (Gracillariidae) (Freise et al. 2002; Grabenweger and Lethmayer 1999; Grabenweger 2003; Gebiola et al. 2009; Grabenweger et al. 2010; Volter and Kenis 2006). P. mediterraneus was described as a parasitoid of the olive fruit fly Bactrocera oleae (Rossi) (Diptera: Tephritidae) in the Mediterranean basin (Ferrière and Delucchi 1957), was later synonymized with Pnigalio agraules Walker (Askew 1984) and has been recently validated as a distinct species (Gebiola et al. 2009).
In a survey of the C. ohridella parasitoid complex in Europe, Grabenweger and Lethmayer (1999) found P. mediterraneus, then known as P. agraules, in every sample, leading authors to consider it as one of the best candidates for the biological control of C. ohridella, although acknowledging that climatic barriers could restrict its use due to a distribution limited to southern parts of Central Europe (Mey 1993). More recently, Grabenweger et al. (2010) reported that P. mediterraneus dominates C. ohridella’s parasitoid complex in northern, western and central Europe along with Minotetrastichus frontalis (Nees) (Hymenoptera: Eulophidae), while it is less frequent, sometimes almost lacking, in the Balkans (see also Freise et al. 2002). The absence of P. mediterraneus from Central-Northern Europe is argued indirectly. In fact, both P. mediterraneus and P. agraules have been reported from this area, but due to the former synonymy, it is difficult to assess the reliability of many records. Nevertheless, host records prior to the synonymy suggest that P. mediterraneus is the species with Southern distribution (Noyes 2012). Furthermore, although an important natural enemy of C. ohridella, prior to C. ohridella’s invasion, the preferred host of P. mediterraneus was B. oleae, a fly of Mediterranean origin. Following the Quaternary differentiation between African and Asian lineages of its native host plant Olea europaea subsp. cuspidata and the Mediterranean O. e. subsp. europaea var. sylvestris (also known as oleaster or wild olive), Mediterranean populations of olive fly present on wild olives started to diverge from African populations and remained associated with their host in the process of retreat to separate Pleistocene refugia. Later, as the cultivated olive was introduced in historical and recent times from the Levant to cover all the Mediterranean area, olive flies were already established and transferred from the original wild olive host to cultivated olive, O. e. subsp. europaea (Nardi et al. 2010). Therefore, as a parasitoid of two invaders that colonized Europe thousands of years apart, P. mediterraneus represents an interesting case study. Recent studies that integrate different types of data show that parasitoids believed to be generalists are instead complexes of often host-specific cryptic species (Chesters et al. 2012; Gebiola et al. 2012). Among parasitoids of C. ohridella, Hernandez-Lopez et al. (2012) found evidence for a complex of at least five haplogroups within Pediobius saulius (Walker) (Hymenoptera: Eulophidae), but no evidence of host-tracking and the existence of a C. ohridella-specialized Balkan haplogroup of P. saulius that could be potentially used for the biological control of the invasive leafminer. Finally, several studies have focused on the phylogeography of alien invasive species or species that are experiencing an expansion of their distribution range (Valade et al. 2009; Rousselet et al. 2010). However, only very few studies have focused on the phylogeography of the parasitoids of invasive species (Baer et al. 2004; Hayward and Stone 2006; Nicholls et al. 2010; Hernandez-Lopez et al. 2012; Stone et al. 2012).
Here, we report the phylogeography and population genetic structure of P. mediterraneus based on analysis of mitochondrial and ribosomal sequences of wasps collected from the native (Balkans) and introduced (rest of Europe) range of C. ohridella, and from the native range of B. oleae (the Mediterranean region). Elucidating the phylogeography of P. mediterraneus in native and introduced ranges allows us to address several questions related to host-parasitoid evolution. The main aim of the present study is to infer the ecological mechanism by which P. mediterraneus, a species previously restricted to southern Europe, has become a frequent parasitoid of C. ohridella in Central and Northern Europe: did it track the host from the Balkans (Host-Tracking Hypothesis)? Or did it locally adapt to the new host (Ecological Sorting Hypothesis)?
Materials and methods
Taxa sampling
One hundred and seven adults identified as P. mediterraneus based on both morphology and COI sequence data were reared from C. ohridella mines, while 81 specimens were reared from nine other hosts, including 54 specimens reared from B. oleae. Overall, P. mediterraneus samples were obtained from 54 localities in 14 different countries (Fig. 1, Supplementary Table 1).
Molecular procedures
We used two markers. The first is a fragment of the mitochondrial COI gene, a widely used marker suitable for investigating processes at the species level due to its high mutation rate, haploid inheritance and absence of recombination. Owing to its reduced coalescence time, the possibility to observe groups of haplotypes associated with structured populations that reflects their evolutionary history is maximized, making it an excellent tool for phylogeographic investigations (Pauls et al. 2006; Valade et al. 2009). The second is the ribosomal internal transcribed spacer 2 (ITS2), a widely used nuclear marker that has been successfully used to discriminate between closely related Hymenoptera species (Rugman-Jones et al. 2009; Li et al. 2010; Chesters et al. 2012), and also in the genus Pnigalio (Gebiola et al. 2012).
DNA from whole specimens preserved in alcohol was extracted using a Chelex–proteinase K-based non-destructive protocol as in Gebiola et al. (2009). The same DNA extraction protocol was used for dried specimens but specimens were kept in Chelex-proteinase K at 55 °C for 5 h instead of 1 h. After DNA extraction, specimens were card mounted and stored as vouchers at the Museo di Entomologia “F. Silvestri”, Portici, Italy. 126 fresh specimens were used to amplify the 3′ half of COI (a 820 bp fragment) using either of the forward primers C1-J-2195 or C1-J-2183 (Simon et al. 1994) with the reverse primer TL2-N-3014 (Simon et al. 1994). For 39 dried samples, two overlapping shorter fragments of 400 bp and 570 bp were amplified by using primer pairs C1-J-2195/CO1-Hco-extB (Schulmeister 2003) and C1-J-2441/TL-N-3014 (Simon et al. 1994), respectively. ITS2 was amplified using primers ITS2F (Campbell et al. 1993) and ITS2RevTrich (Stouthamer et al. 1999). PCR protocols for COI and ITS2 are reported in Gebiola et al. (2009, 2010). Amplicons were checked on 1.2 % agarose gel, purified and sequenced at XiLin sequencing in Beijing, China. Chromatograms were unambiguously edited by eye using BioEdit (Hall 1999). ITS2 sequences were aligned by MAFFT 6 (Katoh and Toh 2008) using the G- INS-i algorithm. Sequences were submitted to GenBank with accession numbers KC171455–KC171619 for COI and KF484913–KF485079 for ITS2. Accessions EF507488–EF507493 from Bernardo et al. (2008), and FJ812249–FJ812267 from Gebiola et al. (2009) were retrieved for analyses.
Phylogeographic analyses
To compare haplotype diversity across sites and different hosts, we used a rarefaction method to take into account differences in sample sizes (Kalinowski 2004). The Chao-1 estimator was calculated (S * 1 ) (Chao 1984; Colwell and Coddington 1994) by using Rarefaction Calculator (www2.biology.ualberta.ca/jbrzusto/rarefact.php#ColCod1994). To test whether genetic diversity is structured by geography and/or host associations, samples were grouped according to origin (Balkans/Mediterranean/rest of Europe) and to host (C. ohridella/B. oleae/other hosts). Polymorphism analyses (haplotype and nucleotide diversity) were performed by locality, and by region and host groupings using DnaSP 5 (Librado and Rozas 2009). Genetic differences among haplotypes were represented by a statistical parsimony network (Templeton et al. 1992) using TCS 1.21 (Clement et al. 2000). Regional genetic diversity was visualized by plotting genetic data as pie charts on a map using PhyloGeoViz (Tsai 2010). We compared the partition of genetic variability at different hierarchical levels by an analysis of molecular variance (AMOVA), estimated by computing conventional F-statistics for COI haplotypes using Arlequin 3.5 (Excoffier and Lischer 2010) with 10,000 permutations.
A Mantel test was performed in Arlequin 3.5 to check if the genetic structure of the populations fits an isolation by-distance model (Slatkin 1993), using pairwise FST values and straight-line geographical distances in km estimated by using Google Maps Distance Calculator (http://www.daftlogic.com/projects-google-maps-distance-calculator.htm).
In order to assess whether P. mediterraneus followed a range expansion similar to the one experienced by its hosts, two methods were used. First, nested clade phylogeographic analysis (NCPA) (Templeton et al. 1995) was performed by using the software ANeCA (Panchal 2007). This is a widely used method that combines information on the spatial distribution of sequences (in particular mitochondrial haplotypes) and the phylogenetic relationships among them (but see Beaumont and Panchal 2008). Where significant geographical association among sequences is detected, an inference key allows discrimination among patterns generated by contiguous range expansion, long-distance colonization and isolation by distance. Second, mismatch distribution (MMD) analysis was also performed in Arlequin to infer recent demographic changes according to the model of sudden expansion (Rogers 1995). Raggedness (R) indices (Harpending 1994) were used to assess the significance of the fit of the MMD distribution to that of an expanding population, where a non-significant, low R P-value infers population expansion. Additionally, differences between expected and observed mismatch patterns were tested by calculating the sum of the squared deviations (SSD) (Rogers and Harpending 1992) and its significance based on 10,000 replications. A significant SSD P-value is interpreted as departure from the estimated demographic model of population expansion. Furthermore, the number of pairwise differences observed was plotted against those expected under a sudden expansion model. In such a plot, an unimodal distribution is taken as support for a population expansion (Rogers and Harpending 1992).
Results
Mitochondrial and nuclear DNA sequences
COI was successfully sequenced for all specimens; trimmed sequences were 729 bp. A total of 53 COI haplotypes were found among the 188 individuals analysed in all localities sampled, with 35 unique haplotypes. Polymorphism data and haplotype distribution by locality and by groups as defined above are reported in Tables 1 and 2.
Internal transcribed spacer 2 (ITS2) sequences were obtained for 167 specimens. Sequence length ranged from 405 to 410 bp, and the final alignment consisted of 412 nucleotides. Eleven ribotypes were recovered, one of which, H1, was predominant, being represented 87 times. However, variation for this marker was very limited, and statistical parsimony analysis showed no geographic or host-associated structure (Supplementary Figure 1). Therefore, ITS2 sequences were not subjected to further analyses.
Spatial distribution of genetic diversity: mediterranean origin
Both nucleotide and haplotype diversity were higher for Mediterranean samples, and from samples reared on B. oleae (Table 2). Haplotype diversity was significantly correlated to sampling effort (number of individuals sampled per population) (Spearman correlation: rS = 0.72, N = 54, P < 0.001). Rarefaction analysis showed that haplotype richness was higher in the Mediterranean area (24.0 ± 2.18 SD; S *1 = 147.1 ± 40.25) than Balkan (11 ± 0; S *1 = 29 ± 15.17) and Rest of Europe (8.3 ± 1.05 SD; S *1 = 28.0 ± 15.17). Haplotype richness was higher for P. mediterraneus reared from B. oleae (32 ± 0; S *1 = 120.2 ± 37.90) than for specimens reared from C. ohridella (14.19 ± 1.86; S *1 = 54.7 ± 18.08). The highest genetic diversity was found in the islands of Corsica (Lumio) and Sicily (Palermo), with seven haplotypes out of seven and eight individuals analysed, respectively (Table 1). It is also worth noting that from a single plant of Celtis australis L. (Ulmaceae) in Portici (Italy) four different haplotypes were sampled (Table 2). The statistical parsimony network showed the haplotype H8 as the most frequent, and, given coalescent theory, also the ancestral one, with 11 haplotypes connected to it by 1-step mutations, most of them present exclusively on C. ohridella (Fig. 2). H8 was present in all countries and in 28 out of 31 localities sampled for C. ohridella (90 %), was recovered 66 times out of 188 samples (35 %) and in 57 % of parasitoids reared on C. ohridella (Table 1). H8 and its derived 1-step haplotypes were found in 75.5 % of individuals reared on C. ohridella. Other frequent haplotypes were H10 (n = 18), H2 (n = 16), H13 (n = 12,) and H19 (n = 6). H8, H10, H13 and H19 were mostly restricted to Cameraria and four other gracillarids, Phyllonorycter platani Staudinger, Phyllonorycter millierella Staudinger, Phyllonorycter sp. and Metriochroa latifoliella (Millière), the only exception being the yponomeutid Atemelia torquatella (Lienig & Zeller). H8, H13 and H19 were never recorded on B. oleae. Furthermore, H8 was the most frequent haplotype both in the Balkans (54.8 %) and in central and northern Europe (56.4 %), whereas in the Mediterranean area it was the second most frequent (13.2 %, although never recorded on samples ex B. oleae) after H2 (17.6 %), which was exclusively found here. Haplotypes were genetically similar, with a maximum of 11 substitutions between pairs of haplotypes, and maximum uncorrected p-distance of 1.5 %. There was a clear divide between Balkans, Mediterranean and central and northern European haplotypes, as only three haplotypes (H8, H10, H13) were present in all geographic regions, whereas when samples were grouped by host as described above, only H10 was recovered in the three groups (Table 2). Geographical distribution of haplotype diversity in Fig. 3 showed a decrease in genetic diversity away from southern Europe, highlighting the Mediterranean as the most genetically diverse regions.
There is a split in the network, roughly corresponding to host distribution, with most haplotypes recovered on individuals attacking C. ohridella on the upper part, and most haplotypes of parasitoids of B. oleae in the lower part. Furthermore, the upper part of the network has a star-like pattern, while the lower part is more reticulated (Fig. 2). This suggests that there is genetic structure associated with the host. For both geographic and host groupings, the AMOVA revealed that most of the variation is explained by differences between individuals within populations, with a much smaller, but significant, amount of variation found among groups and among populations within groups (Table 3). The Mantel tests showed no significant correlations between geographic distance and pairwise FST (r = 0.097, P = 0.104) or corrected Kimura 2-parameter distance of pairwise differences between populations (r = 0.075, P = 0.071).
Nested clade phylogeographic analysis (NCPA) identified a 4-level nesting design, and the null hypothesis of no geographic association among sequences could be rejected only for clades 3-1, 3-3 (the inference key detected isolation by distance) and 3-2, for which long-distance colonization possibly coupled with subsequent fragmentation or past fragmentation followed by range expansion was inferred. Except for PM_CO2, PM_CO18, PM_CO58, PM_CO72, PM_PC2 and PM_PY1, the remaining 22 samples for which there was a significant association between geography and haplotypes were reared on B. oleae from this host’s entire Mediterranean range (Fig. 2).
Mismatch distribution (MMD) analysis could not reject the model of sudden demographic and spatial expansion because of a high concordance of COI data with the predicted distribution. Indeed, R p-values and SSD p-values were all not significant for the Mediterranean, the Balkans and central-western Europe (for demographic expansion: SSD P-value = 0.100, 0.591 and 0.402, and R P-value = 0.270, 0.780 and 0.540, respectively; for spatial expansion: SSD P-value = 0.404, 0.681 and 0.220, and R P-value = 0.712, 0.884 and 0.693, respectively) (5,000 bootstraps). However, the distribution was unimodal only for the Mediterranean group.
Discussion
Genetic variability and choice of molecular markers
Phylogeography is a powerful tool to infer evolutionary processes at the intraspecific level and among closely related species (Avise 1998, 2009). Finding nuclear markers that are variable at intraspecific level in parasitoids can be a difficult task (Hernandez-Lopez et al. 2012; Gebiola et al. 2012). ITS2 showed low levels of intraspecific variability. The low intraspecific variation and the wide sharing of ribotypes among specimens throughout the geographic range and hosts suggest high levels of gene flow among populations of P. mediterraneus. Therefore, we used mitochondrial data to determine the demographic history of a parasitoid associated with invasive pests by direct interpretations from geographically contextualized gene genealogies, by reporting hierarchically partitioned summary statistics, and by permutation tests on various summary statistics to test for demographic expansion and/or geographic structuring of genetic variation.
Recent demographic range expansion
Data presented here are somewhat contrasting. On one hand, Tajima’s D is always not significantly different from zero, which should indicate lack of geographic structure and rejection of the sudden expansion model and no founder effect. Similarly, NCPA did not detect range expansion for Cameraria-associated haplotypes. On the other hand, the star-like pattern of the haplotypes associated with C. ohridella, along with their geographic distribution and frequency, is typical of a recent expansion indicating that P. mediterraneus could have experienced a demographic expansion similar to C. ohridella. This finding seems to be confirmed by the fact that, based on MMD analysis (non-significant R and SSD P-values), the model of sudden demographic and spatial expansion cannot be rejected, although only the Mediterranean grouping has a unimodal distribution. Furthermore, AMOVA results show that variation is somewhat related to geographic origin and host association, with a small but significant percentage of variation explained by difference among groups. However, the mantel test rejected the hypothesis of isolation by distance. This might be due to the fact that the Cameraria invasion is very recent and to the ongoing movement of haplotypes, in particular of H8, throughout Europe. Such movements might have obscured the pre-existing geographic structure before the spread of Cameraria in Europe.
Recent host switch to Cameraria ohridella
The lower genetic diversity of P. mediterraneus on C. ohridella than on B. oleae could be explained by a recent shift to C. ohridella or by the fact that C. ohridella feeds on a toxic plant, which could serve as a barrier to the adaptation of many haplotypes to this host. The reduction of haplotype diversity in P. mediterraneus when moving away from the Mediterranean area might be explained by a climatic barrier that could prevent many Mediterranean haplotypes from establishing in central and Western Europe. Indeed, mild winter conditions are likely to allow larger effective population sizes and a larger amount of within-population genetic variation as recorded also for other insects (Ferreira and Ferguson 2010). However, this seems not to be our case, because in Southern Balkans, for example, the mean temperatures are very similar to those recorded in Italy and because parasitism rate by P. mediterraneus seems not to be influenced by environmental conditions or by the residence time of C. ohridella (Grabenweger et al. 2010), which would indicate a co-introduction of both pest and parasitoid. However, a historical series of P. mediterraneus collected on C. ohridella should be analysed to confirm this hypothesis.
Our results indirectly confirm data recorded by Nardi et al. (2010) on the associations between olive fly and wild olive, as we found a high haplotype diversity of P. mediterraneus in Corsica and Sardinia, but also in Sicily and in part in Southern Italy where oleasters are common (Bronzini de Caraffa et al. 2002). This should be a further evidence of a long coevolution with B. oleae that is congruent with the hypothesis that the shift of B. oleae on wild olives happened during the Quaternary and post-glacial periods (Nardi et al. 2010), differently from what previously hypothesized (Nardi et al. 2005). Therefore it is interesting to note that, notwithstanding this long coevolution, H8 has not yet been found in these islands and in general in the area where wild olives are common and C. ohridella is absent, and not even in areas of sympatry of olives and horse chestnuts. Therefore, H8 seems to be mainly specialized on C. ohridella and was found only where this host is present.
A parasitoid haplotype specialized on C. ohridella
Considering the pattern of C. ohridella’s haplotype distribution, in particular haplotype A (Valade et al. 2009), it is possible that there has been a specialization of P. mediterraneus’s H8 on C. ohridella’s invasive haplotype A, a hypothesis deserving further testing. In a recent study on another eulophid parasitoid, Pediobius saulius (Walker) a haplogroup associated with C. ohridella and highly prevalent in southern Balkans was found (Hernandez-Lopez et al. 2012). The adaptation of a particular haplotype or haplogroup to C. ohridella is challenging since leaves of A. hippocastanum are known to contain toxic substances that are believed to play a role in protecting the leafminer against natural enemies (Ferracini and Alma 2007). It would be interesting to test whether specimens with the ancestral haplotype H8 have a higher capacity to detoxify those toxins. Ancestral haplotypes are indeed known to have a higher adaptive capability in other systems (Diamantidis and Carey 2011). The high specificity of metabolic differences due to the quantitative expression of existing or novel enzymes, especially detoxifying ones, may allow shifts onto novel hosts which may ultimately become adaptive to the point that a new sub-specific forms or ultimately full species arise (Janz 2011; Loxdale 2010). If trade-offs in fitness on alternate hosts are common, adaptation to one host can prevent adaptation to another (Baer et al. 2004), and this could explain why we did not find H8 on B. oleae. Therefore, it is not to be excluded that H8 individuals may at some point become specialized on C. ohridella and reproductively isolate themselves from other populations. However, another possible explanation for the prevalence of H8 could be ‘gene surfing’, a phenomenon that is due to strong genetic drift taking place in populations located at the front of the expansion. Low-frequency alleles can thus surf on the wave of advance of a population range expansion, reaching high frequencies and spreading over large areas, leading to potentially large allele frequency differences between the source and the edge of the spatial expansion (Lawson Handley et al. 2011).
Parasitoid host switch in the Balkans and host-tracking of C. ohridella invasion
We argue that our data support the host-tracking hypothesis, that is, a few haplotypes that appear to be more specialized on C. ohridella (H8, H13, H19) followed the leafminer from the Balkans and spread into central and northern Europe. Some questions arise: had such haplotypes always been associated with Cameraria in the Balkans? Did they come from the Mediterranean and/or Europe? Or did they locally adapt from other hosts in the Balkans and did they later track the horse chestnut leafminer over Europe? Multiple evidences converge toward the latter scenario. First, parasitism of C. ohridella by P. mediterraneus in the Balkans, and especially in the Southern Balkans, is very low or null (Freise et al. 2002; Tomov, personal communication) and the parasitoid phenology is not well synchronized with that of C. ohridella (Freise et al. 2002; Grabenweger et al. 2010). If P. mediterraneus had always been associated to C. ohridella, we would expect higher percentages of parasitism, a well-adapted life cycle, and likely the existence of a host-specific and genetically distinct lineage. Second, although lower than that observed in the Mediterranean, haplotype diversity is slightly higher in the Balkans than in the rest of Europe. If the C. ohridella-specialized haplotypes had come from Europe, we would expect lower haplotype diversity in the Balkans due to founder effect related to the inaccessibility of several natural and artificial horse chestnut stands in the Southern Balkans (Lees et al. 2011). Third, the mountain regions of the Iberian, Italian and Balkan Peninsulas have been identified as the three main ice-free refugia from the Quaternary glaciations for many plants and animals, and the populations in them eventually recolonized Europe (Hewitt 2001). The hosts that can be surely associated with P. mediterraneus are indeed B. oleae and those feeding on Celtis, Ulmus, Populus and Aesculus (Gebiola et al. 2009). Olea, Celtis, Ulmus, Populus have a Balkan-Mediterranean distribution, while Aesculus is a Tertiary relict only present on the Balkan Peninsula as A. hippocastanum (Xiang et al. 1998). Fourth, considering a maximum distance among haplotypes of 1.5 %, and a mutation rate of 2.3 %/million years (Brower 1994, but see Welch and Bromham 2005 when there is no constant rate of molecular evolution), the variability we observe (especially on samples ex B. oleae, that are the most diverse) could have been generated on this host. Therefore, we argue that the natural hosts of P. mediterraneus are B. oleae and Gracillariidae, Tenthredinidae and Yponomeutidae feeding on plants with Mediterranean-Balkan distribution. Then, over the past 25 years, some haplotypes switched to C. ohridella. When C. ohridella expanded its range from the southern Balkans, some haplotypes of P. mediterraneus commonly present in the Balkans on the abovementioned native hosts might have locally adapted first, then tracked the host all over Europe. Hence, both host-tracking and ecological sorting could be at play.
Conclusions
Although several recent studies have highlighted that adaptation to invaders by parasitoids often requires a time lag (Roy et al. 2011), few studies (Nicholls et al. 2010; Hernandez-Lopez et al. 2012) have shown what type of adaptation occurs in different populations of a parasitoid wasp. In the present paper, we highlight the importance of studying the intraspecific variability of parasitoids to understand how different haplotypes adapt to different hosts across their distribution range. Our data suggests that P. mediterraneus may have switched from native hosts in the Balkans to C. ohridella and then tracked the recent invasion of this host from the Balkans to central and Western Europe. The hypotheses here put forward, based on mtDNA dataset, need further testing by expanding the sampling effort on native hosts, especially from the Southern Balkans. If confirmed, this would be the first case of a single or few haplotypes of a parasitoid that successfully host-tracked an invasive host.
References
Askew RR (1984) Species of Pnigalio and Chrysocharis (Hymenoptera: Eulophidae) parasitic on Tischeriidae (Lepidoptera), with the description of a new species. Entomol Gaz 35:103–109
Augustin S, Guichard S, Heitland W, Freise J, Svatos A, Gilbert M (2009) Monitoring and dispersal of the invading Gracillariidae Cameraria ohridella. J Appl Entomol 133:58–66
Avise J (1998) The history and purview of phylogeography: a personal reflection. Mol Ecol 7:371–379
Avise J (2009) Phylogeography: retrospect and prospect. J Biogeogr 36:3–15
Baer CF, Tripp DW, Bjorksten TA, Antolin MF (2004) Phylogeography of a parasitoid wasp (Diaeretiella rapae): no evidence of host-associated lineages. Mol Ecol 13:1859–1869
Beaumont MA, Panchal M (2008) On the validity of nested clade phylogeographical analysis. Mol Ecol 17:2563–2565
Bernardo U, Monti MM, Nappo AG, Gebiola M, Russo A, Pedata P, Viggiani G. (2008) Species status of two populations of Pnigalio soemius (Hymenoptera: Eulophidae) reared from two different hosts: An integrative approach. Biol Control 46:293–303
Bronzini de Caraffa V, Giannettini J, Gambotti C, Maury J (2002) Genetic relationships between cultivated and wild olives of Corsica and Sardinia using RAPD markers. Euphytica 123:263–271
Brower AV (1994) Rapid morphological radiation and convergence among races of the butterfly Heliconius erato inferred from patterns of mitochondrial DNA evolution. PNAS 91:6491–6495
Campbell BC, Steffen-Campbell JD, Werren JH (1993) Phylogeny of the Nasonia species complex (Hymenoptera: Pteromalidae) inferred from an internal transcribed spacer (ITS2) and 28S rDNA sequences. Insect Mol Biol 2:225–237
Chao A (1984) Nonparametric estimation of the number of classes in a population. Scand J Stat 11:265–270
Chesters D, Wang Y, Yu F, Bai M, Zhang T-X, Hu H-Y, Zhu C-D, Li C-D, Zhang Y-Z (2012) The integrative taxonomic approach reveals host specific species in an encyrtid parasitoid species complex. PLoS One 7:e37655
Clement M, Posada D, Crandall KA (2000) TCS: a computer program to estimate gene genealogies. Mol Ecol 9:1657–1659
Colwell RK, Coddington JA (1994) Estimating terrestrial biodiversity through extrapolation. Philos Trans R Soc Lond Ser B 345:101–118
Diamantidis A, Carey J (2011) Ancestral populations perform better in a novel environment: domestication of Mediterranean fruit fly populations from five global regions. Biol J Linn Soc 102:334–345
Excoffier L, Lischer HEL (2010) Arlequin suite ver 3.5: a new series of programs to perform population genetics analyses under Linux and Windows. Mol Ecol Resour 10:564–567
Ferrière C, Delucchi V (1957) Les hyménoptères parasites de la mouche des olives. I. Les chalcidiens de la région méditerranéenne. Entomophaga 2:119–128
Ferracini C, Alma A (2007) Evaluation of the community of native eulophid parasitoids on Cameraria ohridella Deschka and Dimic in urban areas. Environ Entomol 36:1147–1153
Ferreira M, Ferguson J (2010) Do Mediterranean crickets Gryllus bimaculatus De Geer (Orthoptera: Gryllidae) come from the Mediterranean? Largescale phylogeography and regional gene flow. Bull Entomol Res 100:49–58
Freise J, Heitland W, Tosevski I (2002) Parasitism of the horse chestnut leaf miner, Cameraria ohridella Deschka and Dimic (Lep., Gracillariidae), in Serbia and Macedonia. J Pest Sci 75:152–157
Gebiola M, Bernardo U, Monti MM, Navone P, Viggiani G (2009) Pnigalio agraules (Walker) and Pnigalio mediterraneus Ferrière and Delucchi (Hymenoptera: Eulophidae): two closely related valid species. J Nat Hist 43:2465–2480
Gebiola M, Bernardo U, Burks RA (2010) A reevaluation of the generic limits of Pnigalio Schrank (Hymenoptera: Eulophidae) based on molecular and morphological evidence. Zootaxa 2484:35–44
Gebiola M, Gómez-Zurita J, Monti MM, Navone P, Bernardo U (2012) Integration of molecular, ecological, morphological and endosymbiont data for species delimitation within the Pnigalio soemius complex (Hymenoptera: Eulophidae). Mol Ecol 21:1190–1208
Girardoz S, Quicke D, Kenis M (2007) Factors favouring the development and maintenance of outbreaks in an invasive leaf miner Cameraria ohridella (Lepidoptera: Gracillariidae): a life table study. Agric For Entomol 9:141–158
Grabenweger G (2003) Parasitism of different larval stages of Cameraria ohridella. Biocontrol 48:671–684
Grabenweger G, Lethmayer C (1999) Occurrence and phenology of parasitic Chalcidoidea on the horse chestnut leafminer, Cameraria ohridella Deschka & Dimic (Lep., Gracillariidae). J Appl Entomol 123:257–260
Grabenweger G, Avtzis N, Girardoz S, Hrasovec B, Tomov R, Kenis M (2005) Parasitism of Cameraria ohridella (Lepidoptera, Gracillariidae) in natural and artificial horse-chestnut stands in the Balkans. Agric For Entomol 7:291–296
Grabenweger G, Hopp H, Jaeckel B, Balder H, Koch T, Schmolling S (2007) Impact of poor host-parasitoid synchronisation on the parasitism of Cameraria ohridella (Lepidoptera: Gracillariidae). Eur J Entomol 104:153–158
Grabenweger G, Kehrli P, Zweimüller I, Augustin S, Avtzis N, Bacher S, Freise J, Girardoz S, Guichard S, Heitland W, Lethmayer C, Stolz M, Tomov R, Volter L, Kenis M (2010) Temporal and spatial variations in the parasitoid complex of the horse chestnut leafminer during its invasion of Europe. Biol Invasions 12:2797–2813
Hall TA (1999) BioEdit: a user-friendly biological sequence alignment editor and analysis program for Windows 95/98/NT. Nucleic Acids Symp Ser 41:95–98
Harpending HC (1994) Signature of ancient population growth in a low-resolution mitochondrial DNA mismatch distribution. Hum Biol 66:591–600
Hayward A, Stone GN (2006) Comparative phylogeography across two trophic levels: the oak gall wasp Andricus kollari and its chalcid parasitoid Megastigmus stigmatizans. Mol Ecol 15:479–489
Hernandez-Lopez A, Rougerie R, Augustin S, Lees DC, Tomov R, Kenis M, Çota E, Kullaj E, Hansson C, Grabenweger G, Roques A, Lopez-Vaamonde C (2012) Host tracking or cryptic adaptation? Phylogeography of Pediobius saulius (Hymenoptera, Eulophidae), a parasitoid of the highly invasive horse-chestnut leafminer. Evol Appl 5:256–269
Hewitt GM (2001) Speciation, hybrid zones and phylogeography—or seeing genes in space and time. Mol Ecol 10:537–549
Janz N (2011) Ehrlich and Raven revisited: mechanisms underlying codiversification of plants and enemies. Annu Rev Ecol Evol Syst 42:71–89
Kalinowski ST (2004) Counting alleles with rarefaction: private alleles and hierarchical sampling designs. Conserv Genet 5:539–543
Katoh K, Toh H (2008) Recent developments in the MAFFT multiple sequence alignment program. Br Bioinform 9:286–298
Keane RM, Crawley MJ (2002) Exotic plant invasions and the enemy release hypothesis. Trends Ecol Evol 17:164–170
Klug T, Meyhofer R, Kreye M, Hommes M (2008) Native parasitoids and their potential to control the invasive leafminer, Cameraria ohridella DESCH. & DIM. (Lep.: Gracillariidae). Bull Entomol Res 98:379–387
Lawson Handley LJ, Estoup A, Evans D, Thomas C, Lombaert E, Facon B, Aebi A, Roy HE (2011) Ecological genetics of invasive alien species. Biocontrol 56:409–428
Lees DC, Lack HW, Rougerie R, Hernandez-Lopez A, Raus T, Avtzis ND, Augustin S, Lopez-Vaamonde C (2011) Tracking origins of invasive herbivores through herbaria and archival DNA: the case of the horse-chestnut leaf miner. Front Ecol Environ 9:322–328
Li Y, Zhou X, Feng G, Hu H, Niu L, Hebert P, Huang D (2010) COI and ITS2 sequences delimit species, reveal cryptic taxa and host specificity of fig-associated Sycophila (Hymenoptera, Eurytomidae). Mol Ecol Res 10:31–40
Librado P, Rozas J (2009) DnaSP v5: a software for comprehensive analysis of DNA polymorphism data. Bioinformatics 25:451–1452
Loxdale H (2010) Rapid genetic changes in natural insect populations. Ecol Entomol 35:155–164
Lozier JD, Roderick GK, Mills NJ (2008) Evolutionarily significant units in natural enemies: identifying regional populations of Aphidius transcaspicus (Hymenoptera: Braconidae) for use in biological control of mealy plum aphid. Biol Control 46:532–541
Lozier JD, Roderick GK, Mills NJ (2009) Molecular markers reveal geographic, but not host associated, genetic differentiation in the aphid parasitoid Aphidius transcaspicus a parasitoid of the aphid genus Hyalopterus. Bull Entomol Res 99:83–96
Lupi D (2005) A 3 year field survey of the natural enemies of the horse-chestnut leaf miner Cameraria ohridella in Lombardy, Italy. Biocontrol 50:113–126
Menendez R, Gonzalez-Megias A, Lewis OT, Shaw MR, Thomas CD (2008) Escape from natural enemies during climate-driven range expansion: a case study. Ecol Entomol 33:413–421
Mey W (1993) Zur Parasitierung der Pfennigminiermotte, Leucoptera malifoliella (Costa),(Lep., Lyonetiidae) im Havelländischen Obstbaugebiet. J Appl Entomol 115:329–341
Nardi F, Carapelli A, Dallai R, Roderick GK, Frati F (2005) Population structure and colonization history of the olive fly, Bactrocera oleae (Diptera, Tephritidae). Mol Ecol 14:2729–2738
Nardi F, Carapelli A, Boore JL, Roderick GK, Dallai R, Frati F (2010) Domestication of olive fly through a multi-regional host shift to cultivated olives: comparative dating using complete mitochondrial genomes. Mol Phylogenet Evol 57:678–686
Nicholls JA, Fuentes-Utrilla P, Hayward A, Melika G, Csóka G, Nieves-Aldrey J-L, Pujade-Villar J, Tavakoli M, Schonrogge K, Stone GN (2010) Community impacts of anthropogenic disturbance: natural enemies exploit multiple routes in pursuit of invading herbivore hosts. BMC Evol Biol 10:322
Noyes JS (2012) Universal chalcidoidea database. Available from: http://www.nhm.ac.uk/research-curation/projects/chalcidoids/database/index.dsmlresearch/
Panchal M (2007) The automation of nested clade phylogeographic analysis. Bioinf 23:509
Pauls SU, Lumbsch HT, Haase P (2006) Phylogeography of the montane caddisfly Drusus discolour: evidence for multiple refugia and perglacial survival. Mol Ecol 15:2153–2169
Phillips BL, Kelehear C, Pizzatto L, Brown GP, Barton D, Shine R (2010) Parasites and pathogens lag behind their host during periods of host range advance. Ecology 91:872–881
Quacchia A, Ferracini C, Nicholls JA, Piazza E, Saladini MA, Tota F, Melika G, Alma A (2013) Chalcid parasitoid community associated with the invading pest Dryocosmus kuriphilus in north-western Italy. Insect Conserv Divers 6:114–123
Rogers AR (1995) Genetic evidence for a Pleistocene population explosion. Evolution 49:608–615
Rogers AR, Harpending H (1992) Population growth makes waves in the distribution of pairwise genetic differences. Mol Biol Evol 9:552–569
Roques A, Rabitsch W, Rasplus JY, Lopez-Vaamonde C, Nentwig W, Kenis M (2008) Alien terrestrial invertebrates of Europe. In: Nentwig W, Hulme P, Pysek P, Vila M (eds) Handbook of alien species in Europe. Springer, Berlin, pp 63–79
Rousselet J, Zhao R, Argal D, Simonato M, Battisti A, Roques A, Kerdelhué C (2010) The role of topography in structuring the demographic history of the pine processionary moth, Thaumetopoea pityocampa (Lepidoptera: Notodontidae). J Biogeogr 37:1478–1490
Roy HE, Lawson Handley LJ, Schonrogge K, Poland RL, Purse BV (2011) Can the enemy release hypothesis explain the success of invasive alien predators and parasitoids? Biocontrol 56:451–468
Rugman-Jones P, Wharton R, Noort T, Stouthamer R (2009) Molecular differentiation of the Psyttalia concolor (Szépligeti) species complex (Hymenoptera: Braconidae) associated with olive fly, Bactrocera oleae (Rossi) (Diptera: Tephritidae), in Africa. Biol Control 49:17–26
Schulmeister S (2003) Simultaneous analysis of basal Hymenoptera (Insecta): introducing robust-choice sensitivity analysis. Bot J Linn Soc 79:245–275
Simon C, Frati F, Beckenbach A, Crespi B, Liu H, Flook P (1994) Evolution, weighting, and phylogenetic utility of mitochondrial gene sequences and a compilation of conserved polymerase chain reaction primers. Ann Entomol Soc Am 87:651–701
Slatkin M (1993) Isolation by distance in equilibrium and non-equilibrium populations. Evolution 47:264–279
Stone GN, Lohse K, Nicholls JA, Fuentes-Utrilla P, Sinclair F, Schönrogge K, Csoka G, Melika G, Nieves-Aldrey J-L, Pujade-Villar J, Tavakoli M, Askew RR, Hickerson J (2012) Reconstructing community assembly in time and space reveals enemy escape in a western Palearctic insect community. Curr Biol 22:532–537
Stouthamer R, Hu JG, van Kan F, Platner GR, Pinto JD (1999) The utility of internally transcribed spacer 2 DNA sequences of the nuclear ribosomal gene for distinguishing sibling species of Trichogramma. Biocontrol 43:421–440
Templeton AR, Crandall KA, Sing CF (1992) A cladistic analysis of phenotypic associations with haplotypes inferred from restriction endonuclease mapping and DNA sequence data. III. Cladogram estimation. Genetics 132:619–633
Templeton A, Routman E, Phillips C (1995) Separating population structure from population history: a cladistic analysis of the geographical distribution of mitochondrial DNA haplotypes in the tiger salamander, Ambystoma tigrinum. Genetics 140:767
Tsai Y-HE (2010) PhyloGeoViz: a web-based program that visualizes genetic data on maps. Mol Ecol Res 11:557–561
Valade R, Kenis M, Hernandez-Lopez A, Augustin S, Mena N, Magnoux E, Rougerie R, Lakatos F, Roques A, Lopez-Vaamonde C (2009) Mitochondrial and microsatellite DNA markers reveal a Balkan origin for the highly invasive horse-chestnut leaf miner Cameraria ohridella (Lepidoptera, Gracillariidae). Mol Ecol 18:3458–3470
Volter L, Kenis M (2006) Parasitoid complex and parasitism rates of the horse chestnut leafminer, Cameraria ohridella (Lepidoptera: Gracillariidae) in the Czech Republic, Slovakia and Slovenia. Eur J Entomol 103:365–370
Welch JJ, Bromham L (2005) Molecular dating when rates vary. Trends Ecol Evol 20:320–327
Xiang Q, Crawford D, Wolfe A, Tang Y (1998) Origin and biogeography of Aesculus L. (Hippocastanaceae): a molecular phylogenetic perspective. Evolution 52:988–997
Zappalà L, Bernardo U, Biondi A, Cocco A, Deliperi S, Delrio G, Giorgini M, Pedata PA, Rapisarda C, Tropea Garzia G, Siscaro G (2012) Recruitment of native parasitoids by the exotic pest Tuta absoluta in Southern Italy. Bull Insectol 65:51–61
Acknowledgments
Authors thank Prof. Lionel Andriescu, Sylvie Augustin, Luigi Boccaccio, Salvatore Deliperi, Annalisa Di Luca, Ferran Garcia-Marì, Massimo Giorgini, Gisheler Grabenweger, Mark Kenis, Cedomir Markovic, Giustiniano Matteucig, Rainer Meyhöfer, Paolo Navone, Paolo Pedata, Christelle Péré, Andrew Polaszek, Nicolas Ris, Maria Concetta Rizzo, Raffaele Sasso, Rumen Tomov for providing samples for this study. Thanks to Antonio Hernandez-Lopez and David Lees for comments on an earlier version. This work was partly supported by a CNR Short Term Mobility Fellowship (year 2011) accorded to C. Lopez-Vaamonde, by the ATARTIB project with University of Forestry, Sofia, Bulgaria, and by the project: “Insects and globalization: sustainable control of exotic species in agro-forestry ecosystems (GEISCA) PRIN 2010–2012” funded by MIUR id: 2010CXXHJE.
Author information
Authors and Affiliations
Corresponding author
Electronic supplementary material
Below is the link to the electronic supplementary material.
10530_2013_542_MOESM1_ESM.docx
Supplementary Table 1. List of specimens used for this study, with host association, localities and dates of collection, and relative haplotype. (DOCX 159 kb)
Rights and permissions
About this article
Cite this article
Gebiola, M., Lopez-Vaamonde, C., Nappo, A.G. et al. Did the parasitoid Pnigalio mediterraneus (Hymenoptera: Eulophidae) track the invasion of the horse chestnut leafminer?. Biol Invasions 16, 843–857 (2014). https://doi.org/10.1007/s10530-013-0542-8
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10530-013-0542-8