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The preference–performance relationship as a means of classifying parasitoids according to their specialization degree

Abstract Host range in parasitoids could be described by the preference–performance hypothesis (PPH) where preference is defined as host acceptance and performance is defined as the sum of all species on which parasitoid offspring can complete their life cycle. The PPH predicts that highly suitable hosts will be preferred by ovipositing females. However, generalist parasitoids may not conform to this hypothesis if they attack a large range of hosts of varying suitability. Under laboratory conditions, we tested the PPH relationship of three aphid parasitoids currently considered as generalist species (Aphelinus abdominalis, Aphidius ervi, Diaeretiella rapae). As expected, the three parasitoids species showed low selectivity, i.e., females stung all aphid species encountered (at least in some extent). However, depending on the parasitoid species, only 42%–58% of aphid species enabled producing parasitoid offspring. We did not find a correlation between the extent of preference and the performance of three generalist aphid parasitoids. For A. ervi, host phylogeny is also important as females showed higher attack and developmental rates on hosts closely related to the most suitable one. In addition, traits such as (a) the presence of protective secondary endosymbionts, for example, Hamiltonella defensa detected in Aphis fabae and Metopolophium dirhodum and (b) the sequestration of plant toxins as defense mechanism against parasitism, for example, in Aphis nerii and Brevicoryne brassicae, were likely at play to some extent in narrowing parasitoid host range. The lack of PPH relationship involved a low selectivity leading to a high adaptability, as well as selection pressure; the combination of which enabled the production of offspring in a new host species or a new environment. Testing for PPH relationships in parasitoids may provide useful cues to classify parasitoids in terms of specialization degree.

Parasitoids are insects of which free-living adult females deposit eggs in, on, or near hosts and immature stages develop by host consumption (parasitic stage; Godfray, 1994). Hence, the host represents the only food source for the parasitoid larvae and female choice to lay its egg is decisive. The selection of hosts by parasitoids involves the detection of physical and/or chemical cues from the other trophic levels (e.g., host species and/or host plants) (Mackauer, Michaud, & Völkl, 1996;Vet & Dicke, 1992;Vinson, 1985), and the host specificity of parasitoids may be mainly shaped by infochemicals, i.e., chemicals emitted by host and/or host plant (Afsheen, Wang, Li, Zhu, & Lou, 2008). Specialist parasitoids may use more specific cues related to their hosts (Barbosa, 1988;McCormick, Unsicker, & Gershenzon, 2012;Vet & Dicke, 1992). This is the case, for example, for Microplitis croceipes that uses host kairomones from a variety of host-related sources (e.g., frass, hemolymph, and salivary secretions; Alborn, Lewis, & Tumlinson, 1995;Jones, Lewis, Bowman, Beroza, & Bierl, 1971). By contrast, generalist parasitoids often use more generalized cues to identify potential host species (Vet & Dicke, 1992).
For example, the generalist fly parasitoid Aphaereta minuta does not use host-derived chemical cues to select host larvae and attacks almost all hosts that are present in encountered decaying materials (Vet, 1985).
Assessing PPH relationships in parasitoids may provide useful clues to classify parasitoids in terms of specialization degree; i.e., specialized parasitoids may show significant PPH relationships, whereas generalist ones rarely do. However, several studies have reported positive preference-performance relationships in parasitoids considered to be generalists (Kos et al., 2012;Li, Miller, & Sun, 2009).
It should be noted though that all of these studies (a) tested only a few host species (a maximum of 3), and (b) the host species belonged to the same tribes or genus thus representing a possible bias in assessing the preference-performance correlation (Poulin & Mouillot in, 2005). Such reported positive PPH relationships may actually be false positives in the sense that these studies were not designed per se to assess the link between the preference of females and the performance of offspring in the context of the PPH (Gripenberg et al., 2010).
In this context, we assessed the PPH relationship in three aphid parasitoid species Aphelinus abdominalis (Aphelinidae), Aphidius ervi (Braconidae), and Diaeretiella rapae (Braconidae) that have been considered generalists, i.e., attacking a broad phylogenetic range of aphids (Honek, Jarosik, Lapchin, & Rabasse, 1998;Kavallieratos et al., 2004), through characterization of the behavioral (preference) and physiological (performance) determinants of host specificity of these parasitoid species under laboratory conditions. To achieve this, we used twelve aphid species that feed on six different host plants and spread over two different tribes (Aphidini and Macrosiphini) within the subfamily Aphidinae. They were chosen to cover a broad phylogenetic range of aphid species (Coeur d'Acier, Jousselin, Martin, & Rasplus, 2007;von Dohlen, Rowe, & Heie, 2006). In addition, we calculated the host specificity index S * TD from Poulin and Mouillot (2005) to classify the parasitoids according to their host specificity; doing so we identified an endpoint for quantifying where these species lie on a generalist-specialist continuum. For this, we considered also previous results on specialist parasitoids generated by our laboratory Monticelli, 2018). Finally, because various ecological factors such as secondary endosymbionts (Hopkinson, Zalucki, & Murray, 2013;Oliver, Russell, Moran, & Hunter, 2003) may modulate the preference and/or performance of parasitoids (Monticelli, Outreman, Frago, & Desneux, 2019), each aphid colony was screened for the presence of nine secondary endosymbionts.
Parasitoids used for all experiments were 24-48 hr old, used only once, and had never been in contact with plants or aphids (i.e., no experience before being tested).

| Experiment 1: Parasitoid preference and performance measurements
Parasitoid preference. Preference for the different host species for all three parasitoid species was estimated by observing parasitoid behavior when they encountered individuals of the different aphid species tested. Three parasitoid behavioral steps were identified: detection, acceptance, and oviposition (see . For A. ervi and D. rapae, detection was defined as physical contact between aphid and parasitoid, followed by antennal palpation. Acceptance was described as the parasitoid abdomen bending underneath its thorax in the direction of the aphid, and sting was described as the introduction of the ovipositor into the aphid. In case of A. abdominalis wasps, effective detection was described as right-left bounces behind the aphid followed by parasitoid acceptance, i.e., 180° rotation of the female, and the start of ovipositor use. A sting was described as an ovipositor introduction into aphids lasting at least 20 s and not ending as a result of aphid defensive behaviors (Wahab, 1985).
Aphid defensive behaviors were also recorded, and three behaviors were considered defensive: kicking, cornicle secretion, and escape.
For the analyses, all defensive behaviors were grouped.
For each replicate, one leaf of one host plant was placed upside down under a binocular magnifier (8×). One individual from one aphid species was placed on the leaf with a fine brush. After 5 min of establishment, one mated female parasitoid was introduced. When the parasitoid touched the leaf, the observation began and the parasitoid's behavior was noted over 5 min for A. ervi and D. rapae (short stinging time) and over 10 min for A. abdominalis (long stinting time, Wahab, 1985). The preference experiment was stopped after the 5 or 10 min or when the parasitoid exhibited oviposition behavior. Each parasitoid and aphid species was tested randomly every experimental day.
Aphid size is known to have an impact on the parasitoid host selection process (Wyckhuys et al., 2008). Hence, the aphids used in the experiment were all of the equivalent size of 3rd-and 2nd-instar A. pisum for A. abdominalis and A. ervi wasps, respectively, and TA B L E 1 Aphid tribe, species, their color, host plants, and the number of replicates for Aphelinus abdominalis, Aphidius ervi, and Diaeretiella rapae, respectively Note: All aphid species tested belonged to the family Aphididae (subfamily Aphidinae), Blackman and Eastop (2006). All aphid colonies were initiated from ≥200 collected individuals naturally colonizing fields in France during 2013-2014 and infesting their respective host species. Two strains of M. euphorbiae were maintained on their respective collection plant species: S. tuberosum and S. lycopersicum (indicated as P and T for potato and tomato in the text, respectively). Two strains of M. persicae were used (one green and one red). All aphids were maintained (for 35-45 generations) on their host plant in a ventilated cage (60 × 60 × 60 cm) covered by mesh, under controlled conditions (23 ± 2°C, RH 65 ± 5% and photoperiod 16:8 hr L:D). n/a means that data are nonavailable due to the unsuccessful sting of the parasitoids in these aphid species. equivalent to 3rd-instar B. brassicae for D. rapae, i.e., the known instar preferred by these parasitoids for oviposition (Henry, Gillespie, & Roitberg, 2005;Khakasa, Mohamed, Lagat, Khamis, & Tanga, 2016;Wahab, 1985 Table 1). The emergence rate of mummies and the sex ratio of emerged adults were recorded as well.

| Experiment 2: Presence of secondary endosymbionts in aphid
To evaluate the impact of aphid secondary endosymbionts on the development of juvenile parasitoids, each aphid colony was screened using PCR (Materials and Methods S1) to detect the presence of nine facultative symbiont genera (

| Data analysis
All statistical analyses were carried out using R version 3.2.2 (R Core Team 2017). The parasitoid behavior was analyzed using generalized linear models (GLMs) based on a binomial distribution. They were used (a) to compare parasitoid behaviors, i.e., detection, acceptance, and sting rates among aphid species, (b) to analyze the effect of aphid defensive behaviors on sting rate, and (c) to analyze the effect of aphid color, host plant, and aphid tribe on the proportion of aphids stung by the various parasitoids. The parasitoid performance was also analyzed using GLMs based on a binomial distribution. They were used (a) to compare proportion of egg, larvae, mummy, and adult parasitoids recorded among all aphid species; (b) to compare parasitoid mortality across the different development stages in each aphid species, that is, egg, larvae, mummy, and adult stages; and (c) to analyze the effect of aphid color, host plant, and aphid tribe on the proportion of emerged parasitoids. When required, the GLMs were followed by a multicomparison test (Tukey, package "multcomp"). The deviation from a 0.5 sex ratio for only the parasitoids that produced ≥ 10 offspring (number enable to reasonably estimate a sex ratio) was tested with permuted Fisher's exact test (with the Bonferroni adjustment method). Finally, to analyze the relationship between the preference (sting rate) and the performance (emergence rate) of parasitoids, a comparative analysis of independent contrasts (calculation of phylogenetically independent variables, as described by Felsenstein (1985)) was used (CAIC, package "caper").
In addition to testing for occurrence of a PPH relationship, we also calculated the index of host specificity S * TD from Poulin and Mouillot (2005) to better characterize host specificity of tested parasitoids. Contrary to the former S TD from Poulin and Mouillot (2003), the S * TD is a value which depends on (a) the prevalence of the parasitoid on the various hosts and (b) the position of these host species within a taxonomic hierarchy (Poulin & Mouillot, 2005). The smaller the value, the more specialist the parasitoid. The S * TD was computed using the program TaxoBiodiv2 (Poulin & Mouillot, 2005), which considers a taxonomic tree of hosts built based on family, tribe, genus, and species (Blackman & Eastop, 2006) and the proportions of parasitoid adult emergence for each species in every aphid species. It was done for the generalist parasitoids A. abdominalis, A. ervi, and D. rapae, as well as for three other parasitoid species previously analyzed in the laboratory: Binodoxys communis  and Binodoxys koreanus (Desneux, Starý, et al., 2009) described as specialist aphid parasitoids as well as Lysiphlebus testaceipes described as moderate specialist aphid parasitoids (from France and from United States; Monticelli, 2018).

| RE SULTS
For each parasitoid species tested, we tested the impact of the aphid colony, the host plant, the endosymbiont presence, the aphid color, and the aphid tribe on both the parasitoid preference and performance (Table 1).

| Parasitoid preference
For Aphelinus abdominalis, the proportion of aphid individuals detected by the parasitoid for each aphid species ranged from 0.91 to 1.00 and was not significantly different (Tables 2 and 3). Three aphid species, A. craccivora, A. fabae and A. gossypii, were significantly less accepted and stung by the parasitoid than A. pisum, A. nerii, M. euphorbiae (P and T), and Sitobion avenae. Aphelinus abdominalis stung less black than green aphids and stung mainly aphids from the Macrosiphini tribe. The presence of secondary endosymbiont or the different host plants tested did not impact their preference (Tables 3 and S2). Due to the very low number of A. craccivora, A. fabae, and A. gossypii stung by A. abdominalis, these aphid species could not be considered in the subsequent performance assessment.
For Aphidius ervi, the proportion of detected individuals of each aphid species ranged from 0.91 to 1.00 and varied significantly among the aphid species (Table 2 and 3). Five aphid species, A. craccivora, A. fabae, B. brassicae, R. padi, and S. graminum, were significantly less accepted and stung than A. pisum, M. euphorbiae (P), M. persicae (green strain), and S. avenae. Aphidius ervi accepted and stung less black than green aphids and aphids from the Aphidini tribe, regardless of the host plant species tested (Tables 3 and S2).
Brevicoryne brassicae was stung by A. ervi at the lowest level and it could not be considered in the followed performance assessment.
For D. rapae, the proportion of aphid individuals detected ranged from 0.58 to 1.00 and varied significantly among the aphid species (Tables 2 and 3). Three aphid species (A. craccivora, A. fabae, and M. dirhodum) were significantly less accepted and stung than A. pisum, B. brassicae, M. persicae (green strain), and S. graminum.
Macrosiphum euphorbiae (P and T) were not less accepted that these aphid species but were less stung. Diaeretiella rapae preference was similar regardless of aphid color, tribe, or host plant (Tables 3   and S2). Due to the very low number of A. craccivora, A. fabae, and M. dirhodum stung by D. rapae, these aphid species could not be considered in the subsequent performance assessment.

| Parasitoid performance
For Aphelinus abdominalis, the offspring emergence rate ranged from 0.71 to 0.90, the highest being in A. pisum, M. euphorbiae (on potato and tomato plants), M. dirhodum, M. persicae (green and red strains), R. padi, and S. avenae (Table 3, Figure 2a). The other aphid species were grouped based on the stage at which the parasitoid development failed. First, in Aphis nerii, mortality was significantly higher between egg and larval stages ( 2 3 = 63.0, p < 0.001). Second, in B. brassicae and S. graminum, significant mortality was observed between larval and pupal stages ( 2 3 = 48.7 and 19.7, respectively, all p < 0.001). Finally, in S. avenae, mortality was observed during the pupal stage ( 2 3 = 9.7, p = 0.022). Aphelinus abdominalis performance TA B L E 2 Proportion of aphids detected, accepted, and stung by Aphelinus abdominalis (Aa), Aphidius ervi (Ae), and Diaeretiella rapae (Dr), respectively, upon the encounter of different aphid species TA B L E 3 Effect of the aphid colony, the host plant species, the presence of endosymbiont, the aphid color, and the aphid tribe on the parasitoid preference (proportion of aphids detected, accepted, and oviposited by the parasitoids) and the parasitoid performance (proportion of parasitoid larvae, of mummified aphid, and adult emerged). Significant effects of the various factors on the parasitoid preference and performance traits are indicated in bold text Abbreviation: Dp, dispersion parameter.
did not vary depending on the aphid colors and/or host plants (Tables 1, 3 and S2). However, a higher number of larvae survived in aphid species belonging to the Macrosiphini tribe (  Figure 2b).
The other aphid species could be grouped upon the stage at which the parasitoid development failed. First, in M. euphorbiae on potato, mortality was significant higher between the egg and larval stages ( 2 3 = 24.7, p < 0.001). Second, in A. craccivora, A. fabae, A. gossypii, A. nerii, M. dirhodum, R. padi, and S. graminum, significant mortality was observed between the larval and pupal stages ( 2 3 > 15.0, respectively, all p < 0.001). Finally, in M. persicae (green and red strains), mortality was primarily observed during the pupal stage ( 2 3 = 17.8, p < 0.001). Aphidius ervi produced a higher proportion of offspring in the green aphids compared to the black ones, in the aphids belonging to the Macrosiphini tribe and in the aphids that did not harbor a secondary endosymbiont (Tables 1 and 3). The host plant did not modulate the performance of A. ervi (Tables 1, 3, and S2). The A. ervi sex ratio was similar to 50:50 in all aphid species tested (all p > 0.05;  Figure 2c). The other aphid species could be grouped upon the stage at which parasitoid development failed. First, mortality was significant between the egg and larval stages in A. pisum and M. euphorbiae ( 2 3 = 63.9, 58.8, all p < 0.001). Second, significant mortality was observed between the larval and pupal stages in A. nerii and S. graminum ( 2 3 = 83.9 and 72.0, respectively, all p < 0.001). Finally, mortality was observed during the pupal stage in B. brassicae, M. persicae (green strain), and R. padi ( 2 3 = 13.9, 16.3, and 11.9, p = 0.003, 0.0009, and 0.007, respectively). Diaeretiella rapae performance was modulated by the host plant, and a lower offspring proportion was observed in aphid species maintained on Asclepias, bean, potato, and tomato than on cabbage, squash, and wheat (Tables 1, 3, and S2). However, the aphid color and tribe did not modulate the parasitoid performance (Tables 1 and 3). The D. rapae sex ratio was similar to 50:50 in all aphid species (all p > 0.05; Table 3).

| The PPH relationship
The preference-performance hypothesis (PPH) have been found in specialist arthropod, but it has been argued that such relationships may not be common in generalist ones. In this study, no significant relationship was found between the preference (sting rate) and the performance (emergence rate) of A. abdominalis

| Index of host specificity
Aphelinus abdominalis and D. rapae are the more generalist aphid parasitoid considered in this study and their S * TD are 2.37 and 2.55, respectively (Figure 4). Aphidius ervi and L. testaceipes (from previous study) are oligophagous species and their S * TD are 2.21, 1.75, and 1.83, respectively. Finally, B. communis and B. koreanus (from previous study) were the most specialized species considered in our study and their S * TD are, respectively, 1.17 and 1.32.

| D ISCUSS I ON
Generalist parasitoids are known to use a broad set of cues to identify potential hosts, and this may alter the relationship between their preference and performance traits (Mackauer et al., 1996;Vet & Dicke, 1992). Testing such a PPH relationship in three generalist aphid parasitoids on twelve aphid host species revealed that such a relationship is absent in A. abdominalis, A. ervi, and D. rapae. All three parasitoids showed low behavioral selectivity when encountering

Diaeretiella rapae
Aphid defense behavior rate potential host species (preference traits), and thus, their host range was primarily dictated by the actual host suitability for their offspring development. Host suitability in two particular aphid species was likely affected by the presence of two detected secondary endosymbionts (von Burg, Ferrari, Muller, & Vorburger, 2008;Oliver et al., 2003). In parallel, the calculated S * TD values were consistent with the results from PPH assessments (present study and our previous ones) and enabled the categorization of the aphid parasitoids as generalist

| Preference traits
As expected for generalist parasitoids, the three species tested showed low host selectivity, i.e., they stung all aphid species encountered (at least in some extent) regardless to the host plant species F I G U R E 2 Proportion of stinging aphids that contained an egg (dissection after stung), contained a larva (dissection after 4 days), mummified (after 10 days), and produced an adult parasitoid for (a) Aphelinus abdominalis, (b) Aphidius ervi, and (c) Diaeretiella rapae (experiment 2). For each aphid species, bars followed by the same letter are not significantly different (generalized linear models followed by multicomparison test) or the endosymbiont presence. However, A. abdominalis and A. ervi might show a preference for the green aphids over the black ones (though confounding effect could not be excluded, for example, all Macrosiphini aphids tested were greenish, whereas all the black aphids belonged to the Aphidini tribe). Still, visual cues are used by many organisms to evaluate and select resources (Bell, 1991), and green aphids are known to be well detected by aphid parasitoids; Aphidius rhopalosiphi, Monoctonus paulensis, and Praon pequodorum preferred green aphids (Michaud & Mackauer, 1994. In addition, A. abdominalis and A. ervi attacked significantly more aphids from the Macrosiphini tribe. Overall, they stung all the aphid species from the Macrosiphini tribe encountered at high proportions and some species from the Aphidini tribe, such as R. padi and S. graminum. Closely related species may share characteristics recognized by parasitoid to select their hosts (Bell, 1991;Harvey et Pagel, 1991;Ives & Godfray, 2006;Michaud & Mackauer, 1994). In our study, we did not consider the beginning of the host selection process which may occur at long distance, i.e., habitat location (according to the definition by Vinson, 1985) and doing so we could have missed a part of the behavioral selectivity. However, the host selection process by generalist parasitoids mostly relies on semiochemicals originating from the hosts themselves (Becker et al., 2015) and notably in aphid parasitoids (Hatano, Kunert, Michaud, & Weisser, 2008).
Aphid defensive behaviors are known to potentially affect oviposition behavior of various aphid parasitoids and to reduce the parasitoid host range Kouamé & Mackauer, 1991;Wyckhuys et al., 2008). To avoid aphid defensive behaviors, some parasitoids, including A. ervi and D. rapae, exhibited a "quick" sting syndrome Völkl & Mackauer, 2000). In this

Aphid species
Female sex ratio (proportion females)

Aphelinus abdominalis Aphidius ervi Diaeretiella rapae
Acyrthosiphon pisum 0.67 0.73 n/a Aphis gossypii n/a n/a n/a Aphis fabae n/a n/a n/a Aphis craccivora n/a n/a n/a Schizaphis graminum n/a n/a n/a Aphis nerii n/a n/a n/a Note: n/a means that data are nonavailable due to the unsuccessful development of the parasitoids in these aphid species. *p < 0.05, ***p < 0.001 (deviation from a 0.5 sex ratio).
TA B L E 4 Female sex ratio (proportions: females/adult emerged) for each parasitoid species developing on different hosts.

F I G U R E 3
Relationship between the sting rate (preference) and the emergence rate (performance) when three generalist parasitoids (Aphelinus abdominalis, Aphidius ervi, and Diaeretiella rapae) encountered twelve aphid species. Relationship between the proportion of aphids stung in each aphid species by every parasitoid species tested (A. abdominalis, A. ervi, and D. rapae) and the proportion of emerged adults of the aphids stung. No relationship was observed in A. abdominalis (F 1,7 = 0.99, p = 0.353, R 2 = 0.12), A. ervi (F 1,9 = 3.96, p = 0.078, R 2 = 0.31), and D. rapae (F 1,7 = 0.21, p = 0.663, R 2 = 0.03) Preference -Sting rate Performance -Parasitoid emergence rate study, D. rapae did not show a relationship between its sting rate and the aphid defense rate, suggesting that D. rapae is able to avoid aphid defensive behaviors. A positive relationship was found between the A. ervi sting rate and the aphid defenses rate induced by this parasitoid species; aphid defenses such as cornicle secretions and defensive movements might be used by A. ervi as chemical and physical cues, respectively (Battaglia et al., 2000). Contrarily, there was a negative relationship between the proportion of aphid species stung by A. abdominalis and the proportion of aphid defensive behaviors. Aphelinus abdominalis demonstrated a sting time ranging between 20 and 60 s, about four times that of the two other parasitoid species tested. This suggests that aphid defensive behaviors may disturb females during their stinging event (De Farias & Hopper, 1999;Wahab, 1985). Secondly, success of aphid defenses depends on the relative size of the attacking parasitoid versus the aphid. Aphelinus abdominalis is two times smaller than A. ervi and D. rapae, whose size allows them to attack aphids more easily (Le Ralec et al., 2010).

| Performance traits
Aphelinus abdominalis and D. rapae were able to produce offspring with high prevalence in aphids from both Aphidini and Macrosiphini tribes, whereas A. ervi was able to produce offspring in aphid species mainly from the Macrosiphini. As previously, closely related species can share characteristics used by parasitoids to complete their development in their hosts (Harvey et Pagel, 1991;Ives et Godfray, 2006), suggesting that A. ervi is specialized on aphids belonging to the Macrosiphini tribe (as in Zepeda-Paulo, Ortiz-Martínez, Figueroa, & Lavandero, 2013).
The facultative endosymbionts present in aphids may compromise the successful development of parasitoids explaining the parasitoid mortality between the egg and larvae stage (Ferrari, Darby, Daniell, Godfray, & Douglas, 2004;McLean & Godfray, 2015;Oliver et al., 2005). Specifically, Hamiltonella defensa and Regiella insecticola (detected in A. fabae and M. dirhodum as reported by Henry, Maiden, Ferrari, & Godfray, 2015) associated with a toxin-encoding bacteriophage (ASPE, Oliver, Degnan, Hunter, & Moran, 2009) are known to provide aphids protection against different natural enemies, such as parasitoids (Oliver et al., 2003). In this study, A. abdominalis was not impacted by the presence of secondary endosymbionts since it had 84% successful parasitism in M. dirhodum (as in McLean, Hrček, Parker, &Godfray, 2017 andHopper et al., 2018). The presence of R. insecticola may, in the case of Aphelinus sp., induce a higher parasitism rate (Luo et al., 2017) or a higher fitness, for example, Aphelinus glycinis produced more and larger female adult progeny on infected than on uninfected aphids . By contrast, a strong parasitoid larval mortality of Aphidius ervi was observed when it encountered A. fabae and M. dirhodum, suggesting that H. defensa and/ or R. insecticola had a strong negative impact on A. ervi performance (as in Oliver et al., 2003, Vorburger et al., 2009). In addition, A. ervi is well known to parasite Macrosiphininae species such as M. dirhodum (Starý 1993, Kavallieratos et al., 2004, suggesting that the presence of H. defensa and/or R. insecticola reduces the A. ervi host range. Finally, D. rapae stung A. fabae and M. dirhodum at a low rate that does not permit an evaluation of the impact of H. defensa and R. insecticola on parasitoid performance. The impact of endosymbionts is variable depending on the aphid-parasitoid system considered and more studies are needed. Several studies have shown that endosymbionts confer protection only against the more specialized natural enemies and less against generalist ones (Asplen et al., 2014;Hrcek, McLean, & Godfray, 2016;Kraft, Kopco, Harmon, & Oliver, 2017;Parker, Spragg, Altincicek, & Gerardo, 2013), which support the hypothesis whereby A. ervi is more specialized than A. abdominalis and D. rapae.  The host plant may also contribute to a reduction in aphid parasitoid host range. Aphelinus abdominalis and A. ervi can parasitize aphids on multiple host plants, whereas D. rapae fails to develop in aphid species maintained on milkweed, bean, potato, and tomato.
Diaeretiella rapae is an aphid parasitoid generalist and a habitat specialist (notably on Brassicae and Gramineae, Kavallieratos et al., 2004).
The specialist aphid species A. nerii and B. brassicae are able to sequester cardenolide (Asclepias) and glucosinolate (cabbage), respectively Jones, Bridges, Bones, Cole, & Rossiter, 2001), and these toxic allelochemical molecules have a drastic impact on immature parasitoid survival Kos et al., 2012;Mooney, Jones, & Agrawal, 2008;Pratt, Pope, Powell, & Rossiter, 2008) and may explain the parasitoid mortality be- is generally found to be a suitable host (Colinet, Salin, Boivin, & Hance, 2005;Kavallieratos et al., 2004), suggesting that aphid genotype could be involve in this failure to parasitize (Bilodeau, Simon, Guay, Turgeon, & Cloutier, 2013;von Burg et al., 2008). Aphid ability to sequester the toxic compounds from their host plant involves a high specialization of aphid species (Mooney et al., 2008) and only a few (up to four) parasitoid species can parasite A. nerii and B. brassicae (Kavallieratos et al., 2004), suggesting that strong circumventing mechanisms are needed for a parasitoid to adapt to aphid defense. Furthermore, sequestering is a general aphid defense against parasitoids as well as natural enemies (Omkar & Mishra, 2005;Toft & Wise, 1999).

| The preference-performance relationship in generalist parasitoids
The meta-analysis of Gripenberg et al. (2010) of the PPH relationship in phytophagous insects described a relationship between preference and the performance, present in specialist, but lacking in generalists.
The lack of the PPH relationship in A. abdominalis and D. rapae is due to their low host selectivity and their high performance in multiple hosts (in 6 and 5 aphid species, respectively). In A. ervi, both its preference and performance were significantly higher in the aphids belonging to the Macrosiphini tribe (as in Zepeda-Paulo et al., 2013), suggesting a host phylogenetic specialization (Desneux, Blahnik, Delebecque, & Heimpel, 2012). The PPH relationship provides useful clues to classify parasitoids in terms of degree of specialization, although it does not enable strictly separating generalist from oligophagous organisms. Hence, the host specificity index (from Poulin & Mouillot, 2005) provides useful complementary information, quantifying where these species lie on a generalist-specialist continuum. Indeed, when comparing the S * TD values of the parasitoids tested in this study and the parasitoids tested in our previous studies, we demonstrated that A. abdominalis and D. rapae are generalist aphid parasitoids and are able to produce offspring with high prevalence in aphids from both Aphidini and Macrosiphini tribes, whereas A. ervi and L. testaceipes are moderate specialist aphid parasitoids able producing offspring in aphid species mainly from the Macrosiphini or Aphidini tribe, respectively. Finally, B. communis and B. koreanus are classified as specialist parasitoids, being able to produce offspring mainly in aphids belonging to the Aphis genus (with the exception of S. graminum, an aphid species from the Aphidini tribe, still closely related to the Aphis genus, Desneux, Starý, et al., 2009).
Parasitoid within-species genetic variability could have some degree of influence on preference-and/or performance-related traits (Cayetano & Vorburger, 2015;Diehl & Bush, 1984;Raymond, Plantegenest, Gagic, Navasse, & Lavandero, 2015). For example, Derocles et al. (2016) reported that various generalist parasitoid species are composed of biotypes linked to a given host species. This suggests that results on behavioral and/or physiological traits involved in parasitoid specialization might vary slightly according to the actual biotype considered when studying a given parasitoid species.
For example, a biotype of D. rapae reared on M. persicae parasitized only M. persicae and B. brassicae, whereas another biotype reared on Hayhurstia atriplicis was able to parasitize H. atriplicis, M. persicae, B. brassicae, and A. fabae (Navasse, Derocles, Plantegenest, & Ralec, 2018). Therefore, examining several biotypes of a same parasitoid species may be useful when characterizing its degree of specialization. It may also help to provide a more accurate assessment when developing biological control programs requiring parasitoids with a high degree of specialization (e.g., classical biological control).

| CON CLUS ION
We demonstrated that the preference-performance relationship is present for specialist parasitoids, but not for intermediate special- ist-generalist and true generalists, likely owing to combined effects of low selectivity and variable performance in generalist parasitoids (van Klinken, 2000). The generalists are less affected by specific aphid defenses against them (such as endosymbionts, whereas they are strongly affected by general ones that are used against natural enemies (e.g., aphid ability to sequester the toxic compounds). The preference of generalists is not an accurate proxy of actual parasitoid realized host range, i.e., performance. The occurrence (or lack thereof) of such a relationship, as well as the host specificity index, may provide a reliable indicator of actual generalism-specialism in parasitoids.

ACK N OWLED G EM ENTS
We thank George E. Heimpel for providing helpful comments on the manuscript, Philippe Bearez and Christiane Metay-Merrien for technical assistance, and Tara Malanga for English polishing. This research was supported by a grant from the Marie-Curie F7-IRSES Action to ND (APHIWEB project, grant number: 611810), a PhD fellowship from the French Ministry of Foreign Affairs to LTHN, and a PhD fellowship from the Doctoral School Sciences de la Vie et de la Santé ED85 to LSM.

CO N FLI C T O F I NTE R E S T
None declared.