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Article

Investigating the Parasitoid Community Associated with the Invasive Mealybug Phenacoccus solenopsis in Southern China

1
Key Laboratory of Zoological Systematics and Evolution, Institute of Zoology, Chinese Academy of Sciences, Beijing 100101, China
2
State Key Laboratory of Biocontrol, Ecology and Evolution, School of Life Sciences, Sun Yat-sen University, Guangzhou 510275, China
*
Author to whom correspondence should be addressed.
Insects 2021, 12(4), 290; https://doi.org/10.3390/insects12040290
Submission received: 24 February 2021 / Revised: 22 March 2021 / Accepted: 23 March 2021 / Published: 26 March 2021
(This article belongs to the Section Insect Ecology, Diversity and Conservation)

Abstract

:

Simple Summary

The cotton mealybug Phenacoccus solenopsis Tinsley (Hemiptera: Pseudococcidae) is an emerging invasive insect pest in China. Hymenopteran parasitoids have great potential to be used as biological agents to suppress the populations of P. solenopsis in the field. We used an integrated approach of species delimitation, combining morphology with molecular data, to investigate the parasitoid community associated with P. solenopsis from south China. On the basis of both morphological and molecular evidence, we identified 18 hymenopteran parasitoid species belonging to 11 genera of four families. Among these species, eight species are primary parasitoids with Aenasius arizonensis (Girault) (Hymenoptera: Encyrtidae) being the dominant taxon, while the other 10 species are probably hyperparasitoids. These findings can assist in the utility of these parasitoids in the biological control of P. solenopsis.

Abstract

The cotton mealybug Phenacoccus solenopsis Tinsley (Hemiptera: Pseudococcidae), is an emerging invasive insect pest in China. Hymenopteran parasitoids are the key organisms for suppressing populations of P. solenopsis in the field, and therefore could be used as biological agents. Accurate identification of the associated parasitoids is the critical step to assess their potential role in biological control. In this study, we facilitated the identification of the parasitoid composition of P. solenopsis using an integrated approach of species delimitation, combining morphology with molecular data. Eighteen Hymenoptera parasitoid species belonging to 11 genera of four families are recognized based on morphological examination and molecular species delimitation of the mitochondrial cytochrome c oxidase 1 (COI) gene and the 28S rDNA using the automatic barcode gap discovery (ABGD) and the Bayesian Poisson tree processes model (bPTP). Among these species, eight species are primary parasitoids with Aenasius arizonensis (Girault) (Hymenoptera: Encyrtidae) being the dominant taxon, while the other 10 species are probably hyperparasitoids, with a prevalence of Cheiloneurus nankingensis Li & Xu (Hymenoptera: Encyrtidae). These results indicate that parasitoid wasps associated with P. solenopsis from China are diverse and the integrated taxonomic approach applied in this study could enhance the accurate identification of these parasitoids that should be assessed in future biological control programs.

1. Introduction

The mealybug Phenacoccus solenopsis Tinsley (Hemiptera: Pseudococcidae), which originating from the USA, has become an emerging invasive and polyphagous pest in Asia [1,2,3,4,5,6]. It has been reported to feed on at least 213 host plant species belonging to 56 families [7], including the economically important cotton [5,6,8]. This mealybug species has caused serious yield losses of cotton in some Asian countries, particularly India and Pakistan [9,10]. Since its first report in mainland China in 2008, this mealybug has spread to 16 provinces of the country by the end of 2018 [11]. It was estimated that all cotton-growing regions of China could be infested by this mealybug [5].
Currently, chemical control is still the main strategy against P. solenopsis worldwide. However, due to the presence of a waxy coating over the body, ovoviviparous mode of reproduction (parthenogenesis with ovoviviparity is dominant over the oviparous mode), and overlapping generations and their cryptic habits, effective management of this pest is often limited to conventional insecticides [12]. In addition, repeated and overuse of insecticides have resulted in resistance and tolerance of P. solenopsis to some insecticides, and a negative impact on natural enemies, which could cause the resurgence of this pest [13,14,15,16]. Therefore, strategies for sustainable management of P. solenopsis, including biological control, have attracted increasing attention in recent years. Biological control involving natural enemies, especially parasitoids, has been thought to be the key factor in suppressing the populations of P. solenopsis in nature [12]. At least 38 species of parasitoids or hyperparasitoids (Table 1) belonging to six hymenopteran families have been reported to be associated with P. solenopsis throughout its distribution range [17,18,19,20,21,22,23,24,25,26,27,28,29]. Further assessment and application of these parasitoid wasps in biological control programs against P. solenopsis require an accurate identification of the species [28]. However, given the diverse guild of wasps associated with P. solenopsis, species identification based on morphology is not easy to handle, particularly for practitioners who are not the specialists of parasitoids, because these parasitoids are usually small and morphologically similar and require extensive examination of detailed morphological characters. DNA barcoding (the partial sequencing of the gene cytochrome c oxidase 1, COI) has become a sufficient species identification tool for insects [30,31]. Studies have shown that DNA barcoding is a useful tool for the identification of various groups of parasitoids [32,33,34,35]. In this study, we use an integrated approach (morphology combined with DNA barcoding) to identify the parasitoids associated with P. solenopsis from China. The results from this study may help to improve the determination of parasitoid species of P. solenopsis, which is a key step toward using parasitoids as biological control agents against this serious pest.

2. Materials and Methods

2.1. Parasitoid Collecting and Sampling

During 2010–2017, we surveyed the parasitoids of P. solenopsis in 9 provinces of southern China (Hainan, Guangdong, Guangxi, Jiangxi, Yunnan, Zhejiang, Fujian, Hunan and Hubei provinces). Branches and leaves of various host plants infested by P. solenopsis were collected from the field and brought back to the Key Laboratory of Zoological Systematics and Evolution, Institute of Zoology, Chinese Academy of Sciences (IZCAS), and kept in the greenhouse and checked daily for parasitoid emergence. Any parasitoids emerged were collected, preserved in 100% ethanol, and stored at −20 °C until further morphological and molecular studies. All specimens were identified to genus and provisional morphospecies. At least two specimens of each morphospecies from each locality were selected for DNA sequencing. After DNA extraction, the specimens were re-examined to confirm their morphological identification. All specimens (including DNA vouchers, Table S1) in this study are deposited at the Institute of Zoology, Chinese Academy of Sciences (IZCAS).

DNA Extraction, Amplification, and Sequencing

Overall, 212 representative specimens of 18 morphospecies were used for DNA barcoding analysis (see Table S2). Genomic DNA was extracted from each specimen using the DNeasy Blood & Tissue Kit (Qiagen, Hilden, Germany), following the manufacturer’s protocols. Polymerase chain reaction (PCR) amplification of two DNA fragments, mitochondrial DNA (mtDNA) cytochrome c oxidase 1 (COI) and nuclear 28S rRNA D1–2 (28S), were carried out on an Eppendorf thermal cycler and performed in 50 μL volumes containing 5 μL DNA template, 24.5 μL ddH2O, 5 μL 10× buffer, 5 μL MgCl2, 8 μL dNTP, 1 μL of each primer, and 0.5 μL LaTaq (Takara, Shiga, Japan). Primers [36,37,38,39,40,41], fragment length, and references are shown in Table S3. The PCR programs followed Chesters et al. [42]. The PCR products were visualized by 1% agarose gel electrophoresis. Products were purified and sequenced in both directions using BigDye v3.1 on an ABI 3730xl DNA analyzer (Applied Biosystems, Foster City, CA, USA). Chromatograms were assembled with Sequencing Analysis 6 (ThermoFisher Scientific, Gloucester, UK). All the amplified sequences were deposited in GenBank (accession numbers in Table S2).

2.2. Sequence Analysis and Molecular Species Delimitation

All sequences were blasted in the BOLD (Barcode of Life Database, http://www.barcodinglife.org/index.php/IDS_OpenIdEngine) and GenBank. The blast hits with over 97% similarity were recorded. Sequences were aligned using MAFFT v7.470 by the Q-INS-I strategy for 28S and G-INS-I strategy for COI [43]. The two fragments were concatenated in Geneious 11.0.3. In the final 1302 bp concatenated alignment, 28S and COI were 672 bp and 630 bp, respectively. Genetic Kimura-2 parameter (K2P) distances within and between species were calculated in MEGA 7 with pairwise deletion for gaps [44].
Distance and evolutionary model-based methods were both tested for molecular species delimitation. The automatic barcode gap discovery (ABGD) is a distance-based method that sorts the sequences into hypothetical species by partitioning and comparing the difference between sequences to identify a “barcode gap” [45]. The ABGD analyses were performed with the COI dataset on the web interface (http://wwwabi.snv.jussieu.fr/public/abgd/), using the default priors, Pmin = 0.001, Pmax = 0.1, Steps 10, and with barcode relative gap width = 1.00. The Poisson tree processes model (PTP) tests species boundaries on non-ultrametric phylogenetic trees by detecting significant differences in the number of substitutions between species and within species [46]; Bayesian Poisson tree processes model (bPTP) is an updated version of the original PTP with Bayesian posterior probability, providing more accurate results. For bPTP analyses, after removing the identical sequences, a maximum likelihood (ML) tree was generated in RAxML v8.2.10 under the GTRGAMMA evolutionary model and performed on the bPTP web server (https://species.h-its.org/ptp/), with default parameters. The COI and 28S sequences of Hybrizon buccatus (de Brebisson) (Hymenoptera: Ichneumonidae, GenBank: KU753286 (COI), KU753494 (28S)) were selected as the outgroup because of the close relationship between Ichneumonoidea and Chalcidoidea + Platygastroidea [47].

3. Results and Discussion

A total of 870 individual parasitoid wasps emerged from 62 samples of P. solenopsis infecting 11 plant species from nine provinces of southern China (Table S2). Of these specimens, the initial morphological identifications suggested a total of 18 morphospecies belonging to four hymenopteran families as follows: Aphelinidae (3): Marietta picta (André), Myiocnema comperei Ashmead, Promuscidea unfasciativentris Girault (Figure 1C); Encyrtidae (11): Acerophagus sp1, Acerophagus sp2, Aenasius arizonensis (Girault) (Figure 1A), Anagyrus jenniferae Noyes & Hayat, Anagyrus kamali Moursi, Anagyrus tristis Noyes & Hayat, Cheiloneurus nankingensis Li & Xu (Figure 1B), Gyranusoidea indica Shafee, Alam & Agarwal, Prochiloneurus javanicus (Ferriere), Prochiloneurus stenopterus Wang, Huang & Xu, Prochiloneurus testaceus (Agarwal); Platygasteridae (1): Allotropa phenacocca Chen, Liu & Xu; Signiphoridae (3): Acerophagus sp1, Acerophagus sp2, Acerophagus sp3. (Table S1, Figure 2). Apparently, Encyrtidae species are predominant, comprising 61% of the parasitoid community found in southern China. The present study generated DNA sequences for 212 specimens, with matrices that ranged from 468 to 582 bp for 28S, and from 561 to 618 bp for COI.

3.1. BLAST in the NCBI and the Barcode of Life Database (BOLD)

The results of the sequence comparison against the known sequences in the BOLD system (only COI) and GenBank database (both 28S and COI) are listed in Table S4. The COI sequences of four species received “top hits” with different extents of similarity (over 98%) through the BOLD identification system. When blasted in GenBank database, four species returned close matches for COI, seven species returned close matches for 28S. Other species had no matching sequences in the BOLD or the NCBI.

3.2. Genetic Distances

The K2P distances (Tables S5–S8) indicated a larger intergroup than intragroup distance for both COI and 28S, and the mean genetic distance accrete with the improvement of classification. The mean intraspecific pairwise distance for COI was 0.33% (range 0–2.33%) and 0.02% (range 0–0.17%) for 28S; the mean interspecific pairwise distance for COI was 20.30% (range 9.38–35.53%) and 20.42% for 28S (range 3.25–39.04%). The mean intrageneric pairwise distance was 2.75% (range 0–8.73%) for COI and 1.50% (range 0–7.01%) for 28S; the mean intergeneric pairwise distance for COI was 21.62% (range 11.89–35.53%) and 22.03% (range 12.09–39.04%) for 28S. The mean intrafamily pairwise distance for COI was 9.38% (range 1.07–14.90%) and 7.60% (range 0.02–13.45%) for 28S; the mean interfamily pairwise distance for COI was 25.52% (range 18.11–33.67%) and 25.98% (range 16.13–36.75%) for 28S.

3.3. The Automatic Barcode Gap Discovery (ABGD) Analysis and Bayesian Poisson Tree Processes Model (bPTP)

The ABGD analyses returned a total of 18 groups both for 28S and COI at a priori genetic distance thresholds of 0.04–0.09, which are congruent with our identification based on morphology (Figure 2). After removing the identical sequences, 22 ingroup taxa of the concatenated data set (28S + COI) were included to construct the ML tree. The bPTP analysis based on this ML tree delimited 18 putative species, which are also congruent with the morphological identification results (Figure 2).
The 18 species of parasitoids we identified and described below.

3.3.1. Aphelinidae

Genus Marietta

Morphological characters and molecular data both strongly support the identity of Marietta picta (André) (emerged from P. solenopsis feeding on Justicia gendarussa Burm. f. (Acanthaceae), Hibiscus rosa-sinensis L. (Malvaceae) and Solanum nigrum L. (Solanaceae) in Guangxi and Fujian) in this study. This species has been recorded as parasitoids of A. arizonensis and Prochiloneurus aegyptiacus (Mercet, 1929) and hyperparasitoid of P. solenopsis [28].

Genus Myiocnema

Myiocnema comperei Ashmead (emerged from P. solenopsis feeding on Ageratum conyzoides L. (Asteraceae), J. gendarussa, H. rosa-sinensis and S. nigrum in Guangxi, Fujian and Hainan) was recognized based on morphological examination and molecular analyses. The COI sequence of this species showed a more than 98% identity to Myiocnema comperei Ashmead in the BOLD and the NCBI. This species has been recorded as hyperparasitoids of the primary parasitoids (unidentified) of Coccidae and Pseudococcidae from China [48].

Genus Promuscidea

Morphological characters and molecular data, in this study, both strongly support the identity of Promuscidea unfasciativentris Girault (emerged from P. solenopsis feeding on H. rosa-sinensis and S. nigrum in Hainan). This species has been recorded as a hyperparasitoid of P. solenopsis [49].

3.3.2. Encyrtidae

Genus Acerophagus

Two species of Acerophagus are recognized, which we temporarily named as Acerophagus sp1 (emerged from P. solenopsis feeding on J. gendarussa in Guangdong) and Acerophagus sp2 (emerged from P. solenopsis feeding on H. rosa-sinensis and Chaenomeles sinensis (Thouin) Koehne (Rosaceae) in Hainan and Yunnan, respectively); only the 28S sequence of Acerophagus sp1 showed 99.8% identity to an undetermined Acerophagus species in the NCBI. Acerophagus coccois Smith was previously reared as the primary parasitoid of P. solenopsis in southern China [20,27]. However, none of the two species recognized in the present study is conspecific with Ac. coccois. Further taxonomic work is required for both species.

Genus Aenasius

In this study, only one species of Aenasius, A. arizonensis, is easy to recognize by its morphology, and the COI sequences of representative specimens matched with those of Aenasius arizonensis (Girault) (=Aenasius bambawalei Hayat) both in the BOLD and in the NCBI (Table S4). Aenasius arizonensis seems to be the dominant primary parasitoid of P. solenopsis in China [27,50,51]. In our study, specimens of A. arizonensis comprise 56% of the total number of all parasitoid species and this species emerged from P. solenopsis feeding on 11 plant species in all the nine provinces surveyed. Abundant studies have shown that A. arizonensis is a potent parasitoid against P. solenopsis [10]. Developing efficient mass rearing and releasing methods could be the focus to use this species as a biological agent in future research.

Genus Anagyrus

The following three species of Anagyrus are recognized: An. jenniferae (emerged from H. rosa-sinensis in Guangdong, Guangxi, and Hainan), An. kamali (emerged from P. solenopsis feeding on H. rosa-sinensis in Hainan) and An. tristis (emerged from P. solenopsis feeding on H. rosa-sinensis and Ficus microcarpa L. (Moraceae) in Hainan). The ABGD and bPTP analyses also both supported a three-species scenario among the studied specimens. For the blast in the BOLD and in the NCBI, only the 28S of An. kamali recovered a high match in the NCBI. A number of Anagyrus species have been reported to attack P. solenopsis [19,27,28,52]. Considering the extreme morphological similarity among these species, a DNA barcode reference library of these species should enhance their accurate identifications in future surveys.

Genus Cheiloneurus

The morphological characters and molecular data both indicate that one species of Cheiloneurus (emerged from P. solenopsis feeding on Achyranthes bidentata Blume (Amaranthaceae), Ag. conyzoides, H. rosa-sinensis and Portulaca grandiflora Hook (Portulacaceae) in Fujian and Jiangxi) is present in this study. We identified the species as Cheiloneurus nankingensis Li & Xu based on morphology. This species was first found from Guangxi (then reported as an undescribed species, confirmed by HYC) and was erroneously reposted as a primary and dominant parasitoid of P. solenopsis in China. Recently, Li et al. [29] described C. nankingensis as a new species and confirmed that it is a hyperparasitoid with A. arizonensis as the host. Preliminary observation shows that this species is a gregarious parasitoid, a few and up to 18 individuals have been found emerged from a single mummy of P. solenopsis [27,29]. The astonishing reproduction capacity and high parasitism rate of A. arizonensis, renders that C. nankingensis might be an important destructive factor to the application of A. arizonensis in biological programs. In addition to this study, C. nankingensis has been reported from southern to eastern China. The prevalence of hyperparasitism by C. nankingensis across the range of P. solenopsis requires further investigation [29].

Genus Gyranusoidea 

The morphological and molecular data both indicate that only one species of Gyranusoidea (emerged from P. solenopsis feeding on H. rosa-sinensis in Hainan) is present. We identified the species as Gyranusoidea indica Shafee, Alam & Agarwal based on morphology. There was no blast match recovered in the BOLD or in the NCBI. Gyranusoidea indica has been recorded as a parasitoid of several other mealybug species and used in biological control programs against the pink hibiscus mealybug [53]. In this study, for the first time, we record this species as a parasitoid of P. solenopsis.

Genus Prochiloneurus

The following three species of Prochiloneurus are recognized: Pr. javanicus (emerged from P. solenopsis feeding on H. rosa-sinensis in Guangxi, Yunnan and Hainan), Pr. testaceus (emerged from P. solenopsis feeding on H. rosa-sinensis in Yunnan) and Pr. stenopterus (emerged from P. solenopsis feeding on Ag. conyzoides in Fujian). In addition, the ABGD and bPTP analyses both support a three-species scenario among the studied specimens, but there was no blast match recovered in the BOLD or in the NCBI. Species of Prochiloneurus are mainly hyperparasitoids of Coccidae and Pseudococcidae (Hemiptera) via other Encyrtidae species [54,55,56,57,58]. Prochiloneurus stenopterus has been previously recorded as a parasitoid of A. arizonensis in China [58]. Prochiloneurus javanicus and Pr. testaceus have been reported as hyperparasitoids of An. kamali [59] and Anagyrus dactylopii (Howard) [60], respectively.

3.3.3. Platygasteridae

Genus Allotropa

The morphological characters and molecular data both indicate that only one species of Allotropa (emerged from P. solenopsis feeding on H. rosa-sinensis in Guangxi and Hainan) is present and we identify the species as Allotropa phenacocca Chen, Liu & Xu based on morphology. There was no blast match recovered in the BOLD or in the NCBI. This species has been reported as an endoparasitoid of P. solenopsis from China [21,27].

3.3.4. Signiphoridae

Genus Chartocerus

Three species of Chartocerus are recognized, which we temporarily named Chartocerus sp1 (emerged from P. solenopsis feeding on H. rosa-sinensis in Guangxi), Chartocerus sp2 (emerged from P. solenopsis feeding on Ag. conyzoides in Fujian), and Chartocerus sp3 (emerged from P. solenopsis feeding on Ag. conyzoides in Fujian). The 28S sequences of Chartocerus sp1 and Chartocerus sp2 showed more than 98% identity to undetermined Chartocerus species in the NCBI. The 28S sequences of Chartocerus sp1 and the COI sequences of all three species showed 90–92% identity to undetermined Chartocerus species in the NCBI. Chartocerus is a relatively large genus, with more than 30 described species worldwide and four species have been recorded from China. Further taxonomic work is required for these three species. Species of Chartocerus are mainly known as hyperparasitoids of scale insects, mealybugs, and whiteflies (Hemiptera, Sternorrhyncha) through encyrtid or aphelinid primary parasitoids [61]. Our current study cannot verify their primary hosts in China, further studies on their biology should be carried out in the future.
Table 1. Hymenoptera parasitoids associated with P. solenopsis (the symbol “?” indicates that the biology is uncertain).
Table 1. Hymenoptera parasitoids associated with P. solenopsis (the symbol “?” indicates that the biology is uncertain).
FamilySpeciesParasitoid or HyperparasitoidReference
AphelinidaeMarietta picta (André, 1878)parasitoid[27,28]
Myiocnema comperei Ashmeadparasitoid[27]
Promuscidea unfasciativentris Giraulthyperparasitoid[19,27]
EncyrtidaeAenasius arizonensis (Girault)parasitoid[18]
Acerophagus coccois Smithparasitoid[20,27]
Acerophagus sp1parasitoidThis study
Acerophagus sp2parasitoidThis study
Anagyrus kamali Moursiparasitoid[19,27]
Anagyrus agraensis Sarawatparasitoid[28]
Anagyrus aligarhensis Agarwal and Alamparasitoid[28]
Anagyrus californicus (Compere)parasitoid[52]
Anagyrus dactylopii (Howard)parasitoid[19]
Anagyrus jenniferae Noyes & HayatparasitoidThis study
Anagyrus kamali MoursiparasitoidThis study
Anagyrus mirzai Agarwal & Alamparasitoid[19]
Anagyrus osmoi Guerrieri & Ghahriparasitoid[62]
Anagyrus tristis Noyes & HayatparasitoidThis study
Bothriothorax serratellus (Dalman)hyperparasitoid[28]
Cheiloneurus sp.parasitoid[17]
Cheiloneurus nankingensis Li & Xuhyperparasitoid[27,29]
Encyrtus aurantii (Geoffroy)parasitoid[19]
Gyranusoidea indica Shafee, Alam & AgarwalparasitoidThis study
Homalotylus albiclavatus (Agarwal)parasitoid[19]
Leptomastix algirica Trjapitzinparasitoid[52]
Leptomastix dactylopii Howardparasitoid[28]
Leptomastix mayri Ózdikmenparasitoid[28]
Leptomastix epona (Walker)parasitoid[26]
Metaphycus sp.parasitoid[22]
Prochiloneurus aegyptiacus (Mercet)hyperparasitoid[28]
Prochiloneurus javanicus (Ferriere)hyperparasitoid[63]; This study
Prochiloneurus nagasakiensis (Ishii)hyperparasitoid[20]
Prochiloneurus nigricornis (Girault)hyperparasitoid[27]
Prochiloneurus pulchellus Silvestrihyperparasitoid[19,58]
Prochiloneurus rex (Girault)hyperparasitoid[28]
Prochiloneurus stenopterus Wang, Huang & Xuhyperparasitoid[58]; This study
Prochiloneurus testaceus (Agarwal)hyperparasitoidThis study
Prochiloneurus uyguni Hayathyperparasitoid[26]
Prochiloneurus sp.? hyperparasitoidThis study
Pseudleptomastix squammulata Giraultparasitoid[52]
EulophidaeAprostocetus bangaloricus Narendranparasitoid[19]
Aprostocetus minutus (Howard)parasitoid[17]
PlatygastridaeAllotropa phenacocca Chen, Liu & Xuparasitoid[21,27]
PteromalidaePachyneuron leucopiscida Maniparasitoid[19]
SigniphoridaeChartocerus kerrichi (Agarwal)parasitoid[19]
Chartocerus kurdjumovi (Nikolskaya)hyperparasitoid[28]
Chartocerus sp1?hyperparasitoidThis study
Chartocerus sp2?hyperparasitoidThis study
Chartocerus sp3?hyperparasitoidThis study

4. Conclusions

The parasitoid wasps associated with P. solenopsis from China are diverse. Our analyses based on both morphology and molecular data revealed 18 species belonging to 11 genera of four Hymenoptera families. Eight species of these wasps are primary parasitoids of P. solenopsis and some dominant species such as A. arizonensis have the potential to be developed as potent biological agents, while the other 10 species are hyperparasitoids such as C. nankingensis, which may diminish the parasitism of the primary parasitoids of P. solenopsis. The integrated taxonomic approach applied in the present study to investigate the parasitoid community associated with P. solenopsis should enhance the accurate identification of these parasitoids, which is of great importance for developing an effective biological control program for this invasive pest in China. Moreover, this study contributes to further understanding some of the ecological interactions between the invasive P. solenopsis and the native associated parasitoids.

Supplementary Materials

The following are available online at https://www.mdpi.com/article/10.3390/insects12040290/s1. Table S1. Details of the sampling, host plants and number of parasitoids collected; Table S2. Details of the sampling and accession numbers of parasitoids sequenced; Table S3. Primers used to amplify two loci in this study; Table S4. Results of molecular analyses by ABGD, bPTP, BOLD (Barcode of Life Database) blast and NCBI blast (target species with similarity value less than 97% are not shown); Table S5. Genetic distances between parasitoid species between 28S sequences under K2P model; Table S6. Genetic distances between parasitoid species between COI sequences under K2P model; Table S7. Genetic distance within parasitoid species under K2P model; Table S8 K2P pairwise distances (%) of the COI and 28S gene within different taxonomic levels of the investigated parasitoids.

Author Contributions

Conceptualization, H.-Y.C., H.-L.L., and Y.-Z.Z.; methodology, H.-Y.C., H.-L.L., and Y.-Z.Z.; investigation, H.-Y.C., H.-L.L., and Y.-Z.Z.; writing—original draft preparation, H.-Y.C., H.-L.L., and Y.-Z.Z.; writing—review and editing, H.-Y.C., H.-L.L., H.P., C.-D.Z., and Y.-Z.Z.; supervision, H.P., C.-D.Z., and Y.-Z.Z.; funding acquisition, C.-D.Z. and Y.-Z.Z. All authors have read and agreed to the published version of the manuscript.

Funding

This study is supported by the National Natural Science Foundation of China (NSFC grant no. 31872296 and 31572296).

Institutional Review Board Statement

Not applicable.

Data Availability Statement

The data of the research were deposited in the Institute of Zoology, Chinese Academy of Scineces (IZCAS).

Acknowledgments

We would like to acknowledge our colleagues who assisted us with the collection of the specimens in the present paper.

Conflicts of Interest

The authors declare no conflict of interest. The funders had no role in the design of the study; in the collection, analyses, or interpretation of data; in the writing of the manuscript, or in the decision to publish the results.

References

  1. Miller, D.R.; Miller, G.L.; Watson, G.W. Invasive species of mealybugs (Hemiptera: Pseudococcidae) and their threat to US agriculture. Proc. Entomol. Soc. Wash. 2002, 104, 825–836. [Google Scholar]
  2. Ben-Dov, Y. Note: The solanum mealybug, Phenacoccus solani ferris (Hemiptera: Coccoidea: Pseudococcidae), extends its distribution range in the mediterranean basin. Phytoparasitica 2005, 33, 15–16. [Google Scholar] [CrossRef]
  3. Wang, Y.P.; Wu, S.A.; Zhang, R.Z. Pest risk analysis of a new invasive pest, Phenacoccus solenopsis, to China. Chin. J. Entomol. 2009, 46, 101–106. [Google Scholar]
  4. Joshi, M.D.; Butani, P.G.; Patel, V.N.; Jeyakumar, P. Cotton mealy bug, Phenacoccus solenopsis Tinsley—A review. Agric. Rev. 2010, 31, 113–119. [Google Scholar]
  5. Wang, Y.; Watson, G.W.; Zhang, R. The potential distribution of an invasive mealybug Phenacoccus solenopsis and its threat to cotton in Asia. Agric. For. Èntomol. 2010, 12, 403–416. [Google Scholar] [CrossRef]
  6. Tong, H.-J.; Ao, Y.; Li, Z.-H.; Wang, Y.; Jiang, M.-X. Invasion biology of the cotton mealybug, Phenacoccus solenopsis Tinsley: Current knowledge and future directions. J. Integr. Agric. 2019, 18, 758–770. [Google Scholar] [CrossRef] [Green Version]
  7. Abdulrassoul, M.S.; Almalo, I.M.; Hermiz, F.B. First record and host plants of Solenopsis Mealybug, Phenacoccus solenopsis Tinsley, 1898 (Hemiptera: Pseudococcidae) from Iraq. J. Biodivers. Environ. Sci. 2015, 7, 216–222. [Google Scholar]
  8. Hanchinal, S.G.; Patil, B.V.; Basavanagoud, K.; Nagangoud, A.; Biradar, D.P.; Janagoudar, B.S. Incidence of invasive mealybug (Phenacoccus solenopsis Tinsley) on cotton. Karnataka J. Agric. Sci. 2011, 24, 143–145. [Google Scholar]
  9. Hodgson, C.; Abbas, G.; Arif, M.J.; Saeed, S.; Karar, H. Phenacoccus solenopsis Tinsley (Sternorrhyncha: Coccoidea: Pseudococcidae), an invasive mealybug damaging cotton in Pakistan and India, with a discussion on seasonal morphological variation. Zootaxa 2008, 1913, 1–35. [Google Scholar] [CrossRef]
  10. Nagrare, V.; Kranthi, S.; Biradar, V.; Zade, N.; Sangode, V.; Kakde, G.; Shukla, R.; Shivare, D.; Khadi, B.; Kranthi, K. Widespread infestation of the exotic mealybug species, Phenacoccus solenopsis (Tinsley) (Hemiptera: Pseudococcidae), on cotton in India. Bull. Èntomol. Res. 2009, 99, 537–541. [Google Scholar] [CrossRef]
  11. Wang, Y.-S.; Dai, T.-M.; Tian, H.; Wan, F.-H.; Zhang, G.-F. Range expansion of the invasive cotton mealybug, Phenacoccus solenopsis Tinsley: An increasing threat to agricultural and horticultural crops in China. J. Integr. Agric. 2020, 19, 881–885. [Google Scholar] [CrossRef]
  12. Fand, B.B.; Suroshe, S.S. The invasive mealybug Phenacoccus solenopsis Tinsley, a threat to tropical and subtropical agricultural and horticultural production systems—A review. Crop. Prot. 2015, 69, 34–43. [Google Scholar] [CrossRef]
  13. Kaur, H.; Virk, J.S. Feeding potential of Cryptolaemus montrouzieri against the mealybug Phenacoccus solenopsis. Phytoparasitica 2011, 40, 131–136. [Google Scholar] [CrossRef]
  14. Ejaz, M.; Ullah, S.; Shad, S.A.; Abbas, N.; Binyameen, M. Characterization of inheritance and preliminary biochemical mechanisms of spirotetramat resistance in Phenacoccus solenopsis Tinsley: An economic pest from Pakistan. Pestic. Biochem. Physiol. 2019, 156, 29–35. [Google Scholar] [CrossRef] [PubMed]
  15. Nagrare, V.S.; Fand, B.B.; Naik, V.C.B.; Naikwadi, B.; Deshmukh, V.; Sinh, D. Resistance development in Cotton mealybug, Phenacoccus solenopsis Tinsley (Hemiptera: Pseudococcidae) to insecticides from Organophosphate, Thiadiazines and Thiourea derivatives. Int. J. Trop. Insect Sci. 2019, 40, 181–188. [Google Scholar] [CrossRef]
  16. Afzal, M.B.; Shad, S.; Ejaz, M.; Serrao, J. Laboratory selection, cross-resistance, and estimations of realized heritability of indoxacarb resistance in Phenacoccus solenopsis (Homoptera: Pseudococcidae). Pest Manag. Sci. 2020, 76, 161–168. [Google Scholar] [CrossRef] [PubMed]
  17. Fuchs, T.W.; Stewart, J.W.; Minzenmayer, R.; Rose, M. First record of Phenacoccus solenopsis Tinsley in cultivated cotton in the United States. Southwest. Entomol. 1991, 16, 215–221. [Google Scholar]
  18. Hayat, M. Description of a new species of Aenasius Walker (Hymenoptera: Encyrtidae), parasitoid of the mealybug, Phenacoccus solenopsis Tinsley (Homoptera: Pseudococcidae) in India. Biosystematica 2009, 3, 21–26. [Google Scholar]
  19. Vennila, S.; Ramamurthy, V.V.; Deshmukh, A.; Pinjarkar, D.B.; Agarwal, M.; Pagar, P.C.; Prasad, Y.G.; Prabhakar, M.; Kranthi, K.R.; Bambawale, O.M. A Treatise on Mealybugs of Central Indian Cotton Production System; Technical Bulletin no. 24; National Centre for Integrated Pest Management: New Delhi, India, 2010; 39p. [Google Scholar]
  20. Chen, H.Y.; He, L.F.; Zheng, C.H.; Li, P.; Yi, Q.H.; Xu, Z.F. Survey on the natural enemies of mealybug, Phenacoccus solenopsis Tinsley (Hemiptera: Pseudococcidae) from Guangdong and Hainan, China. J. Environ. Entomol. 2011, 33, 269–272. [Google Scholar]
  21. Chen, H.; Liu, J.; Xu, Z. Description of a new platygastrid parasitoidAllotropa phenacocca (Hymenoptera) on Phenacoccus solenopsis Tinsley (Hemiptera: Pseudococcidae). Orient. Insects 2011, 45, 275–280. [Google Scholar] [CrossRef]
  22. Nagrare, V.S.; Kranthi, S.; Kumar, R.; DharaJothi, B.; Amutha, M.; Deshmukh, A.J.; Bisane, K.D.; Kranthi, K.R. Compendium of Cotton Mealybug; Central Institute for Cotton Research: Nagpur, India, 2011; 42p. [Google Scholar]
  23. Prasad, Y.G.; Prabhakar, M.; Sreedevi, G.; Thirupathi, M. Spatio-temporal dynamics of the parasitoid, Aenasius bambawalei Hayat (Hymenoptera: Encyrtidae) on mealybug, Phenacoccus solenopsis Tinsley in cotton based cropping systems and associated weed flora. J. Biol. Control 2011, 25, 198–202. [Google Scholar]
  24. Tanwar, R.K.; Jeyakumar, P.; Singh, A.; Jafri, A.; Bambawale, O.M. Survey for cotton mealybug, Phenacoccus solenopsis (Tinsley) and its natural enemies. J. Environ. Biol. 2011, 32, 381–384. [Google Scholar]
  25. Arif, M.I.; Rafiq, M.; Wazir, S.; Mehmood, N.; Ghaffar, A. Studies on cotton mealybug, Phenacoccus solenopsis (Pseudococcidae: Homoptera), and its natural enemies in Punjab, Pakistan. Int. J. Agric. Biol. 2012, 14, 557–562. [Google Scholar]
  26. Çalişkan, A.F.; Hayat, M.; Ulusoy, M.R.; Kaydan, M.B. Parasitoids (Hymenoptera: Encyrtidae) of an invasive mealybug Phenacoccus solenopsis Tinsley (Hemiptera: Pseudococcidae) in Turkey. Turk. J. Èntomol. 2016, 40, 133–148. [Google Scholar] [CrossRef] [Green Version]
  27. Li, J.F.; Deng, J.; Chen, H.Y.; Yang, L.; Zhou, Z.S.; Jiang, J.J.; Huang, L.F.; Gui, F.R.; Chen, H.S. Investigation on the occurrence of parasitic wasps of Phenacoccus solenopsis Tinsley in Guangxi. J. South. Agric. 2020, 51, 853–861. [Google Scholar]
  28. Torfi, E.T.; Rasekh, A.; Moravvej, S.A.; Mossadegh, M.S.; Rajabpoor, A. Associated Chalcidoidea (Hymenoptera) with the cotton mealybug Phenacoccus solenopsis (Hemiptera: Pseudococcidae) in the southwestern Iran. J. Crop Prot. 2020, 29, 129–139. [Google Scholar]
  29. Li, Z.; Yao, T.; Xu, Z.; Meng, L.; Li, B. A new species of Cheiloneurus Westwood (Hymenoptera, Encyrtidae) as a hyperparasitoid of the invasive cotton mealybug, Phenacoccus solenopsis Tinsley, in China. ZooKeys 2020, 974, 23–29. [Google Scholar] [CrossRef] [PubMed]
  30. Hebert, P.D.N.; Cywinska, A.; Ball, S.L.; Dewaard, J.R. Biological identifications through DNA barcodes. Proc. R. Soc. B Boil. Sci. 2003, 270, 313–321. [Google Scholar] [CrossRef] [Green Version]
  31. Hebert, P.D.; Ratnasingham, S.; De Waard, J.R. Barcoding animal life: Cytochrome c oxidase subunit 1 divergences among closely related species. Proc. R. Soc. B Boil. Sci. 2003, 270, S96–S99. [Google Scholar] [CrossRef] [Green Version]
  32. Venkatesan, T.; Baby, N.L.; Jalali, S.K.; Shylesha, A.N.; Rabindra, R.J. Characterization and identification of Acerophagus papayae Noyes and Schauff (Hymenoptera: Encyrtidae), an introduced parasitoid of papaya mealybug, Paracoccus marginatus Williams and Granara de Willink through DNA barcode. J. Biol. Control 2011, 25, 11–13. [Google Scholar]
  33. Zhou, Q.-S.; Xi, Y.-Q.; Yu, F.; Zhang, X.; Li, X.-J.; Liu, C.-L.; Niu, Z.-Q.; Zhu, C.-D.; Qiao, G.-X.; Zhang, Y.-Z. Application of DNA barcoding to the identification of Hymenoptera parasitoids from the soybean aphid (Aphis glycines) in China. Insect Sci. 2013, 21, 363–373. [Google Scholar] [CrossRef]
  34. Malausa, T.; Delaunay, M.; Fleisch, A.; Groussier-Bout, G.; Warot, S.; Crochard, D.; Guerrieri, E.; Delvare, G.; Pellizzari, G.; Kaydan, M.B.; et al. Investigating Biological Control Agents for Controlling Invasive Populations of the Mealybug Pseudococcus comstocki in France. PLoS ONE 2016, 11, e0157965. [Google Scholar] [CrossRef] [PubMed]
  35. Dong, Z.; Liu, S.; Zhang, Z. Efficacy of using DNA barcoding to identify parasitoid wasps of the melon-cotton aphid (Aphis gossypii) in watermelon cropping system. BioControl 2018, 63, 677–685. [Google Scholar] [CrossRef]
  36. Folmer, O.; Black, M.; Hoeh, W.; Lutz, R.; Vrijenhoek, R. DNA primers for amplification of mitochondrial cytochrome c oxidase subunit I from diverse metazoan invertebrates. Mol. Mar. Biol. Biotechnol. 1994, 3, 294–299. [Google Scholar]
  37. Quicke, D.L.J.; Belshaw, R. Incongruence between Morphological Data Sets: An Example from the Evolution of Endoparasitism Among Parasitic Wasps (Hymenoptera: Braconidae). Syst. Biol. 1999, 48, 436–454. [Google Scholar] [CrossRef] [Green Version]
  38. Campbell, B.C.; Steffen-Campbell, J.D.; Werren, J.H. Phylogeny of the Nasonia species complex (Hymenoptera: Pteromalidae) inferred from an internal transcribed spacer (ITS2) and 28S rDNA sequences. Insect Mol. Biol. 1994, 2, 225–237. [Google Scholar] [CrossRef]
  39. Gillespie, J.J.; Munro, J.B.; Heraty, J.M.; Yoder, M.J.; Owen, A.K.; Carmichael, A.E. A Secondary Structural Model of the 28S rRNA Expansion Segments D2 and D3 for Chalcidoid Wasps (Hymenoptera: Chalcidoidea). Mol. Biol. Evol. 2005, 22, 1593–1608. [Google Scholar] [CrossRef] [Green Version]
  40. Belshaw, R.; Quicke, D.L. A Molecular Phylogeny of the Aphidiinae (Hymenoptera: Braconidae). Mol. Phylogene. Evol. 1997, 7, 281–293. [Google Scholar] [CrossRef]
  41. Belshaw, R.; Lopez-Vaamonde, C.; Degerli, N.; Quicke, D.L. Paraphyletic taxa and taxonomic chaining: Evaluating the classification of braconine wasps (Hymenoptera: Braconidae) using 28S D2–3 rDNA sequences and morphological characters. Biol. J. Linn. Soc. 2001, 73, 411–424. [Google Scholar] [CrossRef]
  42. Chesters, U.; Wang, Y.; Yu, F.; Bai, M.; Zhang, T.-X.; Hu, H.-Y.; Zhu, C.-D.; Li, C.-D.; Zhang, Y.-Z. The Integrative Taxonomic Approach Reveals Host Specific Species in an Encyrtid Parasitoid Species Complex. PLoS ONE 2012, 7, e37655. [Google Scholar] [CrossRef]
  43. Katoh, K.; Standley, D.M. MAFFT multiple sequence alignment software version 7: Improvements in performance and usability. Mol. Biol. Evol. 2013, 30, 772–780. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  44. Kumar, S.; Stecher, G.; Tamura, K. MEGA7: Molecular evolutionary genetics analysis version 7.0 for bigger datasets. Mol. Biol. Evol. 2016, 33, 1870–1874. [Google Scholar] [CrossRef] [Green Version]
  45. Puillandre, N.; Lambert, A.; Brouillet, S.; Achaz, G. ABGD, Automatic Barcode Gap Discovery for primary species delimitation. Mol. Ecol. 2011, 21, 1864–1877. [Google Scholar] [CrossRef] [PubMed]
  46. Zhang, J.; Kapli, P.; Pavlidis, P.; Stamatakis, A. A general species delimitation method with applications to phylogenetic placements. Bioinformatics 2013, 29, 2869–2876. [Google Scholar] [CrossRef] [Green Version]
  47. Peters, R.S.; Krogmann, L.; Mayer, C.; Donath, A.; Gunkel, S.; Meusemann, K.; Kozlov, A.; Podsiadlowski, L.; Petersen, M.; Lanfear, R.; et al. Evolutionary History of the Hymenoptera. Curr. Biol. 2017, 27, 1013–1018. [Google Scholar] [CrossRef] [Green Version]
  48. Ruan, Y.Y.; Wang, Z.H.; Huang, J. A new record genus and species of Aphelinidae (Hymnoptera, Chalcidoidea) from China. Acta Zootaxon. Sin. 2012, 37, 456–459. [Google Scholar]
  49. Suroshe, S.S.; Gautam, R.D.; Fand, B.B. Natural enemy complex associated with the mealybug, Phenacoccus solenopsis Tinsley (Hemiptera: Pseudococcidae) infesting different host plants in India. J. Biol. Control 2013, 27, 204–210. [Google Scholar]
  50. Chen, H.Y.; Cao, R.X.; Xu, Z.F. First record of Aenasius bambawalei Hayat (Hymenoptera: Encyrtidae), a parasitoid of the mealybug, Phenacoccus solenopsis Tinsley (Hemiptera: Pseudococcidae) from China. J. Environ. Entomol. 2010, 32, 280–282. [Google Scholar]
  51. Yu, H.B.; Liang, W.S.; Fang, T.S.; Pan, Z.P. Investigation of damage and its natural enemies of Phenacoccus solenopsis Tinsley on garden plants in Guangdong Province. J. Environ. Entomol. 2015, 37, 1109–1112. [Google Scholar]
  52. Spodek, M.; Ben-Dov, Y.; Mondaca, L.; Protasov, A.; Erel, E.; Mendel, Z. The cotton mealybug, Phenacoccus solenopsis Tinsley (Hemiptera: Pseudococcidae) in Israel: Pest status, host plants and natural enemies. Phytoparasitica 2018, 46, 45–55. [Google Scholar] [CrossRef]
  53. Peronti, A.L.B.G.; Martinelli, N.M.; Alexandrino, J.G.; Júnior, A.L.M.; Penteado-Dias, A.M.; Almeida, L.M. Natural Enemies Associated with Maconellicoccus hirsutus (Hemiptera: Pseudococcidae) in the State of São Paulo, Brazil. Fla. Èntomol. 2016, 99, 21–25. [Google Scholar] [CrossRef] [Green Version]
  54. Noyes, J.S.; Hayat, M. A review of the genera of Indo-Pacific Encyrtidae (Hymenoptera: Chalcidoidea). Bull. Br. Mus. Nat. Hist. Entomol. Ser. 1984, 48, 131–395. [Google Scholar]
  55. Xu, Z.H.; Huang, J. Chinese Fauna of Parasitic Wasps on Scale Insects; Shanghai Scientific & Technical Publishers: Shanghai, China, 2004; 524p. [Google Scholar]
  56. Zhang, Y.Z.; Huang, D.W. A Review and an Illustrated Key to Genera of Encyrtidae (Hymenoptera: Chalcidoidea) from China; Science Press: Beijing, China, 2004; 95p. [Google Scholar]
  57. Hayat, M. Indian Encyrtidae (Hymenoptera: Chalcidoidea); Department of Zoology, Aligarh Muslim University: Aligarh, India, 2006; 496p. [Google Scholar]
  58. Wang, Z.H.; Huang, J.; Xu, Z.H. Chinese species of the genus Prochiloneurus Silvestri with description of a new species (Hymenoptera: Encyrtidae). Zoolog. Syst. 2014, 39, 424–432. [Google Scholar]
  59. Sureshan, P.; Narendran, T. Description of a new species of Ophelosia Riley with synonymic and taxonomic notes on Indian Eunotinae (Hymenoptera: Chalcidoidea: Pteromalidae). Zoos Print J. 2005, 20, 1854–1855. [Google Scholar] [CrossRef]
  60. Pillai, K.G.; Krishnamoorthy, A.; Gangavisalakshy, P.N. First report of hyperparasitoids of Anagyrus dactylopii (Howard) from India. J. Biol. Control 2009, 23, 193–194. [Google Scholar]
  61. Noyes, J.S. Universal Chalcidoidea Database. Available online: http://www.nhm.ac.uk/research-curation/projects/chalcidoids (accessed on 30 August 2020).
  62. Guerrierri, E.; Ghahari, H. New records, descriptions and notes on Encyrtidae (Hymenoptera: Chalcidoidea) from Iran. Zootaxa 2018, 4444, 316–326. [Google Scholar] [CrossRef]
  63. Joshi, S.; Rameshkumar, A.; Mohanraj, P. New host-parasitoid associations for some coccids (Hemiptera: Coccoidea) from India. J. Èntomol. Res. 2017, 41, 177. [Google Scholar] [CrossRef]
Figure 1. (A) Aenasius arizonensis parasitizing Phenacoccus solenopsis; (B) Cheiloneurus nankingensis parasitizing Phenacoccus solenopsis via probably Aenasius arizonensis; (C) Promuscidea unfasciativentris parasitizing a mummy of Phenacoccus solenopsis.
Figure 1. (A) Aenasius arizonensis parasitizing Phenacoccus solenopsis; (B) Cheiloneurus nankingensis parasitizing Phenacoccus solenopsis via probably Aenasius arizonensis; (C) Promuscidea unfasciativentris parasitizing a mummy of Phenacoccus solenopsis.
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Figure 2. Maximum likelihood tree and results of species delimitation, only values > 90 for bootstrap are labeled.
Figure 2. Maximum likelihood tree and results of species delimitation, only values > 90 for bootstrap are labeled.
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Chen, H.-Y.; Li, H.-L.; Pang, H.; Zhu, C.-D.; Zhang, Y.-Z. Investigating the Parasitoid Community Associated with the Invasive Mealybug Phenacoccus solenopsis in Southern China. Insects 2021, 12, 290. https://doi.org/10.3390/insects12040290

AMA Style

Chen H-Y, Li H-L, Pang H, Zhu C-D, Zhang Y-Z. Investigating the Parasitoid Community Associated with the Invasive Mealybug Phenacoccus solenopsis in Southern China. Insects. 2021; 12(4):290. https://doi.org/10.3390/insects12040290

Chicago/Turabian Style

Chen, Hua-Yan, Hong-Liang Li, Hong Pang, Chao-Dong Zhu, and Yan-Zhou Zhang. 2021. "Investigating the Parasitoid Community Associated with the Invasive Mealybug Phenacoccus solenopsis in Southern China" Insects 12, no. 4: 290. https://doi.org/10.3390/insects12040290

APA Style

Chen, H. -Y., Li, H. -L., Pang, H., Zhu, C. -D., & Zhang, Y. -Z. (2021). Investigating the Parasitoid Community Associated with the Invasive Mealybug Phenacoccus solenopsis in Southern China. Insects, 12(4), 290. https://doi.org/10.3390/insects12040290

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