Abstract

Nutritional bacterial symbionts enhance the diets of sap-feeding insects with amino acids and vitamins missing from their diets. In many lineages, an ancestral senior symbiont is joined by a younger junior symbiont. To date, an emergent pattern is that senior symbionts supply a majority of amino acids, and junior symbionts supply a minority. Similar to other hemipterans, adelgids harbor obligate symbionts, but have higher diversity of bacterial associates, suggesting a history of symbiont turnover. The metabolic roles of dual symbionts in adelgids and their contributions to the consortium are largely unexplored. Here, we investigate the symbionts of Adelges tsugae, the hemlock woolly adelgid (HWA), an invasive species introduced from Japan to the eastern United States, where it kills hemlock trees. The response of hemlocks to HWA feeding has aspects of a defensive reaction against pathogens, and some have speculated that symbionts may be involved. We sequenced the genomes of “Ca. Annandia adelgestsuga” and “Ca. Pseudomonas adelgestsugas” symbionts to detail their metabolic capabilities, infer ages of relationship, and search for effectors of plant defenses. We also tested the relationship of “Ca. Annandia” to symbionts of other insects. We find that both symbionts provide nutrients, but in more balanced proportions than dual symbionts of other hemipterans. The lesser contributions of the senior “Ca. Annandia” support our hypothesis for symbiont replacements in adelgids. Phylogenomic results were ambiguous regarding the position of “Ca. Annandia”. We found no obvious effectors of plant defenses related to insect virulence, but hypothetical proteins in symbionts are unknown players.

Introduction

Heritable bacterial symbionts likely facilitated the exploitation of nitrogen-poor plant sap for hemipteran insects (Buchner 1965; Moran 2001). Auchenorrhynchan and sternorrhynchan hemipterans typically maintain their obligate bacterial partners within specialized organs (bacteriomes), from which they are transferred to eggs or embryos (Buchner 1965; Moran 2001). Numerous studies have detailed the roles of obligate mutualists in supplementing their hosts’ diets with essential products that insects are unable to synthesize alone (Shigenobu et al. 2000; Gunduz and Douglas 2009). In certain lineages (aphids, whiteflies), a universal symbiont typically contains biosynthetic pathways for all 10 essential amino acids (EAA), as well as vitamins and cofactors (Shigenobu et al. 2000; Santos-Garcia et al. 2012). In other insect lineages (psyllids, some scales, cicadas and various hoppers), an ancestral (“senior”) symbiont is typically joined by a younger (“junior”) symbiont (Buchner 1965; Spaulding and von Dohlen 2001; Gruwell et al. 2010; Rosenblueth et al. 2012; Bennett and Moran 2013). Such dual symbionts cooperate in EAA synthesis, sometimes even within pathways (McCutcheon and Moran 2007, 2011; McCutcheon et al. 2009a; McCutcheon and von Dohlen 2011; Husník et al. 2013; Koga and Moran 2014; Luan et al. 2015; Rao et al. 2015). Thus far, a universal pattern in role partitioning has emerged: The ancestral, senior symbiont performs the major role (typically, seven to nine EAA), and the junior symbiont supplies the minority remainder.

Similar to aphids and other sternorrhynchans, adelgids (Aphidoidea: Adelgidae) harbor obligate symbionts in specialized bacteriomes. Adelgids are unusual among sap-sucking hemipterans, however, in their diversity of bacterial symbionts within a comparatively small and recent crown-group lineage. Extant adelgids (Adelges and Pineus spp.) comprise ∼70 species feeding solely on conifers, and share a common ancestor likely dating to the Paleogene (Havill and Foottit 2007; Havill et al. 2007) [but possibly more recently (Havill et al. 2016)]. Most adelgids possess host-alternating life cycles, in which they feed sequentially on spruce (Picea spp., where a gall is formed) and one of the five other conifer genera (Havill and Foottit 2007). Adelgid species diversity falls into five major lineages based on these alternate-conifer hosts (Havill et al. 2007). Although the existence of bacterial symbionts in adelgids was known for many years (Profft 1937; Buchner 1965; Steffan 1976), only recently were symbionts characterized through molecular studies. Research to date has detected eight different obligate symbionts and one facultative symbiont (Toenshoff, Gruber et al. 2012; Toenshoff, Penz et al. 2012; von Dohlen et al. 2013,, 2017; Toenshoff et al. 2014). Obligate symbionts are organized into pairs of symbionts within an adelgid species; these pairs are unique to each of the five adelgid lineages (von Dohlen et al. 2017). The diversity of symbionts in Adelgidae suggests a history of repeated gains, losses, and replacements (Toenshoff, Gruber et al. 2012; Toenshoff et al. 2014; von Dohlen et al. 2017). Unlike other Hemiptera, no single, ancient symbiont is maintained universally in all adelgid taxa. However, von Dohlen et al. (2017) hypothesized that a symbiont common to the hemlock and pine lineages represents the original symbiont of Adelgidae.

Hemlock woolly adelgid (A. tsugae Annand) (HWA) is a complex of sexually reproducing and obligately parthenogenetic lineages dating to the Pleistocene or earlier, with ranges native to Asia and western North America (Havill et al. 2006, 2007, 2016). Populations from Japan were introduced to eastern North America in the last century, and have decimated native hemlock species there (Havill et al. 2014). In addition to retarding growth, feeding by HWA induces a systemic hypersensitive response (HR) in hemlock trees (Radville et al. 2011). The HR is a general defensive response by plants in reaction to infestation by herbivores and microbes, which induces localized cell death (Fernandes 1990; Heath 2000). Hemlocks appear to mount a systemic HR response, leading to rapid host-tree mortality (Young et al. 1995; Radville et al. 2011). What induces the systemic effect on hemlocks by HWA is unknown, but some have suggested the HR is triggered by toxic constituents in HWA saliva, possibly originating from bacterial symbionts (Radville et al. 2011; Pezet et al. 2013; von Dohlen et al. 2013).

As in all adelgids, HWA harbor dual-obligate symbionts. HWA are unique, however, in housing one symbiont in the bacteriome and the second symbiont in the body cavity; cells of the latter symbiont have never been detected within the bacteriome (Shields and Hirth 2005; von Dohlen et al. 2013, 2017) (fig. 1). Both symbionts are transmitted to developing eggs within the mother’s body (unlike aphids, adelgids lay eggs in all generations) (von Dohlen et al. 2013). The bacteriome resident, “Ca. Annandia adelgestsuga,” is shared by Pineus species, and is hypothesized to be the original, ancestral symbiont of Adelgidae (Toenshoff et al. 2014; von Dohlen et al. 2017). “Ca. Annandia” is most closely related to Buchnera aphidicola in aphids, symbionts of stinkbugs, and a symbiont of planthoppers, but its sister relationship is not well supported on the basis of ribosomal DNA sequences (von Dohlen et al. 2013; Toenshoff et al. 2014). The hemocoel symbiont, “Ca. Pseudomonas adelgestsugas,” belongs to a bacterial lineage that includes several plant pathogens capable of eliciting the HR (Nimchuk et al. 2003; Cui et al. 2005). This genus also includes an insect-associated species that was implicated in manipulating defensive responses in the host plant (Chung et al. 2013), as well as a toxin-producing defensive symbiont of beetles (Kellner and Dettner 1996; Kellner 2002; Piel 2002). Certain populations of HWA, namely, the introduced population in eastern North America and its source Japanese population, also harbor a facultative symbiont Serratia symbiotica (von Dohlen et al. 2013).

Fig. 1.

—Schematic of HWA immature showing locations of symbionts. Large red circles are bacteriocytes containing cells of the obligate “Ca. Annandia” symbiont, grouped into paired bacteriomes. Blue ovals represent cells of the obligate “Ca. Pseudomonas” symbiont free-living in the hemocoel. Yellow shapes are portions of central bacteriocytes containing the facultative “Ca. Serratia symbiotica” bacteria. “Ca. Pseudomonas” cells are not drawn to scale. (See von Dohlen et al. (2013) for more information.)

Fig. 1.

—Schematic of HWA immature showing locations of symbionts. Large red circles are bacteriocytes containing cells of the obligate “Ca. Annandia” symbiont, grouped into paired bacteriomes. Blue ovals represent cells of the obligate “Ca. Pseudomonas” symbiont free-living in the hemocoel. Yellow shapes are portions of central bacteriocytes containing the facultative “Ca. Serratia symbiotica” bacteria. “Ca. Pseudomonas” cells are not drawn to scale. (See von Dohlen et al. (2013) for more information.)

Although the role of symbionts in adelgids is presumed to encompass nutritional functions, their metabolic contributions to the consortium are essentially unexplored, except for an 85 kb fragment from a single junior symbiont (Toenshoff, Penz, et al. 2012). In this study we investigate the functional roles and evolution of the obligate symbionts of adelgids, focusing on HWA. The primary goal of this study was to describe the metabolic contributions of “Ca. A. adelgestsuga” and “Ca. P. adelgestsugas” to the consortium, as inferred from their genomes. We determined whether the genomic composition of symbionts exhibit characteristics of long-term, obligate associations, and whether symbionts provide nutritional functions similar to other sap-feeding insects—either alone, or sharing pathways with each other and/or the host. We further investigated whether “Ca. P. adelgestsugas” might perform protective or defensive functions for its host. We initiated this inquiry by sequencing and characterizing the complete genomes of both symbionts and reconstructing the putative metabolic capabilities of symbionts and putative contributions from HWA. Two additional goals of the study were to determine whether features of the “Ca. Annandia adelgestsuga” genome support the idea that it is the original, ancestral symbiont of Adelgidae, and whether “Ca. Annandia” might share a most-recent common ancestor with Buchnera of Aphididae.

Materials and Methods

Insect Samples, DNA Preparation, and Sequencing

Adelgid samples (adults and egg masses) were collected in New Haven County, Connecticut, USA from eastern hemlock (Tsuga canadensis) on 22 April 2013 by Nathan Havill (voucher ID #13-050). Genomic DNA was extracted from eggs (masses from two females), to maximize the amount of symbiont DNA in the extraction using the High Pure PCR template kit (Roche Diagnostics, Indianapolis), and treated with DNase–free RNAse (Roche Diagnostics). DNA concentration was quantified with a Qubit fluorometer. Paired-end Illumina library construction and sequencing was performed at the Yale Center for Genome Analysis (New Haven, CT) a single lane of an Illumina HiSeq 2500 with 150 nt paired-end reads.

Genome Assembly and Annotation

Quality assessment of raw Illumina reads was performed with the FASTX-toolkit (http://hannonlab.cshl.edu/fastx_toolkit/index.html; last accessed March 15, 2018). Reads were filtered such that a read was eliminated if it had fewer than 90% of bases with a Phred quality score of 30 or more. The resulting quality-filtered data set consisted of 120,202,263 reads totaling more than 18 billion nts of sequence. The data were assembled de novo using SPAdes v.3.7.0 with k-mers 21, 33, 55, 77, 99, 127 and the “–meta” flag (Bankevich et al. 2012). We identified symbiont-derived contigs using coverage and GC content statistics in addition to BLAST against the coding portion of genomes for Pseudomonas aeruginosa (NC_002516.2) and B. aphidicola (NC_002528.1). Closure of the single “Ca. Pseudomonas adelgestsugas” (CP026512) scaffold into a circular bacterial chromosome was achieved via alignment of terminal overlapping regions of ∼200 bp. The order and orientation of six “Ca. Annandia adelgestsuga” (CP026513) scaffolds was determined using PCR with primers specific for each scaffold. Due to the high AT content and presence of low complexity repetitive sequences in the “Ca. Annandia adelgestsuga” genome, sequencing across these gaps was not feasible and the genome was closed by inserting “Ns” to indicate gaps of unknown size.

Hemlock woolly adelgid symbiont genome size, GC content, and coding capacity was compared with other symbiont and free-living bacterial genomes. Genome statistics were downloaded for all bacterial “reference genomes” from NCBI in June 2017 and additional bacteria for the comparisons were added to the data set. Symbiont designation was determined by consulting the literature. Plots were created in R using ggplot2 (Wickham 2009).

The origin of replication for both genomes was determined using GC skew with GenSkew v.1.0. The “Ca. Annandia adelgestsuga” genome had weak GC skew overall, thus the origin was designated at a noncoding site with the strongest signal. Genomes were initially annotated with PROKKA v1.11. The annotation was manually checked for genes interrupted by ambiguous bases. Any genes annotated as hypothetical proteins were searched against the nr database with BLAST, and if a function could be assigned, the annotation was adjusted manually. We designated all fragmented coding sequences (with length less than 80% of full-length homologs belonging to other species in the S-PROT database) as pseudogenes using tblastn as previously described (Lerat and Ochman 2004; Burke and Moran 2011). Both genomes were checked for insertion sequence elements by uploading the fasta nucleotide files to the ISSaga2 web-based interface (Varani et al. 2011). Amino acid and vitamin biosynthesis pathways were reconstructed using the BioCyc, EcoCyc, and KAAS databases (Moriya et al. 2007; Keseler et al. 2013; Caspi et al. 2016). Lists of genes for vital functions were compiled, and presence and absence were compared with other obligate symbionts. Clusters of orthologous groups were determined using the online eggNOG-mapper tool (DIAMOND mapping mode and default choices for other settings) to provide functional annotation of protein sequences and categorize sequences into 17 functional categories (Tatusov et al. 2000; Huerta-Cepas et al. 2016).

Synteny Analyses

Synteny was examined between each symbiont and one or two related taxa. “Ca. Annandia adelgestsuga” was compared with “Ca. Ishikawaella capsulata” (NZ_AP010872.1) and B. aphidicola APS (NC_002528.1), and “Ca. Pseudomonas adelgestsugas” was compared with P. aeruginosa PAO1 (NC_002516.2). An all-against-all BLAST of amino acid sequences (e-value cut-off = 1e−10) served as input for MCScanX to identify collinear blocks between genomes involving greater than five genes (parameters: gap_penalty = 5) (Wang et al. 2012). Synteny plots were generated using VGSC 2.0 (Xu et al. 2016).

Phylogenomic Analyses

Reconstructing the evolutionary relationships between free-living bacteria and bacterial symbionts is notoriously difficult due to their high rates of substitution and low G + C content, resulting in long-branch attraction (Husník et al. 2011). Sophisticated phylogenetic methods must be used to overcome these issues, even when large data sets are available (Husník et al. 2011). We use the two best-performing approaches established by Husník et al. (2011), using Phylobayes on an amino acid data set, and nhPhyML on a nucleotide data set (Boussau and Gouy 2006; Lartillot et al. 2013). Forty-five single-copy orthologous genes derived from 50 γ-proteobacteria taxa (including 14 symbiont taxa) from Husník et al. were combined with data from four endosymbiont genomes, “Ca. Annandia adelgestsuga” (CP026513), “Ca. Moranella endobia” (NC_015735.1), “Ca. Buchnera aphidicola” str Sc (NZ_CP011299.1), and “Ca. Trabutinella endobia” (NZ_LT594522.1). Amino acid sequences from each gene were aligned in SeaView version 4 and aligned by the MAFFT version 7L-INS-i algorithm, followed by trimming with GBlocks version 0.91b with the following parameters: Minimum number of sequences for a conserved position: 28; minimum number of sequences for a flanking position: 46; maximum number of contiguous nonconserved positions: 8; minimum length of a block: 5; allowed gap positions: with half. These trimmed alignments were concatenated in SeaView, and represented an alignment of 13,063 amino acid positions. The amino acid data set was recoded using the dayhoff6 scheme in Phylobayes MPI v1.3b (Lartillot et al. 2013). Phylobayes was run on this data set with a CAT + GTR model and two chains for over 4000 generations until convergence. Markov Chain Monte Carlo convergence was evaluated with Tracer v1.6 and Phylobayes bpcomp (Rambaut et al. 2014). For phylogenetic reconstruction with nhPhyML, the concatenated amino acid data set was back-translated to nucleotide data and the third codons were removed using SeaView v4 (Gouy et al. 2010). GBlocks v. 0.91b was used to refine the alignment with the default parameters in SeaView v4 to a total of 27,600 nucleotide positions. nhPhyML was used to apply a nonhomogeneous nonstationary model of sequence evolution to the nucleotide data set using a best starting tree with taxa placed according to the results from the Phylobayes analysis.

Results

Genomes of “Ca. Annandia adelgestsuga” and “Ca. Pseudomonas adelgestsugas”

The “Ca. Annandia adelgestsuga” (referred to hereinafter as Annandia) genome is 334,746 bp in length with G + C content of 17.8%, and the genome size of “Candidatus P. adelgestsugas” (referred herein as Pseudomonas or P. adelgestsugas) is 1,835, 598 bp, with G + C content of 39.5% (fig. 2A). Bacterial species typically feature a tight correlation between genome size and the number of protein-coding genes (fig. 2B). Although Annandia and P. adelgestsugas have genome sizes that fall within the size range representative of other obligate bacterial symbionts of insects, the Pseudomonas genome has a larger genome than expected given the number of protein-coding genes in the genome (coding density of 45.5%, compared with 83.9% for Annandia).

Fig. 2.

—Relationships between (A) genome size and GC content and (B) genome size and total gene number in HWA symbionts and other representative bacterial genomes.

Fig. 2.

—Relationships between (A) genome size and GC content and (B) genome size and total gene number in HWA symbionts and other representative bacterial genomes.

The Annandia genome contains 343 genes, of which 285 are protein-coding sequences (CDS) that could be assigned to known genes based on homology to other bacteria, and eight encode hypothetical proteins of unknown function. The genome contains 29 tRNAs, 25 predicted pseudogenes, and a single ribosomal RNA operon; however, the 16S and 23S genes are unusually long, at 2,149 and 2,974 bp, respectively (von Dohlen et al. 2013). The Pseudomonas genome contains 1,107 genes comprising 944 CDS of predicted known identity, 198 hypothetical proteins, a single ribosomal RNA operon, 38 tRNAs, and 31 pseudogenes. No insertion sequence elements were identified in either genome, however, one false positive insertion sequence ORF was identified in the Annandia genome.

Phylogenetic relationships of A. adelgestsuga

Phylogenomic analysis using 45 genes from representative Enterobacteriaceae taxa placed Annandia in a well-supported clade with several Buchnera lineages and Ishikawaella capsulata (supplementary fig. S1, Supplementary Material online). However, the branching pattern between these symbionts was poorly supported, and the Annandia branch is notably long. In addition, there was very little conservation of synteny between Annandia and relatives Ishikawaella capsulata and Buchnera str. APS (fig. 3). Annandia shares 13 syntenous blocks with Buchnera and 14 blocks with Ishikawaella, but these blocks are small, containing 5–29 genes each. Of these conserved blocks, only eight are shared across all three genomes. In contrast, a similar comparison between P. adelgestsuga and P. aeruginosa PAO1, which are distantly related within the Pseudomonas group (von Dohlen et al. 2013), indicates some conservation of synteny, particularly at the 5′ end of the symbiont genome, with a total of 34 conserved blocks of five genes or more.

Fig. 3.

—Conserved syntenic blocks and rearrangements between HWA symbiont genomes and relatives. Chromosomes are marked every 50 kb and inverted when appropriate for clarity. Ribbons between chromosomes indicate position and length of collinear syntenic blocks that are composed of a minimum of five genes. (A) Comparison of “Ca. Annandia adelgestsuga” to “Ca. Buchnera aphidicola” str. APS and “Ca. Ishikawaella capsulata”. (B) Comparison of “Ca. Pseudomonas adelgestsugas” and Pseudomonas aeruginosa PAO1.

Fig. 3.

—Conserved syntenic blocks and rearrangements between HWA symbiont genomes and relatives. Chromosomes are marked every 50 kb and inverted when appropriate for clarity. Ribbons between chromosomes indicate position and length of collinear syntenic blocks that are composed of a minimum of five genes. (A) Comparison of “Ca. Annandia adelgestsuga” to “Ca. Buchnera aphidicola” str. APS and “Ca. Ishikawaella capsulata”. (B) Comparison of “Ca. Pseudomonas adelgestsugas” and Pseudomonas aeruginosa PAO1.

Nutritional Capabilities

Both symbiont genomes possess genes for the production of EAAs and intermediates, as well as some nonessential amino acids (NAAs) (fig. 4; supplementary fig. S2, Supplementary Material online). Annandia retains 57 intact genes involved in EAA biosynthesis, whereas the Pseudomonas genome has 66 genes. With these genes, both Annandia and Pseudomonas are each able to produce lysine and threonine and the intermediate chorismate. As in some other consortia (Wilson et al. 2010; Hansen and Moran 2011; McCutcheon and von Dohlen 2011), symbionts of A. tsugae presumably rely on the insect host to provide certain enzymes to complete several EAA pathways. These include branched-chain amino acid aminotransferase, cystathionine gamma-lyase (CGL), ornithine aminotransferase, and possibly aspartate aminotransferase (AAT) (fig. 4); transcripts from these genes have been identified in an unpublished A. tsugae transcriptome (NCBI BioProject PRJNA242203). In addition to lysine and threonine, Annandia could produce arginine, valine, leucine, phenylalanine, and isoleucine with input from host genes. In addition to lysine and threonine, Pseudomonas encodes pathways for synthesizing histidine, phenylalanine, and methionine, the latter with host contribution of CGL. The tryptophan biosynthetic pathway has been divided between the symbionts, such that Annandia performs the first two rate-limiting steps with trpEG and Pseudomonas performs the remainder with trpDFCAB. Annandia contains a redundant trpC gene, which encodes the bifunctional fused indole-3-glycerol phosphate synthase/phosphoribosylanthranilate isomerase. This performs both reactions EC: 5.3.1.24 and EC: 4.1.1.48. In Pseudomonas bacteria, EC: 5.3.1.24 and EC: 4.1.1.48 are catalyzed separately by the monofunctional enzymes phosphoribosylanthranilate isomerase (TrpF) and indole-3-glycerol phosphate synthase (TrpC), respectively. Both symbionts show partial redundancy in other EAA biosynthetic pathways. Pseudomonas retains an incomplete set of genes for the biosynthesis of arginine (produced in full by Annandia with a host gene), and Annandia lacks one gene in the phenylalanine biosynthesis pathway (produced in full by Pseudomonas), although a host gene AAT may be able to compensate for this loss. Whereas Pseudomonas retains vestiges of the valine, leucine, and isoleucine pathways, many of the genes required for these pathways are pseudogenes. Finally, both symbionts retain a partial set of genes to produce the NAA. Both Annandia and Pseudomonas can make alanine and glycine, Pseudomonas can produce aspartic acid, cysteine, and glutamine, and tyrosine could be synthesized cooperatively (supplementary table S1, Supplementary Material online). In further support of amino acid production, Pseudomonas retains all genes for a pathway of assimilatory sulfate reduction (sulfur assimilation).

Fig. 4.

—Reconstruction of essential amino acid pathways based on genes present in “Ca. Annandia adelgestsuga,” “Ca. Pseudomonas adelgestsugas,” and an unpublished transcriptome of HWA.

Fig. 4.

—Reconstruction of essential amino acid pathways based on genes present in “Ca. Annandia adelgestsuga,” “Ca. Pseudomonas adelgestsugas,” and an unpublished transcriptome of HWA.

Beyond amino acid production and support, both symbionts appear to produce vitamins and cofactors, although Annandia’s capacity here is limited. Its genome contains genes only for lipoate (an essential cofactor) and 5-phospho-α-d-ribosyl 1-pyrophosphate (PRPP) biosynthesis (supplementary table S2, Supplementary Material online). Pseudomonas retains 53 genes related to vitamin and coenzyme biosynthesis; with complete pathways for pyridoxal 5′ phosphate (vitamin B6), heme compounds, PRPP, glutathione, and lipoate, and partial pathways for biotin, pyridine, folate, riboflavin, thiamine, ubiquinone (coenzyme Q), and coenzyme A biosynthesis (supplementary table S2, Supplementary Material online). Pseudomonas encodes gdhB, and so is putatively able to recycle nitrogen from ammonia.

Annandia and Pseudomonas differ substantially in their inventory of small-molecule and macromolecule transporters. They share only one transporter in common, bnrQ, a secondary carrier for branched-chain amino acids. Beyond this, Annandia possesses few others; annotations included galP (transport of monosaccharides), yhgN (putative antibiotic transporter), and yadH (integral membrane subunit of a putative polyketide drug exporter). Pseudomonas possesses over 30 CDS annotated as transporters. Most are categorized as ATP-binding cassette transporters. These include several amino acid transporters: aotPQ of the aot operon for transport of arginine and ornithine; sdaC, a secondary carrier for serine and threonine; and hisJ, part of the histidine permease transporter. Others include transporters for lipopolysaccharides (LPS), metal ions, antibiotics, toxins, and putrescine. Pseudomonas may contain a functional Sec protein export system (Beckwith 2013), as most of the sec genes (secA, secYEG, secDF) are retained except for secB, which could be functionally replaced by another chaperone (Zientz et al. 2004).

Core Cellular Processes

Functional assignments of genes, as determined by COG (clusters of orthologous groups) categorization (Tatusov et al. 2001), show Annandia is similar to primary/senior symbionts such as Sulcia muelleri in Auchenorrhyncha, Buchnera from the aphid Cinara cedri (BCc), and Portiera aleyrodidarum in whiteflies (supplementary fig. S2, Supplementary Material online). Annandia devotes the majority of protein-coding genes to translation-related functions (category J, 37%), amino acid biosynthesis functions (category E, 14%), and energy-related functions (category C, 12.5%) (supplementary fig. S2, Supplementary Material online). Similar to BCc, it appears incapable of nucleotide metabolism and transport (category F). The suite of core genes involved in central cellular processes, as compiled in Moran and Bennett (2014) and Bennett et al. (2014), is also characteristic of long-term, obligate symbionts (figs. 5 and 6). Annandia has lost homologs of several genes important for DNA replication and repair, including the DNA polymerase holoenzyme gene, holA (which has been pseudogenized) (fig. 5A). It has lost most genes for DNA replication initiation (retaining only dnaB, a replicative DNA helicase), and all core genes involved in cell division (fig. 6A). With respect to protein synthesis, Annandia retains most genes corresponding to tRNA synthetases and approximately 80% of core genes involved in transcription and translation (retaining rpoABD of the core RNA polymerase but losing rpoC) (fig. 5A). It retains 51/54 ribosomal proteins (fig. 5B). In the category of protein folding and stability, it retains groL, groS, dnaJ, and dnaK, but has lost grpE (fig. 5B). In energy production and respiration, Annandia contains a complete set of ATP synthase genes and all but one of NADH dehydrogenase and cytochrome oxidase subunits; however, it has lost most core genes in the TCA cycle (fig. 5C). Annandia has little apparent capacity to synthesize or maintain a cell wall/envelope, or to produce the associated membrane proteins (fig. 6). Annandia retains no genes for peptidoglycan synthesis, and has lost mrcB, which is essential for cell growth in free-living bacteria (fig. 5B). Of the core genes involved in phospholipid and fatty acid synthesis (fig. 6B), lipid A synthesis, lipopolysaccharide (LPS) core synthesis, and LPS antigen synthesis (fig. 6C), outer membrane protein assembly/transport and cell envelope shape and integrity (fig. 6D), it retains only three genes, a functional secY (involved in protein translocation across the cell membrane), and secE and secG as pseudogenes.

Fig. 5.

—Presence and absence of genes involved in central cellular processes related to protein synthesis and energy production for the symbionts of HWA, in comparison to representative obligate hemipteran symbionts. Colored boxes indicate gene presence. HWA symbionts are bolded and their gene boxes are outlined for clarity. Baumannia BGSS is “Ca. Baumannia cicadellinicola” str. BGSS, Ishikawaella is “Ca. Ishikawaella capsulata,” Buchnera APS and Cc are “Ca. Buchnera aphidicola” strains APS and Cc, respectively, Portiera is “Ca. Portiera aleyrodidarum,” Sulcia BGSS is “Ca. Sulcia muelleri” str. BGSS, and Carsonella is “Ca. Carsonella ruddii” from Heteropsylla texana. Genomes are arranged by size from largest (outer ring) to smallest (inner ring).

Fig. 5.

—Presence and absence of genes involved in central cellular processes related to protein synthesis and energy production for the symbionts of HWA, in comparison to representative obligate hemipteran symbionts. Colored boxes indicate gene presence. HWA symbionts are bolded and their gene boxes are outlined for clarity. Baumannia BGSS is “Ca. Baumannia cicadellinicola” str. BGSS, Ishikawaella is “Ca. Ishikawaella capsulata,” Buchnera APS and Cc are “Ca. Buchnera aphidicola” strains APS and Cc, respectively, Portiera is “Ca. Portiera aleyrodidarum,” Sulcia BGSS is “Ca. Sulcia muelleri” str. BGSS, and Carsonella is “Ca. Carsonella ruddii” from Heteropsylla texana. Genomes are arranged by size from largest (outer ring) to smallest (inner ring).

Fig. 6.

—Presence and absence of genes involved in central cellular processes related to bacterial replication, including DNA replication initiation, cell division, and synthesis of cell membrane components. For figure details, refer to legend for figure 5.

Fig. 6.

—Presence and absence of genes involved in central cellular processes related to bacterial replication, including DNA replication initiation, cell division, and synthesis of cell membrane components. For figure details, refer to legend for figure 5.

Composition of the Pseudomonas genome with respect to COGs resembles insect symbionts with larger genome sizes. Pseudomonas devotes the majority of protein-coding genes to amino acid and coenzyme biosynthesis functions (categories E and H, 18%), translation-related functions (category J, 16.8%), cell wall/membrane/envelope biogenesis (category M, 11.2%), and energy-related functions (category C, 8.6%) (supplementary fig. S2, Supplementary Material online). It retains a number of key genes for nucleotide metabolism (category F), and may therefore be capable of most of this function. In many COG categories, counts of Pseudomonas genes are closest to Baumannia cicadellinicola str. Hc (the obligate junior symbiont of Cicadellinae leafhoppers), I. capsulata str. Mpkobe (an extracellular, nutritional symbiont of Plataspidae stinkbugs), Hamiltonella defensa str. 5AT (a facultative symbiont of aphids and whiteflies), Regiella insecticola (a facultative symbiont of pea aphids), and Wigglesworthia glossinidia (the obligate symbiont of tsetse flies) (supplementary fig. S2, Supplementary Material online). Pseudomonas possesses a more complete core gene repertoire than Annandia, yet with substantial losses in certain categories (figs. 5 and 6). Pseudomonas retains most genes for DNA replication, replication initiation, and repair; however, it has lost over two-thirds of core genes controlling cell division (figs. 5A and 6A). Pseudomonas has functional genes for all but two tRNA synthetases, and contains all core genes controlling transcription and translation (fig. 5A). It retains all ribosomal protein genes and core genes involved in protein folding and stability (fig. 5B). In energy production and respiration, it has an inventory identical to Annandia; however, unlike Annandia, it retains a majority of genes in the TCA cycle (fig. 5C). Gene losses are more extensive in categories related to the cell envelope (fig. 6). Oddly, although Pseudomonas is clearly rod shaped (von Dohlen et al. 2013), it has lost all but four functional core genes controlling cell envelope shape and integrity (fig. 6D). It has lost one-third of genes involved in peptidoglycan synthesis, almost half of genes in phospholipid and fatty acid synthesis, 30% of genes contributing to lipid A synthesis, all but one gene involved in LPS antigen synthesis, and 25% of genes for outer membrane protein assembly and transport (fig. 6). Notably, it has also lost the Tol-Pal system, which confers outer membrane stability and is involved in transport of certain macromolecule across the cell envelopes. Although this system is typically lost in symbionts enclosed in a host-derived membrane, it is present in other cytosolic residents such as “Ca. Blochmannia” and Wigglesworthia (Zientz et al. 2004).

Discussion

Annandia adelgestsuga is the Putative Ancestral Adelgid Symbiont

The genome of Annandia adelgestsuga shares the characteristics of extreme AT bias, reduced size, and high coding density observed in many ancient, obligate endosymbionts of Hemiptera, such as B. aphidicola, “Ca. Portiera aleyrodidarum,” “Ca. Moranella endobia,” and “Ca. Sulcia muelleri”. In addition, the core genomic repertoire of Annandia resembles these long-term, obligate symbionts. It has lost most genes for central processes of cell division, production of a cell envelope, protein assembly, and transport across the outer membrane. Across the set of COG categories, Annandia is more similar to the strain of Buchnera found in Cinara cedri (Cc) than the APS strain. Unlike the strains in most aphids, Buchnera str. Cc coexists with a junior symbiont, S. symbiotica, to accomplish essential functions. Annandia’s higher similarity to this particular Buchnera suggests that partnership plays a role in the nature of overall genome degradation. The extent of shrinkage and other genomic distortions in Annandia, together with its presence in the sister lineage to Adelges, comprising Pineus species (Toenshoff et al. 2014; Weglarz et al., in preparation), supports the assignation of this bacterium as the ancestral symbiont of Adelgidae, possibly acquired in the late Cretaceous (Toenshoff et al. 2014; von Dohlen et al. 2017).

Whether a continuous association of Annandia ancestors extends deeper into Aphidoidea phylogeny has been in question. Aphidoidea comprises three lineages: Aphididae, Adelgidae, and Phylloxeridae. Buchnera aphidicola is the near-universal and ancestral obligate symbiont of Aphididae (Munson et al. 1991; Moran et al. 1993); phylloxerans contain no bacteriome nor obligate symbionts (Vorwerk et al. 2007). The relationship between Annandia and other obligate symbionts, particularly B. aphidicola, has been difficult to resolve (von Dohlen et al. 2013; Toenshoff et al. 2014). Previous phylogenetic studies based on ribosomal RNA genes disagreed regarding the placement of Annandia within a clade of related symbionts. von Dohlen et al. (2013) found a weakly supported sister relationship between Annandia and Buchnera within a set of symbionts including “Ca. Purcelliella pentastirinorum” and “Ca. Ishikawaella capsulata”. Were this relationship true, then the age of the symbiotic association in aphidoids (represented by an ancestral Annandia/Buchnera lineage) would date at least to the common ancestor of Aphididae and Adelgidae, approximately 120–150 Ma (Heie 1987; Heie and Pike 1996). Toenshoff et al. (2014), however, found a weakly supported sister relationship between Annandia and “Ca. Purcelliella”. We sought to clarify the position of Annandia using genomic data from the set of symbionts with complete genomes. Of the set of species placed closest to Annandia in the previous studies, however, genomes were available only for a single strain of “Ca. Ishikawaella capsulata” and five Buchnera strains. Although we employed strategies recommended to compensate for the rapidly evolving genomes of ancient symbionts (Husník et al. 2011), our phylogenomic analyses failed to support the placement of Annandia as sister to Buchnera with confidence. Synteny analysis between Annandia, Ishikawaella, and Buchnera also indicated that these genomes have been highly rearranged with respect to a common ancestor they may have shared. These analyses suggest that Buchnera and Annandia do not share a most recent common ancestor. Instead of a single, ancient symbiont introduction in the ancestor of Aphidoidea, with a subsequent loss in Pylloxeridae, both Annandia and Buchnera were more likely acquired independently in their respective host lineages. It remains unclear whether phylloxerans also had a symbiont that was subsequently lost, or simply never acquired one.

Pseudomonas adelgestsugas is an Obligate Symbiont Housed in an Unusual Location

The location of an obligate symbiont in the hemocoel is highly atypical for Sternorrhyncha and other sap-feeding insects (Buchner 1965). Pseudomonas adelgestsugas has been found solely in the hemocoel of HWA nymphs and adults, and never in the bacteriome, leading to speculation about its functions and the age of its association (von Dohlen et al. 2013, 2017). We found that the genome of P. adelgestsugas exhibits many characteristics of obligate, vertically transmitted symbionts. Compared with free-living Pseudomonas relatives, its genome size is reduced by ∼75%, its gene count by ∼20%, and coding density by ∼50%. Although P. adelgestsugas has a larger genome and higher GC content than many other obligate sternorrhynchan symbionts, this may be explained by the genomic characteristics of free-living Pseudomonas ancestors from which it was descended. Environmental Pseudomonas have genomes of approximately 5–7 Mb and 60–65% GC (Stover et al. 2000).

Several aspects of the P. adelgestsugas genome suggest that, although it has evolved an obligate association, this condition is more recent than that of Annandia. P. adelgestsugas was likely acquired in the stem A. tsugae lineage or the common ancestor of extant A. tsugae species complex (von Dohlen et al. 2017). A fossil-calibrated phylogeny of representative Adelgidae estimated this common ancestor to be approximately 20–35 Ma (Havill et al. 2007); however, a more in-depth study of the A. tsugae species complex estimated the ancestor to be considerably younger, at less than 1 Ma (Havill et al. 2016). Although we cannot be certain when P. adelgestsugas was acquired, its low coding density suggests that it is actively in the process of transition to a smaller genome, which still contains large amounts of intergenic sequence relative to most obligate symbionts for which genomes are available. Intergenic sequences may be the degenerated remains of inactivated genes that have not yet been removed from the genome via sequence deletions. This feature is shared with the facultative symbionts Sodalis glossinidius from tsetse flies, S. symbiotica from the pea aphid Acyrthosiphon pisum, and other recently acquired Sodalis-like obligate symbionts in insects (Plague et al. 2008; Burke and Moran 2011; Clayton et al. 2012; Koga and Moran 2014). In contrast to S. symbiotica and S. glossinidius, though, Pseudomonas is much smaller and only contains a single rRNA operon, suggesting an intermediate state of genome reduction between older obligate and facultative symbionts. A comparison between P. adelgestsugas and P. aeruginosa PAO1 revealed conservation of order in certain regions, even in light of the reduced size and gene deletions in the symbiont genome. The core gene repertoire retained by P. adelgestsugas is also larger and more comprehensive than that of its partner, Annandia. This may be attributed both to its presumed younger age and that it lives unbound in the hemolymph, that is, it is not enclosed within host cells or a host-derived membrane (symbiosome) (von Dohlen et al. 2013, 2017). In particular, P. adelgestsugas might be expected to maintain greater capabilities related to cell envelope biogenesis, as reflected in the retention of certain genes involved in peptidoglycan biosynthesis, outer-membrane transport, and cell division. Nevertheless, losses of genes or functionality in these categories suggests that the host must be involved in controlling the P. adelgestsugas population.

Atypical Pattern of Nutritional Provisioning in HWA Symbionts

Characteristic of other dual-symbiont partnerships in sap-feeding insects (Moran and Bennett 2014), the major role of both obligate symbionts in HWA appears to be that of nutritional mutualist. Together, Annandia and Pseudomonas have the capacity to provision their host with all ten EAAs. Annandia could potentially produce seven EAAs on its own or with input from host genes, and Pseudomonas could synthesize five EAAs on its own or with host genes. Of the seven EAAs that Annandia could make, three are redundantly produced by Pseudomonas. Two EAAs are produced by Pseudomonas alone. Also similar to other insects with nutritional symbiont partners, metabolic interdependence for EAA synthesis has evolved, in which each symbiont possesses a different subset of genes necessary to complete the tryptophan biosynthetic pathway (Gosalbes et al. 2008; McCutcheon and von Dohlen 2011; Sloan and Moran 2012). As in other hemipteran-symbiont consortia, the mechanism of metabolite transport over symbiont membranes is uncertain, but likely involves the host to some degree (Wilson and Duncan 2015). Given the paucity of obvious transporters in the Annandia genome, most traffic must be controlled by the host. However, Pseudomonas retains greater capability in this regard, and may have control over certain metabolites, including a few EAAs.

Hemlock woolly adelgid symbionts have the capability to produce several NAAs, vitamins, and cofactors, most of which is contributed by Pseudomonas. This is consistent with other dual-nutritional symbioses, in which the junior partner typically contributes the majority of non-EAA nutrition (Moran and Bennett 2014). One unusual feature of NAA production is the apparently shared pathway (and gene redundancy) for tyrosine, in which Annandia encodes TyrA, both symbionts encode PheA, and Pseudomonas encodes the aromatic aminotransferases, AspC and TyrB. Tyrosine is the principal precursor important for sclerotization (hardening) of the insect cuticle after molting. Complete or near-complete pathways for tyrosine are found in Blochmannia symbionts of carpenter ants and Nardonella symbionts of weevils, in which expression of tyrosine genes is elevated in preadult stages (Zientz et al. 2006; Anbutsu 2017). A newly characterized Sodalis symbiont of a lygaeoid bug retains tyrosine as one of two complete AA pathways in its reduced genome, and the TyrA enzyme has possibly undergone alteration to produce higher titres of this amino acid (Santos-Garcia et al. 2017). In contrast, the genomes of obligate symbionts surveyed in supplementary figure S2, Supplementary Material online show little capacity to produce tyrosine, either alone or in cooperation by senior and junior symbionts. Only I. capsulata of plataspid stinkbugs possesses tyrA, and none possess tyrB. Hemlock woolly adelgid individuals are protected by waxy secretions, but underneath this wax their dark-brown cuticle appears heavily sclerotized (for an aphidoid). It is conceivable that symbionts contribute to the production of tyrosine for this additional protection.

The most striking feature regarding nutrient provisioning in the HWA consortium is the more equitable balance of contributions from the two symbionts. In all other dual nutritional symbionts examined so far, the senior symbiont synthesizes the great majority of EAAs (typically eight–nine), or contributes a high proportion of genes to integrated pathways, whereas the junior symbiont retains pathways only for one or two EAAs. This is the case in auchenorrhynchans (Wu et al. 2006; McCutcheon and Moran 2007, 2010; McCutcheon et al. 2009a; Bennett and Moran 2013; Husník et al. 2013; Bennett et al. 2014; Koga and Moran 2014; Mao et al. 2017; Łukasik et al. 2018), as well as sternorrhynchans (Nakabachi et al. 2006; Lamelas et al. 2011; Sloan and Moran 2012; Rosas-Pérez et al. 2014; De Clerck et al. 2015). Even in the most metabolically and physically integrated consortium of certain mealybugs, the senior symbiont possesses twice as many genes in EAA pathways than the junior symbiont (McCutcheon and von Dohlen 2011). Another important way in which the HWA consortium differs from those in other insects is the redundancy present in EAA pathways between Annandia and Pseudomonas. It is possible that this redundancy will be lost over time to create complementarity of metabolic roles, a theme that has evolved independently in other dual-partner obligate symbioses in insects (McCutcheon and Moran 2011; Bennett and Moran 2013).

Acquisition of a junior symbiont may be an effective compensatory mechanism for loss of function in the original senior symbiont (Bennett and Moran 2015). Highly reduced and otherwise modified genomes are hallmarks of long-term nutritional symbionts (Wernegreen 2002), and gene deletions may occur in essential nutritional pathways that benefit hosts (Moran et al. 2008). Such genomic degradation is thought to be a consequence of several factors, including elevated genetic drift from population bottlenecks, mutational bias toward deletions, lack of recombinational opportunities, and relaxed selection in the host environment (Moran 1996; Rispe and Moran 2000; Moran et al. 2009). Strong host-level selection may counter symbiont genome degradation in various ways, through elevated expression of chaperonins, host–insect expression of genes functionally equivalent to those lost, and horizontal transfer of genes from transient facultative symbionts (Sato and Ishikawa 1997; Wilson et al. 2010; Husník et al. 2013; Sloan et al. 2014). A more comprehensive solution, however, is to acquire a partner symbiont: While the former compensations must evolve as individual selective events, the acquisition of a junior symbiont that possesses a genome with complete nutritional pathways potentially solves many deficiencies simultaneously.

The examples above illustrate that host-level selection acts as a strong counterbalance to symbiont-level forces of genome decay, because ancient senior symbionts have maintained much of their nutritional functionality over hundreds of millions of years. This seems not to be the case in HWA, in which the ancestral senior symbiont, Annandia, has lost greater amino acid capabilities over a much shorter time period. What could be different about the adelgid case, where the high rate of symbiont replacement suggests a repeated cycle of accelerated senior symbiont decline? We do not expect, a priori, that the action of drift, mutational bias, or recombination should be substantially different in adelgids. What may be different is the nature of host-level selection. One way that loss of nutritional function in symbionts might be accelerated is if the host’s diet provides those nutrients. Fluctuations in nutrient levels within the host environment could periodically relax selection on symbiont pathways, such that formerly essential genes could be inactivated (Bennett and Moran 2015). We have previously proposed a hypothesis incorporating this idea (von Dohlen et al. 2017). Historical changes in dietary dependence on phloem versus parenchyma during the evolution of host-alternating life cycles in adelgids may have imposed fluctuating selection on symbiont functions and accelerated gene inactivation in nutrient pathways. The substantial losses we see in nutritional capabilities of Annandia support our hypothesis, which posits that this metabolism was lost before a junior symbiont was gained. We suggest that this functionality may have degraded during an evolutionary period after gaining a gall phase (high-nutrient parenchyma) but before evolving host alternation and low-nutrient phloem-dependent generations (von Dohlen et al. 2017). Hemlock woolly adelgid is atypical among adelgids in that it feeds on xylem ray parenchyma cells on hemlock, its alternate host (Young et al. 1995). Many populations in the HWA species complex are exclusively (or nearly so) parthenogenetic on hemlock, but in some populations a complete cycle to galls on spruce may occur (Havill et al. 2016). Certain generations in these complete cycles may still depend on phloem feeding, which could explain why the dual symbionts of HWA maintain full EAA synthesis pathways. Our ongoing genomic studies are investigating whether this partitioning of nutrient production holds for dual symbionts of other adelgid lineages.

No Obvious Role for Obligate Symbionts in HWA Virulence

Feeding by HWA elicits both a localized and systemic HR in host hemlock trees (Radville et al. 2011). As a plant defense against herbivores, the HR consists of elevated levels of reactive oxygen species and can lead to tissue death at the feeding site (Heath 2000; Liu et al. 2010). We suggested previously that toxins or other molecules from bacterial symbionts in HWA might induce the HR in hemlock (von Dohlen et al. 2013). A recent study found that HWA feeding in hemlock increases emission of volatile compounds typically elicited by plant pathogens (Schaeffer et al. 2018). Because products from insect hemolymph can be transported into saliva (Miles 1967), it is conceivable that molecules derived from “Ca. P. adelgestsugas,” in particular, might make their way into host–plant tissue and trigger the plant defense. In several other systems, herbivore-associated microbes may manipulate plant physiology through effector molecules such as flagellin, porin-like proteins, or cytokinins (Kaiser et al. 2010; Body et al. 2013; Chung et al. 2013; Guo et al. 2013; Acevedo et al. 2015). Plant-pathogenic Pseudomonas and other bacteria elicit an HR through the type III secretion system (TTSS), whereby molecules such as flagellin, LPS, peptidoglycan, and elongation factor TU are injected into plant tissues (Chisholm et al. 2006; Cunnac et al. 2009; Deslandes and Rivas 2012).

We searched the genomes of both symbionts of HWA for putative effectors of the HR, but found no obvious candidates. “Ca. Annandia adelgestsuga” seems devoid of any potential effectors. The genome of “Ca. P. adelgestsugas” contains no apparent TTSS, nor any recognizable genes for flagellin (fli genes) or cytokinin (e.g., ipt). Our annotations revealed no genes for other known pathogen effectors (e.g., avr, hop, pop, xop, pep13, epl) (Chisholm et al. 2006; Cunnac et al. 2009; Deslandes and Rivas 2012). “Ca. P. adelgestsugas” is also missing several core genes for peptidoglycan and LPS core synthesis and lacks all core genes for LPS antigens. Both symbionts of HWA presumably rely on host input to synthesize a cell envelope, as in other symbionts lacking these genes (Nakabachi et al. 2006; Perez-Brocal et al. 2006; Wu et al. 2006; McCutcheon et al. 2009a, 2009b; McCutcheon and Moran 2010; McCutcheon and von Dohlen 2011; Sloan and Moran 2012; Bennett and Moran 2013; Bennett et al. 2014; Moran and Bennett 2014). Whether such hybrid membrane products would be recognized by plants as signals of bacterial invasion remains in question. “Ca. P. adelgestsugas” does contain genes for two outer-membrane porin proteins, nicP (ybfM) and oprD (oprQ), although neither of these has been identified specifically as an effector.

Effectors of the HR in hemlock might derive from symbiont sources as yet unidentified. Genomes of both HWA symbionts contain hypothetical genes of unknown function. Although “Ca. Annandia adelgestsuga” has fewer than 10 such genes, “Ca. P. adelgestsugas” contains almost 200. Another possible source of effectors could be the third, facultative symbiont in certain HWA populations, identified as S. symbiotica (von Dohlen et al. 2013). This symbiont has been found only in the introduced HWA populations in eastern North America (ENA), and the Japanese source population (Havill et al. 2006; von Dohlen et al. 2013). Based on 16S rDNA sequences, S. symbiotica in HWA is sister to the facultative strain found in aphids but is not identical. Although S. symbiotica is not universally present in all individuals of ENA populations, it has been detected in at least some individuals from every tree sampled (Mech et al. 2017). We are currently working to assemble and annotate the S. symbiotica genome to characterize its metabolism.

Supplementary Material

Supplementary data are available at Genome Biology and Evolution online.

Acknowledgments

We thank John McCutcheon for bioinformatics assistance, Gordon Bennett for template figure files of core-gene comparisons, and Thomas Crowley and Cody Bills for laboratory assistance. We would like to acknowledge the Arnold Arboretum of Harvard University for providing financial support through a Deland Award to K.M.W. K.M.W. was also supported by a grant from the Lewis and Clark Fund for Exploration and Field Research from the American Philosophical Society, and a Doctoral Dissertation Improvement Grant from the National Science Foundation to C.D.v.D. and K.M.W. (DEB-1601802). Research was further supported by National Science Foundation grants to C.D.v.D. (DEB-1655182) and G.R.B. (DEB-1655177), the Utah Agricultural Experiment Station (approved as journal paper 9074), the USDA Forest Service Forest Health Protection (#15-DG-11083150-068), and the University of Georgia's Research Foundation, Office for the Vice President for Research, and Agricultural Experiment Station. The support and resources from the Center for High Performance Computing at the University of Utah are also gratefully acknowledged.

Literature Cited

Acevedo
FE
,
Rivera-Vega
LJ
,
Chung
SH
,
Ray
S
,
Felton
GW.
2015
.
Cues from chewing insects—the intersection of DAMPs, HAMPs, MAMPs and effectors
.
Curr Opin Plant Biol
.
26
:
80
86
.

Anbutsu
H.
2017
.
Small genome symbiont underlies cuticle hardness in beetles
.
Proc Natl Acad Sci U S A.
114
40
:
E8382
E8391
.

Bankevich
A
et al. , .
2012
.
SPAdes: a new genome assembly algorithm and its applications to single-cell sequencing
.
J Comput Biol
.
19
5
:
455
477
.

Beckwith
J.
2013
.
The Sec-dependent pathway
.
Res Microbiol
.
164
6
:
497
504
.

Bennett
GM
,
McCutcheon
JP
,
MacDonald
BR
,
Romanovicz
D
,
Moran
NA.
2014
.
Differential genome evolution between companion symbionts in an insect-bacterial symbiosis
.
mBio
5
5
:
e01697
e01614
.

Bennett
GM
,
Moran
NA.
2013
.
Small, smaller, smallest: the origins and evolution of ancient dual symbioses in a Phloem-feeding insect
.
Genome Biol Evol
.
5
9
:
1675
1688
.

Bennett
GM
,
Moran
NA.
2015
.
Heritable symbiosis: the advantages and perils of an evolutionary rabbit hole
.
Proc Natl Acad Sci U S A.
112
33
:
10169
10176
.

Body
M
,
Kaiser
W
,
Dubreuil
G
,
Casas
J
,
Giron
D.
2013
.
Leaf-miners co-opt microorganisms to enhance their nutritional environment
.
J Chem Ecol
.
39
7
:
969
977
.

Boussau
B
,
Gouy
M.
2006
.
Efficient likelihood computations with nonreversible models of evolution
.
Syst Biol
.
55
5
:
756
768
.

Buchner
P.
1965
.
Endosymbiosis of Animals with Plant Microorganisms
.
New York
:
John Wiley and Sons
.

Burke
GR
,
Moran
NA.
2011
.
Massive genomic decay in Serratia symbiotica, a recently evolved symbiont of aphids
.
Genome Biol Evol
.
3
:
195
208
.

Caspi
R
et al. , .
2016
.
The MetaCyc database of metabolic pathways and enzymes and the BioCyc collection of pathway/genome databases
.
Nucleic Acids Res.
44
(
D1
):
D471
D480
.

Chisholm
ST
,
Coaker
G
,
Day
B
,
Staskawicz
BJ.
2006
.
Host-microbe interactions: shaping the evolution of the plant immune response
.
Cell
124
4
:
803
814
.

Chung
SH
et al. , .
2013
.
Herbivore exploits orally secreted bacteria to suppress plant defenses
.
Proc Natl Acad Sci U S A
.
110
39
:
15728
15733
.

Clayton
AL
et al. , .
2012
.
A novel human-infection-derived bacterium provides insights into the evolutionary origins of mutualistic insect–bacterial symbioses
.
PLoS Genet
.
8
11
:
e1002990
.

Cui
J
et al. , .
2005
.
Pseudomonas syringae manipulates systemic plant defenses against pathogens and herbivores
.
Proc Natl Acad Sci U S A
.
102
5
:
1791
1796
.

Cunnac
S
,
Lindeberg
M
,
Collmer
A.
2009
.
Pseudomonas syringae type III secretion system effectors: repertoires in search of functions
.
Curr Opin Microbiol
.
12
1
:
53
60
.

De Clerck
C
et al. , .
2015
.
A metagenomic approach from aphid’s hemolymph sheds light on the potential roles of co-existing endosymbionts
.
Microbiome
3
1
:
1
11
.

Deslandes
L
,
Rivas
S.
2012
.
Catch me if you can: bacterial effectors and plant targets
.
Trends Plant Sci
.
17
11
:
644
655
.

Fernandes
GW.
1990
.
Hypersensitivity: a neglected plant resistance mechanism against insect herbivores
.
Environ Entomol
.
19
5
:
1173
1182
.

Gosalbes
MJ
,
Lamelas
A
,
Moya
A
,
Latorre
A.
2008
.
The striking case of tryptophan provision in the cedar aphid Cinara cedri
.
J Bacteriol
.
190
17
:
6026
6029
.

Gouy
M
,
Guindon
S
,
Gascuel
O.
2010
.
SeaView Version 4: a multiplatform graphical user interface for sequence alignment and phylogenetic tree building
.
Mol Biol Evol
.
27
2
:
221
224
.

Gruwell
ME
,
Hardy
NB
,
Gullan
PJ
,
Dittmar
K.
2010
.
Evolutionary relationships among primary endosymbionts of the mealybug subfamily phenacoccinae (Hemiptera: coccoidea: pseudococcidae)
.
Appl Environ Microbiol
.
76
22
:
7521
7525
.

Gunduz
EA
,
Douglas
AE.
2009
.
Symbiotic bacteria enable insect to use a nutritionally inadequate diet
.
Proc R Soc B Biol Sci
.
276
1658
:
987
991
.

Guo
H
et al. , .
2013
.
A porin-like protein from oral secretions of Spodoptera littoralis larvae induces defense-related early events in plant leaves
.
Insect Biochem Mol Biol
.
43
9
:
849
858
.

Hansen
AK
,
Moran
NA.
2011
.
Aphid genome expression reveals host-symbiont cooperation in the production of amino acids
.
Proc Natl Acad Sci U S A
.
108
7
:
2849
2854
.

Havill
NP
,
Foottit
RG.
2007
.
Biology and evolution of Adelgidae
.
Annu Rev Entomol
.
52
:
325
349
.

Havill
NP
,
Foottit
RG
,
von Dohlen
CD.
2007
.
Evolution of host specialization in the Adelgidae (Insecta: hemiptera) inferred from molecular phylogenetics
.
Mol Phylogenet Evol
.
44
1
:
357
370
.

Havill
NP
,
Montgomery
ME
,
Yu
GY
,
Shiyake
S
,
Caccone
A.
2006
.
Mitochondrial DNA from hemlock woolly adelgid (Hemiptera: adelgidae) suggests cryptic speciation and pinpoints the source of the introduction to eastern North America
.
Ann Entomol Soc Am
.
99
:
195
203
.

Havill
NP
et al. , .
2016
.
Ancient and modern colonization of North America by hemlock woolly adelgid, Adelges tsugae (Hemiptera: adelgidae), an invasive insect from East Asia
.
Mol Ecol
.
25
9
:
2065
2080
.

Havill
NP
,
Vieira
LC
,
Salom
SM.
2014
. Biology and Control of Hemlock Woolly Adelgid, Vol. FHTET-2014-05, USDA Forest Service, Forest Health Technology Enterprise Team.

Heath
MC.
2000
.
Hypersensitive response-related death
.
Plant Mol Biol
.
44
3
:
321
334
.

Heie
OE.
1987
. Paleontology and phylogeny. In:
Minks
AK
,
Harrewijn
P
, editors.
Aphids. Their Biology, Natural Enemies and Control
, World Crop Pests Vol.
2A
.
Amsterdam
:
Elsevier
. p.
367
391
.

Heie
OE
,
Pike
EM.
1996
.
Reassessment of the taxonomic position of the fossil aphid family Canadaphididae based on two additional specimens of Canadaphis carpenteri (Hemiptera: aphidinea)
.
Eur J Entomol
.
93
:
617
622
.

Huerta-Cepas
J
et al. , .
2016
.
eggNOG 4.5: a hierarchical orthology framework with improved functional annotations for eukaryotic, prokaryotic and viral sequences
.
Nucleic Acids Res.
44
(
D1
):
D286
D293
.

Husník
F
,
Chrudimský
T
,
Hypsa
V.
2011
.
Multiple origins of endosymbiosis within the Enterobacteriaceae (gamma-Proteobacteria): convergence of complex phylogenetic approaches
.
BMC Biol
.
9
:
87.

Husník
F
et al. , .
2013
.
Horizontal gene transfer from diverse bacteria to an insect genome enables a tripartite nested mealybug symbiosis
.
Cell
153
7
:
1567
1578
.

Kaiser
W
,
Huguet
E
,
Casas
J
,
Commin
C
,
Giron
D.
2010
.
Plant green-island phenotype induced by leaf-miners is mediated by bacterial symbionts
.
Proc R Soc B Biol Sci
.
277
1692
:
2311
2319
.

Kellner
RLL.
2002
.
Molecular identification of an endosymbiotic bacterium associated with pederin biosynthesis in Paederus sabaeus (Coleoptera: staphylinidae)
.
Insect Biochem Mol Biol
.
32
4
:
389
395
.

Kellner
RLL
,
Dettner
K.
1996
.
Differential efficacy of toxic pederin in deterring potential arthropod predators of Paederus (Coleoptera: staphylinidae) offspring
.
Oecologia
107
3
:
293
300
.

Keseler
IM
et al. , .
2013
.
EcoCyc: fusing model organism databases with systems biology
.
Nucleic Acids Res.
41
(
D1
):
D605
D612
.

Koga
R
,
Moran
NA.
2014
.
Swapping symbionts in spittlebugs: evolutionary replacement of a reduced genome symbiont
.
ISME J
.
8
:
1237
1246
.

Lamelas
A
et al. , .
2011
.
Serratia symbiotica from the aphid Cinara cedri: a missing link from facultative to obligate insect endosymbiont
.
PLoS Genet
.
7
11
:
e1002357
.

Lartillot
N
,
Rodrigue
N
,
Stubbs
D
,
Richer
J.
2013
.
PhyloBayes MPI: phylogenetic reconstruction with infinite mixtures of profiles in a parallel environment
.
Syst Biol
.
62
4
:
611
615
.

Lerat
E
,
Ochman
H.
2004
.
Ψ-Φ: exploring the outer limits of bacterial pseudogenes
.
Genome Res.
14
11
:
2273
2278
.

Liu
X
et al. , .
2010
.
Reactive oxygen species are involved in plant defense against a gall midge
.
Plant Physiol
.
152
2
:
985
999
.

Luan
JB
et al. , .
2015
.
Metabolic coevolution in the bacterial symbiosis of whiteflies and related plant sap-feeding insects
.
Genome Biol Evol
.
7
9
:
2635
2647
.

Łukasik
P
et al. , .
2018
.
Multiple origins of interdependent endosymbiotic complexes in a genus of cicadas
.
Proc Natl Acad Sci U S A.
115
2
:
E226
E235
.

Mao
M
,
Yang
X
,
Poff
K
,
Bennett
G.
2017
.
Comparative genomics of the dual-obligate symbionts from the treehopper, Entylia carinata (Hemiptera: membracidae), provide insight into the origins and evolution of an ancient symbiosis
.
Genome Biol Evol
.
9
6
:
1803
1815
.

McCutcheon
JP
,
McDonald
BR
,
Moran
NA.
2009a
.
Convergent evolution of metabolic roles in bacterial co-symbionts of insects
.
Proc Natl Acad Sci U S A
.
106
36
:
15394
15399
.

McCutcheon
JP
,
McDonald
BR
,
Moran
NA.
2009b
.
Origin of an alternative genetic code in the extremely small and GC-rich genome of a bacterial symbiont
.
PLoS Genet
.
5
7
:
e1000565.

McCutcheon
JP
,
Moran
NA.
2007
.
Parallel genomic evolution and metabolic interdependence in an ancient symbiosis
.
Proc Natl Acad Sci U S A
.
104
49
:
19392
19397
.

McCutcheon
JP
,
Moran
NA.
2010
.
Functional convergence in reduced genomes of bacterial symbionts spanning 200 my of evolution
.
Genome Biol Evol
.
2
:
708
718
.

McCutcheon
JP
,
Moran
NA.
2011
.
Extreme genome reduction in symbiotic bacteria
.
Nat Rev Microbiol
.
10
1
:
13
26
.

McCutcheon
JP
,
von Dohlen
CD.
2011
.
An interdependent metabolic patchwork in the nested symbiosis of mealybugs
.
Curr Biol
.
21
16
:
1366
1372
.

Mech
AM
,
Harper
SJ
,
Havill
NP
,
von Dohlen
CD
,
Burke
GR.
2017
.
Ecological factors influencing the beneficial endosymbionts of the hemlock woolly adelgid (Hemiptera: Adelgidae)
.
Insect Sci
. p. 1–11, https://doi.org/10.1111/1744-7917.12514.

Miles
PW.
1967
.
Studies on the salivary physiology of plant-bugs: transport from haemolymph to saliva
.
J Insect Physiol
.
13
12
:
1787
1801
.

Moran
NA.
1996
.
Accelerated evolution and Müller’s rachet in endosymbiotic bacteria
.
Proc Natl Acad Sci U S A
.
93
7
:
2873
2878
.

Moran
NA.
2001
.
The coevolution of bacterial endosymbionts and phloem-feeding insects
.
Ann Mol Bot Gard
.
88
1
:
35
44
.

Moran
NA
,
Bennett
GM.
2014
.
The tiniest tiny genomes
.
Annu Rev Microbiol
.
68
:
195
215
.

Moran
NA
,
McCutcheon
JP
,
Nakabachi
A.
2008
.
Genomics and evolution of heritable bacterial symbionts
.
Annu Rev Genet
.
42
:
165
190
.

Moran
NA
,
McLaughlin
HJ
,
Sorek
R.
2009
.
The dynamics and time scale of ongoing genomic erosion in symbiotic bacteria
.
Science
323
5912
:
379
382
.

Moran
NA
,
Munson
MA
,
Baumann
P
,
Ishikawa
H.
1993
.
A molecular clock in endosymbiotic bacteria is calibrated using the insect hosts
.
Proc R Soc B Biol Sci
.
253
1337
:
167
171
.

Moriya
Y
,
Itoh
M
,
Okuda
S
,
Yoshizawa
AC
,
Kanehisa
M.
2007
.
KAAS: an automatic genome annotation and pathway reconstruction server
.
Nucleic Acids Res.
35
(
Web Server issue
):
W182
W185
.

Munson
MA
et al. , .
1991
.
Evidence for the establishment of aphid-eubacterium endosymbiosis in an ancestor of four aphid families
.
J Bacteriol
.
173
20
:
6321
6324
.

Nakabachi
A
et al. , .
2006
.
The 160-kilobase genome of the bacterial endosymbiont Carsonella
.
Science
314
5797
:
267
.

Nimchuk
Z
,
Eulgem
T
,
Holt
BF
III
,
Dangl
JL.
2003
.
Recognition and response in the plant immune system
.
Annu Rev Genet
.
37
1
:
579
609
.

Perez-Brocal
V
et al. , .
2006
.
A small microbial genome: the end of a long symbiotic relationship?
Science
314
5797
:
312
313
.

Pezet
J
et al. , .
2013
.
Hemlock woolly adelgid and elongate hemlock scale induce changes in foliar and twig volatiles of eastern hemlock
.
J Chem Ecol
.
39
8
:
1090
1100
.

Piel
J.
2002
.
A polyketide synthase-peptide synthetase gene cluster from an uncultured bacterial symbiont of Paederus beetles
.
Proc Natl Acad Sci U S A
.
99
22
:
14002
14007
.

Plague
GR
,
Dunbar
HE
,
Tran
PL
,
Moran
NA.
2008
.
Extensive proliferation of transposable elements in heritable bacterial symbionts
.
J Bacteriol
.
190
2
:
777
779
.

Profft
J.
1937
.
Beitrage zur symbiose der aphiden und psylliden
.
Z Morphol Ökol Tiere
32
2
:
289
326
.

Radville
L
,
Chaves
A
,
Preisser
EL.
2011
.
Variation in plant defense against invasive herbivores: evidence for a hypersensitive response in eastern hemlocks (Tsuga canadensis)
.
J Chem Ecol
.
37
6
:
592
597
.

Rambaut
A
,
Suchard
MA
,
Xie
D
,
Drummond
AJ.
2014
. Tracer v1.6. Available from: http://tree.bio.ed.ac.uk/software/tracer/

Rao
Q
et al. , .
2015
.
Genome reduction and potential metabolic complementation of the dual endosymbionts in the whitefly Bemisia tabaci
.
BMC Genomics
16
1
:
226
.

Rispe
C
,
Moran
NA.
2000
.
Accumulation of deleterious mutations in endosymbionts: Muller’s ratchet with two levels of selection
.
Am Nat
.
156
4
:
425
441
.

Rosas-Pérez
T
,
Rosenblueth
M
,
Rincón-Rosales
R
,
Mora
J
,
Martínez-Romero
E.
2014
.
Genome sequence of ‘Candidatus Walczuchella monophlebidarum’ the flavobacterial endosymbiont of Llaveia axin axin (Hemiptera: coccoidea: monophlebidae)
.
Genome Biol Evol
.
6
3
:
714
726
.

Rosenblueth
M
,
Sayavedra
L
,
Sámano-Sánchez
H
,
Roth
A
,
Martínez-Romero
E.
2012
.
Evolutionary relationships of flavobacterial and enterobacterial endosymbionts with their scale insect hosts (Hemiptera: coccoidea)
.
J Evol Biol
.
25
11
:
2357
2368
.

Santos-Garcia
D
et al. , .
2012
.
Complete genome sequence of ‘Candidatus Portiera aleyrodidarum’ BT-QVLC, an obligate symbiont that supplies amino acids and carotenoids to Bemisia tabaci
.
J Bacteriol
.
194
23
:
6654
6655
.

Santos-Garcia
D
et al. , .
2017
.
The all-rounder Sodalis: a new bacteriome-associated endosymbiont of the lygaeoid bug Henestaris halophilus (Heteroptera: henestarinae) and a critical examination of its evolution
.
Genome Biol Evol.
9
10
:
2893
2910
.

Sato
S
,
Ishikawa
H.
1997
.
Expression and control of an operon from an intracellular symbiont which is homologous to the groE operon
.
J Bacteriol
.
179
7
:
2300
2304
.

Schaeffer
RN
,
Wang
Z
,
Thornber
CS
,
Preisser
EL
,
Orians
CM.
2018
.
Two invasive herbivores on a shared host: patterns and consequences of phytohormone induction
.
Oecologia
186
4
:
973
982
.

Shields
KS
,
Hirth
RT.
2005
. Bacterial endosymbionts of Adelges tsugae Annand: potential targets for biocontrol? In:
Onken
B
,
Reardon
R
, editors.
Third Symposium on Hemlock Woolly Adelgid in the Eastern United States
. USDA Forest Service, FHTET-2005-01, p.
357
359
.

Shigenobu
S
,
Watanabe
H
,
Hattori
M
,
Sakaki
Y
,
Ishikawa
H.
2000
.
Genome sequence of the endocellular bacterial symbiont of aphids Buchnera sp. APS
.
Nature
407
6800
:
81
86
.

Sloan
DB
et al. , .
2014
.
Parallel histories of horizontal gene transfer facilitated extreme reduction of endosymbiont genomes in sap-feeding insects
.
Mol Biol Evol
.
31
4
:
857
871
.

Sloan
DB
,
Moran
NA.
2012
.
Genome reduction and co-evolution between the primary and secondary bacterial symbionts of psyllids
.
Mol Biol Evol
.
29
12
:
3781
3792
.

Spaulding
AW
,
von Dohlen
CD.
2001
.
Psyllid endosymbionts exhibit patterns of co-speciation with hosts and destabilizing substitutions in ribosomal RNA
.
Insect Mol Biol
.
10
1
:
57
67
.

Steffan
AW.
1976
.
Evolution of morphological characters and of endosymbionts in the aphid family Adelgidae (Homoptera: aphidina)
.
Verh Dtsch Zool Ges
.
69
:
232
.

Stover
CK
et al. , .
2000
.
Complete genome sequence of Pseudomonas aeruginosa PAO1, an opportunistic pathogen
.
Nature
406
6799
:
959
964
.

Tatusov
RL
et al. , .
2001
.
The COG database: new developments in phylogenetic classification of proteins from complete genomes
.
Nucleic Acids Res
.
29
1
:
22
28
.

Tatusov
RL
,
Galperin
MY
,
Natale
DA
,
Koonin
EV.
2000
.
The COG database: a tool for genome-scale analysis of protein functions and evolution
.
Nucleic Acids Res
.
28
1
:
33
36
.

Toenshoff
ER
,
Gruber
D
,
Horn
M.
2012
.
Co-evolution and symbiont replacement shaped the symbiosis between adelgids (Hemiptera: adelgidae) and their bacterial symbionts
.
Environ Microbiol
.
14
5
:
1284
1295
.

Toenshoff
ER
et al. , .
2012
.
Bacteriocyte-associated gammaproteobacterial symbionts of the Adelges nordmannianae/piceae complex (Hemiptera: adelgidae)
.
ISME J
.
6
2
:
384
396
.

Toenshoff
ER
,
Szabo
G
,
Gruber
D
,
Horn
M.
2014
.
The pine bark adelgid, Pineus strobi, contains two novel bacteriocyte-associated gammaproteobacterial symbionts
.
Appl Environ Microbiol
.
80
3
:
878
885
.

Varani
AM
,
Siguier
P
,
Gourbeyre
E
,
Charneau
V
,
Chandler
M.
2011
.
ISsaga is an ensemble of web-based methods for high throughput identification and semi-automatic annotation of insertion sequences in prokaryotic genomes
.
Genome Biol
.
12
3
:
R30.

von Dohlen
CD
et al. , .
2013
.
Diversity of proteobacterial endosymbionts in hemlock woolly adelgid (Adelges tsugae) (Hemiptera: adelgidae) from its native and introduced range
.
Environ Microbiol
.
15
7
:
2043
2062
.

von Dohlen
CD
et al. , .
2017
.
Dynamic acquisition and loss of dual-obligate symbionts in the plant-sap-feeding Adelgidae (Hemiptera: sternorrhyncha: aphidoidea)
.
Front Microbiol
.
8
:
1
15
.

Vorwerk
S
,
Martinez-Torres
D
,
Forneck
A.
2007
.
Pantoea agglomerans-associated bacteria in grape phylloxera (Daktulosphaira vitifoliae, Fitch)
.
Agric For Entomol
.
9
1
:
57
64
.

Wang
Y
et al. , .
2012
.
MCScanX: a toolkit for detection and evolutionary analysis of gene synteny and collinearity
.
Nucleic Acids Res
.
40
7
:
e49
.

Wernegreen
JJ.
2002
.
Genome evolution in bacterial endosymbionts of insects
.
Nat Rev Genet
.
3
11
:
850
861
.

Wickham
H.
2009
.
ggplot2: elegant Graphics for Data Analysis
.
New York
:
Springer-Verlag
.

Wilson
ACC
et al. , .
2010
.
Genomic insight into the amino acid relations of the pea aphid, Acyrthosiphon pisum, with its symbiotic bacterium Buchnera aphidicola
.
Insect Mol Biol
.
19
:
249
258
.

Wilson
ACC
,
Duncan
RP.
2015
.
Signatures of host/symbiont genome coevolution in insect nutritional endosymbioses
.
Proc Natl Acad Sci U S A
.
112
:
10255
10261
.

Wu
D
et al. , .
2006
.
Metabolic complementarity and genomics of the dual bacterial symbiosis of sharpshooters
.
PLoS Biol
.
4
6
:
e188
.

Xu
Y
et al. , .
2016
. VGSC: A Web-Based Vector Graph Toolkit of Genome Synteny and Collinearity. BioMed Res. Int. 2016:7.

Young
RF
,
Shields
KS
,
Berlyn
GP.
1995
.
Hemlock woolly adelgid (Homoptera: adelgidae): Stylet bundle insertion and feeding sites
.
Ann Entomol Soc Am
.
88
6
:
827
835
.

Zientz
E
,
Beyaert
I
,
Gross
R
,
Feldhaar
H.
2006
.
Relevance of the endosymbiosis of Blochmannia floridanus and carpenter ants at different stages of the life cycle of the host
.
Appl Environ Microbiol
.
72
9
:
6027
6033
.

Zientz
E
,
Dandekar
T
,
Gross
R.
2004
.
Metabolic interdependence of obligate intracellular bacteria and their insect hosts
.
Microbiol Mol Biol Rev
.
68
4
:
745
770
.

Author notes

Data deposition: Genome of ‘Ca. Pseudomonas adelgestsugas’ is GenBank accession CP026512 and ‘Ca. Annandia adelgestsuga’ is CP026513).

This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
Associate Editor: Esther Angert
Esther Angert
Associate Editor
Search for other works by this author on: