Abstract
Rickettsia buchneri (formerly Rickettsia endosymbiont of Ixodes scapularis, or REIS) is an obligate intracellular endoparasite of the black-legged tick, the primary vector of Lyme disease in North America. It is noteworthy among the rickettsiae for its relatively large genome (1.8 Mb) and extraordinary proliferation of mobile genetic elements (MGEs), which comprise nearly 35% of its genome. Previous analysis of the R. buchneri genome identified several integrative conjugative elements named Rickettsiales amplified genomic elements (RAGEs); the composition of these RAGEs suggests that continued genomic invasions by MGEs facilitated the proliferation of rickettsial genes related to an intracellular lifestyle. In this study, we compare the genomic diversity at RAGE loci among sequenced rickettsiae that infect three related Ixodes spp., including two strains of R. buchneri and Rickettsia endosymbiont of Ixodes pacificus strain Humboldt, as well as a closely related species R. tamurae infecting Amblyomma testudinarium ticks. We further develop a novel multiplex droplet digital PCR assay and use it to quantify copy number ratios of chromosomal R. buchneri RAGE-A and RAGE-B to the single-copy gene gltA within natural populations of I. scapularis. Our results reveal substantial diversity among R. buchneri at these loci, both within individual ticks as well as in the I. scapularis population at large, demonstrating that genomic rearrangement of MGEs is an active process in these intracellular bacteria.
Keywords: black-legged tick, integrative conjugative element, RAGE, REIS, droplet digital PCR, spotted fever group rickettsiae
Introduction
The genus Rickettsia (Alphaproteobacteria: Rickettsiaceae) contains over thirty recognized species, ranging from serious human pathogens to species with no discernible pathogenicity (Beier-Sexton et al. 2015). All characterized rickettsiae are obligate intracellular bacteria that enter a host cell by induced phagocytosis, quickly lysing the phagocytic vacuole and residing primarily in the host cytosol (Winkler 1986); unlike many other cytosolic endoparasites, however, rickettsiae are entirely dependent on the host cell for replication and cannot replicate extracellularly (Ray et al. 2009). Rickettsia spp. exhibit a core metabolic capability that is surprisingly conserved but significantly reduced compared with other members of the Rickettsiales, requiring >50 predicted host nutrients and cofactors to survive (Driscoll et al. 2017).
Rickettsia buchneri (Kurtti et al. 2015; formerly Rickettsia endosymbiont of Ixodes scapularis, or REIS) is a transovarially transmitted endoparasite of the black-legged tick Ixodes scapularis, a common parasite of humans, companion animals, and wildlife throughout the Eastern United States and a medically important vector of various human pathogens including Borrelia burgdorferi (Lyme disease), Anaplasma phagocytophilum (anaplasmosis), and Babesia microti (human babesiosis). Rickettsia buchneri resides primarily in the ovarian tissues of adult female I. scapularis (Munderloh et al. 2005); it has no known pathogenicity in vertebrates and does not appear to undergo horizontal transmission to other eukaryotic hosts. The widespread distribution of rickettsiae in natural populations of I. scapularis has been well documented (Magnarelli et al. 1991; Noda et al. 1997; Benson et al. 2004); however, the ecological significance of these rickettsiae, particularly their potential impact on the fitness of their tick host, remains relatively unknown.
Previously, we described the extraordinary proliferation of mobile genetic elements (MGEs) in the accessory genome of R. buchneri infecting the Wikel colony of I. scapularis (Gillespie et al. 2012; hereafter, R. buchneri str. Wikel). One MGE of particular note is the Rickettsiales amplified genomic element (RAGE), first described in the genomes of Orientia tsutsugamushi str. Ikeda and Boryong, members of the scrub typhus group Rickettsiaceae (Cho et al. 2007; Nakayama et al. 2008). RAGEs belong to the integrative conjugative element (ICE) family of MGEs and serve as hotspots for multigene insertions (Blanc et al. 2007). RAGEs comprise a remarkable 9% of the R. buchneri str. Wikel chromosome, including seven complete or near-complete modules encoding F-like type IV secretion systems (F-T4SS); there are also two plasmid-encoded RAGEs that also encode F-T4SS but do not contain integrase genes.
RAGEs have been shown to harbor genes shared across diverse intracellular bacteria, including spoT stringent response regulators and tlc nucleotide transporters (Schmitz-Esser et al. 2004; Blanc et al. 2007; Gillespie et al. 2012), emphasizing their potential role in facilitating the spread of the bacterial mobilome—notably genes involved in adaptation to an intracellular lifestyle. Two RAGE loci (RAGE-A and RAGE-B) in R. buchneri str. Wikel are particularly interesting, as they contain multigene insertions with potentially significant functional implications. RAGE-A contains a large, 18-gene insertion between the F plasmid-like and Ti plasmid-like traD genes of its T4SS. This insert is dominated by genes typical of Gram-positive aminoglycoside antibiotic (AGAB) synthesis clusters (Shaw et al. 1993); it also contains a gene encoding a multidrug resistance transporter (MdlB) homologous to the mldB gene found in the temperate phage WO-B from various Wolbachia spp. RAGE-B harbors a smaller, 5-gene insertion that has replaced several canonical T4SS elements between its traC and traAI relaxase genes. The RAGE-B insert is primarily composed of hypothetical genes, with a single putative type I polyketide synthase (PKSI) not found in any other sequenced rickettsiae.
RAGEs are not confined to the R. buchneri genome, although it is the only known species with evidence of multiple intact RAGEs (Nakayama et al. 2008; Gillespie et al. 2015). Two other tick-borne rickettsiae (R. bellii strains RML369-C and OSU 85-389, and R. massiliae strain MTU5) each contain a single intact RAGE (RAGE-Br, RAGE-Bo, and RAGE-Ma, respectively), R. peacockii harbors a RAGE (RAGE-Pe) that appears to be partially degraded, and R. felis str. LSU-Lb contains a plasmid-encoded RAGE (RAGE-pLb). In addition, incomplete RAGE-like elements are found scattered across many rickettsial genomes. Strikingly, the RAGEs from R. bellii and R. felis are highly similar to R. buchneri RAGEs Be and p3, respectively, despite the distant relatedness between these rickettsiae (Gillespie et al. 2015). Furthermore, RAGE-pLb contains a gene that encodes a nonalphaproteobacterial DUF1016 protein also found duplicated in the R. felis, R. bellii, and R. buchneri chromosomes. Taken together, these data suggest that RAGEs are actively mobile and facilitators of gene exchange among diverse bacteria. The impact of RAGEs on the dissemination of potentially functional multigene cassettes, and particularly their amplification in the R. buchneri genome, remains to be explored.
In the current study, we focus on two primary questions. First, is the amplification of intact RAGEs associated with rickettsiae from Ixodes ticks in general or I. scapularis specifically? Second, what is the genomic diversity at RAGE loci among natural populations of R. buchneri? Accordingly, we use comparative genomics to investigate the distribution of RAGE loci across newly sequenced genomes of Ixodes-borne rickettsiae, including a natural isolate of R. buchneri (Kurtti et al. 2015; hereafter, R. buchneri str. ISO7). Additionally, we develop a novel dye-based, droplet digital PCR (ddPCR) multiplex assay to measure copy number ratios of two marker genes from the multigene insertions of R. buchneri RAGE-A and RAGE-B to the conserved, single-copy gene gltA in individual I. scapularis ticks. Our results indicate that the amplification of intact RAGEs appears to be specific to R. buchneri. We also describe several novel RAGEs including RAGE-G, a close relative of RAGE-A and RAGE-B that is present only in R. buchneri str. ISO7. Furthermore, we show that RAGE-B from R. buchneri str. ISO7 contains at least eight additional genes compared with R. buchneri str. Wikel; this expansion is dominated by genes typical of nonribosomal peptide synthesis (NRPS) and PKS clusters (Wang et al. 2014). Finally, our ddPCR assay uncovers surprising diversity in RAGE-A and RAGE-B copy number, both within individual I. scapularis ticks as well as across a broader natural population. Taken together, our results support a model of active lateral transfer and recombination at RAGE loci across R. buchneri strains that may have implications for the acquisition of novel functionality by this endoparasite.
Expansion of Intact RAGEs is Restricted to R. buchneri
Robust phylogeny estimation using 181 single-copy, core orthologs places the four sequenced Ixodes-borne rickettsiae—R. monacensis IrR/Munich (I. ricinus); Rickettsia endosymbiont of Ixodes pacificus strain Humboldt (REIP; I. pacificus); R. buchneri strain ISO7 (I. scapularis), and R. buchneri strain Wikel (I. scapularis)—within a monophyletic lineage subtended by R. tamurae strain AT-1 (Sentausa et al. 2014), a human pathogen (Imaoka et al. 2011) transmitted by the tick Amblyomma testudinarium (fig. 1). Based on these results, and the relatively unknown distribution of RAGEs across these closely related species, we focus our analyses described below on these five genomes.
Rickettsia buchneri str. ISO7 was originally isolated from the ovaries of a female I. scapularis removed from a dog in MN, United States (Kurtti et al. 2015). Its genome contains versions of at least six of the seven intact chromosomal RAGEs originally identified in R. buchneri str. Wikel, plus both plasmid-borne RAGEs (fig. 2 and supplementary table S2, Supplementary Material online). Furthermore, with a few notable exceptions (discussed below), there is a high degree of concordance between the two R. buchneri genomes in both average nucleotide identity (ANI) and gene order at their shared RAGE loci. These results demonstrate that the expansion of intact RAGEs in R. buchneri is not a byproduct of tick colony inbreeding, but is likely to have ecological implications across natural populations of I. scapularis.
Our analysis also uncovered a heretofore undescribed intact RAGE (RAGE-Ta) within the genome of R. tamurae str. AT-1; consequently, R. tamurae is the fourth described rickettsial species (all tick-borne) with at least one intact RAGE (fig. 2 and supplementary table S3, Supplementary Material online). RAGE-Ta does not appear to contain a multigene insertion; however, the boundary of its parent contig (NZ_CCMG01000002.1) coincides with the end of its F-T4SS (traD) so an insertion cannot be definitively ruled out. Phylogenetic estimation suggests a shared ancestry for RAGE-Ta and RAGE-Ma of R. massiliae, an endoparasite of the tick Rhipacephalus sanguineus (fig. 3), providing yet another line of evidence supporting the mobility of RAGEs among disparate rickettsial lineages.
In contrast to R. buchneri str. ISO7 and R. tamurae, our analysis failed to uncover intact RAGEs in either R. monacensis or REIP genomes, despite a shared phylogeny with R. buchneri and a close phylogenetic relationship between their arthropod hosts. We consider it unlikely that RAGEs are masked by assembly gaps in these genomes, given the relatively high contiguity of their assemblies (R. monacensis: 1 contig; REIP: 7 contigs, N50 = 1.482 Mb). Both R. monacensis and REIP genomes do contain several putative tra-like and int loci, however, suggesting that genomic invasion by RAGEs has occurred in these species as has been described for other rickettsiae (Gillespie et al. 2012). Consequently, we conclude that the amplification of intact RAGEs appears to be limited to R. buchneri specifically. The significance of this amplification remains to be determined.
A detailed comparative genomics analysis of the sequenced R. buchneri genomes reveals evidence of recombination among different strains at several RAGE loci. In particular, RAGE-be in R. buchneri str. Wikel is flanked by int genes (EER21673.1, EER21704.1), but in R. buchneri str. ISO7 the phage-like int (EER21704.1) has been replaced by tRNA-ValGAC and cytidyl kinase genes similar to the 5′ end of RAGE-E (99.74% ANI). Furthermore, we were unable to recover any other evidence of RAGE-E in R. buchneri str. ISO7, although our efforts here may have been hampered by the relative incompleteness of the ISO7 genome assembly (207 contigs, N50=13.5 kb). Intriguingly, we also uncovered evidence in the ISO7 strain of a novel RAGE (RAGE-G) not present in the original R. buchneri str. Wikel assembly (fig. 2). RAGE-G is closely related to RAGE-A and RAGE-B (fig. 3) except it does not appear to contain a multigene insertion, although the boundary of its parent contig (JFKF01000114.1) coincides with the end of its F-T4SS so any insertion may be lost in an assembly gap. The presence in R. buchneri of three distinct, closely related RAGEs (A, B, and G) with intact F-T4SS, strain-level variability, and taxonomically divergent multigene insertions also suggests that these MGEs are vehicles for the lateral transfer of genomic material from non-rickettsial organisms, as we discuss in more detail below.
RAGE-B Contains a Hybrid NRPS/PKS Cluster
RAGE-A and RAGE-B from R. buchneri str. Wikel both harbor multigene insertions with possible functional implications; accordingly, we further characterized these loci in the genome of the natural isolate R. buchneri str. ISO7. RAGE-A is essentially identical between the two R. buchneri genomes in both gene order and ANI (fig. 2); it harbors genes reminiscent of an AGAB cluster that has been discussed in detail previously (Gillespie et al. 2012). In contrast, the RAGE-B insertion from R. buchneri str. ISO7 contains at least eight additional genes (KDO03568.1–KDO03575.1) that were not evident in the R. buchneri str. Wikel genome (fig. 4). Unfortunately, the R. buchneri str. ISO7 insertion extends to the boundary of its parent contig (JFKF01000025.1); consequently we could not definitively identify the end of the insertion or recover the complete RAGE-B F-T4SS. We did identify several tra-like genes on isolated contigs, however, suggesting this region may not have been assembled completely in R. buchneri str. ISO7.
The eight novel RAGE-B genes from R. buchneri str. ISO7, together with the type I PKS (protein accession KDO03567.1) also found in the R. buchneri str. Wikel genome (protein accession EER22581.1), are strongly reminiscent of a hybrid NRPS/PKS cluster (fig. 4A). NRPS and PKS are large enzyme complexes responsible for the biosynthesis of diverse families of natural products with a wide range of biological activities, including antibiotics, immunosuppressants, toxins, and cytostatics (Felnagle et al. 2008). NRPS and PKS gene clusters are particularly common in bacteria and display extraordinarily diverse organization (Wang et al. 2014), often working in concert to produce highly specific secondary metabolites. They are also found less frequently in eukaryotes, and even more rarely in archaea; intriguingly, eukaryotic and archaean clusters appear to have arisen via horizontal transfer from bacteria (Gladyshev et al. 2008; Lawrence et al. 2011; Wang et al. 2014).
Sequence alignment and conserved domain analyses of KDO03567.1 (1,448 AA; 163 kDa) strongly suggest it is a canonical type I PKS (supplementary fig. S1, Supplementary Material online): it contains ketosynthase (KS), acyltransferase (AT), and ketoreductase (KR) domains, and both GHSxG (positions 753–758) and AFHS (positions 868–871) motifs crucial for cognate AT activity are completely conserved (Cheng et al. 2009). Furthermore, the C-terminus of KDO03567.1 contains a phosphopantetheine binding (PP) domain, a short post-translational modification site that is crucial for shuttling the growing peptide between domains of a NRPS/PKS complex (Robbins et al. 2016). The adjacent CDS (KDO03568.1, KDO03569.1) are composed of a KS domain (plus remnant AT residues) and a KR (plus PP) domain, respectively; together, these two proteins may constitute a second (AT-less) type I PKS (Cheng et al. 2009). The next two CDS (KDO03570.1, KDO03571.1) contain paired adenylation/condensation domains characteristic of NRPS elongation modules, while KDO03573.1 is a thioesterase (TE) that may function as a NRPS termination domain (Robbins et al. 2016). KDO03574.1 is an N-acetyltransferase (AtT) that may be a tailoring enzyme involved in modification of the final peptide; structural modification of NRP-PKs is commonplace, and AtTs in particular have been implicated in the NRPS-driven synthesis of penicillins and cephalosporins (Felnagle et al. 2008). Finally, KDO03575.1 (the last CDS on contig JFKF01000025.1) is an aminopeptidase (AP) with significant similarity to ClbP, a serine-reactive peptidase involved in the synthesis of the PK-NRP toxin colibactin in E. coli (Dubois et al. 2011).
Sequence similarity analyses (fig. 4B) support a decidedly non-alphaproteobacterial origin for genes in the NRPS/PKS-like cluster of RAGE-B, with predominant signals from Firmicutes, Cyanobacteria, and, to a lesser extent, Gammaproteobacteria. A similar pattern is seen in the tetracopeptide repeat (KDO03564.1) and helix-turn-helix (KDO03565.1) CDS of the RAGE-B insertion (the remaining three hypothetical CDS evince little or no significant similarity to any known sequences). It is intriguing to note that genes in the AGAB-like cluster of RAGE-A are similarly non-alphaproteobacterial in origin, with strong Firmicutes and Cyanobacteria signals (Gillespie et al. 2012). Furthermore, as described earlier, the T4SS modules of RAGE-A, RAGE-B, and the ISO7-specific RAGE-G are intact and very close phylogenetically (fig. 3). These observations raise the interesting possibility that RAGE-A/B/G may be a hotspot for the lateral acquisition of genes by R. buchneri, possibly as multiple invasions during repeated contact with soil environments (not unreasonable given the extended periods of time that ticks spend off-host). We are currently exploring in more detail the natural distribution of the genes being transferred by these RAGEs, and the composition of these RAGEs within broader populations of R. buchneri.
RAGE Loci are Not Fixed in Intrahost R. buchneri Populations
The divergence between sequenced genomes of R. buchneri strains Wikel and ISO7 described earlier suggested the possibility of ongoing natural variability at RAGE loci in this species. To investigate this possibility, we developed a ddPCR assay to quantify the distribution of RAGE-A and RAGE-B targets (compared with a Rickettsia-specific gltA target) among natural populations of I. scapularis ticks. We detected Rickettsia gltA in 94% of adult female I. scapularis sampled (74 out of 78), but only 76% of males and 49% of nymphs (table 1). Furthermore, mean Rickettsia abundance as determined by gltA copy number per nanogram of DNA was greater in infected female ticks compared with infected males (2.2×) and nymphs (3.5×), though these differences were not statistically significant likely due to high variability between individuals (fig. 5A and supplementary table S4, Supplementary Material online). The higher prevalence of R. buchneri in adult female I. scapularis that we report here likely reflects the expansion of R. buchneri populations in ovarian tissues as preparation for transovarial transmission. To our knowledge, this is the first direct quantification of R. buchneri populations from individual ticks across different life stages.
Table 1.
Stage | Count of Ticks Collecteda | % (count) of gltA+ Ticks | Mean Copies of gltA Per ng DNAb | Count of Ticks Tested for RAGEs A and B | % (count) of gltA+ sis6−pks1+ Ticks | % (count) of gltA+ sis6+ pks1− Ticks | % (count) of gltA+ sis6−pks1− Ticks |
---|---|---|---|---|---|---|---|
Female | 78 | 95% (74) | 366.2* | 60 | 5% (3) | 25% (15) | 5% (3) |
Male | 17 | 76% (13) | 166.9* | 6 | 0% (0) | 0% (0) | 0% (0) |
Nymph | 35 | 49% (17) | 103.6* | 15 | 20% (3) | 13% (2) | 7% (1) |
Note.—The percentage of gltA+ ticks (column 3) and mean copies of gltA per ng DNA (column 4) were calculated from the total number of collected ticks (column 2). All other percentages were calculated from the number of ticks tested for RAGEs A and B (column 5).
Samples without measurable DNA are not included in these counts.
Samples with gltA copy number <10 were considered gltA−.
Denotes a lack of significance (p < 0.05) between labeled groups, according to analysis of variance (see main text for details).
Next, we developed a multiplex ddPCR assay to simultaneously quantify copies of the sis6 (RAGE-A; KDO03401.1) and pksI (RAGE-B; KDO03567.1) genes in individual gltA+ female I. scapularis ticks (n = 60). sis6 and pksI were chosen because they are present in both sequenced strains of R. buchneri, they are predicted to be single copy genes, and they appear to be absent from all other Rickettsia spp. (and even more broadly, all Alphaproteobacteria). Our ddPCR results reveal considerable variability in sis6:gltA and pksI:gltA copy number ratios within individual ticks (fig. 5B and C; supplementary table S5, Supplementary Material online), suggesting a certain heterogeneity at these RAGE loci within populations of R. buchneri that infect individual ticks. Furthermore, the overall pksI:gltA copy number ratio (0.358) was just over half the sis6:gltA ratio (0.620), and both ratios were well below what we would predict for single copy genes (i.e., 1.0). Based on these results, we postulate that these RAGE loci are not fixed in R. buchneri populations; indeed, the intrahost diversity supports a degree of population selection acting at the level of the individual host, although it does not rule out host population effects. Intriguingly, RAGE-B appears to be less prevalent in R. buchneri populations compared with RAGE-A: in addition to a lower pksI:gltA copy number ratio, five times as many gltA+ ticks had undetectable levels of pksI compared with ticks with undetectable levels of sis6 (table 1). The type of selection acting upon these loci, and whether it is the same for both RAGE-A and RAGE-B, remains to be determined.
It will be interesting to explore in more detail the dynamics of gene loss and movement in these RAGEs, particularly in light of their potential role in the synthesis of novel secondary metabolites. Clearly such compounds would be advantageous in the complex ecology of a soil microbiome (Tyc et al. 2017). It is possible that these multigene insertions are merely remnants of previously active synthesis clusters that are now undergoing gene loss and degradation in R. buchneri; nonetheless, they provide valuable insight into the mechanisms that affect the genetic makeup of vector-borne microbes. In any case, the results of our study lend further credence to a model wherein RAGEs represent an active mechanism for the horizontal acquisition of novel functionality by R. buchneri despite its cloistered lifestyle.
Materials and Methods
Genus-Level Phylogeny Estimation
Protein sequences (n = 113,470) for 87 sequenced rickettsial genomes (supplementary table S1, Supplementary Material online) were either downloaded directly from NCBI (n = 71), or retrieved as genome sequences from the NCBI Assembly database (n = 14) or via personal communication (n = 2; Lucy Weinert, University of Cambridge). For genomes lacking functional annotations (n = 16), protein models were predicted using the Rapid Annotation of Subsystems Technology (RAST) v2.0 server (Aziz et al. 2008). Ortholog groups (n = 3,278) were subsequently constructed using FastOrtho, an in-house version of OrthoMCL (Li et al. 2003), using an expect threshold of 0.001, percent identity threshold of 30%, and percent match length threshold of 50% for ortholog inclusion. A subset of single-copy families (n = 181) conserved across all 87 genomes were independently aligned with MUSCLE v3.8.31 (Edgar 2004) using default parameters, and regions of poor alignment were masked with trimal v1.4.rev15 (Capella-Gutiérrez et al. 2009) using the -automated1 option. All modified alignments were concatenated into a single data set (49,030 positions) for phylogeny estimation using RAxML v8.2.4 (Stamatakis 2006), under the gamma model of rate heterogeneity and estimation of the proportion of invariant sites. Branch support was assessed with 1,000 pseudoreplications.
Identification of Novel RAGEs by Comparative Genomics
Ortholog groups constructed as part of the genus-level phylogeny estimation were initially screened for key RAGE components using the R. buchneri str. Wikel annotations, including: RAGE-associated integrase (7), toxin of T-AT system (5), TraE (9), TraW (6), TraU (6), and TrbC (6) proteins. Putative orthologs to these elements in the target genomes (R. buchneri str. ISO7, Rickettsia endosymbiont of Ixodes pacificus, Rickettsia monacensis IrR/Munich, and R. tamurae) were identified and the surrounding genomic regions inspected manually for additional RAGE-like components. To search for previously undescribed RAGE loci, the same RAGE-associated sequences from R. buchneri str. Wikel described earlier were used to query the four target genomes with BLASTP (Altschul et al. 1990), using default parameters. Putative matches were located in their respective genomes and the surrounding regions inspected manually for evidence of additional RAGE elements. Plasmid-borne RAGEs in R. buchneri str. ISO7 were identified and assembled manually. Finally, proteins annotated as transposase in the four target genomes were subjected to a similar manual inspection for the presence of additional RAGE elements. Average nucleotide identities (ANI) for the RAGEs shared between R. buchneri str. Wikel and str. ISO7 were calculated using megaBLAST (Goris et al. 2007).
To assess the origin of the R. buchneri str. ISO7 RAGE-B multigene insertion, protein sequences for the nine putative NRPS/PKS genes (KDO03567.1–KDO03575.1) plus the five additional genes of the insertion (KDO03562.1–KDO03576.1) were used as queries (BLASTP) against the nr database of NCBI (excluding models and environmental sample sequences). Default parameters for BLASTP were used except the scoring matrix was changed to BLOSUM45 and the expect threshold was set to 0.01. Taxonomic assignments for the top 500 hits to each protein were compiled into counts of unique genera with at least three hits, and summarized by taxonomic group.
To assemble the putative NRPS/PKS encoded in R. buchneri str. ISO7 RAGE-B, protein sequences for the nine genes (KDO03567.1–KDO03575.1) of the cluster were submitted as queries against the conserved domain database (CDD) of NCBI (Marchler-Bauer et al. 2017), using default parameters. To assess the conservation of critical residues in the AT domain of PKSI, the protein sequence from R. buchneri str. ISO7 (KDO03567.1) was used to query (BLASTP) the nr database of NCBI (default parameters). The top 40 matches (plus the two R. buchneri sequences) were aligned with MUSCLE v3.8.31 (default parameters) and used to construct a sequence logo (Crooks et al. 2004) encompassing the AT domain (alignment positions 400–900).
RAGE Phylogeny Estimation
Protein sequences (n = 213) for 14 F-T4SS elements conserved across 18 complete or nearly complete RAGEs were independently aligned with MUSCLE v3.8.31 using default parameters, and regions of poor alignment were masked with trimal v1.4.rev15 using the -automated1 option. All modified alignments were concatenated into a single data set (5,320 positions) for phylogeny estimation using RAxML v8.2.4, under the gamma model of rate heterogeneity and estimation of the proportion of invariant sites. Branch support was assessed with 1,000 pseudoreplications. The 14 F-T4SS proteins used in the alignment were as follows: TraL, TraE, TraK, TraB, TraV, TraC, TraW, TraU, TrbC, TraN, TraF, TraH, TraG, and TraD_F.
Tick Collections
Ixodes scapularis ticks (n = 130) were collected between 2014 and 2016 by direct submission from veterinary clinics in West Virginia (WV), United States, as part of a statewide surveillance program coordinated by the WV State Department of Epidemiology (Zoonotic Disease Division). Ticks were identified to species and life stage by morphological characteristics, then stored in 70% ethanol at −20 °C until DNA extraction, which was carried out within 3 months of collection.
DNA Extraction
Ixodes scapularis adults and nymphs were immersed for 2–3 min in 10% bleach, 70% ethanol, and sterile H2O in succession to reduce surface contamination, then separated into individual tubes, frozen in liquid nitrogen, and homogenized with sterile plastic micropestles to pulverize exoskeleton and tissues. Total genomic DNA was subsequently extracted using the GeneJET DNA Extraction Kit (ThermoFisher) following the manufacturer’s suggested protocol for Gram-negative bacteria and eluted in 50 µl of sterile H2O. Final DNA concentrations were assayed by fluorimetric methods (Qubit 3.0; ThermoFisher) and DNA stored at −20 °C until ddPCR. Individual I. scapularis with measurable DNA (n = 112) were used to quantify R. buchneri and determine target gene ratios as described below.
Quantification of R. buchneri in Individual Ticks
Copy numbers of a highly conserved, single-copy R. buchneri gene from individual I. scapularis DNA extractions (n = 112) were quantified using a QX200 ddPCR system (Bio-Rad Laboratories) following the manufacturer’s protocols for dye-based measurements. ddPCR enables absolute quantification of nucleic acids with greater precision and much higher tolerance of differences in amplification efficiencies between primer sets (Hindson et al. 2011). In ddPCR, a standard PCR reaction is prepared and subsequently partitioned into nanoliter droplets before running end-point PCR. The fluorescence of each droplet in the population is measured and binned into positive and negative droplets. The number of target DNA copies in the reaction is calculated from the fraction of positive droplets using Poisson statistics (Hindson et al. 2011).
In order to quantify R. buchneri in individual ticks, a 74-bp target region of the rickettsial citrate synthase (gltA) gene (Stenos et al. 2005) was amplified and visualized with EvaGreen, a nucleic acid stain similar to SYBR green but optimized for use with the QX200. The restriction enzyme BsaI (New England Biolabs) was added (2U/reaction) as per manufacturer specifications; restriction of genomic DNA is recommended in ddPCR in order to minimize potential inhibition of the polymerase due to increased viscosity in nanoliter droplets. NEBcutter (Vincze et al. 2003) was used to verify that BsaI does not digest the gltA amplicon. Rickettsia amblyommatis DNA (kindly provided by Kevin Macaluso, Louisiana State University) was used as a positive control. Each reaction contained 1 µl of DNA sample as template; since neither the sis6 nor pksI target were sensitive to DNA concentration (supplementary table S6, Supplementary Material online), we did not normalize template to DNA concentration. The number of target copies in the reaction was subsequently normalized to nanograms of DNA to account for between-sample variability in tissue homogenization and extraction efficiency. Samples with less than ten copies of target per reaction were considered negative for R. buchneri as per the manufacturer’s recommendation; this conservative threshold excluded a small number of samples (n = 14) and was used to account for the low level of false positive droplets that may occur as a result of non-specific binding by the Evagreen dye. Primer sequences used in all ddPCR analyses can be found in supplementary table S7, Supplementary Material online.
Impact of Tick Life Stage on R. buchneri Abundance
Individual gltA+I. scapularis with measurable DNA (n = 96) were further assessed for a potential relationship between tick life stage (female, male, nymph) and R. buchneri abundance. All statistical analyses were carried out in R (R Core Team 2017). gltA copy numbers were normalized to DNA concentration for each individual tick, and a one-way analysis of variance (ANOVA) with life stage as the factor was calculated (aov, TukeyHSD). Homogeneity of variances between treatments was confirmed by plotting residuals against the fitted values.
Multiplex ddPCR Assay for R. buchneri Specific Targets
Individual gltA+I. scapularis females (n = 61) were simultaneously assessed for sis6 (KDO03401.1; RAGE-A) and pksI (KDO03567.1; RAGE-B) using a multiplex ddPCR assay based on differential amplicon length. Primer sets for each target were designed using primer-BLAST (Ye et al. 2012) and cross-checked for possible off-target priming using BLASTN against the nr database of NCBI. Annealing temperatures for all primers were required to be within 1 °C of 60 °C to enable efficient multiplexing. Final amplicon lengths (sis6: 77 bp; pksI: 134 bp) were selected to maximize the size difference between the two targets, and the assay was optimized using a DNA sample that was strongly positive for both sis6 and pksI targets. When visualized with EvaGreen, the two target amplicons yielded distinct subpopulations of droplets within the same reaction. Copy numbers for each target were quantified separately using QuantaSoft analysis software v1.7 (Bio-Rad Laboratories). As with gltA ddPCR described earlier, BsaI was added to each reaction mixture (2U/reaction) after verification with NEBcutter, to reduce possible effects of viscosity.
Supplementary Material
Supplementary data are available at Genome Biology and Evolution online.
Supplementary Material
Acknowledgments
We would like to thank the West Virginia State Department of Epidemiology (Zoonotic Disease Division) for providing the ticks for this study, and Kevin Macaluso (Louisiana State University School of Veterinary Medicine) for providing R. amblyommatis DNA used as a ddPCR control. We are also grateful to Lucy Weinert (University of Cambridge) for sharing the unpublished genomes of Rickettsia species isolated from the ladybird beetle A. bipunctata and the parasitic ciliate I. multifiliis. This work was supported by West Virginia University start-up funds to T.P.D. J.J.G. acknowledges support from the National Institute of Health/National Institute of Allergy and Infectious Diseases grants R01AI017828, R01AI126853, and R21AI26108. The content is solely the responsibility of the authors and does not necessarily represent the official views of the funding agencies. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the article.
Literature Cited
- Altschul SF, Gish W, Miller W, Myers EW, Lipman DJ.. 1990. Basic local alignment search tool. J Mol Biol. 215(3):403–410. [DOI] [PubMed] [Google Scholar]
- Aziz RK, et al. 2008. The RAST server: rapid annotations using subsystems technology. BMC Genomics 9:75.. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Beier-Sexton M, Driscoll TP, Azad AF, Gillespie JJ.. 2015. The family Rickettsiaceae In: Goldman E, Green LH, editors. Practical handbook of microbiology. Boca Raton: Taylor & Francis Group; p. 547–566. [Google Scholar]
- Benson MJ, Gawronski JD, Eveleigh DE, Benson DR.. 2004. Intracellular symbionts and other bacteria associated with deer ticks (Ixodes scapularis) from Nantucket and Wellfleet, Cape Cod, Massachusetts. Appl Environ Microbiol. 70(1):616–620. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Blanc G, et al. 2007. Lateral gene transfer between obligate intracellular bacteria: evidence from the Rickettsia massiliae genome. Genome Res. 17(11):1657–1664. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Capella-Gutiérrez S, Silla-Martínez JM, Gabaldón T.. 2009. trimAl: a tool for automated alignment trimming in large-scale phylogenetic analyses. Bioinformatics 25(15):1972–1973. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Cheng Y, Coughlin JM, Lim S, Shen B.. 2009. Chapter 8 type I polyketide synthases that require discrete acyltransferases In: David A. Hopwood, ed. Methods in enzymology. Vol. 459 p. 165–186. San Diego CA: Academic Press. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Cho N-H, et al. 2007. The Orientia tsutsugamushi genome reveals massive proliferation of conjugative type IV secretion system and host cell interaction genes. Proc Natl Acad Sci U S A. 104(19):7981–7986. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Crooks GE, Hon G, Chandonia J-M, Brenner SE.. 2004. WebLogo: a sequence logo generator. Genome Res. 14(6):1188–1190. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Driscoll TP, et al. 2017. Wholly Rickettsia! Reconstructed metabolic profile of the quintessential bacterial parasite of eukaryotic cells. mBio 8:e00859–e00817. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Dubois D, et al. 2011. ClbP is a prototype of a peptidase subgroup involved in biosynthesis of nonribosomal peptides. J Biol Chem. 286(41):35562–35570. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Edgar RC. 2004. MUSCLE: multiple sequence alignment with high accuracy and high throughput. Nucleic Acids Res. 32(5):1792–1797. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Felnagle EA, et al. 2008. Nonribosomal peptide synthetases involved in the production of medically relevant natural products. Mol Pharm. 5(2):191–211. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gillespie JJ, et al. 2012. A Rickettsia genome overrun by mobile genetic elements provides insight into the acquisition of genes characteristic of an obligate intracellular lifestyle. J Bacteriol. 194(2):376–394. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gillespie JJ, et al. 2015. Genomic diversification in strains of Rickettsia felis isolated from different arthropods. Genome Biol Evol. 7(1):35–56. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gladyshev EA, Meselson M, Arkhipova IR.. 2008. Massive horizontal gene transfer in bdelloid rotifers. Science 320(5880):1210–1213. [DOI] [PubMed] [Google Scholar]
- Goris J, et al. 2007. DNA–DNA hybridization values and their relationship to whole-genome sequence similarities. Int J Syst Evol Microbiol. 57(Pt 1):81–91. [DOI] [PubMed] [Google Scholar]
- Hindson BJ, et al. 2011. High-throughput droplet digital PCR system for absolute quantitation of DNA copy number. Analyt Chem. 83(22):8604–8610. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Imaoka K, Kaneko S, Tabara K, Kusatake K, Morita E.. 2011. The first human case of Rickettsia tamurae infection in Japan. Case Rep Dermatol. 3(1):68–73. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kurtti TJ, et al. 2015. Rickettsia buchneri sp. nov., a rickettsial endosymbiont of the blacklegged tick Ixodes scapularis. Int J Syst Evol Microbiol. 65(Pt 3):965–970. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lawrence DP, Kroken S, Pryor BM, Arnold AE.. 2011. Interkingdom gene transfer of a hybrid NPS/PKS from bacteria to filamentous ascomycota. PLoS One 6(11):e28231.. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Li L, Stoeckert Jr CJ, Roos DS.. 2003. OrthoMCL: identification of ortholog groups for eukaryotic genomes. Genome Res. 13(9):2178–2189. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Magnarelli LA, Andreadis TG, Stafford KC, Holland CJ.. 1991. Rickettsiae and Borrelia burgdorferi in ixodid ticks. J Clin Microbiol. 29(12):2798–2804. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Marchler-Bauer A, et al. 2017. CDD/SPARCLE: functional classification of proteins via subfamily domain architectures. Nucleic Acids Res. 45(D1):D200–D203. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Munderloh UG, Jauron SD, Kurtti TJ.. 2005. The tick: a different kind of host for human pathogens. Washington DC: American Society for Microbiology. [Google Scholar]
- Nakayama K, et al. 2008. The whole-genome sequencing of the obligate intracellular bacterium Orientia tsutsugamushi revealed massive gene amplification during reductive genome evolution. DNA Res. 15(4):185–199. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Noda H, Munderloh UG, Kurtti TJ.. 1997. Endosymbionts of ticks and their relationship to Wolbachia spp. and tick-borne pathogens of humans and animals. Appl Environ Microbiol. 63(10):3926–3932. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Pilgrim J, et al. 2017. Torix group Rickettsia are widespread in Culicoides biting midges (Diptera: Ceratopogonidae), reach high frequency and carry unique genomic features. Environ Microbiol. 19(10):4238–4255. [DOI] [PMC free article] [PubMed] [Google Scholar]
- R Core Team. 2017. R: A language and environment for statistical computing. Vienna (Austria): R Foundation for Statistical Computing. Available from: https://www.R-project.org/. Advance accessed November 4, 2018.
- Ray K, Marteyn B, Sansonetti PJ, Tang CM.. 2009. Life on the inside: the intracellular lifestyle of cytosolic bacteria. Nat Rev Microbiol. 7(5):333–340. [DOI] [PubMed] [Google Scholar]
- Robbins T, Liu Y-C, Cane DE, Khosla C.. 2016. Structure and mechanism of assembly line polyketide synthases. Curr Opin Struct Biol. 41:10–18. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Schmitz-Esser S, et al. 2004. ATP/ADP translocases: a common feature of obligate intracellular amoebal symbionts related to Chlamydiae and Rickettsiae. J Bacteriol. 186(3):683–691. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Schrallhammer M, et al. 2013. ‘Candidatus Megaira polyxenophila’ gen. nov., sp. nov.: considerations on evolutionary history, host range and shift of early divergent Rickettsiae. PLoS One 8: e72581.1–e72581.10. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sentausa E, et al. 2014. Genome sequence of Rickettsia tamurae, a recently detected human pathogen in Japan. Genome Announc. 2:e00838–e00814. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Shaw KJ, Rather PN, Hare RS, Miller GH.. 1993. Molecular genetics of aminoglycoside resistance genes and familial relationships of the aminoglycoside-modifying enzymes. Microbiol Rev. 57:138–163. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Stamatakis A. 2006. RAxML-VI-HPC: maximum likelihood-based phylogenetic analyses with thousands of taxa and mixed models. Bioinformatics 22(21):2688–2690. [DOI] [PubMed] [Google Scholar]
- Stenos J, Graves SR, Unsworth NB.. 2005. A highly sensitive and specific real-time PCR assay for the detection of spotted fever and typhus group Rickettsiae. Am J Trop Med Hyg. 73(6):1083–1085. [PubMed] [Google Scholar]
- Tyc O, Song C, Dickschat JS, Vos M, Garbeva P.. 2017. The ecological role of volatile and soluble secondary metabolites produced by soil bacteria. Trends Microbiol. 25(4):280–292. [DOI] [PubMed] [Google Scholar]
- Vincze T, Posfai J, Roberts RJ.. 2003. NEBcutter: a program to cleave DNA with restriction enzymes. Nucleic Acids Res. 31(13):3688–3691. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wang H, Fewer DP, Holm L, Rouhiainen L, Sivonen K.. 2014. Atlas of nonribosomal peptide and polyketide biosynthetic pathways reveals common occurrence of nonmodular enzymes. Proc Natl Acad Sci U S A. 111(25):9259–9264. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Winkler HH. 1986. Early events in the interaction of the obligate intracytoplasmic parasite, Rickettsia prowazekii, with eucaryotic cells: entry and lysis. Ann Inst Pasteur Microbiol. 137A:333–336. [DOI] [PubMed] [Google Scholar]
- Ye J, et al. 2012. Primer-BLAST: a tool to design target-specific primers for polymerase chain reaction. BMC Bioinformatics 13:134.. [DOI] [PMC free article] [PubMed] [Google Scholar]
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