key: cord-0001885-9o3ivbc2 authors: Rosario, Karyna; Schenck, Ryan O.; Harbeitner, Rachel C.; Lawler, Stephanie N.; Breitbart, Mya title: Novel circular single-stranded DNA viruses identified in marine invertebrates reveal high sequence diversity and consistent predicted intrinsic disorder patterns within putative structural proteins date: 2015-07-10 journal: Front Microbiol DOI: 10.3389/fmicb.2015.00696 sha: 76241f85fbee07bdf466214c02c4bccd79706436 doc_id: 1885 cord_uid: 9o3ivbc2 Viral metagenomics has recently revealed the ubiquitous and diverse nature of single-stranded DNA (ssDNA) viruses that encode a conserved replication initiator protein (Rep) in the marine environment. Although eukaryotic circular Rep-encoding ssDNA (CRESS-DNA) viruses were originally thought to only infect plants and vertebrates, recent studies have identified these viruses in a number of invertebrates. To further explore CRESS-DNA viruses in the marine environment, this study surveyed CRESS-DNA viruses in various marine invertebrate species. A total of 27 novel CRESS-DNA genomes, with Reps that share less than 60.1% identity with previously reported viruses, were recovered from 21 invertebrate species, mainly crustaceans. Phylogenetic analysis based on the Rep revealed a novel clade of CRESS-DNA viruses that included approximately one third of the marine invertebrate associated viruses identified here and whose members may represent a novel family. Investigation of putative capsid proteins (Cap) encoded within the eukaryotic CRESS-DNA viral genomes from this study and those in GenBank demonstrated conserved patterns of predicted intrinsically disordered regions (IDRs), which can be used to complement similarity-based searches to identify divergent structural proteins within novel genomes. Overall, this study expands our knowledge of CRESS-DNA viruses associated with invertebrates and explores a new tool to evaluate divergent structural proteins encoded by these viruses. Viral metagenomics, or shotgun sequencing of total nucleic acids from purified virus particles, enables examination of viral communities without prior knowledge of the viruses present, thus resulting in an unprecedented view of viral diversity (Breitbart et al., 2002; Edwards and Rohwer, 2005; Angly et al., 2006) . This technique has uncovered many novel viral types and extended the environmental distribution of known viral groups (Delwart, 2007; Rosario and Breitbart, 2011) . In particular, the incorporation of rolling circle amplification (RCA) into viral metagenomic studies has unearthed a high diversity and wide distribution of eukaryotic viruses with circular, single-stranded DNA (ssDNA) genomes that encode a conserved replication initiator protein (Rep; Delwart and Li, 2012; Rosario et al., 2012a) . Before the metagenomics era, eukaryotic circular Rep-encoding ssDNA (CRESS-DNA) viruses were only known in agricultural and medical fields since they are known plant (Geminiviridae and Nanoviridae) and vertebrate (Circoviridae) pathogens. However, over the past decade metagenomic approaches have revealed the ubiquitous nature of eukaryotic CRESS-DNA viruses, with reports from various environments, including deep-sea vents (Yoshida et al., 2013) , Antarctic lakes and ponds (López-Bueno et al., 2009; Zawar-Reza et al., 2014) , wastewater (Rosario et al., 2009b; Roux et al., 2013; Kraberger et al., 2015; Phan et al., 2015) , freshwater lakes (Roux et al., 2012 (Roux et al., , 2013 , oceans (Rosario et al., 2009a; Labonte and Suttle, 2013; Roux et al., 2013) , hot springs (Diemer and Stedman, 2012) , the near-surface atmosphere (Whon et al., 2012; Roux et al., 2013) , and soils (Kim et al., 2008; Reavy et al., 2015) . Novel CRESS-DNA viruses have also been discovered from fecal samples of a variety of vertebrates (Blinkova et al., 2010; Li et al., 2010a,b; Phan et al., 2011; Ge et al., 2012; Ng et al., 2012; Sachsenroder et al., 2012; van den Brand et al., 2012; Cheung et al., 2013 Cheung et al., , 2014 Sikorski et al., 2013a; Garigliany et al., 2014; Lian et al., 2014; Smits et al., 2014; Zhang et al., 2014; Sasaki et al., 2015) . Notably, CRESS-DNA viruses similar to circoviruses, which were previously thought to only infect vertebrates, have now been identified in a myriad of invertebrates, including insects (Ng et al., 2011; Rosario et al., , 2012b Dayaram et al., 2013; Padilla-Rodriguez et al., 2013; Pham et al., 2013a,b; Garigliany et al., 2015) , crustaceans (Dunlap et al., 2013; Hewson et al., 2013a,b; Ng et al., 2013; Pham et al., 2014) , cnidarians (Soffer et al., 2014) , and gastropods (Dayaram et al., 2015a) , suggesting that CRESS-DNA viruses may be prevalent amongst unexplored taxa. Well-studied viruses from the Circoviridae, Nanoviridae, and Geminiviridae families demonstrate the rapid evolutionary potential of CRESS-DNA viruses due to high nucleotide substitution rates (Duffy et al., 2008; Duffy and Holmes, 2009 ) as well as mechanistic predispositions to recombination (Lefeuvre et al., 2009; Martin et al., 2011) . These characteristics, combined with the high level of recently reported diversity, highlight the need to continually revisit taxonomic classification of this viral group to add new species, genera and/or families. However, this task is complicated by the fact that many of the CRESS-DNA virus genomes exhibit novel genome architectures, only share similarities to the highly conserved Rep of known viruses, and have similarities to viruses belonging to multiple different taxonomic groups (Rosario et al., 2012a; Roux et al., 2013) . In addition, the definitive hosts for many of these CRESS-DNA viruses remain unknown, hindering their classification according to traditional standards. CRESS-DNA viruses are characterized by small genomes (∼1.7-3 kb) that contain 2-6 protein-encoding genes. The smallest monopartite CRESS-DNA viruses, members of the Circoviridae family, exhibit only two major open reading frames (ORFs), which encode a Rep and a capsid protein (Cap). Many of the novel eukaryotic CRESS-DNA viral genomes obtained from environmental samples or individual organisms through either metagenomic sequencing or degenerate PCR (herein referred to as "metagenomic CRESS-DNA viruses") exhibit similarities to circoviruses and have been referred to as 'circo-like' viruses. Although many of the metagenomic circo-like virus genomes are highly divergent, these surveys have uncovered a novel CRESS-DNA viral group, the proposed Cyclovirus genus (Li et al., 2010a) . Cycloviruses, which form a sister group to the Circovirus genus within the family Circoviridae, have been identified from both vertebrates (Li et al., 2010a; Smits et al., 2013; Tan Le et al., 2013; Garigliany et al., 2014; Zhang et al., 2014) and invertebrates (Rosario et al., , 2012b Dayaram et al., 2013 Dayaram et al., , 2014 Dayaram et al., , 2015b Padilla-Rodriguez et al., 2013) . Similarities to circoviruses are mainly based on the Rep whereas the second major ORF in novel circo-like metagenomic CRESS-DNA viruses generally does not have any significant matches in the database but is assumed to encode for a structural protein based on the genomic architecture of known circoviruses. In lieu of significant matches to known structural proteins in the GenBank database, it is important to investigate putative novel Caps in CRESS-DNA viruses to provide evidence regarding their structural function. A potential avenue to identify conserved patterns in highly divergent structural proteins, such as those observed in novel metagenomic CRESS-DNA viruses, is to investigate the presence of predicted intrinsically disordered regions (IDRs). IDRs are regions within a protein that lack a rigid or fixed (i.e., ordered) structure, allowing a protein to exist in different states depending on the substrate with which it is interacting (Dunker et al., 2001; Brown et al., 2011) . Research examining IDRs within viral proteomes has revealed that smaller viral genomes, such as those of CRESS-DNA viruses, contain a higher proportion of predicted disordered residues than larger viruses (Xue et al., 2012 (Xue et al., , 2014 Pushker et al., 2013) . Therefore it has been suggested that small viruses may exploit IDRs to encode multifunctional proteins (Xue et al., 2012 (Xue et al., , 2014 Pushker et al., 2013) . Since structural proteins in several viral families commonly contain IDRs (Chen et al., 2006; Goh et al., 2008a,b; Chang et al., 2009; Jensen et al., 2011) , the presence of similar patterns of predicted disorder amongst unidentified CRESS-DNA proteins may provide one line of evidence for these proteins representing putative Caps. To contribute to efforts exploring the diversity of CRESS-DNA viruses in invertebrates, this study investigated various marine invertebrate species for the presence of these viruses. A total of 27 novel CRESS-DNA genomes were recovered from 21 invertebrate species, expanding the known diversity of CRESS-DNA viruses associated with marine organisms and providing the first evidence of viruses associated with some under-sampled taxa. The well-conserved Rep of CRESS-DNA viruses was used to explore the relationships between these novel viruses and previously reported eukaryotic CRESS-DNA viruses in GenBank, including metagenomic CRESS-DNA viruses. In addition, the non-Rep-encoding ORFs (i.e., putative Caps) within these genomes were investigated for IDRs. Disorder prediction methods suggest that CRESS-DNA viral Caps exhibit conserved patterns of predicted disorder, which can be used to complement similarity-based searches to identify structural proteins within novel CRESS-DNA viral genomes. Sample Processing and Genome Discovery CRESS-DNA viruses were investigated in a variety of marine invertebrate species that were collected as samples of opportunity ( Table 1 and Supplementary Table S1 ). Specimens were identified with the highest degree of taxonomic resolution possible based on morphology. Whole organisms or tissue sections were serially rinsed three times using sterile SM Buffer [0.1 M NaCl, 50 mM Tris-HCl (pH 7.5), 10 mM MgSO 4 ]. Viral particles were partially purified from each specimen prior to DNA extraction. For this purpose, samples were homogenized in one of two ways depending on the size of the specimen. Smaller organisms or dissected tissues that could be placed in a 1.5 ml microcentrifuge tube were homogenized in 1 ml of sterile SM Buffer through bead-beating using 1.0 mm sterile glass beads in a bead beater (Biospec Products). Homogenates were then centrifuged at 6000 × g for 6 min. Larger organisms or tissues of dissected organisms, such as muscle or gonads, were placed in a gentleMACS TM M tube (Miltenyl Biotec) containing 3 ml of sterile SM buffer. Samples were then homogenized using a gentleMACS dissociator (Miltenyl Biotec) followed by centrifugation at 6000 × g for 9 min. The supernatant from both homogenization methods was filtered through a 0.45 µm Sterivex filter (Millipore) and nucleic acids were extracted from 200 µl of filtrate using the QIAmp MinElute Virus Spin Kit (Qiagen). DNA extracts were amplified through RCA using the illustra TempliPhi Amplification kit (GE Healthcare) to enrich for small circular templates (Kim et al., 2008; Kim and Bae, 2011) . RCA-amplified DNA was digested with a suite of FastDigest restriction enzymes (Life Technologies; BamHI, EcoRV, PdmI, HindIII, KpnI, PstI, XhoI, SmaI, BgiII, EcoRI, XbaI, and NcoI) following manufacturer's instructions in separate reactions to obtain complete, unit-length genomes for downstream cloning and sequencing. Restriction enzyme digested products were resolved on an agarose gel and bands ranging in size from 1000 to 4000 bp were excised and cleaned using the Zymoclean Gel DNA Recovery Kit (Zymo Research). Products resulting from blunt-cutting enzyme digestions were cloned using the CloneJET PCR Cloning kit (Life Technologies), whereas products containing sticky ends were cloned using pGEM-3Zf(+) vectors (Promega) pre-digested with the appropriate enzyme. All clones were commercially Sanger sequenced using vector primers and genomes exhibiting significant similarities to eukaryotic CRESS-DNA viruses were completed through primer walking. Genomes were assembled using Sequencher 4.1.4 (Gene Codes Corporation). Putative ORFs >100 amino acids were identified and annotated using SeqBuilder version 11.2.1 (Lasergene). Partial genes or genes that seemed interrupted were analyzed for potential introns using GENSCAN (Burge and Karlin, 1997) . The potential origin of replication (ori) for each genome was identified by locating a canonical nonanucleotide motif (NANTATTAC; Rosario et al., 2012a) and confirming predicted stem-loop structures using Mfold with constraints applied to prevent hairpin formation within the nonanucleotide motif and a folding temperature set at 17 • C (Zuker, 2003) . Final annotated genomes have been deposited to GenBank with accession numbers KR528543-KR528569. To conduct sequence comparisons, members of the Circovirus genus, as well as complete eukaryotic CRESS-DNA viral genomes obtained from environmental samples or individual organisms through either metagenomic sequencing or degenerate PCR (herein referred to as "metagenomic CRESS-DNA viruses") were retrieved from GenBank. Since the Rep is the only conserved protein among CRESS-DNA viruses (Ilyina and Koonin, 1992; Rosario et al., 2012a) this protein was used to compare the different genomes. Rep pairwise identities were calculated using SDT v1.2 (Muhire et al., 2014) and summarized using heat maps generated in R (R Core Team, 2014). A maximum likelihood (ML) phylogenetic tree based on Rep amino acid sequences was also constructed. For this purpose, alignments were performed in MEGA 6.06 (Tamura et al., 2013) using the MUSCLE algorithm (Edgar, 2004) and manually edited. Sequences were inspected for the presence of conserved amino acid motifs that have been shown to play a role in rolling circle replication (RCR) of eukaryotic CRESS-DNA viruses, including three RCR and three superfamily 3 (SF3) helicase motifs (Gorbalenya et al., 1990; Ilyina and Koonin, 1992; Gorbalenya and Koonin, 1993; Rosario et al., 2012a) . Although all the recently reported CRESS-DNA viruses are included in the heatmap, only sequences exhibiting all six motifs are included in the phylogenetic analysis. In addition, divergent regions that were poorly aligned, as shown by a high percentage of gaps, were removed from the alignment (Supplementary Data Sheet 1). Since the Nanoviridae and Geminiviridae are also CRESS-DNA viral families that are evolutionarily related to the Circoviridae (Ilyina and Koonin, 1992; Rosario et al., 2012a) , select representatives of these families were included in the phylogenetic analysis. The ML phylogenetic tree was inferred using PHYML (Guindon et al., 2010) implementing the best substitution model (rtRev+I+G+F; Dimmic et al., 2002) according to ProtTest (Abascal et al., 2005) . Branch support was assessed using the approximate likelihood ratio test (aLRT) SH-like method (Anisimova and Gascuel, 2006) . To determine if the non-Rep-encoding ORFs from the CRESS-DNA viral genomes presented here (n = 25), circoviruses (n = 15), and metagenomic CRESS-DNA viruses (n = 259; including 37 cycloviruses) represent putative Caps, these proteins were evaluated for IDRs. Disordered protein regions were predicted using the DisProt VL3 disorder predictor (Obradovic et al., 2003; Sickmeier et al., 2007) . This artificial neural network utilizes an ensemble of feed forward neural networks with 20 attributes (18 amino acid frequencies, average flexibility, and sequence complexity; Obradovic et al., 2003) . Disorder disposition scores above a 0.5 threshold indicate intrinsic disorder. Counts and statistical analysis for the fraction of disorder-and order-promoting amino acid residues was conducted using R with the "seqinr" package (Charif and Lobry, 2007) . A total of 27 CRESS-DNA genomes were recovered from 21 marine invertebrates ( Table 1) . Most of the recovered genomes (66.7%) were identified from Crustacea, mainly from the order Decapoda. Recovered genomes ranged in size from 1063 to 2469 nt and exhibited a variety of genome architectures. Of the 27 genomes identified, 23 exhibited a common putative ori marked by a conserved nonanucleotide motif (NANTATTAC) at the apex of a predicted stem-loop structure ( Table 1) . The remaining four genomes lacked a stem-loop structure (n = 2) or a stem-loop structure and a nonanucleotide motif (n = 2). Genomes lacking the canonical nonanucleotide motif could not be assigned to any genome type; therefore only 25 genomes were assigned to genomic architecture types previously described by Rosario et al. (2012a) (Figure 1) . The predominant genomic architecture observed was Type I (n = 13), which is typical of members of the Circovirus genus. However, other genomic architectures were observed including Types II (n = 5), III (n = 1), IV (n = 1), V (n = 3), and VII (n = 2) (Figure 1) . It is important to note that genomes exhibiting a Type VII genome architecture only exhibit a single major ORF encoding a Rep. This type of architecture is observed in genomic components of multipartite viruses from the Nanoviridae family and satellite DNA molecules that require helper viruses for encapsidation (Gronenborn, 2004; Briddon and Stanley, 2006) . Therefore genomes exhibiting only a single major ORF may represent partial genomes of multipartite viruses or non-viral mobile genetic elements such as plasmids (Rosario et al., 2012a) . The majority of the CRESS-DNA viruses detected in marine invertebrates were most similar to viral sequences identified through metagenomic surveys of marine samples (Supplementary Table S1 ). However, one of genomes, Lytechinus variegatus variable sea urchin associated circular virus_I0021, was most similar to plant viruses from the Geminiviridae family. Most of the viral genomes had database similarities for the Rep; except for Sicyonia brevirostris brown rock shrimp associated circular virus_I0722, which only had similarities for the putative Cap (Supplementary Table S1 ). Similar to several previously described CRESS-DNA viruses (Li et al., 2010a; Rosario et al., 2012b; van den Brand et al., 2012; Sikorski et al., 2013b; Du et al., 2014; Ng et al., 2014; Dayaram et al., 2015a,b; Kraberger et al., 2015) , three viral genomes (Artemia melana sponge associated circular virus_I0307, Didemnum sp. sea squirt associated circular virus_I0026_A7, and Palaemonetes kadiakensis Mississippi grass shrimp associated circular virus_I0099) exhibited Reps interrupted by introns (Supplementary Table S1 ). FIGURE 1 | Genome types of novel CRESS-DNA genomes identified in this study (Rosario et al., 2012a) . Genome schematics illustrate a major ORF encoding the replication initiator protein (Rep), putative origin of replication (ori) marked by stem-loop structure, and a second major ORF. Pairwise identities indicate that the CRESS-DNA viruses detected in marine invertebrates share less than 60.1% sequence identity (average sequence identity = 26.04%) with previously identified Reps from CRESS-DNA viruses in GenBank, indicating that these viruses represent novel species (Figure 2) . Twenty-one of the 27 recovered Reps contained all six conserved RCR and helicase motifs (see Materials and Methods) and were used for phylogenetic analysis. Analysis of these Reps with representative FIGURE 2 | Graphical representation of pairwise amino acid identities of the replication initiator proteins (Rep) from CRESS-DNA genomes from this study, metagenomic CRESS-DNA viruses, cycloviruses, circoviruses, and select members of the Nanoviridae and Geminiviridae families. Reps identified from this study within the Marine Clade 1 are in red font. Description of acronyms and the matrix used to generate the heatmap can be found in Supplementary Tables S2 and S3, respectively. CRESS-DNA viral Reps from GenBank, including available metagenomic CRESS-DNA viral Reps, show that most of the sequences from marine invertebrate associated viruses detected here are more closely related to circo-like viruses recovered through metagenomic surveys of the marine environment than to previously defined CRESS-DNA viral groups (Figure 3) . Eleven of the 21 Reps from marine invertebrate associated viruses do not form distinct clusters with each other or any known sequences (Figure 3) . However, ten of the Reps form a well-supported clade that also includes sequences detected FIGURE 3 | Multifurcation maximum likelihood phylogenetic reconstruction based on the Reps of CRESS-DNA genomes recovered here, metagenomic CRESS-DNA viruses, cycloviruses, circoviruses, and representative members of the Nanoviridae and Geminiviridae families. Reps obtained from CRESS-DNA genomes obtained in this study are highlighted in blue font. Branches are colored for the different CRESS-DNA viral groups including the Marine Clade 1 (red), circoviruses (purple), cycloviruses (pink), nanoviruses (orange), and geminiviruses (green). Representative nanoviruses (n = 4) and geminiviruses (n = 15) have been condensed into their family names. Reps from genomes exhibiting a single ORF are highlighted using an asterisk ( * ). Branches with less than 60% aLRT branch support have been collapsed. Description of acronyms used can be found in Supplementary Table S4 . Frontiers in Microbiology | www.frontiersin.org in the Gulf of Mexico (GOM00443; JX904231.1), Straight of Georgia (JX904106.1), McMurdo Ice Shelf (YP_009047125.1; YP_009047137.1), and a semi-enclosed shallow estuary (Avon-Heathcote Estuary associated circular virus 24; AJP36460.1). Pairwise identity scores indicate that all members of this clade, named Marine Clade 1 for the purposes of this study, share more than 32.7% identity, with an average pairwise identity score of 47.2% (Figure 2) . Members of the Marine Clade 1 seem to be more closely related to members of the Nanoviridae (31.95% average pairwise identity) than any other known CRESS-DNA viral group; however, members of this clade exhibit different genomic architectures compared to these plant viruses. CRESS-DNA viral genomes from the Marine Clade 1 encode two major ORFs in an ambisense organization (i.e., Type I architecture), which is similar to members of the Circoviridae, rather than the single ORF, Type VII genome organization observed in genomic components from the Nanoviridae. Only half of the CRESS-DNA viral genomes described here contained an ORF that had significant BLASTX matches (e-value < 0.001; amino acid identities ranging from 26-54%) to proteins annotated as putative Caps in GenBank (Table 1) . Furthermore, most of the matches in the database were to putative CRESS-DNA viral Caps detected through metagenomic surveys, which are not supported by biochemical data and have not necessarily been well curated. Therefore, alternative methods were explored to investigate non-Rep-encoding ORFs (i.e., putative Caps) found in CRESS-DNA viral genomes. The majority of metagenomic CRESS-DNA viruses reported from marine invertebrates in this study and in GenBank are most similar to previously described circoviruses. Therefore, the predicted IDP profiles of well-characterized members of the Circovirus genus were examined in an effort to identify conserved patterns in structural proteins encoded by these viruses. These circovirus IDP profiles were then compared against profiles observed in cycloviruses (the proposed sister group to the circoviruses, which exhibit conserved features and share high identities with circoviruses) and other metagenomic CRESS-DNA viruses. The DisProt VL3 disorder prediction analysis revealed that Caps encoded by members of the Circovirus genus (n = 15) exhibit one of two protein disorder profiles, distinguished here as Type A or Type B, based on the first 125 amino acids of these proteins (Figure 4A) . Type A Caps exhibit IDP profiles that are predicted to have the highest degree of disorder closest to the N-terminus (i.e., amino acid residues 1-50) before the profile tapers to a structured region with variable predicted disorder. Type A Caps exhibit significant enrichment for amino acid residues that promote disorder (R, K, E, P, S, Q, and A) within the first 50 residues relative to amino acid residues 51-125 (ANOVA with post hoc Tukey's HSD; p < 0.05) and a depletion of order promoting amino acid residues (W, C, F, I, Y, V, L, and N) within the first 25 residues relative to amino acid residues 26-125 (ANOVA with post hoc Tukey's HSD; p < 0.05; Figure 4B ). On the other hand, Type B Caps exhibit IDP profiles that peak in predicted disorder between amino acid residues 26-75. Type B Caps show an enrichment of disorder promoting residues between residue positions 26 through 75, whereas there is a depletion of predicted order promoting residues in this region compared to residues 1-25 and 76-125 ( Figure 4B) . Beyond 125 amino acids, IDP profiles exhibited more structured regions for both Types A and B Caps, with no distinguishable predicted disorder pattern (Figure 4A) . The overwhelming majority of Caps from the Circovirus genus (86.7%) exhibited Type A IDP profiles; however, two avian circoviruses, Finch circovirus (YP_803551.1) and Beak and feather disease virus (NP_047277.1), had Type B IDP profiles ( Table 2 and Supplementary Table S5) . Similarly, 97.3% of cyclovirus putative Caps (n = 37) exhibited Type A IDP profiles. Comparison of IDP profiles showed that a majority of metagenomic CRESS-DNA viruses also contained patterns of increased predicted disorder at the N-terminus of the putative Cap, consistent with the Circoviridae. Interestingly, Type B IDP profiles were more prevalent among putative Caps from metagenomic CRESS-DNA viral genomes in GenBank (10.8%; n = 222) and the novel genomes reported in this study (56%; n = 25). Notably, 7 of the 10 viruses found in the Marine Clade 1 described here exhibit Type B Caps. Among the total 299 CRESS-DNA genome sequences analyzed, most putative Caps exhibit Type A IDP profiles (69.9%), followed by Type B (13%). Notably, most of the putative Caps lacking a significant match in the database exhibited one these profiles. Metagenomic studies have revealed a prodigious amount of diversity in eukaryotic CRESS-DNA viruses in the marine environment (Rosario et al., 2009a; Rosario and Breitbart, 2011; Labonte and Suttle, 2013; McDaniel et al., 2014) . However, few studies have isolated these viruses directly from organisms. Building upon recent studies suggesting that CRESS-DNA viruses are associated with marine invertebrates (Dunlap et al., 2013; Hewson et al., 2013a,b; Ng et al., 2013; Pham et al., 2014; Soffer et al., 2014; Dayaram et al., 2015a) , this study investigated a variety of marine invertebrates, including under sampled taxa, for the presence of these viruses. Viral genomes presented here were primarily recovered from Crustacea, suggesting that this subphylum harbors a rich diversity of CRESS-DNA viruses. This is consistent with previous research that identified CRESS-DNA viruses in copepods (Dunlap et al., 2013) , which are the most abundant members of mesozooplankton (Kleppel et al., 1996) , as well as different species of shrimp Pham et al., 2014) , which comprise some of the world's most important food sources (Goss et al., 2000; Paezosuna, 2003) . In addition, this is the first study to report viruses associated with marine snails, anemones, sea squirts, and several crab species. Although a definitive host for these viruses cannot be assigned with the present data, this study reveals the need for further examination of viruses associated with common marine invertebrates and experiments to determine their potential impact, if any, on the ecology of these organisms. The grouping of the invertebrateassociated CRESS-DNA viruses reported here with metagenomic FIGURE 4 | (A) Representative IDP prediction profiles for Type A and Type B capsid proteins (Caps) from the Disprot VL3 predictor. Type A and Type B IDP prediction profiles are based on the Porcine circovirus 2 Cap (NP_937957.1) and the Beak and feather disease virus Cap (NP_047277.1), respectively. The grey shaded area represents the amino acid residue interval used in (B). (B) Graphs showing the fraction of predicted disordered (red bars) and ordered (blue bars) residues within discrete amino acid intervals for Type A and Type B Caps identified from all CRESS-DNA viral genomes analyzed in this study. Significantly different amino acid intervals for each Cap type are distinguished using letters ("A", "B", "C", "D" for statistics based on percentage of predicted disordered residues) or numbers ("1", "2", "3", "4" for statistics based on percentage of predicted ordered residues; ANOVA with post hoc Tukey's HSD; p < 0.05). Note that the percentage of predicted disordered and ordered residues does not add to 100% due to the presence of residues that are not considered either disordered or ordered (i.e., H, M, T, and D). CRESS-DNA viruses implies that marine invertebrates may serve as hosts for many of the sequences obtained from marine environments. The marine invertebrate associated CRESS-DNA viruses identified here are only distantly related to known members of the Circoviridae and may represent novel groups. Approximately one third of the novel sequences reported here belong to the Marine Clade 1, whose members share an average pairwise identity of 47.2%. Members of this viral clade share an average pairwise identity score of 27.5% with members of the Circoviridae, whose members (genus Circovirus and proposed genus Cyclovirus) share 48.9% average pairwise identity. Although members of the Marine Clade 1 share slightly higher average pairwise identity with the Nanoviridae (31.2%), their genome architecture is clearly distinct from these plant-infecting viruses. Therefore, genomic architectures and comparative Rep analyses suggest that members of the Marine Clade 1 may represent a novel CRESS-DNA viral family. The highly conserved Rep enables its straightforward identification through similarity-based searches; however, there is currently no reliable method for characterizing highly divergent putative Caps for metagenomic CRESS-DNA viruses. Since many of the novel metagenomic CRESS-DNA viruses are most similar to members of the Circoviridae, which only contain two major ORFs encoding a Rep and Cap, the putative Cap is often assigned simply based on the conserved genome architectures exhibited by this group. This study investigated the IDP profiles of all available circolike CRESS-DNA viruses to evaluate if putative Caps exhibit conserved patterns that could be used to identify this structural protein even in the absence of significant similarities in the database. The Cap of Porcine circovirus 2 represents a Type A IDP profile and that of Beak and feather disease virus represents a Type B IDP profile. Since the non-Rep-encoding ORF for both of these circoviruses have been shown to be structural (Nawagitgul et al., 2000; Patterson et al., 2013) , this provides evidence that both the Type A and Type B IDP profiles represent a Cap. These Cap IDP profiles may be driven by the arginine and/or lysine rich region at the N-terminus of the Cap (Niagro et al., 1998) , as both of these amino acids are considered disorderpromoting residues by the DisProt VL3 neural network. In addition to characterizing IDP profiles of circo-like CRESS-DNA viruses, analysis of select Geminiviridae and Nanoviridae Caps demonstrated that these viruses also exhibit Type A and Type B IDP profiles (Supplementary Table S5 ). Although further research into these plant virus families is needed, these findings suggest that the IDP patterns identified here may be conserved across Caps from the different families of eukaryotic CRESS-DNA viruses. Thirteen of the eukaryotic CRESS-DNA viruses presented here had a non-Rep-encoding ORF without any database similarities, which were characterized as a putative Cap based on IDP profiles. Likewise, hypothetical proteins from 32 metagenomic CRESS-DNA viruses were identified as putative Caps using this method (Supplementary Table S5 ). While the Caps in the database were dominated by Type A IDP profiles, the majority of the new marine invertebrate associated genomes presented here exhibited Type B IDP profiles. In addition, 50 of the CRESS-DNA genomes analyzed here (17.1%; n = 299), including the Primnoa pacifica coral associated circular virus I0345 identified here, contained a non-Rep-encoding ORF that did not exhibit either the Type A or Type B profile. While it is possible that other IDP profiles representative of novel Caps exist, caution should be used in annotating these ORFs as putative Caps without supporting evidence. Finally, while examining metagenomic sequences annotated as CRESS-DNA viruses in GenBank, numerous genomes were identified that only contained a single ORF, which encoded a Rep. These sequences (Supplementary Table S5 ), along with the two Type VII genomes found in this study, most likely represent partial viral genomes [i.e., a single component of a multipartite virus (Gutierrez, 1999; Gronenborn, 2004) ], satellite DNA molecules (Briddon and Stanley, 2006) , or non-viral mobile genetic elements (Rosario et al., 2012a) . Genomes exhibiting a single ORF cannot be distinguished phylogenetically from complete viral genomes based on the Rep (Figure 3) . Therefore, it is important to investigate complete genomes of CRESS-DNA viruses rather than partial sequences. The IDP analysis has interesting implications for understanding the evolutionary pressures acting upon the Rep and Cap of CRESS-DNA viruses, which include the smallest known eukaryotic viral pathogens. Small viruses exhibit a higher proportion of predicted disordered residues than larger viruses and may exploit IDRs to encode multifunctional proteins (Xue et al., 2012 (Xue et al., , 2014 Pushker et al., 2013) . Rep proteins encoded by CRESS-DNA viruses exhibited low disposition for predicted disorder promoting amino acid residues or an inconsistency in predicted disorder patterns (data not shown), while the Caps consistently exhibited profiles with increased predicted disorder at the N-terminus, suggesting that the high proportion of predicted disordered regions in these small viruses may be driven by the Cap. IDRs have a tendency to evolve more rapidly than structured regions (Brown et al., 2002 (Brown et al., , 2011 Chen et al., 2006; Bellay et al., 2011; Nilsson et al., 2011; van der Lee et al., 2014) ; consequently, IDRs may hinder our ability to perform phylogenetic reconstructions based on the Cap. Although we are unable to perform reliable Cap alignments, the ability to classify these proteins within CRESS-DNA virus genomes due to conserved predicted disorder profiles reveals that these viruses exhibit regions in which disorder is conserved despite rapidly evolving amino acids (i.e., flexible disorder; van der Lee et al., 2014) . Although the functional significance of predicted IDP profiles detected in this study has yet to be determined, the identification of conserved IDP profiles may prove useful to identify divergent structural proteins encoded by CRESS-DNA viruses. The identification of a given IDP profile (Type A or B) for a putative ORF in a genomic context may allow the recognition of novel CRESS-DNA viral structural proteins that cannot be identified by standard BLAST searches. The IDP profile analysis needs to be complemented by other genomic features that are characteristic of CRESS-DNA viruses, including the presence of a Rep exhibiting RCR and helicase motifs and a putative ori marked by a conserved nonanucleotide motif (NANTATTAC) at the apex of a stem-loop structure. Future work needs to evaluate if the high proportion of IDRs observed in CRESS-DNA viruses and other small viruses is indeed mainly driven by structural proteins. If this observation is validated, IDP profile analysis of hypothetical proteins may provide a reliable tool to identify structural proteins encoded by small viruses. ProtTest: selection of best-fit models of protein evolution The marine viromes of four oceanic regions Approximate likelihood-ratio test for branches: a fast, accurate, and powerful alternative Bringing order to protein disorder through comparative genomics and genetic interactions Novel circular DNA viruses in stool samples of wild-living chimpanzees Genomic analysis of uncultured marine viral communities Subviral agents associated with plant singlestranded DNA viruses Evolution and disorder Evolutionary rate heterogeneity in proteins with long disordered regions Prediction of complete gene structures in human genomic DNA Multiple nucleic acid binding sites and intrinsic disorder of severe acute respiratory syndrome coronavirus nucleocapsid protein: implications for ribonucleocapsid protein packaging Seqin{R} 1.0-2: a Contributed Package to the {R} Project for Statistical Computing Devoted to Biological Sequences Retrieval and Analysis Conservation of intrinsic disorder in protein domains and families: I. A database of conserved predicted disordered regions Unique circovirus-like genome detected in pig feces A divergent clade of circular single-stranded DNA viruses from pig feces Novel circular DNA viruses identified in Procordulia grayi and Xanthocnemis zealandica larvae using metagenomic approaches Diverse small circular DNA viruses circulating amongst estuarine molluscs Identification of diverse circular single-stranded DNA viruses in adult dragonflies and damselflies (Insecta: Odonata) of Arizona and Oklahoma High global diversity of cycloviruses amongst dragonflies Viral metagenomics Rapidly expanding genetic diversity and host range of the Circoviridae viral family and other Rep encoding small circular ssDNA genomes A novel virus genome discovered in an extreme environment suggests recombination between unrelated groups of RNA and DNA viruses rtRev: An amino acid substition matrix for inference of retrovirus and reverse transcriptase phylogeny Identification and molecular characterization of a single-stranded circular DNA virus with similarities to Sclerotinia sclerotiorum hypovirulence-associated DNA virus 1 Validation of high rates of nucleotide substitution in geminiviruses: phylogenetic evidence from East African cassava mosaic viruses Rates of evolutionary change in viruses: patterns and determinants Molecular and microscopic evidence of viruses in marine copepods MUSCLE: multiple sequence alignment with high accuracy and high throughput Viral metagenomics Characterization of a novel circo-like virus in Aedes vexans mosquitoes from Germany: evidence for a new genus within the family Circoviridae Cyclovirus CyCV-VN species distribution is not limited to Vietnam and extends to Metagenomic analysis of viruses from bat fecal samples reveals many novel viruses in insectivorous bats in China Protein intrinsic disorder toolbox for comparative analysis of viral proteins A comparative analysis of viral matrix proteins using disorder predictors Helicases: amino acid sequence comparisons and structure-function relationships A new superfamily of putative NTP-binding domains encoded by genomes of small DNA and RNA viruses Agri-food restructuring and third world transnationals: Thailand, the CP Group and the global shrimp industry Nanoviruses: genome organisation and protein function New algorithms and methods to estimate maximumlikelihood phylogenies: assessing the performance of PhyML 3.0 Geminivirus DNA replication Investigation of viruses in Diporeia spp. from the Laurentian Great Lakes and Owasco Lake as potential stressors of declining populations Metagenomic identification, seasonal dynamics, and potential transmission mechanisms of a Daphnia-associated single-stranded DNA virus in two temperate lakes Conserved sequence motifs in the initiator proteins for rolling circle DNA replication encoded by diverse replicons from eubacteria, eucaryotes and archaebacteria Intrinsic disorder in measles virus nucleocapsids Amplification methods bias metagenomic libraries of uncultured single-stranded and double-stranded DNA viruses Amplification of uncultured single-stranded DNA viruses from rice paddy soil Diets of calanoid copepods on the West Florida continental shelf: relationships between food concentration, food composition and feeding activity Characterisation of a diverse range of circular replication-associated protein encoding DNA viruses recovered from a sewage treatment oxidation pond Previously unknown and highly divergent ssDNA viruses populate the oceans Widely conserved recombination patterns among single-stranded DNA viruses Multiple diverse circoviruses infect farm animals and are commonly found in human and chimpanzee feces Bat guano virome: predominance of dietary viruses from insects and plants plus novel mammalian viruses Novel circovirus from mink High diversity of the viral community from an Antarctic lake Recombination in eukaryotic single stranded DNA viruses Comparative metagenomics: natural populations of induced prophages demonstrate highly unique, lower diversity viral sequences SDT: a virus classification tool based on pairwise sequence alignment and identity calculation Open reading frame 2 of porcine circovirus type 2 encodes a major capsid protein Metagenomic identification of a nodavirus and a circular ssDNA virus in semipurified viral nucleic acids from the hepatopancreas of healthy Farfantepenaeus duorarum shrimp Preservation of viral genomes in 700-y-old caribou feces from a subarctic ice patch High variety of known and new RNA and DNA viruses of diverse origins in untreated sewage Broad surveys of DNA viral diversity obtained through viral metagenomics of mosquitoes Beak and feather disease virus and porcine circovirus genomes: intermediates between the geminiviruses and plant circoviruses Proteome-wide evidence for enhanced positive Darwinian selection within intrinsically disordered regions in proteins Predicting intrinsic disorder from amino acid sequence Novel cyclovirus discovered in the Florida woods cockroach Eurycotis floridana (Walker) Shrimp aquaculture development and the environment in the Gulf of California ecoregion Differential expression of two isolates of beak and feather disease virus capsid protein in Escherichia coli Acheta domesticus volvovirus, a novel single-stranded circular DNA virus of the house cricket New volvovirus isolates from Acheta domesticus (Japan) and Gryllus assimilis (United States) A circo-like virus isolated from Penaeus monodon shrimps The fecal flora of wild rodents Small circular single stranded DNA viral genomes in unexplained cases of human encephalitis, diarrhea, and in untreated sewage Marked variability in the extent of protein disorder within and between viral families R: A Language and Environment for Statistical Computing. Vienna: R Foundation for Statistical Computing Distinct circular ssDNA viruses exist in different soil types Exploring the viral world through metagenomics Diverse circovirus-like genome architectures revealed by environmental metagenomics Metagenomic analysis of viruses in reclaimed water A field guide to eukaryotic circular single-stranded DNA viruses: insights gained from metagenomics Diverse circular single-stranded DNA viruses discovered in dragonflies (Odonata: Epiprocta) Dragonfly cyclovirus, a novel single-stranded DNA virus discovered in dragonflies (Odonata: Anisoptera) Chimeric viruses blur the borders between the major groups of eukaryotic single-stranded DNA viruses Assessing the diversity and specificity of two freshwater viral communities through metagenomics Simultaneous identification of DNA and RNA viruses present in pig faeces using process-controlled deep sequencing Metagenomic analysis of the shrew enteric virome reveals novel viruses related to human stool-associated viruses DisProt: the database of disordered proteins Identification of a novel circular DNA virus in New Zealand fur seal (Arctocephalus forsteri) fecal matter Novel myco-like DNA viruses discovered in the faecal matter of various animals New viruses in idiopathic human diarrhea cases, the Netherlands Novel cyclovirus in human cerebrospinal fluid Potential role of viruses in white plague coral disease MEGA6: Molecular Evolutionary Genetics Analysis version 6.0 Identification of a new cyclovirus in cerebrospinal fluid of patients with acute central nervous system infections Metagenomic analysis of the viral flora of pine marten and European badger feces Classification of intrinsically disordered regions and proteins Metagenomic characterization of airborne viral DNA diversity in the near-surface atmosphere Structural disorder in viral proteins Orderly order in protein intrinsic disorder distribution: disorder in 3500 proteomes from viruses and the three domains of life Metagenomic analysis of viral communities in (hado)pelagic sediments Diverse small circular single-stranded DNA viruses identified in a freshwater pond on the McMurdo Ice Shelf (Antarctica) Faecal virome of cats in an animal shelter Mfold web server for nucleic acid folding and hybridization prediction We acknowledge Ian Hewson, Renee Bishop-Pierce, Christina Kellogg, Robert W. Thacker, Stan Rice, Sandra Gilchrist, Brandan Cole, Brittany Hall, Ernst Peebles, Ralph Kitzmiller, Scott Burghart, and Elise Pickett for sample donations. We thank Bin Xue for his guidance in the intrinsically disordered protein analysis. This work was funded through grant DEB-1239976 from the National Science Foundation's Assembling the Tree of Life Program to KR and MB. The Supplementary Material for this article can be found online at: http://journal.frontiersin.org/article/10.3389/fmicb. 2015.00696