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. 2019 Jan 9;1:100004. doi: 10.1016/j.gene.2019.100004

Evaluating methods for Avian avulavirus-1 whole genome sequencing

Saar Tal a,1, Meirav Ben Izhak b,1, Chaim Wachtel c,1, Anat Wiseman a,g,1, Tzipi Braun b,1, Elinor Yechezkel a, Einav Golan a, Ruth Hadas d, Adi Turjeman e, Caroline Banet-Noach f, Michal Bronstein e, Avishai Lublin d, Elyakum Berman a, Ziv Raviv g, Michael Pirak a, Eyal Klement g, Yoram Louzoun h,
PMCID: PMC7285907  PMID: 32550541

Abstract

Background

Avian avulavirus-1 (AAvV-1, previously Newcastle Disease Virus) is responsible for poultry and wild birds' disease outbreaks. Numerous whole genome sequencing methods were reported for this virus. These methods included cloning, specific primers amplification, shotgun PCR approaches, Sequence Independent Single Primer Amplification and next generation sequencing platform kits.

Methods

Three methods were used to sequence 173 Israeli Avian avulavirus-1 field isolates and one vaccine strain (VH). The sequencing was performed on Proton and Ion Torrent Personal Genome Machine and to a lesser extent, Illumina MiSeq and NextSeq sequencers. Target specific primers (SP) and Sequence Independent Single Primer Amplification (SISPA) products sequenced via the Ion torrent sequencer had a high error rate and truncated genomes. All the next generation sequencing platform sequencing kits generated high sequence accuracy and near-complete genomic size.

Results

A high level of mutations was observed in the intergenic regions between the avian avulavirus-1 genes. Within genes, multiple regions are more mutated than the Fusion region currently used for typing.

Conclusions

Our findings suggest that the whole genome sequencing by the Ion torrent sequencing kit is sufficient. However, when higher fidelity is desired, the Illumina NextSeq and Proton torrent sequencing kits were found to be preferable.

Abbreviations: AAvV-1, Newcastle Disease virus; SP, Specific primers; NGS, Next Generation Sequencing; WGS, Whole Genome Sequence or sequencing; SISPA, Sequence Independent Single Primer Amplification; PGM, Personal Genome Machine; NCBI, National Center for Biotechnology Information; nt, nucleotide

Keywords: Newcastle disease virus, AAvV-1, NGS, WGS, Mutations, Sequencing

Highlights

  • PCR amplification of the viral genome, results in partial genome sequences (72% and 98% respectively).

  • Primer based sequencing methods have 5 to 5.6 times more N reads compared to NGS platform sequencing kits, indicating poor sequence quality.

  • The Ion Torrent PGM sequencing results in sequencing 99% of the viral genome.

  • ProtonTorrent and Illumina Nextseq sequenced 99-100% of the viral genome, leading a to full genome sequence at high coverage.

  • The virus is mostly mutated within a host at intergenic regions.

1. Introduction

Newcastle Disease Virus, currently named Avian avulavirus 1 (Amarasinghe et al., 2017) is the causative agent of Newcastle disease (ND). The disease affects over 200 species of birds including wild birds, pigeons and poultry Newcastle disease outbreaks can have a devastating effect on flocks with mortality approaching 100%. AAvV-1 was first described in 1926 in Newcastle-on-Tyne England (hence the name) and on the island of Java (Alexander, 2001).

AAvV-1 is a member of the order Mononegavirales, family Paramyxoviridae, genus Avulaviruse (Afonso et al., 2016; Amarasinghe et al., 2017; De Battisti et al., 2013). The virus has an approximately 15.2 kb ssRNA genome with varying lengths (Shi et al., 2011). The viral genome is composed of six genes expressing six proteins: nucleoprotein [NP], matrix, phosphoprotein [P], [M], fusion [F], hemagglutinin-neuraminidase [HN], and RNA polymerase [L]. AAvV-1 has only one serotype but has varying degrees of virulence (Gogoi et al., 2015). The F protein is cleaved between amino acid 111–117. The AAvV-1 virulence is correlated with the frequency of basic amino acids in the F protein proteolytic cleavage site (Gogoi et al., 2015). Accordingly, AAvV-1 has five virulence categories or pathotypes. These virulence pathotypes are according to severity, starting with the highly virulent to the non-virulent: Velogenic neurotropic, Velogenic viscerotropic, Mesogenic, Lentogenic and asymptomatic (Ganar et al., 2014).

The AAvV-1 genome was previously sequenced using several methods, including: cloning (De Leeuw and Peeters, 1999), sequencing portions of the viral genome (Barbezange and Jestin, 2003, Barbezange and Jestin, 2005), or sequencing the full genome using target specific primers (Absalón et al., 2014; Meng et al., 2012; Munir et al., 2011). Prior to whole genome sequencing kits, most publications used target specific primer amplification of the viral genome. This method utilizes AAvV-1-universal primers that can be applied to any AAvV-1 subtype as well as a rapid amplification of cDNA ends (RACE) to obtain the viral genome 5′ and 3′ end sequences (Chenchik et al., 1996; Li et al., 2005; Schaefer, 1995; Shi et al., 2011; Shi and Jarvis, 2006). Pyrosequencing and shotgun PCR methods were also successful in producing a whole genome sequence or parts of the whole genome (Campana et al., 2014; Ma et al., 2014). SISPA, a shotgun PCR approach, was also shown to successfully sequence the AAvV-1 genome (Allander et al., 2001; Chrzastek et al., 2017; Djikeng et al., 2008; Karlsson et al., 2013; Van Borm et al., 2013). The AAvV-1 whole genome was successfully sequenced using the Illumina NGS (Dimitrov et al., 2017; Forrester et al., 2013; Frey et al., 2014; Satharasinghe et al., 2016) as well as via the Ion Torrent sequencing kits (Jakhesara et al., 2016; Karlsson et al., 2013).

In this study we evaluated the performances of three different methods for AAvV-1 whole genome sequencing during AAvV-1 epizootic research. The three methods used were the target specific primer (SP) approach followed by SISPA and finally the whole genome sequencing platforms: Ion Torrent PGM and Proton Torrent. Few samples were sequenced using the Illumina NextSeq and MiSeq sequencing kits for comparison.

2. Materials and methods

2.1. Viral isolation

Five tracheal or cloacal swabs were pooled in a tube containing 2-3 ml PBS solution (Hylabs, Cat. BP 532/100S). The sample was incubated for 1 h, at room temperature. A 250 μl aliquot of the sample was added to a 2 ml Eppendorf containing 1.5 ml of PBS and 250 μl of X10 antibiotics solution for injection (HyLabs, Cat. TT359). The solution was incubated for 1 h at room temperature before injection to 9–11 days old embryonated chicken eggs (ECE's). A total of 200 μl of the prepared solution was injected per egg. Eggs were examined for seven days post injection using an egg lamp. Eggs containing dead embryos were opened and the allantoic fluid was collected and stored at −20 °C.

2.2. Viral RNA purification

AAvV-1 RNA purification was based on previously published methods (Dimitrov et al., 2014; Jakhesara et al., 2016; Hussain et al., 1989). Briefly, a total of 6 ml thawed allantoic fluid were added to 4 ml PBS. The samples were centrifuged in the Beckman Avanti J-E centrifuge at 10,000g for 15 min at 4 °C to remove tissues and cells. The clear supernatant was transferred into clear ultracentrifuge tubes (Beckman #344058) and was supplemented with 25 ml of PBS to a final volume of 35 ml. The samples were centrifuged in the Beckman Optima XE-90K using the swing rotor (SW 28) at 70,000g for 3 h at 4 °C. Following centrifugation, the supernatant was decanted and the pellet containing the virus was resuspended in 110 μl PBS (final volume 170 ul). The viral suspension was transferred to an Eppendorf tube containing 30 μl of DNase-RNase buffer. The DNase-RNase buffer was comprised of 10 units of DNaseI and 4.5 units of RNaseA suspended in x1 DNaseI buffer (NEB Cat. M0303L and Sigma Cat. R4875, respectively). The viral suspension was incubated at 37 °C for 2 h to decrease host DNA and RNA. RNA purification was performed using the Trizol LS kit (Thermo Fisher, Cat 10296028) according to the manufacturer's instructions. Viral RNA was stored at −80 °C.

2.3. Sequence specific primer amplification of AAvV-1 RNA

A total of 260 AAvV-1 full genome sequences from NCBI and one Israeli AAvV-1 vaccine (VH) sequence were used (sequence courtesy of Dr. Banet-Noach, Phibro Israel). The sequences were aligned using Clustal Omega v1.1.0 (Sievers et al., 2011). The resulting reverse transcription primers and PCR primers (see Table 1) were designed to amplify 3.5 kb overlapping amplicons of the AAvV-1 genome.

Table 1.

AAvV-1 universal reverse transcription primers (AAvV-1uniRT) and amplification primers (AAvV-1final).

Final primers Sequence From To Product
AAvV-1uni RT_1 gactttgYgcaRgcgatgatg 2427 2461
AAvV-1uni RT_2 caaatgcYtctccYcaggtDgcYaagatac 4207 4236
AAvV-1uni RT_3 aaccaatgaRgctgtRcaYgaRgtcac 5027 5053
AAvV-1uni RT_4 acYcgRccaggtagtRtccc 7757 7776
AAvV-1uni RT_5 gcRgagcaYcagatYatcctacc 8409 8431
AAvV-1uni RT_6 gYcagaagctRtggacRatgatctc 10,546 10,570
AAvV-1uni RT_7 gaYggRtcacaccaRcttgc 12,975 12,994
AAvV-1uni RT_8 tatgcMtgtMgaggRgatatg 14,223 14,243
AAvV-1final_IF gccatgactgcRtatgagac 656 675 3281
AAvV-1final_IR tcYacStccacatYaatagtgac 3915 3937
AAvV-1final_IIF agYctgtaYaatctYgcRctcaatgtcac 3891 3947 3533
AAvV-1final_IIR ccctccRtaRactgRgaacc 7353 7424
AAvV-1final_IIIF gcYtgYatgtaYtcaaagac 5652 5671 2851
AAvV-1final_IIIR agYggtagcccRgtYaatttcc 8482 8503
AAvV-1final_IVF ctMtaYtactggaaattRacYgggctacc 8472 8500 3442
AAvV-1final_IVR tctatattgctYggRagatgRaacc 11,890 11,914
AAvV-1final_VF aacacYgtaatgtcYtgtgc 10,905 10,924 3791
AAvV-1final_VR ctgYttRagtgatgtYctct 14,677 14,696

Optimized reverse transcription was performed using Agilent's Accuscript high fidelity Reverse Transcriptase (Cat. 600089) with the following modifications. A total of 100 ng RNA template was supplemented with 2 μl of accuscript buffer (×10), 2 μl of 10 μΜ the reverse transcription primers mix, 0.8 μl of dNTP's 100 mM and DEPC treated DDW to a final volume of 10 μl. Pre-boil was performed at 65 °C for 15 min and the tubes were allowed to cool slowly to room temperature, according to the manufacturer's instructions. The pre-boiled mix was supplemented with 3 μl of DEPC DDW, 2 μl DTT, 3 μl of 20% DMSO solution, 1 μl of Betain 5 M solution and 1 μl of Accuscript reverse transcriptase enzyme. The reverse transcription was performed at 37 °C for 2 h followed by a heat inactivation step at 70 °C for 15 min.

The Q5 high fidelity PCR mix (NEB, Cat. M0493) was optimized to efficiently amplify up to 6 kb of the viral genome. To this end, 2 μl of the reverse transcription reaction were used as template supplemented with 2 μl of 10 μM forward and reverse primers, 2 μl of 10 mM dNTP's, 4 μl of NEB Q5 buffer (×5), 0.4 μl Q5 enzyme, 3 μl of 20% DMSO solution, 3 μl of Betain 5 M solution and 3.6 μl DEPC DDW (20 μl final reaction volume). The PCR reaction was performed in the S1000 thermal cycler (Biorad). The reaction conditions were as follows: 95 °C for 3 min, 35 cycles of 95 °C – 20 s, 35 °C – 30 s, 72 °C – 45 s followed by a final step of 72 °C - 10 min. The PCR results were examined in a 1.5% agarose gel using Ethidium bromide prior to sequencing. The PCR reactions were purified using Stratec's PCR and enzymatic reaction purification kit (MSB PCRapace kit, Statec, Cat. 1,020,220,300) according to the manufacturer's instructions.

2.4. SISPA

The SISPA protocol was performed according to the literature with the modifications listed below (Djikeng et al., 2008). Briefly, 100 ng of purified RNA were reverse transcribed using Agilent Accuscript reverse transcriptase using 1 μl of 10 mM FR26RV-N primer (5′ GCCGGAGCTCTGCAGATATCNNNNNN 3′), 2 μl Agilent RT buffer, 0.8 μl of 100 mM dNTP's and DEPC DDW were added to a final volume of 13 μl. The pre-boil was performed at 65 °C for 15 min and the samples were allowed to cool to room temperature. The reverse transcription reaction supplemented contained 2 μl DTT, 3 μl DMSO 20%, 1 μl Betain 5 M and 1 μl Agilent accuscript reverse transcriptase, reaching a final reaction volume of 20 μl. The reaction mix was incubated for 1 h at 37 °C followed by heat inactivation at 75 °C for 15 min. The reverse transcription reaction was supplemented with Klenow fragment reaction mix. The Klenow reaction contained 5 μl NEB buffer 2 (X10), 1 μl FR26RV-N primer, 1 μl (5 units) of Klenow fragment (NEB Cat. M0210S), 1 μl of 10 mM dNTP's and DEPC DDW to a mix volume of 30 μl. The Klenow reaction was incubated at 37 °C for 1 h followed by heat inactivation at 70 °C for 10 min. The reaction was purified using Stratec's PCR and enzymatic reaction purification kit, as before, having a final elution volume of 20 μl.

The PCR reaction was performed using the Q5 high fidelity polymerase kit, as listed above, using 2 μl of the RT-Klenow purified reaction as template and 2 μl of 10 mM primer FR26RV (5′ GCCGGAGCTCTGCAGATATC 3′), 2 μl dNTP's, 4 μl Q5 buffer X10, 0.4 μl Q5 enzyme, 3 μl Betain 5 M, 3 μl DMSO 20% and 3.6 DEPC DDW to a final reaction volume of 20 μl. The reaction conditions were as follows: 95 °C-5 min, 40 cycles of 95 °C-30 s, 55 °C-35 s, 72 °C-7 s and a final elongation step of 72 °C-5 min. The PCR results were examined in a 1.5% agarose gel using Ethidium bromide prior to sequencing.

2.5. Sequencing platforms

The Specific Primers amplified DNA, SISPA amplified DNA and purified RNA samples were sent for sequencing using the Ion Torrent, Ion Proton (HyLabs) and Illumina NextSeq and MiSeq platforms (The Center for Genomic Technologies, the Hebrew university of Jerusalem).

2.5.1. SISPA and SP

The amplified samples were fragmented by sonication using a Bioruptor sonicator (Diagenode). The fragmented DNA was then used to prepare barcoded libraries using the The Ion Xpress™ DNA library prep kit (Life Technologies) according to manufacturer's instructions. Sequencing was performed using the Ion Torrent PGM (Bar-Ilan university).

2.5.2. Ion torrent PGM sequencing kit

RNA libraries were prepared from purified viral RNA using the Ion ress™ RNA library prep kit (Life Technologies) and the resulting barcoded DNA libraries were then sequenced on the Ion Torrent Proton according to the manufacturer's instructions. Sequencing was performed on the Ion and Proton Torrent PGM (HyLabs).

2.5.3. Illumina sequencing

Samples were sequenced using the Illumina MiSeq and NextSeq. The cDNA synthesis, sample denaturation, loading and Illumina kits were used according to the manufacturer's instructions. The samples were pair ended (251 × 2 and 38 × 2 for MiSeq and NextSeq, respectively) using the Illumina TruSeq sample preparation kit. The samples were sequenced either using the MiSeq reagent kit V2 (500 cycles) or the NextSeq 500 high output kit V2 (75 cycle).

2.6. Genome assembly

As a part of the quality control, nucleotides from the edges were trimmed and reads with poor quality scores were removed. Short reads were discarded. The remaining reads were used to de novo reconstruct the consensus sequence using Trinity v2.0.6 (Grabherr et al., 2011). Reads were mapped to the viral consensus sequence using bowtie2 v2.2.4 (Langmead and Salzberg, 2012). The resulting sam files were used to determine the quality of the sequence. Positions that had coverage of less than 5 reads were considered undetermined and written as N.

2.7. Accession numbers

The sequences of the AAvV-1 isolates included in the study were submitted to GenBank under the accession numbers MH371022-MH371102, MH377246-MH377325. Accession numbers are detailed in Supplementary Table S1.

3. Results

A total of 174 AAvV-1 samples were sequenced (See Appendix A and Supplementary Information). Of these, 173 were field isolates (10 wild bird; 31 backyard birds; 132 commercial poultry) and the Israeli AAvV-1 vaccine (VH) were sequenced using different platforms. The viruses were sequenced using three different methods including the specific primers (34), SISPA (57) and 96 samples via NGS sequencing kits (8 IonTorrent, 84 Proton Torrent, 2 Illumina MiSeq and 2 Illumina NextSeq). Several samples were sequenced using multiple methods. Except for the VH, all these methods utilized enriched viral RNA that was purified from the allantoic fluid (Jakhesara et al., 2016). The VH genome was purified from a commercial vaccination tablet.

For the template-specific primers method, AAvV-1 universal primers were designed using the entire Pubmed database AAvV-1 sequences. Eight forward AAvV-1 universal primers were used for the reverse transcription reaction step and five universal primer pairs amplified 3.5 kb overlapping segments of the 15.2 kb viral cDNA. The resulting PCR products were purified prior to library preparation and sequencied via the Ion Torrent PGM platform kits followed by genome assembly. Preliminary tests using the lentogenic VH vaccine RNA as a template generated a contig of 14,000 nt's. The resulting VH contig covered ~94% of the viral genome (680–14,680 nt's). Following this test, 34 AAvV-1 velogenic field isolates were sequenced using this method. However, in all the field isolates the first amplicon (656–3937) was missing, resulting in a partial contig covering 72% of the viral genome (3890 nt–14,680 nt, see Fig. 1). The first amplicon PCR failure presumably occurred due to a poly-C region in the AAvV-1 genome located in a ~100 bp region near 1700 nt (1656–1761). The velogenic AAvV-1 field isolates have a poly-C region containing 3–4 repeats of 5–6 tandem Poly-Cytosine while the VH sequence had a smaller poly-C region containing only 3 repeats of 3–4 tandem repeats (data not shown). This region has a highly consistent drop in viral genome coverage in all the velogenic samples sequenced, regardless of the amplification method or NGS platform used (see Fig. 1, Fig. 2). This is likely due to G-quadruplexe (Chambers et al., 2015).

Fig. 1.

Fig. 1

Average coverage of each position in the AAvV-1 viral genome sequences, per method. The viruses were sequenced using three different methods including the specific primers (34), SISPA (57) and 96 samples via NGS sequencing kits (8 IonTorrent, 84 Proton Torrent, 4 Illumina). In all the methods a drop in the coverage near nucleotide 1700 is seen, possibly due to the G-quadruplexes. The Illumina and Proton Torrent have the highest coverage. The lowest coverage was obtained by the specific primers and SISPA methods (sequenced via the Ion Torrent).

Fig. 2.

Fig. 2

Fraction of covered samples in each position along the sequence per method as measured by the fraction of samples that have at least five reads for a given position (otherwise, the position is assigned an N). The coverage drop at position1, 700 is clearly observed, as well as the coverage drop in the 5′ and 3′ ends of the viral genome. Intragenic regions also have a high error rate.

The SISPA method was developed to sequence novel RNA viruses (Froussard, 1992). It has been shown to be efficient and to successfully sequence the AAvV-1 genome as well as other RNA viruses (Allander et al., 2001; Djikeng et al., 2008; Djikeng and Spiro, 2009). The standard SISPA primers were examined in silico to verify no match to the AAvV-1 known sequences, thus avoiding technical issues (Karlsson et al., 2013). The SISPA method resulted in a contig coverage of over 99% of the viral genome. Additional 56 AAvV-1 isolates were sequenced using the SISPA method via the Ion Torrent sequencer. This resulted in an average coverage of 98–99% of the viral genomes (See Fig. 1, Fig. 2).

The Ion Torrent, Illumina MiSeq and NextSeq RNA library preparation and sequencing kits were also examined using the VH vaccine and Israeli isolates. Purified VH RNA sequenced using the Ion Torrent sequencing kit resulted in 99.98% of the viral genome with the small exception of 5–7 mismatches compared to the known sequence. These mismatches were found only at the ends of the viral genome (at the sense 5′ end). The VH RNA was successfully sequenced using Illumina NextSeq reaching an average depth of 80,000 reads/nt, and a perfect 100% match to the known VH sequence. A total of 6 AAvV-1 field isolates were sequenced using the Ion Torrent sequencing kit followed by a second set of 82 isolates sequenced using the ProtonTorrent sequencing kit with a final average cover of >99% of the viral genome (see Fig. 1, Fig. 2).

All three sequencing platforms and their kits (IonTorrrent, ProtonTorrent and Illumina) had similar nucleotide profile with few N reads or gaps. The SP and SISPA methods had higher N reads compared to the NGS sequencer kit average (8.9 and 10.3 respectively) (see Fig. 3).

Fig. 3.

Fig. 3

The mean nucleotide percentage, N reads and average gap per sequencing method. The graph indicates a similarity in the nucleotide consistency between the sequencing methods. The SP method has an 8.9 and SISPA has a 10.3 times higher N reads compared to the NGS sequencer kit average. The Proton torrent had the least N reads, approximately 10 times lower than the other NGS sequencing kits. All the sequencing kits (Illumina, IonTorrrent and Proton Torrent) had the lowest N frequency.

Given the high sequencing accuracy and coverage of the NGS methods, we addressed the mutational load at each site within a host (sample). The high coverage allows us to detect not only the main consensus sequence, but also the quasi-species of the virus genomic population. A high mutation load was seen in SISPA and the specific primers sequences all along the viral genome, suggesting that these observed mutations are mainly sequencing errors. However, in the NGS based methods, mutations are limited to specific regions. The high mutation and deletion rate is observed in all sequencing methods near the 3′ and 5′ ends of the viral genome is possibly due to the folding of the viral genome ends leading to misreading. The mutation hotspots in the viral genome mutations are mainly between the genes, regardless of the method or NGS sequencer used (see Fig. 4a and b). Note that the average mutation rate with a sample in the F gene typically used to classify the virus into sub-types is lower than in most other genes.

Fig. 4.

Fig. 4

A: Mutation frequency per position in the sequence. The rectangles represent the gene locations along the sequence. The SISPA and Specific primer methods were unable to reproduce the sequence near the 3′ and 5′ ends (Qiu et al., 2014). 4b. The average mutation fraction in each segment of the sequence for each method. It is notable that the segments between the genes, and in the 5′ and 3′ ends are the ones with higher percentage of mutations.

To further estimate the variability, we computed the fraction of NS mutations. While, there is no practically no difference between sequencing methods, as expected intergenic regions have significantly higher NS fractions compared with genic regions (Data not shown).

4. Discussion

Brute force NGS sequencing approach (i.e. total DNA or RNA purification and sequencing) has its own advantages (Li et al., 2016). It is mostly used for sequencing a small number of samples at low coverage. However, for sequencing of tens to hundreds of samples it is more cost-effective to remove the host genomic DNA or RNA, as much as possible (Dimitrov et al., 2017; Thomson et al., 2016; Tyler et al., 2016). This can be done using the physical properties of the virion (Jakhesara et al., 2016; Hussain et al., 1989) or by using purification kits post DNA or RNA purifications (Dimitrov et al., 2014, Dimitrov et al., 2017). The latter involves a considerable loss of target genomic material due to the purification steps losses. During this study we opted for the former approach for viral RNA purification (Temmam et al., 2015). This method resulted in 90–95% viral RNA sequences (data not shown). The low host DNA and RNA enabled loading the NGS platforms with a large pool of tagged cDNA samples while still obtaining high coverage. For the Ion Torrent and Proton Torrent up to 12 and 16 samples were loaded per sequencing run, respectively.

Several methods and sequencing platforms were reported to amplify the AAvV-1 genome. The specific primer approach was mostly used for AAvV-1 whole genome sequencing (Absalón et al., 2014; Meng et al., 2012; Munir et al., 2011; Wei et al., 2008). However, the partial sequence obtained, the need for the RACE method to amplify the viral genome ends, the sequence inaccuracies and the amplification termination near position 1700 nt's of the field isolate genomes all suggest that such a method is not appropriate for whole genome sequencing of AAvV-1 (Chenchik et al., 1996; Li et al., 2005; Liu and Gorovsky, 1994; Schaefer, 1995; Shi and Jarvis, 2006).

The SISPA method was also shown to reliably sequence the AAvV-1 genome (Allander et al., 2001; Chrzastek et al., 2017; Djikeng et al., 2008; Karlsson et al., 2013). The sequencing of other viruses using this method has failed, possibly due to technical issues (Karlsson et al., 2013). In our hands, SISPA successfully sequenced the AAvV-1 genome via the Ion Torrent PGM. Similarly to the specific primers method, it was found to have high error rates resulting in a considerably higher mutation rate compared to the sequencing kits of the NGS platforms. The SISPA was usually unable to sequence 100-200 bp from the 5′ and 3′ ends of the viral genome. This problem could possibly be resolved using a higher coverage, at the cost of running fewer samples per chip.

Our findings concur with the reports of PCR amplification bias in NGS sequencing which were recently reported in several articles (Chrzastek et al., 2017; Dimitrov et al., 2017; Jones et al., 2015; Pinard et al., 2006; Thomson et al., 2016; Tyler et al., 2016; Van Borm et al., 2016). While PCR amplified samples can be used for sequencing low titer samples, the bias involved should be considered and avoided when possible (Aigrain et al., 2016; Chrzastek et al., 2017; Dimitrov et al., 2017; Huggett et al., 2015; Thomson et al., 2016; Tyler et al., 2016; Van Borm et al., 2016). In our hands, the Illumina NextSeq, ProtonTorrent and Ion Torrent sequencing kits generated nearly full viral genome (98–99% for the Ion and proton torrent systems and 100% for the Illumina NextSeq) with few mismatches at the 3′ and 5′ ends. From our experience, it is advisable to opt for a high coverage sequence (a minimum coverage of 5000, preferably 50,000) to cover the 1700 nt position (the poly-C region) as well as the 7000 nt region. We therefore recommend using the Proton Torrent or the Illumina Nextseq sequencing kits for whole genome sequencing of AAvV-1 isolates.

Given the high fidelity of the NGS based sequencing, it is possible to study beyond the main variant. The quasi-species cloud (surrounding each main variant) is highly mutated in the intergenic regions, and in the 3′ and 5′. We have found a mutation rate of 30 mutations/year in the viral genomes examined (data not shown). Such mutations are expected, since their effect on the viral fitness may be limited. Considering the viral reverse transcriptase mutation rate, we expected a higher mutation in the viral genome (Menéndez-Arias, 2002; Menéndez-Arias et al., 2017). The AAvV-1 found mutation rate suggests there is a natural selection process. This process is possibly affecting the expected mutation rate and limiting the regions that can be affected (Fan et al., 2017; Miller et al., 2009).

5. Conclusions

We have evaluated different methods of AAvV-1 full genome sequencing. The main conclusions are a clear recommendation to purify the viral genome prior to sequencing. PCR amplifications of the viral genomes, either using shotgun PCR (SISPA in this case) or via target specific primers have generated poor results compared to NGS platform kits. Sequencing kits of the Illumina NextSeq and Proton torrent PGM have successfully resulted in 99–100% of the viral genome at a high coverage. The high coverage obtained via NGS methods shows a map of mutations in the AAvV-1 genome which are mainly in intergenic regions.

The following are the supplementary data related to this article.

Table S1

Average Coverage per position of the virus per method in nucloetides. Coverage is defined as the fraction of samples that had at least one read in the appropriate position.

mmc1.xlsx (240.9KB, xlsx)
Table S2

Average Coverage per position of the virus per method in nucloetides. Depth is defined as the average number of read per sample in the appropriate position.

mmc2.xlsx (538.3KB, xlsx)
Table S3

Properties of each run, including average depth per position for each run, fraction of covered positions, Number of reads per run and the method used in each run. The names of the runs and the run numbers are for internal use and can be ignored.

mmc3.xlsx (18.1KB, xlsx)
Table S4

Submitted sequences.

mmc4.xlsx (35.5KB, xlsx)
Table S5

Time and cost per method.

mmc5.xlsx (12.9KB, xlsx)

Availability of data and material

The datasets used and/or analysed during the current study are available from the corresponding author on reasonable request.

Competing interests

The authors declare that they have no competing interests.

Funding

This work was supported by the Egg and Poultry Board [Grant No. 22-2222-14].

Authors' contributions

Tal Saar, Ben Izhak Meirav, Wachtel Chaim and Wiseman Anat and Broun Tzipi have made substantial contribution to the experimental design and acquisition of data.

Yechezkel Elinor, Golan Einav, Hadash Ruth, Adi Turjeman, Banet Noach Caroline, Michal Bronstein and Avishai Lublin have all have made substantial contributions to acquisition of data, methodology and resources.

Berman Elyakum, Raviv Ziv, Pirak Michael, Klement Eyal and Louzoun Yoram have made substantial contributions to analysis and interpretation of data, as well as funding acquisition.

Tal Saar, Wiseman Anat and Louzoun Yoram have been involved in drafting the original manuscript draft as well as reviewing and editing the final draft.

Pirak Michael, Klement Eyal, Raviv Ziv and Louzoun Yoram have been involved in Project administration.

Appendix A.

Table of AAvV-1 isolates and their origin.

Sample number Source Specific primers SISPA Platform sequencing kits
Ion torrent Proton torrent MiSeq NextSeq
1818 EPB v
11278 EPB v
120420 EPB v
173849 EPB v
176674 EPB v
120147 EPB v
120430 EPB v
195810 EPB v v v v
Lasota Phibro v v v v
120809 EPB v
124026 EPB v
141353 EPB v
120860 EPB v
120654 EPB v
120423 EPB v
124027 EPB v v
123498 EPB v
117699 EPB v
120807 EPB v
137495 EPB v
123526 EPB v
121808 EPB v
104477 EPB v v
138692 EPB v
137592 EPB v
122509 EPB v
137569 EPB v
99188 EPB v
114599 EPB v
121118 EPB v
125877 EPB v
118279 EPB v
115038 EPB v
114112 EPB v
141759 EPB v
142551 EPB v
142626 EPB v
142784 EPB v
143114 EPB v
143696 EPB v
144702 EPB v
147004 EPB v
149165 EPB v
152628 EPB v
153812 EPB v
156916 EPB v
159057 EPB v
166631 EPB v
168757 EPB v
169730 EPB v
170338 EPB v
173294 EPB v v
175571 EPB v
176851 EPB v
201029 EPB v
203145 EPB v
203308 EPB v v
203762 EPB v
205659 EPB v
205770 EPB v
206519 EPB v
207436 EPB v
209108 EPB v
217142 EPB v
218637 EPB v
223030 EPB v
223068 EPB v
223759 EPB v
123168 EPB v
123945 EPB v
125057 EPB v
127508 EPB v
127935 EPB v
129688 EPB v
131986 EPB v
133813 EPB v
137866 EPB v
138629 EPB v
139013 EPB v
139141 EPB v
140266 EPB v
140339 EPB v
147993 EPB v
151754 EPB v
208243 EPB v
224349 EPB v
224903 EPB v
225193 EPB v
226419 EPB v
226501 EPB v
28469 EPB v
30507 EPB v
34617 EPB v
36911 EPB v
37114 EPB v
40978 EPB v
76558 EPB v
87809 EPB v
88629 EPB v
95252 EPB v
95493 EPB v
97202 EPB v
116035 EPB v
117126 EPB v
117244 EPB v
119228 EPB v
121082 EPB v
121551 EPB v
125051 EPB v
141932 EPB v
143483 EPB v
145002 EPB v
149777 EPB v
150791 EPB v
154728 EPB v
156566 EPB v
167788 EPB v
169208 EPB v
173633 EPB v
204094 EPB v
2041 EPB v
5620 EPB v
5869 EPB v
9273 EPB v
11365 EPB v
11543 EPB v
23536 EPB v
24317 EPB v
24639 EPB v
25318 EPB v
27571 EPB v
17222 EPB v
238796 EPB v
24153 EPB v
24993 EPB v
151347 EPB v
147406 EPB v
223397 EPB v
232809 EPB v
238651 EPB v
237660 EPB v
204642 EPB v
208252 EPB v
204895 EPB v
174621 EPB v
176533 EPB v
251453 EPB v
251612 EPB v
251747 EPB v
253817 EPB v
253685 EPB v
257758 EPB v
264746/1 KVI v
264747/1 KVI v
264748/1 KVI v
264750/1 KVI v
264751/1 KVI v
264752/1 KVI v
264753/1 KVI v
264754/1 KVI v
264755/1 KVI v
264756/1 KVI v
264757/1 KVI v
264758/1 KVI v
246332 EPB v
249275 EPB v
251542 EPB v
255913 EPB v
264220 EPB v
265941 EPB v
265559 EPB v
266018 EPB v
256987 EPB v
253633 EPB v
245632 EPB v
264759 EPB v
265752 EPB v

Note: Specific primers and SISPA samples were sequenced using the IonTorrent.

Acronyms: EPB - egg and poultry board. KVI - Kimron Veterinary institute.

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Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Supplementary Materials

Table S1

Average Coverage per position of the virus per method in nucloetides. Coverage is defined as the fraction of samples that had at least one read in the appropriate position.

mmc1.xlsx (240.9KB, xlsx)
Table S2

Average Coverage per position of the virus per method in nucloetides. Depth is defined as the average number of read per sample in the appropriate position.

mmc2.xlsx (538.3KB, xlsx)
Table S3

Properties of each run, including average depth per position for each run, fraction of covered positions, Number of reads per run and the method used in each run. The names of the runs and the run numbers are for internal use and can be ignored.

mmc3.xlsx (18.1KB, xlsx)
Table S4

Submitted sequences.

mmc4.xlsx (35.5KB, xlsx)
Table S5

Time and cost per method.

mmc5.xlsx (12.9KB, xlsx)

Data Availability Statement

The datasets used and/or analysed during the current study are available from the corresponding author on reasonable request.


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