| Literature DB >> 28646651 |
Klaudia Chrzastek1, Dong-Hun Lee1, Diane Smith1, Poonam Sharma1, David L Suarez1, Mary Pantin-Jackwood1, Darrell R Kapczynski2.
Abstract
Current technologies with next generation sequencing have revolutionized metagenomics analysis of clinical samples. To achieve the non-selective amplification and recovery of low abundance genetic sequences, a simplified Sequence-Independent, Single-Primer Amplification (SISPA) technique in combination with MiSeq platform was applied to target negative- and positive-sense single-stranded RNA viral sequences. This method allowed successful sequence assembly of full or near full length avian influenza virus (AIV), infectious bronchitis virus (IBV), and Newcastle disease virus (NDV) viral genome. Moreover, SISPA analysis applied to unknown clinical cases of mixed viral infections produced genome assemblies comprising 98% NDV and 99% of IBV genomes. Complete or near complete virus genome sequence was obtained with titers at or above 104.5 EID50/ml (50% embryo infectious dose), and virus identification could be detected with titers at or above 103 EID50/ml. Taken together, these studies demonstrate a simple template enrichment protocol for rapid detection and accurate characterization of avian RNA viruses. Published by Elsevier Inc.Entities:
Keywords: Avian influenza virus; Infectious bronchitis virus; Newcastle disease virus; Next generation sequencing; Poultry; RNA viruses; Random amplification; Sequence-independent single-primer amplification
Mesh:
Substances:
Year: 2017 PMID: 28646651 PMCID: PMC7111618 DOI: 10.1016/j.virol.2017.06.019
Source DB: PubMed Journal: Virology ISSN: 0042-6822 Impact factor: 3.616
Fig. 1Overview of the SISPA strategy.
Quantitation of specific virus reads and sequence coverage in virus stocks.
| Virus | Virus titer (EID50/ml) | Gene segments | Coverage (%) | Mean depth of coverage | SD | Assembled reads/total paired reads | Q30 |
|---|---|---|---|---|---|---|---|
| (%) | |||||||
| AIV H5N2 | 106 | PB2 | 100 | 12,180.5 | 12,784.2 | 112,856 | 96.5 |
| A/turkey/Minnesota/15–012582-1/2015 | PB1 | 98.9 | 4685.6 | 4207.6 | 46,495 | 96.5 | |
| PA | 100 | 7385.4 | 7727.8 | 79,192 | 87.4 | ||
| HA | 100 | 14,846.5 | 12,410.4 | 102,233 | 96.4 | ||
| NP | 100 | 1917.1 | 1125.9 | 20,574 | 75.9 | ||
| NA | 100 | 13,563.2 | 11,913.8 | 92,618 | 94 | ||
| M | 100 | 8656.1 | 6618.8 | 37,642 | 93.7 | ||
| NS | 100 | 3800.7 | 2176.8 | 14,017 | 97 | ||
| Genome | 505,627/ 718,922 | N/A | |||||
| AIV H5N1 | 105.9 | PB2 | 98.1 | 200.4 | 92.7 | 3007 | 95.8 |
| A/duck/Vn/NCVD-672/2011 | PB1 | 100 | 62.7 | 46.3 | 972 | 96.3 | |
| PA | 100 | 91.4 | 63.5 | 1296 | 94.9 | ||
| HA | 100 | 1330.9 | 817.2 | 15,448 | 67.4 | ||
| NP | 100 | 409.6 | 460.4 | 4233 | 86.7 | ||
| NA | 98.7 | 780.2 | 640.8 | 7302 | 95.7 | ||
| M | 100 | 1378.6 | 1061.9 | 9142 | 95.7 | ||
| NS | 100 | 149.9 | 79.6 | 758 | 95.8 | ||
| Genome | 163,661/ 421,418 | N/A | |||||
| NDV | 107 | NP | 100 | 625.6 | 203.9 | ||
| Lasota vaccine strain | P | 100 | 1898.2 | 1025.1 | |||
| M | 100 | 4280.4 | 2819.7 | ||||
| F | 100 | 3513.5 | 1078.1 | ||||
| HN | 100 | 23,703.1 | 20,025.1 | ||||
| L | 100 | 6408.3 | 3946.8 | ||||
| Genome | 100 | 7151 | 10,584.4 | 388,022/ 847,390 | 94.8 | ||
| 106.1 | N | 100 | 24,060 | 8087.3 | |||
| 5b | 100 | 9269.7 | 3608.6 | ||||
| IBV | 5a | 100 | 2272.4 | 990.8 | |||
| Ark99 | M | 100 | 490.6 | 114 | |||
| 3c | 100 | 597.9 | 49.9 | ||||
| 3b | 100 | 951.8 | 214.6 | ||||
| 3a | 100 | 1767.1 | 160.7 | ||||
| S | 100 | 1281.7 | 958.4 | ||||
| ORF1ab | 100 | 6382.4 | 15,046.8 | ||||
| Genome | 100 | 6503.4 | 13,883.2 | 576,259/ 772,020 | 96.6 | ||
SD, standard deviation; N/A, not applicable.
The numbers of assembled sequencing reads to a reference genome.
Gaps at nucleotide position 588–613.
Gaps at nucleotide position 1–44.
Gaps at nucleotide position 1–17.
Quantitation of specific virus reads and coverage in the clinical samples.
| Virus | Virus titer (EID50/ml) | Gene segment | Coverage (%) | Mean depth of coverage | SD | Assembled reads/total paired reads | Q30 |
|---|---|---|---|---|---|---|---|
| (%) | |||||||
| AIV H9N2 | 107.7 | PB2 | 100 | 349 | 241 | 4879 | 93.7 |
| A/chicken/Jordan/13/2003 | PB1 | 100 | 100 | 263.7 | 139.8 | 94.4 | |
| PA | 100 | 71.6 | 27.6 | 909 | 94.2 | ||
| HA | 100 | 611.9 | 473.2 | 5959 | 94.1 | ||
| NP | 100 | 46.2 | 32.7 | 1024 | 94.4 | ||
| NA | 100 | 1092.4 | 981.7 | 9617 | 94.5 | ||
| M | 100 | 545.4 | 425.2 | 3214 | 93.4 | ||
| NS | 85.4 | 3.1 | 2 | 17 | 90.5 | ||
| Genome | 29,217/ 530,908 | N/A | |||||
| NDV | 107.1 | NP | 82.1 | 2.7 | 2.0 | ||
| chicken/Jordan/17/2004 | P | 100 | 21.3 | 13.4 | |||
| M | 99.3 | 16.7 | 8.0 | ||||
| F | 100 | 33.2 | 15.8 | ||||
| HN | 100 | 19.5 | 7.2 | ||||
| L | 99.7 | 21.3 | 19.6 | ||||
| Genome | 94.9 | 18.1 | 16.3 | 1378/ 534,158 | 92.1 | ||
| NDV | 107.2 | NP | 90.1 | 2.1 | 2.6 | ||
| P | 100 | 100 | 34.1 | ||||
| M | 100 | 536.1 | 528 | ||||
| F | 100 | 48.8 | 17.3 | ||||
| HN | 100 | 281.6 | 280.6 | ||||
| L | 99.98 | 60 | 50.9 | ||||
| Genome | 98.1 | 874.3 | 3063 | 114,992/ 608,250 | 93.4 | ||
| IBV | 106.2 | N | 100 | 176 | 43.9 | ||
| 5b | 100 | 100 | 69.1 | ||||
| 5a | 100 | 45.9 | 6.9 | ||||
| M | 100 | 24 | 5.1 | ||||
| 3c | 100 | 40.5 | 7.7 | ||||
| 3b | 100 | 73.9 | 14.9 | ||||
| 3a | 100 | 118 | 7.3 | ||||
| S | 100 | 68 | 61.7 | ||||
| ORF1ab | 98.5 | 23.7 | 31.7 | ||||
| Genome | 98.8 | 2468 | 6728 | 118,763/ 608,250 | 98 |
SD, standard deviation; N/A, not applicable.
The numbers of assembled sequencing reads to a reference genome.
Gaps at nucleotide position 1–65; 603–763; 809–838.
Gaps at nucleotide position 1–196; 1148–1237;1419–1750; 3085–3316; 15,103– 15,190.
Gaps at nucleotide position 1–979; 14,939– 14,979.
Gaps at nucleotide position 1–302; 15,059– 15,063; 15,113– 15,213; 27,622– 27,641.
Mix viral infections obtained in a single reaction from clinical sample.
Fig. 2Taxonomic distribution of a mixed infection clinical sample of Newcastle disease virus and avian coronavirus classified by Kraken metagenomics tool.
Fig. 3Genome coverage comparison by EID50/ml for the viruses tested.
Sensitivity of SISPA – next generation sequencing for avian influenza viruses.
| Virus | Virus titer (EID50/ml) | Ct Value | Gene segment | Read mapped | Genome coverage | Mean depth of coverage | Contig (s) by de novo assembly | Detection by metagenomics |
|---|---|---|---|---|---|---|---|---|
| (%) | ||||||||
| AIV H5N1 | 104.9 | 26.4 | PB2 | 898 | 90.8 | 36.8 | ||
| A/duck/Vn/NCVD-672/2011 | PB1 | 755 | 66.3 | 83.6 | ||||
| PA | 60 | 78 | 3.7 | |||||
| HA | 202 | 89.3 | 16.6 | |||||
| NP | 104 | 99.1 | 10.7 | |||||
| NA | 101 | 84.8 | 12.8 | |||||
| M | 96 | 96.9 | 10.3 | |||||
| NS | 118 | 79.1 | 19.4 | |||||
| Genome | 85.5 | Y | Y | |||||
| 103.9 | 30.1 | PB2 | 39 | 42.1 | 2.1 | |||
| PB1 | 7 | 0 | 0 | |||||
| PA | 185 | 81.2 | 24.2 | |||||
| HA | 6 | 0 | 0 | |||||
| NP | 88 | 56.2 | 1.9 | |||||
| NA | 17 | 44.1 | 1.8 | |||||
| M | 0 | 0 | 0 | |||||
| NS | 18 | 39 | 1.4 | |||||
| Genome | 32.8 | N | Y | |||||
| 102.9 | 33.5 | Genome | 10.4 | N | N | |||
| AIV H9N2 | 104.5 | 28.7 | PB2 | 1894 | 100 | 179.5 | ||
| A/chicken/Jordan/13/2003 | PB1 | 737 | 97.7 | 74.6 | ||||
| PA | 269 | 100 | 29.4 | |||||
| HA | 1631 | 94.9 | 225.5 | |||||
| NP | 188 | 97.6 | 28.4 | |||||
| NA | 2154 | 92.9 | 358.7 | |||||
| M | 908 | 100 | 212.2 | |||||
| NS | 12 | 91.4 | 2.9 | |||||
| Genome | 96.8 | Y | Y | |||||
| 103.5 | 30.8 | PB2 | 532 | 82.6 | 47.4 | |||
| PB1 | 5940 | 97.2 | 244.9 | |||||
| PA | 254 | 66.7 | 18.1 | |||||
| HA | 28 | 36.3 | 2.7 | |||||
| NP | 35 | 55.2 | 3.8 | |||||
| NA | 355 | 81.1 | 44.6 | |||||
| M | 228 | 57.8 | 40.6 | |||||
| NS | 2 | 0 | 0 | |||||
| Genome | 59.6 | N | Y | |||||
| 102.5 | 34.3 | Genome | 12.9 | N | Y |
The numbers of assembled sequencing reads to a reference genome.
The breadth of coverage of a target genome (%).
The average number of times that each base in the reference is covered by aligned reads.
The formation of contigs in de novo genome assembly.
Detection of AIV viral genomes using Kraken metagenomics approach.
Sensitivity of SISPA – next generation sequencing for Newcastle disease viruses.
| Virus | Virus titer (EID50/ml) | Ct Value | Total paired reads | Read mapped | Genome coverage | Mean depth of coverage | Contig (s) by de novo assembly | Detection by metagenomics |
|---|---|---|---|---|---|---|---|---|
| NDV A/duck/Vn/Long bien/78/02 | 104.5 | 25.02 | 494,904 | 8431 | 97.5 | 82.3 | Y | Y |
| 103.5 | 28.34 | 348,868 | 3636 | 56.8 | 41.1 | N | Y | |
| 102.5 | 31.46 | 344,538 | 1307 | 13.7 | 15.8 | N | Y | |
| 101.5 | 34.45 | 565,646 | N/A | N/A | N/A | N | N | |
| NDV Lasota | 107 | 18.5 | 847,390 | 388,022 | 100 | 7151 | Y | Y |
| 106 | 21.4 | 766,972 | 369,177 | 99.6 | 6273.2 | Y | Y | |
| 105 | 24.7 | 854,782 | 4623 | 94.5 | 72.1 | Y | Y | |
| 104 | 27.5 | 1,061,980 | 320 | 42.2 | 4.4 | N | Y | |
| 103 | 30.5 | 1,036,364 | 32 | N/A | N/A | N | N | |
| 102 | 33.7 | 1,028,688 | N/A | N/A | N/A | N | N |
N/A, not applicable.
The numbers of assembled sequencing reads to a reference genome.
The breadth of coverage of a target genome (%).
The average number of times that each base in the reference is covered by aligned read.
The formation of contigs in de novo genome assembly.
Detection of IBV viral genomes using Kraken metagenomics approach.
Sensitivity of SISPA – next generation sequencing for infectious bronchitis virus.
| Virus | Virus titer (EID50/ml) | Ct Value | Total paired reads | Read mapped | Genome coverage | Mean depth of coverage | Contig (s) by de novo assembly | Detection by metagenomics |
|---|---|---|---|---|---|---|---|---|
| IBV Ark99 | 106.1 | 19.5 | 772,020 | 576,259 | 100 | 6503.4 | Y | Y |
| 105.1 | 22.5 | 898,634 | 192,805 | 97.3 | 1813.1 | Y | Y | |
| 104.1 | 25.8 | 336,150 | 4339 | 73.3 | 29.6 | Y | Y | |
| 103.1 | 28.8 | 259,626 | 222 | 15.4 | 1.3 | N | Y | |
| 102.1 | 32.4 | 275,462 | N/A | N/A | N/A | N | N |
N/A, not applicable.
The numbers of assembled sequencing reads to a reference genome.
The breadth of coverage of a target genome.
The average number of times that each base in the reference is covered by aligned read.
The formation of contigs in de novo genome assembly.
Detection of IBV viral genomes using Kraken metagenomics approach.