| Literature DB >> 30596682 |
Géraldine Dessilly1, Léonie Goeminne1, Anne-Thérèse Vandenbroucke1, François E Dufrasne1, Anandi Martin1, Benoît Kabamba-Mukadi1,2.
Abstract
INTRODUCTION: The WHO urges action against the threat posed by HIV drug resistance. It is well known that the sensitivity of Next-Generation Sequencing (NGS) is greater than that of Sanger Sequencing (SS). The objective of this study was to evaluate the performance of the novel NGS HIV-1 drug resistance monitoring system. MATERIALS &Entities:
Year: 2018 PMID: 30596682 PMCID: PMC6312258 DOI: 10.1371/journal.pone.0209561
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Characteristics of patients population.
| Characteristics | n = 40 |
|---|---|
| Subtypes | |
| B | 14 |
| C | 11 |
| A1 | 4 |
| Other | 11 |
| Viral load (c/mL) | |
| Average | 72442 |
| Median | 699 |
| Range | 300−106 |
| ART treatment | |
| None | 19 |
| Interruption | 4 |
| NRTI/PI | 6 |
| NRTI-NNRTI/INI | 8 |
| NRTI/PI/INI | 2 |
ART: antiretroviral treatment, NRTI: nucleoside reverse transcriptase inhibitor, PI: protease inhibitor, NNRTI: non-nucleoside reverse transcriptase inhibitor, INI: integrase inhibitor
Sequences of the amplification primers.
FWD: forward primer; REV: reverse primer; PRORT: protease and reverse transcriptase; INT: integrase; I: internal PCR
Intra-assay repeatability.
| Sample | All mutations identified with SS and NGS | DRMs identified with SS and NGS | DRMs identified with NGS (%) in one duplicate | Drug resistance reports with NGS in one duplicate |
|---|---|---|---|---|
| V15-1676 (2229) | / | RT: M41L (31.9%) | Low-level resistance to AZT, D4T | |
| V16-2178 (1996) | RT: 67N, 69D, 70R, 98G, 219Q | RT: L100V (6.3%) | Different score of resistance to all NNRTI, Low-level resistance to ETR | |
| V17-1123 (9480) | PRO: 46I, 53L | / | / |
VL: viral load, NGS: Next-Generation Sequencing, DRMs: Drug Resistance Mutations, PRO: protease, RT: reverse transcriptase, INT: integrase, AZT: Zidovudine, D4T: stavudine, DDI: didanosine, NNRTI: non-nucleoside reverse transcriptase inhibitor, ETR: etravirine
* patient sample was evaluated twice
Inter-assay repeatability.
| Sample | All mutations identified with SS and NGS | DRMs identified SS and NGS | DRMs identified with NGS (%) in one duplicate | Drug resistance reports with NGS in one duplicate |
|---|---|---|---|---|
| V16-7289 (1550) | / | RT: D67N (6.9) | Low-level resistance to AZT, D4T | |
| V16-7338 (91971) | PRO: 12S, 14R, 15V, 19I, 37S, 41K, 63M, 69K,77I, 82I, 89M, 93L | / | / | / |
| V17-0688 (3685) | PRO: 12A, 14R, 15V, 16A, 16E, 19I, 35D, 36I, 37D, 51E, 57K, 60E, 61D, 61E 63T, 65D, 67E, 69K, 72T, 77I, 89M | RT: 103N, 138A, 184V, 225H, 238T | / | / |
| V17-1006 (31090) | PRO: 13V, 14R, 37S, 63P, 72V, 77I | 215E | / | / |
| V17-1092 (975) | PRO: 13V, 14R, 20I, 36I, 37D, 38I, 41K, 63P, 64V, 67Y, 69K, 89I | / | / | / |
| V17-1123 (9480) | PRO: 19I, 41K, 45R, 46I, 53L, 60E, 62V, 63P, 77I, 85V, 92E, 92K | 46I, 53L | / | / |
VL: viral load, NGS: Next-Generation Sequencing, DRMs: Drug Resistance Mutations, PRO: protease, RT: reverse transcriptase, INT: integrase, AZT: Zidovudine, D4T: stavudine
* patient sample was evaluated twice
8E5 internal quality control reproducibility.
| Sample | Reads | % PRO 18E | % CL PRO 18E | % LCL PRO 18E | % UCL PRO 18E | % RT 379C | % CL RT 379C | % LCL RT 379C | % UCL RT 379C | % INT 265V | % CL INT 265V | % LCL INT 265V | % UCL INT 265V |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 47034 | 5,5 | 14,0 | 93,0 | ||||||||||
| 86736 | 3,0 | 15,4 | 94,9 | ||||||||||
| 211696 | 1,9 | 15,2 | 92,8 | ||||||||||
| 112359 | 2,9 | 16,4 | 95,2 | ||||||||||
| 76572 | 2,8 | 17,3 | 94,4 | ||||||||||
| 165896 | 1,9 | 16,1 | 96,5 | ||||||||||
| 247282 | 2,9 | 15,2 | 97,1 | ||||||||||
| 80727 | 2,1 | 16,2 | 94,2 | ||||||||||
| 102860 | 1,8 | 19,0 | 95,6 | ||||||||||
| 144248 | 1,9 | 2,7 | -2,3 | 7,7 | 16,1 | 16,1 | 11,1 | 21,1 | 94,7 | 94,8 | 89,8 | 99,8 |
IQC: internal quality control, PRO: protease, RT: reverse transcriptase, INT: integrase, CL: average percentage of the mutation: LCL: lowest average percentage of the mutation (-5%), UCL: uppest average percentage of the mutation (+5%)
QCMD precision.
| Sample | SS | NGS | Score | Difference: |
|---|---|---|---|---|
| ENVA16-01 | C | C | 68/68 | RT103: AAA (K)—RAA (K/E) |
| ENVA16-02 | C | C | 68/68 | None |
| ENVA16-03 | B | B | 68/68 | RT179: GTT (V)—GYT (V/A) |
| ENVA16-04 | C | C | 68/68 | PRO71: GCT (A)—RCT (A/T) |
| ENVA16-05 | D | D | 68/68 | PRO71: GCT (A)—RCT (A/T) |
SS: sanger sequencing, NGS: next-generation sequencing, nt: nucleotide, aa: amino-acid, PRO: protease, RT: reverse transcriptase
INSTAND precision.
| Sample | SS clade | NGS clade | Criteria | SS Result | Success rate (number of participating labs) | NGS result |
|---|---|---|---|---|---|---|
| 384–003 | B | B | Number of different nt by 100 nt of the INSTAND consensus sequence | <6,5 | 100% (29/29) | 0 |
| Determination of DRMs | N155H | 100% | N155H | |||
| Resistance interpretation | DTG: S/I | 100% | DTG: S/I |
SS: sanger sequencing, NGS: next-generation sequencing, nt: nucleotide, DRMs: Drug Resistance Mutations, DTG: dolutegravir, EVG: elvitegravir, RAL: raltegravir
Interpretation report of QCMD resistant samples.
| Sample | Clade | DRMS identified with SS and NGS (%) | Drug resistance report |
|---|---|---|---|
| ENVA16-01 | C | PRO: 46I (99.5), 54V (98.6), 82A (91.8) | High level: 3TC, FTC, EFV, NVP, RPV, ATV, FPV, IDV, LPV, NFV, SQV |
| ENVA16-02 | C | RT: 41L (99.4), 44D (39), 67N (99.8), 69D (100), 98G (100), 184I (100), 188L (100), 190A (100), 210W (100), 215Y (94.3), | High level: 3TC, ABC, AZT, D4T, ddI, FTC, TDF, EFV, NVP, RPV |
| ENVA16-04 | C | RT: 67N (97.3), 70R (99.1), 184V (98.4), 219Q (100) | High level: 3TC, ABC, FTC |
PRO: protease, RT: reverse transcriptase, 3TC: lamivudine, FTC: emtricitabine, EFV: efavirenz, NVP: nevirapine, RPV: rilpivirine, ATV: atazanavir, FPV: fosamprenavir, IDV: indinavir, LPV: lopinavir, NFV: nevirapine, SQV: saquinavir, ETR: etravirine, ABC: abacavir, TPV, tipranavir DDI: didanosine, AZT: zidovudine, D4T, stavudine, TDF: tenofovir
Analytical sensitivity of internal quality control and samples.
| Sample | Viral load (c/mL) | Subtypes | Number of reads PR/RT/INT | Coverage status (value) |
|---|---|---|---|---|
| IQC-200_1 | 200 | B | 40865 | -Passed INT |
| IQC-200_2 | 200 | B | 56708 | -Passed INT |
| IQC-100_1 | 100 | B | 71340 | -Warning PRO & RT (129–539) |
| IQC-100_2 | 100 | B | 7513 | -Warning PRO & RT (42–378) |
| V16-1757 | 285 | G | 161246 | -Passed |
| V17-2597 | 300 | C | 25745 | -Warning PRO (510 to 996) |
| V16-2001 | 494 | A1 | 61429 | -Warning PRO (547–878) |
| V16-1638 | 620 | A1 | 96226 | -Passed |
| V16-0052 | 669 | B | 56186 | -Warning all INT (301–742) |
| V16-4015 | 724 | CRF02AG | 31661 | -Warning PRO (406–990) |
| V17-0521 | 778 | A1U | 46352 | -Warning PRO (455–915) |
| V11-6747 | 808 | C | 111983 | -Warning INT (683–960) |
| V16-0300 | 861 | D | 74007 | -Passed |
| V17-1092 | 975 | CRF02AG | 73961 | -Warning PRO (852–983) |
IQC: internal quality control, PRO: protease, RT: reverse transcriptase, INT: integrase, Passed: coverage>1000, Warning: coverage between 50 and 1000, Failed: coverage <50
Comparison of mutations between Sanger Sequencing and Next-Generation Sequencing.
| NGS | ||
|---|---|---|
| 0 | 1 | |
| 0 | / | 614 |
| 1 | 60 | 1516 |
SS: sanger sequencing, NGS: next-generation sequencing, 0: absence of mutation 1: Presence of mutations
Fig 1Proportion of minority variants detected by Next-Generation Sequencing.
Proportion of minority variants detected by Next-Generation Sequencing. The proportion of mutations (%) is reported by minority variants population detected (%). In black: between 5 and 10%, in dark grey: between 10 and 15%, in light grey: between 15 and 20% and in white: >20%. *p<0.05, **p<0.01, ***p<0.001.
Fig 2a-b & -c: Drug resistance interpretation reports with the resistance of drug mutations between Sanger Sequencing and Next-Generation Sequencing. Drug resistance interpretation reports with the resistance of drug mutations between Sanger Sequencing and Next-Generation Sequencing. Comparison of drug resistance interpretation reports (in purple) and Drug Resistance Mutations (in red) between Sanger Sequencing and Next-Generation Sequencing. SS: Sanger Sequencing.
Drug resistance mutations and reports obtained by Next-Generation Sequencing.
| Sample | DRMs (region) (%) | Difference in resistance reports |
|---|---|---|
| V11-6747 | 46I (PRO) (6.8) | -Potential low-level: ATV, FPV, IDV, LPV, SQV |
| V15-6348 | 20T (PRO) (20.5) | -Low-level: NFV |
| V16-2178 | 100V (RT) (6.3) (associated to 98G) | -Low-level: ETR |
| V16-6496 | 69D (RT) (7.1) | -Potential low-level resistance: 3TC, FTC |
| V17-0297 | 179D (RT) (6.1) (associated to 98G) | -Low-level resistance: EFV, ETR, RPV |
DRMs: drug resistance mutations, PRO: protease, RT: reverse transcriptase, ATV: atazanavir, FPV: fosamprenavir, IDV: indinavir, LPV: lopinavir, SQV: saquinavir, NFV: nevirapine, ETR: etravirine, RPV: rilpivirine, NVP: nevirapine, 3TC: lamivudine, FTC: emtricitabine, ABC: abacavir, D4T: stavudine, TDF: tenofovir, DDI: didanosine, EFV: efavirenz
Comparison of FASTA sequences between Sanger Sequencing and Next-Generation Sequencing.
| Gene | PRO-RT & INT (n = 57) | ||
|---|---|---|---|
| Statistical parameter evaluated | min | X | max |
| Length of sequence (pb) | 1088 | 1385 | 1596 |
| Gaps | 174 | 240 | 678 |
| Total mismatches | 0 | 21 | 69 |
| Real mismatch | 0 | 1 | 4 |
| % of homology | 92.0 | 98.2 | 100 |
| % of real homology | 99.7 | 99.9 | 100 |
PRO: protease, RT: reverse transcriptase, INT: integrase, min: minimum of values, X: average, max: maximum of values
* counting minority variants not found as mismatching
Evaluation of low-prevalence Drug-Resistance Mutations by Next-Generation Sequencing.
| Sample | Viral load (c/mL) | Discrepant DRM | % 1 | Coverage 1 | % 2 | Coverage 2 |
|---|---|---|---|---|---|---|
| V15-1676 | 2229 | RT: 41L | 31.9 | 3060 | 0 | 1759 |
| V16-2178 | 1996 | RT: 100V | 6.3 | 9626 | 0 | 3863 |
| V16-7289 | 1550 | RT: 67N | 0 | 478 | 6.9 | 5922 |
| V17-0688 | 3685 | RT: 238T | 8.8 | 4743 | 0 | 7690 |
| V11-6747 | 1616 | RT: 184I | 28.7 | 2536 | 0 | 1034 |
| V11-6747 Dilution 1/2 | 808 | PRO: 46I | 0 | 3649 | 6.8 | 561 |
DRM: Drug Resistance Mutation, PRO: protease, RT: reverse transcriptase, %1: percentage in the first duplicate, %2: percentage in the second duplicate