Keywords
HIV-1 drug resistance testing, Assay validation, Accuracy, Precision, Reproducibility, Amplification sensitivity
HIV-1 drug resistance testing, Assay validation, Accuracy, Precision, Reproducibility, Amplification sensitivity
There has been an unprecedented increase in support for HIV diagnosis, treatment and monitoring programmes. Various multinational groups including the U.S. President’s Emergency Plan for AIDS Relief (PEPFAR) and Global Fund have increased funding of HIV management programs leading to improved access to antiretroviral therapy (ART)1,2. The outcome of the expanded access to ART is significant decline of HIV/AIDS-associated morbidity and mortality2. As a result, there has been an increase in both life expectancy and duration for patients on lifelong ART translating to high risk of HIV drug resistance (HIVDR) development. To sustain the success achieved following improved ART coverage, continuous clinical, virologic and immunological monitoring of patients on ART is required to ensure these positive treatment outcomes are maintained3,4. Unfortunately, development and transmission of HIV drug resistance threatens to derail these achievements5. HIV drug resistance testing (DRT) is routinely used for clinical care in high-income countries; however, it is not available to a majority of patients in resource-limited settings due to the high costs of implementation and limited trained manpower.
The World Health Organization (WHO) launched the Global Action Plan (GAP) against HIVDR for resource-limited countries whereby two of the proposed approaches included continuous innovation and capacity building of laboratory staff6. Scientists have attempted to develop alternative affordable methods for HIV drug resistance monitoring to improve access5,7–9. One such test was developed by Centre for Disease Control and Prevention (CDC) and is currently distributed by Thermo Fisher Scientific10, and is herein referred to as the original assay. The assay is used to genotype the genetically diverse HIV-1 virus from plasma samples to detect resistance mutations in the protease and reverse transcriptase genes with a good subtype inclusivity rate compared to other commercial DRT assays in the market11.
In the present study, we modified this commercial HIV DRT protocol by a 50% reduction of reagent volumes for nested PCR and cycle sequencing reactions for genotyping of HIV-1 drug resistance. The performance characteristics of the modified assay were assessed and evaluated for suitability and reliability using WHO guidelines for assay validation. In addition, cost comparison was performed to determine the cost implication of the assay modification.
A total of 26 blood samples were collected in EDTA tubes from patients attending Kenyatta National Hospital HIV clinic laboratory for routine viral load monitoring. Plasma was separated by centrifugation at 2000g for 10 minutes. The plasma samples were stored at -80°C freezer (Nuve, Ankara, Turkey). Remnant plasma samples were used for this study.
Ethical clearance for the study was obtained from University of Nairobi-Kenyatta National Hospital Ethics Review Committee (UoN-KNH-ERC). The need for consent was waived since remnant plasma from HIV viral load testing were used in this study.
HIV-1 RNA was extracted from 500 µl plasma using the PureLinkTM extraction kit according to manufacturer’s instructions (Invitrogen, Carlsbad, CA, USA). Briefly, 25 μl proteinase K and 500 μl plasma were transferred into 2-ml microcentrifuge tube. Lysis buffer (500 μl) was added to the mixture, vortexed for 15 seconds, and incubated at 56°C for 15 minutes. Next, 500 μl of 96% ethanol was added to the reaction tube, and vortexed for 15 seconds and incubated at room temperature for 5 minutes. The lysate was transferred to sterile viral spin column, washed twice with 500 μl of wash buffer and finally eluted in 40 μl of elution buffer. RNA was stored at -80°C. The extraction procedure was similar for both the original and modified method.
Original genotyping method. The Thermo Fisher ScientificTM HIV Genotyping workflow that amplifies a 1.1-kb fragment covering codons 6–99 of the protease gene and codons 1–251 of the reverse transcriptase (RT) gene was implemented according to manufacturer’s instructions10. Briefly, reverse transcriptase PCR and nested PCR were performed using the HIV-1 Genotyping Kit: Amplification Module. Primers used are shown in Table 1. Cycle sequencing was performed using the HIV-1 Genotyping Kit: Cycle Sequencing Module. The resulting cycle sequencing products were analyzed using an ABI 3730 genetic analyzer. The consensus sequences were generated using ReCall (requires free registration) and drug resistance mutations were interpreted using the Stanford HIVdb genotyping resistance interpretation algorithm.
Modified genotyping system Specific reaction steps of the original protocol were modified by reducing the reagent volumes by half.
The HIV Genotyping kit: Amplification module was used for RT-PCR according to the manufacturer’s instructions. Briefly, 10 µl RNA was denatured by incubating at 65°C for 10 minutes and added to 40 µl RT-PCR Master Mix containing SuperScriptTM III One-Step RT-PCR with PlatinumTMTaq High Fidelity Enzyme. The reaction conditions for RT-PCR were 50°C for 45 minutes where first-strand cDNA synthesis was performed. Enzyme inactivation and denaturation of cDNA-RNA hybrid was accomplished by incubating the reaction at 94°C for 2 minutes. Second-strand synthesis and PCR amplification was carried out in 40 cycles of 94°C for 15 seconds, 50°C for 20 seconds, 72°C for 2 minutes and a final extension for 10 minutes at 72°C using Veriti thermocycler.
Nested PCR reaction mix was prepared by adding 2 μl RT-PCR product to 23.7 μl of nested mastermix containing 0.12 mM of each of inner primers, 1X GeneAmp Gold Buffer II, 2 mM MgCl2, 400 mM each dNTP and 0.25 μl AmpliTaq Gold™ LD DNA Polymerase enzyme (Applied Biosystem, CA, USA). The target pol region was amplified using Veriti Thermocycler in a final reaction volume of 25.7 µl (Applied Biosystems, CA, USA). The reaction conditions were 940C for 4 minutes, 40 cycles of 94°C for 15 seconds, 55°C for 20 seconds, 72°C for 2 minutes and a final extension at 72°C for 10 minutes. Nested PCR products of 1.1 kb were confirmed by gel electrophoresis. A 5 μl aliquot of nested PCR product was added to 4 μl ExoSAP-ITTM PCR Purification Reagent) and incubated at 37°C for 15 min and 80°C for 15 minutes in a Veriti thermocycler.
Cycle sequencing was performed using the HIV Genotyping kit: Cycle Sequencing module. Six overlapping primers, labelled F1, F2, F3, R1, R2, and R3 were used. One microliter nested PCR product was added to 9 µl of each cycle sequencing mix. The cycle sequencing reaction conditions were 25 cycles of 96°C for 10 seconds, 50°C for 5 seconds, and 60°C for 4 minutes.
The Big Dye XTerminator purification kit was used to purify the sequencing reaction by adding 10 µl of the Big Dye XTerminator and 45 µl SAM solution to cycle sequencing products. The reaction plate was vortexed at 1,800 rpm for 30 minutes. The plate was then centrifuged at 1000g for 2 minutes at room temperature. Next, 30 μl of purified cycle sequencing products were transferred to a reaction plate and analyzed using an ABI 3730 genetic analyzer (Applied Biosystem, CA, USA). Sequences were generated using ReCall and drug resistance mutations interpreted using the Stanford HIVdb genotyping resistance interpretation algorithm (output files available as Extended data12) and the International AIDS Society (IAS) 2011 mutation list13.
Performance characteristics of the modified assay were assessed using the WHO/HIV ResNet guidelines, including accuracy, precision, reproducibility and amplification sensitivity14.
Accuracy. Accuracy refers to the agreement between a result and an expected reference value. In genotyping assays, nucleotide sequence identity is used. Ten samples were analyzed using both methods and the degree of concordance in mutations identified was compared based on the 2017 IAS mutations list13. Nucleotide sequence identity between the paired sequences was assessed using the EMBOSS pairwise alignment tool. The WHO recommends 90% nucleotide sequence similarity as the cutoff point for assay performance characteristics14.
Precision. This is the ability of an assay to generate the same result on multiple replicates of the same sample within a test run. Three samples were analyzed using the modified method in n=4 replicates. The degree of concordance of detected mutations within replicates was determined. Nucleotide sequence identity was also determined using the EMBOSS program for pairwise alignment14.
Reproducibility. This is the ability of a test to produce the same result on multiple aliquots of the same sample in different test runs. Ten samples were analyzed in duplicates using the modified method on different days. Nucleotide sequence identity of sequences obtained was assessed using EMBOSS program for pairwise alignment14.
Amplification sensitivity. Amplification sensitivity is defined as the percentage of successful genotyping tests amongst specimens with a specific viral load range. In this study, sixteen samples with viral loads ranging between 207 and 86,040 copies/ml were analyzed using the modified assay to determine the viral load ranges at which ≥95% of the samples were successfully genotyped14.
An ingredient costing approach was utilized to estimate reagent costs for both original and modified assays at RNA extraction, DNA/RNA amplification, gel electrophoresis, and sequencing steps. All costs were converted to US dollar using 2019 conversion rate.
Quantitative variables were expressed as mean ± standard deviations (SD). The McNemar test was used to assess significance in the discordant mutations between the modified and the original assay. Precision and reproducibility were assessed using the Cohen kappa statistic. Wilcoxon signed-rank test was used to compare the original and modified assays in base calling for mixed bases between the two methods. Statistical Package for Social Sciences (SPSS) version 22 (IBM, NY, USA) was used for all data analysis.
Accuracy of sequence identity and mutation detection. The mean nucleotide identity was 98.5% (confidence interval (CI), 97.92–99.1%). A total of 68 mutations were detected, including 9 (13%) mutations in the protease gene and 59 (87%) in the reverse transcriptase (RT) gene as shown in Table 2. The original assay detected 67 drug resistance mutations, including 2 mutations (V106I and K225H) which were missed by the modified assay. On the other hand, the modified assay detected 68 drug resistance mutations, including four mutations (D67DG, K101KPQT, K70KN and I50IL) which were not detected by the original method. A total of six mutations were discordant (V106I, P225H, D67DN, I50IL, K101KPQT, and K70KN). Of the six discordant drug resistance mutations, two were completely discordant (V106I and P225H) while four (D67DN, K101KPQT, K70KN and I50IL) were partially discordant. Three of the discordant mutations (D67DN, K101KPQT, and K70KN) were detected as mixtures in the modified assay as non-mixtures (D67N, K101P and K70N) in the original assay and as shown in Table 3. A high mutation concordance was obtained between the two assays at χ2 = 2.36, p = 0.26. The significance of mixture base-calling between the two methods was determined using the Wilcoxon signed rank test, which showed no significant difference in mixtures detected by the two methods at p = 0.089.
Basis of comparison | Original vs. Modified |
---|---|
Number of samples | 10 vs. 10 |
Nucleotide identity | 98.5% (CI, 97.9 – 99.1%) |
Number of mutations detected | 67 vs. 68 |
Number of discordant mutations | 6 (2ᵃ vs. 4ᵇ) |
ID | Reverse transcriptase gene | Protease gene | ||
---|---|---|---|---|
Original | Modified | Original | Modified | |
1 | M184V, H221Y | M41L, M184V, H221Y | ||
2 | ||||
3 | V106VM, V179E, Y181C, Y188YC, A62V, V75I, K219KE | A62V, V75I, D67DNᵇ, K219KE, V106VM, V179E, Y181C, Y188YC | I50ILᵇ | |
4 | M41L, M184V, L210W, T215FY, A98G, V106Iᵃ, Y188L | M184V, L210W, T215FY, Y188L, K238KT | M46I, I84V | M46MI, I84V |
5 | M184V, K103N, V108I, P225Hᵃ | M184V, K103N, V108I | ||
6 | K65R, Y115F, M184V, V106M, G190A | K65R, Y115F, M184V, V106M, G190A | ||
7 | D67N, K70R, L74I, M184V, K219Q, A98G, K103N, V108I, E138Q, V179L, K238T, L74V, Y115F, M184V | D67N, K70R, L74I, M184V, K219Q, A98G, K103N, V108I, E138Q, V179L, K238T, L74V | ||
8 | K219KQ, Y181C, Y188L, H221Y, M41L | L74V, Y115F, M184V, K219Q, Y181C, Y188L, H221Y | ||
9 | D67N, K70R, M184V, T215F, K219E, A98G, V108VI, Y181C, Y181YC | D67N, T215F, K219E, A98G, K101KPQTᵇ, E138Q, Y181YC, K238N | M46I, I54V, V82A | M46I, I54IV, V82A |
10 | D67DG, K70N, M184V, K101P, E138Q | D67DG, K70KNᵇ, M184V, T215F, K219E, A98G, K101P, Y181YC | M46MI, I54IV, V82VA | M46MI, I54IV, V82VA |
Precision and reproducibility of the modified assay. Assessment to examine the precision (intra-assay precision) and reproducibility (inter-assay precision) of the modified assay were performed by analyzing n=3 samples in quadruplicate in a single test run for precision. The mean nucleotide sequence identity within the replicates was 98.67% (CI, 98.1–99.3). Reproducibility was assessed by testing 10 samples in duplicate on different days using the modified assay. The mean nucleotide sequence identity was 98.6% (CI, 98.2–99.0). The overall agreement of drug resistance mutations detected by precision and reproducibility was significant at kappa value of 0.792 and 0.778, respectively, as shown in Table 4.
Parameter | Number of samples | Replicates | kappa value | P value | Nucleotide identity |
---|---|---|---|---|---|
Precision | 3 | 12 | 0.792 | 0.58 | 98.67% |
Reproducibility | 10 | 20 | 0.778 | 0.4 | 98.6% |
Amplification sensitivity of the modified assay. A total of 16 samples with a median viral load of 832.5 copies/ml (IQR 403.5–2454.25) were used to assess amplification sensitivity. The modified assay showed an amplification sensitivity of 100% for samples with viral load ≥1000 copies/ml and 62.5% for samples with viral load <1000 copies/ml as shown in Table 5.
After a 50% reduction in reagent volumes in the amplification and sequencing reactions, we compared the cost between the original and the modified method. The cost of analyzing one sample from extraction to sequencing was decreased from $97 to $59. This represents about 39.2% cost reduction as shown in Table 6.
Here, we show that the results of the modified assay are comparable to those produced by the original assay in the performance characteristics analyzed including accuracy, precision, reproducibility and amplification sensitivity. We observed a high concordance of drug resistance mutations detected by both original and modified assays. When testing for accuracy, we observed high nucleotide sequence similarity (98.5±0.94%) versus original assay. In addition, we reported 98.67% (CI, 98.1–99.3) sequence similarity when assessing precision and 98.6% (CI, 98.2–99.0) when assessing reproducibility of the modified assay15. Furthermore, the modified assay showed 100% sensitivity for VL >1000 copies/ml which is the recommended indicator for HIV treatment failure16. In general, the modified assay met all the requirements in the WHO Genotyping assay validation recommendations. Altogether our findings demonstrate that reducing the volumes of reagents in the original assay by up to half results in a low-cost HIV drug resistance assay that could be utilized in resource-limited settings without compromising the quality of testing.
Accuracy was assessed by analyzing 10 samples with viral load ranges (4258 –78924 copies per ml) by both the original and the modified assays and all 10 samples were successfully amplified and genotyped with high nucleotide sequence identity (98.5±0.94%). All the clinically relevant mutations were reproducible by both methods in spite of some minor discordance between the two methods. The WHO recommends a minimum of 90% sequence similarity for genotyping assays14. Our findings of 98.5±0.94% nucleotide sequence similarity are in agreement with those reported by Zhou et al.7 who reported 99.41%. In addition, analysis of mutation concordance between the original and the modified assay showed high mutation concordance also reported by Inzaule et al.8. Our findings for mutation concordance (93%) were lower than reported by Manasa et al. (100%)5. The modified assay precision assessment showed a high degree of nucleotide sequence identity within replicates. Similar results for precision (98.22%) were reported by Zhou et al.7. High sequence similarity was also obtained for reproducibility of the modified assay. Our findings for reproducibility (98.6%) were similar to those reported by Zhou et al., who obtained (98.94%)7. Amplification sensitivity was defined as the percentage of samples successfully genotyped at a given plasma viral load range. In this study, all samples with viral load ≥1000 copies/ml were successfully genotyped, a finding that was similar to that reported by a previous study8. For samples with plasma viral loads <1000 copies/ml, our modified assay successfully genotyped 62.5% of the samples which is slightly below 63.6% reported by a previous study8. The WHO criteria for HIVDR testing requires that patients with persistent viral load ≥1000 copies/ml to be tested for HIV drug resistance17. Our assay was 100% efficient in genotyping these samples. Furthermore, with 62.5% amplification sensitivity for low level viremia (LLV) samples, highlighted the possibility of using the modified assay in genotyping patients with LLV. However, there is need to perform further large-scale studies to clearly establish the performance of the modified method in LLV patients.
We detected six discordant mutations in both original and modified assays. Out of the six discordant mutations, four were mixed-base mutations, which were detected exclusively by the modified assay. The differential detection of discordant mutations between the two assays could be attributed to detection of nucleotide mixtures as a result of subjectivity in basecalling or amplification bias18,19. Previous studies have also reported a significant contribution of nucleotide mixtures to discrepancies of mutations between Viroseq and an in-house assay6,7.
The comparison of cost between the two assays revealed a reduction of HIV drug resistance testing cost by 39.2% per test. These findings suggest that access to HIV drug resistance services in resource-limited settings could be increased through innovative modifications of existing commercially available assays. A small sample size was used because this was a small modification of a validated test already in use. The applicability of this assay can be demonstrated further by testing a larger number of samples. One limitation of the study is the samples used were from patients failing first line treatment and not exposed to protease inhibitors leading to under representation of drug resistant mutations in the protease gene.
Our findings underscore the potential utility of a modified cost-effective HIV-1 drug resistance assay for testing plasma samples in resource-limited settings. The performance characteristics of the modified assay were satisfactory and therefore the cheaper assay could be one of the approaches of increasing access to HIVDR tests.
GenBank accession numbers for HIV-1 pol and gag sequences isolated from each participant using each technique are available in Table 7.
HIV-1 sequence isolate | GenBank accession number | Assay type |
---|---|---|
19BI03 | MN240769 | Original |
19GB05 | MN240770 | Original |
19KE01 | MN240771 | Original |
19KE02 | MN240772 | Original |
19KE06 | MN240773 | Original |
19KE07 | MN240774 | Original |
19KE08 | MN240775 | Original |
19KE09 | MN240776 | Original |
19KE10 | MN240777 | Original |
19UG04 | MN240778 | Original |
BI03 | MN240779 | Modified |
GB05 | MN240780 | Modified |
KE01 | MN240781 | Modified |
KE012 | MN240782 | Precision run |
KE014 | MN240783 | Precision run |
KE02 | MN240784 | Modified |
KE06 | MN240785 | Modified |
KE07 | MN240786 | Modified |
KE08 | MN240787 | Modified |
KE09 | MN240788 | Modified |
KE10 | MN240789 | Modified |
SE011 | MN240790 | Modified |
UG013 | MN240791 | Precision run |
UG04 | MN240792 | Modified |
Figshare: Performance Characteristics of a Modified HIV-1 Drug Resistance Genotyping Method for use in Resource Limited Settings: https://doi.org/10.6084/m9.figshare.911483312.
This study contains the following extended data:
Accuracy testing data (Stanford HIV Drug Resistance reports; PDF)
Precision testing data (Stanford HIV Drug Resistance reports; PDF)
Reproducibility testing data (Stanford HIV Drug Resistance reports; PDF)
EM_Accuracy_Precision_Repro_AmpSensitivity (summary of HIV Drug Resistance Mutations detected; xlsx)
Gel images (TIF)
Data are available under the terms of the Creative Commons Attribution 4.0 International license (CC-BY 4.0).
The author(s) declared that no grants were involved in supporting this work.
The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
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Is the work clearly and accurately presented and does it cite the current literature?
Yes
Is the study design appropriate and is the work technically sound?
Yes
Are sufficient details of methods and analysis provided to allow replication by others?
Yes
If applicable, is the statistical analysis and its interpretation appropriate?
Yes
Are all the source data underlying the results available to ensure full reproducibility?
Yes
Are the conclusions drawn adequately supported by the results?
Yes
Competing Interests: No competing interests were disclosed.
Reviewer Expertise: HIV drug resistance and molecular genomics
Is the work clearly and accurately presented and does it cite the current literature?
Yes
Is the study design appropriate and is the work technically sound?
Yes
Are sufficient details of methods and analysis provided to allow replication by others?
Yes
If applicable, is the statistical analysis and its interpretation appropriate?
I cannot comment. A qualified statistician is required.
Are all the source data underlying the results available to ensure full reproducibility?
Partly
Are the conclusions drawn adequately supported by the results?
Yes
References
1. Zhou Z, Wagar N, DeVos JR, Rottinghaus E, et al.: Optimization of a low cost and broadly sensitive genotyping assay for HIV-1 drug resistance surveillance and monitoring in resource-limited settings.PLoS One. 2011; 6 (11): e28184 PubMed Abstract | Publisher Full TextCompeting Interests: No competing interests were disclosed.
Reviewer Expertise: Microbial and vaccine immunology
Alongside their report, reviewers assign a status to the article:
Invited Reviewers | ||
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1 | 2 | |
Version 1 28 Aug 19 |
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