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Article

Development and Optimization of Oligonucleotide Ligation Assay (OLA) Probes for Detection of HIV-1 Resistance to Dolutegravir

by
Ingrid A. Beck
1,
Ceejay L. Boyce
1,
Marley D. Bishop
1,
Yen L. Vu
2,
Amanda Fung
2,
Sheila Styrchak
1,
Nuttada Panpradist
2,
Barry R. Lutz
2 and
Lisa M. Frenkel
1,3,*
1
Center for Global Infectious Disease Research, Seattle Children’s Research Institute, Seattle, WA 98109, USA
2
Department of Bioengineering, University of Washington, Seattle, WA 98195, USA
3
Departments of Medicine, Pediatrics and Laboratory Medicine, University of Washington, Seattle, WA 98195, USA
*
Author to whom correspondence should be addressed.
Viruses 2024, 16(7), 1162; https://doi.org/10.3390/v16071162
Submission received: 13 June 2024 / Revised: 17 July 2024 / Accepted: 17 July 2024 / Published: 19 July 2024
(This article belongs to the Special Issue Antiviral Resistance Mutations)

Abstract

:
The WHO currently recommends dolutegravir (DTG)-based ART for persons living with HIV infection in resource-limited-settings (RLS). To expand access to testing for HIV drug resistance (DR) to DTG in RLS, we developed probes for use in the oligonucleotide ligation assay (OLA)-Simple, a near-point of care HIV DR kit. Genotypic data from clinical trials and case reports were used to determine the mutations in HIV-1 integrase critical to identifying individuals with DTG-resistance at virologic failure of DTG-based ART. Probes to detect G118R, Q148H/K/R, N155H and R263K in HIV-1 subtypes A, B, C, D and CRF01_AE were designed using sequence alignments from the Los Alamos database and validated using 61 clinical samples of HIV-1 subtypes A, B, C, D, CRF01_AE genotyped by PacBio (n = 15) or Sanger (n = 46). Initial OLA probes failed to ligate for 16/244 (6.5%) codons (9 at G118R and 7 at Q148H/K/R). Probes revised to accommodate polymorphisms interfering with ligation at codons G118R and Q148R reduced indeterminates to 3.7% (5 at G118R and 4 at Q148H/K/R) and detected DTG-mutations with a sensitivity of 96.5% and 100% specificity. These OLA DTG resistance probes appear highly sensitive and specific across HIV-1 subtypes common in RLS with high burden of HIV infection.

1. Introduction

High rates of human immunodeficiency virus type-1 (HIV) drug resistance (DR) to non-nucleoside reverse transcriptase inhibitors (NNRTIs) led the World Health Organization (WHO) in 2019 to switch the recommended first-line antiretroviral therapy (ART) from tenofovir/lamivudine/efavirenz (TLE) to dolutegravir (DTG)-based ART [1]. DTG, a second-generation integrase strand transfer inhibitor (INSTI), is highly effective and has a relatively high barrier to HIV drug resistance [2,3]. Following this WHO recommendation and the availability of relatively low cost tenofovir/lamivudine/DTG (TLD), public health programs in resource-limited settings (RLS) rolled-out DTG-based regimens, which by 2024 have reached most persons living with HIV (PLWH) [4,5].
In clinical trials of DTG-based ART, low rates of virological failure were observed with rare emergence of INSTI-associated DR mutations [6,7,8,9]. However, more recent “real world” observational studies in RLS report relatively higher rates of DTG resistance [10,11,12,13,14], particularly among individuals with previous virologic failure who switched to TLD [14,15]. Factors that might facilitate the emergence and spread of DTG resistance in RLS include impediments to ART-adherence, such as drug stock-outs, stigma and other social conditions [16], and/or clinical parameters, such as high baseline plasma HIV RNA, low CD4 cell counts, active opportunistic infections, and drug interactions [17,18]. While virologic failure of prior ART is associated with increased rates of DTG resistance, the effects of resistance to specific nucleoside reverse transcriptase inhibitors (NRTI) on DTG-based ART efficacy and the selection of DTG DR vary. High rates of NRTI resistance have been observed in people failing first-line NNRTI-ART [8,11] (e.g., 92% and 60% to lamivudine; and 58% and 47% to tenofovir). However, some studies find significant associations between NRTI mutations and subsequent DTG resistance [10,14], and others do not [8,11]. The association of NRTI resistance with DTG DR is of concern in RLS due to the recycling of tenofovir and lamivudine in TLD taken as the first or second-line regimen. Additional randomized studies seem warranted, as in observational studies of individuals switching from first-line TLE to TLD without viral load or DR testing [19], a subset of individuals were unknowingly switched while experiencing virologic failure with resistance to tenofovir and/or lamivudine which may continue adherence patterns that place them at increased risk of virologic failure and development of DTG resistance [17].
Access of PLWH to DR monitoring is limited in most RLS due to the cost and infrastructure needed for Sanger sequencing, the gold standard for HIV DR testing. When available, DR testing is usually performed in centralized laboratories which can result in prolonged “turnaround times” of weeks to months for test results to reach clinicians and PLWH [20]. This in turn can delay needed adjustments to ART regimens and facilitate the accumulation of resistance mutations and transmission of drug resistant variants.
Our group developed OLA-Simple, a laboratory-based point mutation oligonucleotide ligation assay (OLA), that detects HIV DR mutations in reverse transcriptase associated with failure of the previous first-line NNRTI-based ART (tenofovir, abacavir, lamivudine and efavirenz) [21,22,23,24]. OLA-Simple kits provide ready-to-use lyophilized reagents, lateral flow strips and step-by-step software; these simplify laboratory procedures, allow visual or digital interpretation of results and reduce the time and technical expertise needed to perform the assay [22]. In addition to these attributes, OLA-Simple requires relatively inexpensive equipment often found in community laboratories (thermocyclers, micropipettes, office scanner) making OLA-Simple suitable for decentralized laboratories [25].
OLA-Simple for NRTI and NNRTI mutations detects HIV DR across multiple HIV-1 subtypes including A, B, C, D and CRF01_AE and has shown high sensitivity and specificity compared to consensus sequencing in clinical specimens from Kenya, Peru, Thailand, South Africa, and Mexico [22,23]. With the goal of facilitating access to DR monitoring of DTG-based ART in RLS, we developed and optimized a novel set of probes to detect resistance to DTG-based ART across HIV subtypes A, B, C, D and CRF01_AE.

2. Materials and Methods

2.1. Selection of HIV-1 Integrase Mutations to Include in the OLA-Simple Kit

We compiled HIV genotypic data from clinical trials and case reports that enrolled INSTI-naïve participants and described outcomes of DTG-based ART. The most prevalent INSTI-resistance mutations, as defined by the Stanford HIV Drug Resistance Database [26,27], reported in those failing DTG-based ART were tabulated. The major INSTI DR mutations that identified the majority of participants with DTG resistance at virologic failure were determined using participant-level mutations. These mutations were deemed “OLA DTG resistance mutations”.

2.2. Design of OLA Probes

Ligation probes were designed to detect OLA DTG resistance mutations in HIV-1 subtypes A, B, C, D and CRF01_AE using sequence alignments from the Los Alamos National Laboratory HIV Database (LANL, https://www.hiv.lanl.gov, accessed on 1 February 2022). To address HIV sequence diversity, probes included mixed nucleotides at sites of prevalent polymorphisms or mixtures of probes optimized for specific HIV subtypes. After testing of these probes with remanent clinical specimens, the sequences of specimens that yielded indeterminate OLA results (see below) were reviewed for polymorphic positions near the probes’ ligation site, and when detected, additional probes were designed to accommodate these polymorphisms. HPLC purified probes were obtained from Integrated DNA Technologies (Coralville, IA, USA).

2.3. Laboratory-Based OLA

A laboratory ELISA-based OLA was used to optimize assay conditions (i.e., probe and ligase concentrations) for each DTG targeted mutation to achieve detection of mutant frequencies of ≥2% in the viral population as previously described [28]. Mutation-specific standard curves were prepared using mixtures of wildtype and mutant plasmids containing the mutation of interest at concentrations of 0, 2, 5, 10, 25, 50, 75 and 100% mutant. Standard curves were run in each OLA assay and the optical density (OD) of the 2% mutant control was used as the mutant positive cut-off for each mutation tested. Samples with negative mutant results (OD < 2% mutant control) and wildtype results with an OD < 30% of the 100% wildtype control were considered to have indeterminate OLA results (IND). Remanent samples from individuals viremic during DTG-based ART and untreated individuals were assayed in duplicate. Mutations Q148H, Q148K and Q148R were tested in separate OLA assays.

2.4. Assessment of OLA Probes in Clinical Specimens

To assess the performance of the probes, amplicons or remanent plasma RNA from 61 deidentified clinical specimens of diverse HIV-1 subtypes genotyped by either Sanger consensus or PacBio next generation sequencing were selected, including 29 with one or more of the mutations at the four codons selected for the OLA DTG resistance probe sets (G118R, Q148H/R/K, N155H and R263K). The deidentified remanent plasma viral RNA (n = 22) or first-round amplicons (n = 39) from past Sanger or PacBio sequencing were reamplified for OLA testing. Amplification of 10 uL plasma RNA used a PrimeScript One-step RT-PCR kit (Takara Bio USA, San Jose, CA, USA) and first round primers Forward: 5′CACAGTAATTGGAGAGCAATGGCTAGTGATTTTAA and Reverse: 5′ACTTTTCCATGTTYTAATCYTCATCCTGTC, followed by a second-round nested PCR with primers Forward: 5′TAGCAAAAGAAATAGTAGCYAGCTGTGATAAATG and Reverse: 5′CAATCAKCACCTGCCATCTGTTTTCCAT (GenBank accession # pending). Leftover first-round amplicons (2 μL) from PacBio sequencing were submitted to a second-round PCR with primers Forward: 5′TCGTCGGCAGCGTCCAAATCACTCTTTGGCARCGACC and Reverse: 5′GTCTCGTGGGCTCGGCCGCTCCGTCCGACGACTCACTATA (Boyce C.L., unpublished; GenBank accession # pending). All second-round amplicons were visualized by agarose gel electrophoresis, diluted 1:4 in water and 2 μL was used for OLA testing. OLA results were compared to prior PacBio (n = 15) or Sanger sequencing (n = 46) genotypes.

3. Results

3.1. Selection of DTG-Resistance Mutations for Probe Design

Publicly available genotypic data from 76 INSTI-naïve participants who experienced virologic failure and DTG-resistance in clinical trials and case reports [7,8,11,12,18,19,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52] were analyzed to identify the most prevalent integrase mutations and to select the fewest mutant codons that would identify the greatest proportion of individuals with DTG DR. We observed that the major INSTI mutations listed in the Stanford HIV Drug Resistance Database [26,27], G118R, Q148H/R/K, N155H or R263K, were found in 73 of the 76 (96%, 95% CI 88.6–99.1%) individuals reported to have DTG resistance at virologic failure, and occurred as single mutations in 42 (55.3%) (Table 1). The remaining three individuals had a single T66I/K, a single S147G, and a combination of T66A + E138K + Y143R + 147G, respectively. E138K/A/T was detected at a frequency of 31.6%; however, it always occurred in combination with other INSTI-resistance mutations, as did E92Q, G140S/A/C and Y143R/C/H. Based on these findings we selected mutations G118R, Q148H/R/K, N155H and R263K as the OLA DTG resistance mutations for probe design (sequences listed in Table 2, section A) and eventual inclusion in the INSTI resistance OLA kits.

3.2. Performance of OLA Probes to Detect DTG Resistance Mutations

The probes were evaluated using remanent RNA or amplicons from 61 clinical samples with HIV-1 subtypes A (n = 17), B (n = 16), C (n = 10), D (n = 9) and AE (n = 9) with prior genotypes defined by Sanger or PacBio sequencing. Among 244 codons analyzed for mutations G118R, Q148H/R/K, N155H and R263K, the OLA detected 27 mutant codons, 201 wildtype codons, and 16 (6.5%) codons with an indeterminate genotype due to failure of ligase to join the “genotype-specific” and “common” probes (Table 3). Compared to prior sequencing results, OLA detected 27/29 DTG DR mutations (93.1%). The two missed mutations were at codon 118; one had an indeterminate result by OLA and the other had a frequency of 2.8% by PacBio but tested wildtype by OLA. The OLA detected all other minority variants (<20% frequency in the viral population) quantified at 3.6%, 3.9%, 7.1%, 11.1%, 16.7% and 17.6% by PacBio. There were no wildtype genotypes misclassified as mutant by OLA (false positives) at any of the codons tested.
Due to the 16 indeterminate OLA results, 9 at G118R and 7 at Q148H/K/R/ (6 at Q148R, 3 at Q148K and 2 at Q148H), the integrase sequences from samples with ligation failure at codons 118 and 148 were reviewed. An alignment of the region complementary to the OLA probes from samples with indeterminate results at codon 118 showed several polymorphisms causing mismatches with the OLA probes that likely interfered with the ligation reaction due to their proximity to the ligation site (Figure 1, top alignment): A variant coding for the arginine (R) mutation but having an “A” instead of “C” at the ligation site (sequence YVV14) and an AG→CC substitution at the 4th and 5th position from the ligation site on the common probe (sequences ZLU32, ZLU34 and ZLU35). A third substitution, a C→T at the 11th position from the ligation site on the common probe, was present in close proximity to additional polymorphisms in sequences ZLU35, YHF3 and YHF7. The alignment of sequences with indeterminate results at codon 148 (Figure 1, lower alignment) found a G→A substitution within one or two bases from the ligation site on the common probe for variants Q148H and Q148R, respectively (sequence YHF25); a T→C substitution three bases from the ligation site on the genotype-specific probe for variant Q148R (sequences ZLU34, ZLU47 and YHF16); and an AG→CA substitution in the common probe region (sequences YVV7 and YVV12; these two samples corresponded to sequential time points from the same individual). The remaining sequences with indeterminate results at codons 118 or 148 had substitutions at multiple sites that could have impaired annealing to the genotype-specific or common probes.
To address polymorphisms observed in sequences with indeterminate OLA results at codons 118 and 148, three additional probes were designed for codon 118 with modifications at the sites described above (a mutant probe for the alternate arginine variant and two common probes) and two new genotype-specific probes were made for mutation Q148R modified with a C/T mix at the third position from the ligation site (Table 2, section B). Other potentially interfering polymorphisms identified near codons 118 and 148 occurred in single samples within our panel and were uncommon in multiple sequence alignments from the Los Alamos Database; therefore, we did not design additional modified probes to address these polymorphisms.
When samples with indeterminate results at codon G118R (YVV14, ZLU32, ZLU34, ZLU35, YHF3 and YHF7) were re-tested using the modified OLA probes combined with the original set of probes, the G118R mutant with the alternate base (YVV14) had a strong mutant result, and the total number of indeterminate codons were reduced from 9 to 5 at G118R. Similarly, samples ZLU34, ZLU47 and YHF16 had wildtype results when re-tested for Q148R with the modified genotype-specific probes, reducing the number of indeterminate results from 6 to 3 at Q148R. Including the results obtained with the modified OLA probes, the overall rate of indeterminates across codons was 3.7% (9/244 codons; 5 at G118R and 4 at Q148H/K/R), the OLA sensitivity for mutant detection was 96.6% (28/29 mutants, 95%CI 82.2–99.9%) and the specificity was 100% (95%CI 98.2–100%).

4. Discussion

To address the emerging problem of drug resistance to DTG in RLS [13,14,15,53] compared to past clinical trials [54], we developed reagents to detect DTG DR using an economical OLA-Simple test. First, we found that mutations at four codons in the integrase gene identified 96% of individuals with DTG DR at virologic failure during DTG-ART regimens. Second, we developed and optimized OLA probes for these four codons to achieve highly sensitive and specific detection of mutants compared to sequencing, including across HIV-1 subtypes prevalent in countries with high burden of HIV infection. If further testing validates the utility of our novel OLA DTG resistance probes in additional populations, these probes could be incorporated into the OLA-Simple kit. This would allow rapid screening for DTG DR in RLS by minimally trained technicians in relatively unsophisticated laboratories, with each assay taking approximately 4 h and with supplies costing <US$20/specimen [22].
To maintain an affordable drug resistance test using a point mutation assay, the relevant mutations must be limited in number otherwise the cost and complexity of the assay escalate. We selected mutations critical to diagnosing DTG-resistance in most people by examining published genotypic data from trials and case reports of DTG DR in PLWH [7,8,11,12,18,19,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52]. Mutations G118R, Q148H/R/K, N155H and R263 were among the most prevalent major INSTI mutations selected and occurred as a single mutation in most (55%) individuals with virologic failure of a DTG-based regimen. Thus, detection of one or more of the selected mutations captured 96% of the individuals reported to have DTG resistance among the 76 cases analyzed. A recent review that reported treatment emergent DTG mutations in INSTI-naïve individuals similarly report finding four largely non-overlapping mutational pathways characterized by integrase mutations G118R, Q148H/R/K, N155H and R263K [55]. In this report, 91 of the 99 (92%) cases who developed major DTG DR had one or more of these signature mutations, most commonly R263K or G118R. These mutations were also detected alone or in combination with other INSTI mutations in 24/26 (92%) individuals participating in the DTG RESIST study of people viremic on DTG-ART and were reported to have low-, intermediate-, or high-level resistance [10]. Together, these data support our selection of mutations to include in the OLA-Simple kit and suggest that screening for these four key mutations could identify >90% of PLWH failing DTG-ART with selection of DR who might need a regimen adjustment to suppress viral replication.
Our novel DTG resistance OLA probes detected all but one mutation quantified by PacBio sequencing at frequencies greater than 3%, a detection sensitivity similar to that observed with NNRTI OLA probes [28]. The limit of detection by the OLA was established at 2% mutant using plasmid mixtures; however, detection of mutant concentrations near the 2% cut-off appears less reliable in clinical specimens likely due to variations in PCR amplification, ligation, and/or reduced input of HIV templates into the PCR (specimens with low HIV viral load or small sample volumes) [28]. In our evaluation of the DTG OLA probes, the single mutation not detected by OLA was quantified by PacBio at 2.8% frequency in a specimen with only 72 HIV templates sequenced. Therefore, we anticipate the lateral flow format of DTG OLA will have a mutant detection sensitivity comparable to the NNRTI OLA-Simple, which had an analytical detection limit of 15% mutant and a sensitivity of 98% when compared to Sanger sequencing in clinical specimens from diverse geographic regions [22].
Our DTG OLA probes had 100% specificity for mutant detection, in agreement with our previous studies using PI, NNRTI and NRTI probes [22,28,56]. The high specificity of the OLA to discriminate between the mutant and the wildtype virus sequence is conferred by the DNA ligase which requires that the two bases flanking each side of the probes’ ligation site be perfectly complementary to the target DNA for ligation to occur [57]. In addition to its high specificity, the OLA is designed to tolerate polymorphisms in the target amplicons within the region complementary to the OLA probes by using a non-stringent temperature (37 °C) to anneal and ligate the probes. However, ligation failure can occur when mismatches between the target and probe sequences are located within 2 or 3 bases from the ligation site, and occasionally when the target DNA has multiple mismatches in the region complementary to one of the probes [56,57,58,59]. The DTG OLA probes were designed with mixed bases at several sites of common genetic polymorphisms to accommodate HIV-1 sequence diversity and thus minimize the potential for ligation failures that lead to indeterminate OLA results. The probes designed for mutations N155H and R263K performed well on our panel of clinical samples that included HIV subtypes A, B, C, D and AE, but indeterminate results were observed in several samples at codons 118 and 148.
The HIV region complementary to the probes for detection of G118R is highly polymorphic; therefore, this set of probes was designed as mixtures of probes optimized for specific HIV subtypes to accommodate sequence variation at multiple sites. Nonetheless, several polymorphisms not addressed in the original probes appeared to cause indeterminate OLA results. Interestingly, one sample had an arginine mutant variant coded by AGC instead of the common CGC codon, which caused ligation failure due to the mismatch at the ligation site. This mutant variant was observed in a single subtype C sequence and its prevalence among mutant viruses harboring G118R is not known. Another source of ligation failure was an AG→CC substitution near the ligation site on the common probe; this double substitution occurred in 3/9 specimens with indeterminate OLA at G118R (all three were subtype D) and in the LANL Database has a prevalence of 7–15% among subtype A, B, C and G sequences. To detect the three distinct mutant variants at codon 148 (lysine (K), arginine (R) and histidine (H)), the OLA uses overlapping probes with ligation sites at different codon positions and therefore requires testing in separate OLA assays. As a result, sequence polymorphisms can affect each assay differently depending on the proximity of the mismatch to the ligation site. Q148R had the greatest proportion of indeterminate OLA results due to a relatively common T→C substitution three bases from the ligation site, which did not affect Q148H (four bases from the ligation site) or Q148K since the probe for this mutation already included a C/T mixture at this position (two bases from the ligation site). Modified probes to address these interfering polymorphisms at or near codons G118R and Q148R reduced the frequency of indeterminate OLA results at these codons. However, given that these regions of HIV-1 are highly polymorphic, testing of additional clinical specimens may find that further sequence optimization is needed. Degenerate (dK, dP) [60,61,62] and/or universal bases (dI, 5-nitroindole) [63,64] have been used in place of mixed bases to accommodate sequence variation without significantly increasing degeneracy of primers or probes. We are currently exploring this approach to design optimized probes for G118R.
This study had multiple limitations. Foremost is the small number of mutant clinical samples available to validate the DTG probes within and across subtypes. As more specimens from individuals failing DTG regimens become available, further testing will be needed to establish the detection sensitivity at each mutant codon and identify potential alternate mutant variants that may require new or modified probes prior to integration into the OLA-Simple kit. Secondly, it is not known whether specific mutations or polymorphisms among HIV-1 subtypes may influence the development of different resistance pathways. A recent study in Ethiopia found similar genetic barriers to resistance at major INSTI resistance positions in subtypes C and B, except for a lower selection of the Q148H/R/K pathway in subtype C [65]. Conversely, past in-vitro studies observed selection of G118R in subtypes CRF02 AG and C but not in subtype B viruses [66]. However, our analysis of INSTI mutations in PLWH with failure of DTG-ART included cases representing diverse HIV subtypes and geographical regions that showed selection of G118R in individuals infected with subtypes B [7,10], CRF01_AE [52], F [18] and C [7,11,12]. Third, in vitro studies have reported mutations in and near the 3′ polypurine tract (3′PPT) [67] and mutations in the envelope glycoprotein [68,69] to confer INSTI resistance; however, their frequency in persons with virologic failure while on DTG treatment has not been determined. The current OLA amplifies regions of HIV pol; therefore, testing for mutations outside of integrase by OLA-Simple would require amplification of additional regions of the HIV genome. If emergence of non-integrase mutations conferring DTG resistance is confirmed in persons with treatment failure, a multiplex amplification step could be added to the OLA-Simple workflow.
In summary, we identified four codons in the HIV integrase gene that will detect nearly all individuals who develop DTG DR while receiving DTG-ART and we developed and validated a set of OLA DTG resistance probes to detect these critical DTG DR mutations. In response to the global shift to DTG-based regimens, inclusion of these OLA DTG resistance probes in the OLA-Simple kit will expand its utility for drug resistance testing in RLS. Recent reports of INSTI resistance selected in individuals failing DTG-ART suggest that increased access to affordable and timely DR monitoring for individual care is needed to minimize the emergence of INSTI resistance and thus preserve the long-term efficacy of DTG-based regimens.

Author Contributions

Conceptualization, I.A.B. and L.M.F.; methodology, I.A.B. and C.L.B.; validation, I.A.B.; formal analysis, I.A.B.; investigation, I.A.B., C.L.B., M.D.B., Y.L.V., A.F. and S.S.; resources, C.L.B. and S.S.; writing—original draft preparation, I.A.B. and L.M.F.; writing—review and editing, C.L.B., M.D.B., N.P., S.S., B.R.L. and L.M.F.; visualization, I.A.B.; supervision, B.R.L. and L.M.F.; funding acquisition, B.R.L. and L.M.F. All authors have read and agreed to the published version of the manuscript.

Funding

This research was funded by National Institutes of Health R01 AI145486-01A1 (BRL); overall support for the International Maternal Pediatric Adolescent AIDS Clinical Trials Network (IMPAACT) was provided by the National Institute of Allergy and Infectious Diseases (NIAID) with co-funding from the Eunice Kennedy Shriver National Institute of Child Health and Human Development (NICHD) and the National Institute of Mental Health (NIMH), all components of the National Institutes of Health (NIH), under Award Numbers UM1AI068632 (IMPAACT LOC), UM1AI068616 (IMPAACT SDMC) and UM1AI106716 (IMPAACT LC), and by NICHD contract number HHSN275201800001I. The content is solely the responsibility of the authors and does not necessarily represent the official views of the NIH.

Institutional Review Board Statement

Ethical review and approval were waived for this study, due to the use of deidentified remanent non-human specimens.

Informed Consent Statement

Not applicable; the remanent specimens are considered non-human subject material by the Seattle Children’s (approval #15442) and University of Washington (approval #15111) Institutional Review Boards.

Data Availability Statement

The viral sequences analyzed in this study will be deposited in GenBank and their accession numbers will be provided. Other data presented in the study are included in the article, further inquiries can be directed to the corresponding author/s.

Conflicts of Interest

The authors declare no conflicts of interest. The funders had no role in the design of the study; in the collection, analyses, or interpretation of data; in the writing of the manuscript; or in the decision to publish the results.

References

  1. WHO. Policy Brief: Update of Recommendations on First- and Second-Line Antiretroviral Regimens; World Health Organization: Geneva, Switzerland, 2019. [Google Scholar]
  2. Cottrell, M.L.; Hadzic, T.; Kashuba, A.D. Clinical pharmacokinetic, pharmacodynamic and drug-interaction profile of the integrase inhibitor dolutegravir. Clin. Pharmacokinet. 2013, 52, 981–994. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  3. Llibre, J.M.; Pulido, F.; Garcia, F.; Garcia Deltoro, M.; Blanco, J.L.; Delgado, R. Genetic barrier to resistance for dolutegravir. AIDS Rev. 2015, 17, 56–64. [Google Scholar] [PubMed]
  4. End resistance to dolutegravir roll-out. Lancet HIV 2020, 7, e593. [CrossRef] [PubMed]
  5. WHO. HIV Policy Adoption and Implementatin Status in Countries; World Health Organization: Geneva, Switzerland, 2023. [Google Scholar]
  6. Group, N.A.S.; Kouanfack, C.; Mpoudi-Etame, M.; Omgba Bassega, P.; Eymard-Duvernay, S.; Leroy, S.; Boyer, S.; Peeters, M.; Calmy, A.; Delaporte, E. Dolutegravir-Based or Low-Dose Efavirenz-Based Regimen for the Treatment of HIV-1. N. Engl. J. Med. 2019, 381, 816–826. [Google Scholar] [CrossRef] [PubMed]
  7. Aboud, M.; Kaplan, R.; Lombaard, J.; Zhang, F.; Hidalgo, J.A.; Mamedova, E.; Losso, M.H.; Chetchotisakd, P.; Brites, C.; Sievers, J.; et al. Dolutegravir versus ritonavir-boosted lopinavir both with dual nucleoside reverse transcriptase inhibitor therapy in adults with HIV-1 infection in whom first-line therapy has failed (DAWNING): An open-label, non-inferiority, phase 3b trial. Lancet Infect. Dis. 2019, 19, 253–264. [Google Scholar] [CrossRef] [PubMed]
  8. Paton, N.I.; Musaazi, J.; Kityo, C.; Walimbwa, S.; Hoppe, A.; Balyegisawa, A.; Kaimal, A.; Mirembe, G.; Tukamushabe, P.; Ategeka, G.; et al. Dolutegravir or Darunavir in Combination with Zidovudine or Tenofovir to Treat HIV. N. Engl. J. Med. 2021, 385, 330–341. [Google Scholar] [CrossRef] [PubMed]
  9. Venter, W.D.F.; Moorhouse, M.; Sokhela, S.; Fairlie, L.; Mashabane, N.; Masenya, M.; Serenata, C.; Akpomiemie, G.; Qavi, A.; Chandiwana, N.; et al. Dolutegravir plus Two Different Prodrugs of Tenofovir to Treat HIV. N. Engl. J. Med. 2019, 381, 803–815. [Google Scholar] [CrossRef] [PubMed]
  10. Loosli, T.; Hossmann, S.; Ingle, S.M.; Okhai, H.; Kusejko, K.; Mouton, J.; Bellecave, P.; van Sighem, A.; Stecher, M.; d’Arminio Monforte, A.; et al. HIV-1 drug resistance in people on dolutegravir-based antiretroviral therapy: A collaborative cohort analysis. Lancet HIV 2023, 10, e733–e741. [Google Scholar] [CrossRef] [PubMed]
  11. Schramm, B.; Temfack, E.; Descamps, D.; Nicholas, S.; Peytavin, G.; Bitilinyu-Bangoh, J.E.; Storto, A.; Le, M.P.; Abdi, B.; Ousley, J.; et al. Viral suppression and HIV-1 drug resistance 1 year after pragmatic transitioning to dolutegravir first-line therapy in Malawi: A prospective cohort study. Lancet HIV 2022, 9, e544–e553. [Google Scholar] [CrossRef] [PubMed]
  12. Seatla, K.K.; Maruapula, D.; Choga, W.T.; Ntsipe, T.; Mathiba, N.; Mogwele, M.; Kapanda, M.; Nkomo, B.; Ramaabya, D.; Makhema, J.; et al. HIV-1 Subtype C Drug Resistance Mutations in Heavily Treated Patients Failing Integrase Strand Transfer Inhibitor-Based Regimens in Botswana. Viruses 2021, 13, 594. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  13. Diaz, R.S.; Hunter, J.R.; Camargo, M.; Dias, D.; Galinskas, J.; Nassar, I.; de Lima, I.B.; Caldeira, D.B.; Sucupira, M.C.; Schechter, M. Dolutegravir-associated resistance mutations after first-line treatment failure in Brazil. BMC Infect. Dis. 2023, 23, 347. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  14. Kanise, H.; van Oosterhout, J.J.; Bisani, P.; Songo, J.; Matola, B.W.; Chipungu, C.; Simon, K.; Cox, C.; Hosseinipour, M.C.; Sagno, J.B.; et al. Virological Findings and Treatment Outcomes of Cases That Developed Dolutegravir Resistance in Malawi’s National HIV Treatment Program. Viruses 2023, 16, 29. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  15. WHO. HIV Drug Resistance: Brief Report 2024; WHO: Geneva, Switzerland, 2024. [Google Scholar]
  16. Benning, L.; Mantsios, A.; Kerrigan, D.; Coleman, J.S.; Golub, E.; Blackstock, O.; Konkle-Parker, D.; Philbin, M.; Sheth, A.; Adimora, A.A.; et al. Examining adherence barriers among women with HIV to tailor outreach for long-acting injectable antiretroviral therapy. BMC Women’s Health 2020, 20, 152. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  17. Cevik, M.; Orkin, C.; Sax, P.E. Emergent Resistance to Dolutegravir Among INSTI-Naive Patients on First-line or Second-line Antiretroviral Therapy: A Review of Published Cases. Open Forum Infect. Dis. 2020, 7, ofaa202. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  18. Lubke, N.; Jensen, B.; Huttig, F.; Feldt, T.; Walker, A.; Thielen, A.; Daumer, M.; Obermeier, M.; Kaiser, R.; Knops, E.; et al. Failure of Dolutegravir First-Line ART with Selection of Virus Carrying R263K and G118R. N. Engl. J. Med. 2019, 381, 887–889. [Google Scholar] [CrossRef] [PubMed]
  19. van Oosterhout, J.J.; Chipungu, C.; Nkhoma, L.; Kanise, H.; Hosseinipour, M.C.; Sagno, J.B.; Simon, K.; Cox, C.; Hoffman, R.; Steegen, K.; et al. Dolutegravir Resistance in Malawi’s National HIV Treatment Program. Open Forum Infect. Dis. 2022, 9, ofac148. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  20. Lessells, R.J.; Avalos, A.; de Oliveira, T. Implementing HIV-1 genotypic resistance testing in antiretroviral therapy programs in Africa: Needs, opportunities, and challenges. AIDS Rev. 2013, 15, 221–229. [Google Scholar] [PubMed] [PubMed Central]
  21. Panpradist, N.; Beck, I.A.; Chung, M.H.; Kiarie, J.N.; Frenkel, L.M.; Lutz, B.R. Simplified Paper Format for Detecting HIV Drug Resistance in Clinical Specimens by Oligonucleotide Ligation. PLoS ONE 2016, 11, e0145962. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  22. Panpradist, N.; Beck, I.A.; Vrana, J.; Higa, N.; McIntyre, D.; Ruth, P.S.; So, I.; Kline, E.C.; Kanthula, R.; Wong-On-Wing, A.; et al. OLA-Simple: A software-guided HIV-1 drug resistance test for low-resource laboratories. EBioMedicine 2019, Epub ahead of print. [Google Scholar] [CrossRef] [PubMed]
  23. Panpradist, N.; Beck, I.A.; Ruth, P.S.; Ávila-Ríos, S.; García-Morales, C.; Soto-Nava, M.; Tapia-Trejo, D.; Matías-Florentino, M.; Paz-Juarez, H.E.; del Arenal-Sanchez, S.; et al. Near point-of-care, point-mutation test to detect drug resistance in HIV-1: A validation study in a Mexican cohort. AIDS 2020, 34, 1331–1338. [Google Scholar] [PubMed]
  24. Panpradist, N.; Beck, I.A.; Miller, A.; Cash, A.M.; Campbell, J.; Stewart, S.W.; Ruth, P.S.; Chohan, B.; Owiti, P.; Akinyi, G.; et al. Diagnostic accuracy of a near point-of-care HIV drug resistance test OLA-Simple: A field validation study in Kenya. In Proceedings of the XXX International Workshop on HIV Drug Resistance and Treatment Strategies, Cape Town, South Africa, 20–22 September 2023. [Google Scholar]
  25. Vrana, J.D.; Panpradist, N.; Higa, N.; Ko, D.; Ruth, P.; Kanthula, R.; Lai, J.J.; Yang, Y.; Sakr, S.R.; Chohan, B. Implementation of an interactive mobile application to pilot a rapid assay to detect HIV drug resistance mutations in Kenya. PLOS Global Public Health 2022, 2, e0000185. [Google Scholar] [CrossRef] [PubMed]
  26. Rhee, S.Y.; Gonzales, M.J.; Kantor, R.; Betts, B.J.; Ravela, J.; Shafer, R.W. Human immunodeficiency virus reverse transcriptase and protease sequence database. Nucleic Acids Res. 2003, 31, 298–303. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  27. Shafer, R.W. Rationale and uses of a public HIV drug-resistance database. J. Infect. Dis. 2006, 194 (Suppl. S1), S51–S58. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  28. Beck, I.A.; Deng, W.; Payant, R.; Hall, R.; Bumgarner, R.E.; Mullins, J.I.; Frenkel, L.M. Validation of an oligonucleotide ligation assay for quantification of human immunodeficiency virus type 1 drug-resistant mutants by use of massively parallel sequencing. J. Clin. Microbiol. 2014, 52, 2320–2327. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  29. Ahmed, N.; Flavell, S.; Ferns, B.; Frampton, D.; Edwards, S.G.; Miller, R.F.; Grant, P.; Nastouli, E.; Gupta, R.K. Development of the R263K Mutation to Dolutegravir in an HIV-1 Subtype D Virus Harboring 3 Class-Drug Resistance. Open Forum Infect. Dis. 2019, 6, ofy329. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  30. Botha, J.C.; Steegen, K.; Edoo, M.; Nel, J.; van Zyl, G.U. Low-level viraemia despite emergence of dolutegravir-resistant variants. S. Afr. J. HIV Med. 2022, 23, 1398. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  31. Braun, D.L.; Scheier, T.; Ledermann, U.; Flepp, M.; Metzner, K.J.; Boni, J.; Gunthard, H.F. Emergence of Resistance to Integrase Strand Transfer Inhibitors during Dolutegravir Containing Triple-Therapy in a Treatment-Experienced Patient with Pre-Existing M184V/I Mutation. Viruses 2020, 12, 1330. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  32. Cahn, P.; Pozniak, A.L.; Mingrone, H.; Shuldyakov, A.; Brites, C.; Andrade-Villanueva, J.F.; Richmond, G.; Buendia, C.B.; Fourie, J.; Ramgopal, M.; et al. Dolutegravir versus raltegravir in antiretroviral-experienced, integrase-inhibitor-naive adults with HIV: Week 48 results from the randomised, double-blind, non-inferiority SAILING study. Lancet 2013, 382, 700–708. [Google Scholar] [CrossRef] [PubMed]
  33. Cahn, P.; Sierra Madero, J.; Arribas, J.R.; Antinori, A.; Ortiz, R.; Clarke, A.E.; Hung, C.C.; Rockstroh, J.K.; Girard, P.M.; Sievers, J.; et al. Three-year durable efficacy of dolutegravir plus lamivudine in antiretroviral therapy—Naive adults with HIV-1 infection. AIDS 2022, 36, 39–48. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  34. Cardoso, M.; Baptista, T.; Diogo, I.; Aleixo, M.J.; Marques, N.; Mansinho, K.; Gomes, P. Two cases of dolutegravir failure with R263K mutation. AIDS 2018, 32, 2639–2640. [Google Scholar] [CrossRef] [PubMed]
  35. Chinula, L.; Ziemba, L.; Brummel, S.; McCarthy, K.; Coletti, A.; Krotje, C.; Johnston, B.; Knowles, K.; Moyo, S.; Stranix-Chibanda, L.; et al. Efficacy and safety of three antiretroviral therapy regimens started in pregnancy up to 50 weeks post partum: A multicentre, open-label, randomised, controlled, phase 3 trial. Lancet HIV 2023, 10, e363–e374. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  36. Cochrane, S.; Daniel, J.; Forsyth, S.; Smit, E. First reported case of integrase (R263K, G163R) and reverse transcriptase (M184V)-transmitted drug resistance from a drug-naive patient failing Triumeq. AIDS 2018, 32, 1905–1907. [Google Scholar] [CrossRef] [PubMed]
  37. Frange, P.; Blanche, S.; Veber, F.; Avettand-Fenoel, V. Dolutegravir in the long term in children and adolescents: Frequent virological failure but rare acquired genotypic resistance. HIV Med. 2021, 22, 958–964. [Google Scholar] [CrossRef] [PubMed]
  38. Fulcher, J.A.; Du, Y.; Zhang, T.H.; Sun, R.; Landovitz, R.J. Emergence of Integrase Resistance Mutations During Initial Therapy Containing Dolutegravir. Clin. Infect. Dis. 2018, 67, 791–794. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  39. Gil, H.; Delgado, E.; Benito, S.; Moreno-Lorenzo, M.; Thomson, M.M.; Spanish Group for the Study of Antiretroviral Drug Resistance. Factors associated with HIV-1 resistance to integrase strand transfer inhibitors in Spain: Implications for dolutegravir-containing regimens. Front. Microbiol. 2022, 13, 1051096. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  40. Lepik, K.J.; Harrigan, P.R.; Yip, B.; Wang, L.; Robbins, M.A.; Zhang, W.W.; Toy, J.; Akagi, L.; Lima, V.D.; Guillemi, S.; et al. Emergent drug resistance with integrase strand transfer inhibitor-based regimens. AIDS 2017, 31, 1425–1434. [Google Scholar] [CrossRef] [PubMed]
  41. Mahomed, K.; Wallis, C.L.; Dunn, L.; Maharaj, S.; Maartens, G.; Meintjes, G. Case report: Emergence of dolutegravir resistance in a patient on second-line antiretroviral therapy. S. Afr. J. HIV Med. 2020, 21, 1062. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  42. Malinga, S.; Khan, A.; Archary, M. Breaking the unbreakable: A paediatric case of dolutegravir resistance from KwaZulu-Natal. S. Afr. J. HIV Med. 2023, 24, 1458. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  43. Mandikiyana Chirimuta, L.A.; Pascoe, M.J.; Lowe, S. Emergent dolutegravir resistance in integrase-naive, treatment experienced patients from Zimbabwe. S. Afr. J. HIV Med. 2022, 23, 1435. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  44. Paton, N.I.; Musaazi, J.; Kityo, C.; Walimbwa, S.; Hoppe, A.; Balyegisawa, A.; Asienzo, J.; Kaimal, A.; Mirembe, G.; Lugemwa, A.; et al. Efficacy and safety of dolutegravir or darunavir in combination with lamivudine plus either zidovudine or tenofovir for second-line treatment of HIV infection (NADIA): Week 96 results from a prospective, multicentre, open-label, factorial, randomised, non-inferiority trial. Lancet HIV 2022, 9, e381–e393. [Google Scholar] [CrossRef] [PubMed]
  45. Pena, M.J.; Chueca, N.; D’Avolio, A.; Zarzalejos, J.M.; Garcia, F. Virological Failure in HIV to Triple Therapy With Dolutegravir-Based Firstline Treatment: Rare but Possible. Open Forum Infect. Dis. 2019, 6, ofy332. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  46. Revollo, B.; Vinuela, L.; de la Mora, L.; Garcia, F.; Noguera-Julian, M.; Parera, M.; Paredes, R.; Llibre, J.M. Integrase resistance emergence with dolutegravir/lamivudine with prior HIV-1 suppression. J. Antimicrob. Chemother. 2022, 77, 1738–1740. [Google Scholar] [CrossRef] [PubMed]
  47. Steegen, K.; van Zyl, G.; Letsoalo, E.; Claassen, M.; Hans, L.; Carmona, S. Resistance in patients failing integrase strand transfer inhibitors: A call to replace raltegravir with dolutegravir in third-line treatment in South Africa. Open Forum Infect. Dis. 2019, 6, ofz377. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  48. Taiwo, B.O.; Zheng, L.; Stefanescu, A.; Nyaku, A.; Bezins, B.; Wallis, C.L.; Godfrey, C.; Sax, P.E.; Acosta, E.; Haas, D.; et al. ACTG A5353: A Pilot Study of Dolutegravir Plus Lamivudine for Initial Treatment of Human Immunodeficiency Virus-1 (HIV-1)-infected Participants With HIV-1 RNA <500,000 Copies/mL. Clin. Infect. Dis. 2018, 66, 1689–1697. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  49. Turkova, A.; White, E.; Mujuru, H.A.; Kekitiinwa, A.R.; Kityo, C.M.; Violari, A.; Lugemwa, A.; Cressey, T.R.; Musoke, P.; Variava, E.; et al. Dolutegravir as First- or Second-Line Treatment for HIV-1 Infection in Children. N. Engl. J. Med. 2021, 385, 2531–2543. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  50. Underwood, M.; Horton, J.; Nangle, K.; Hopking, J.; Smith, K.; Aboud, M.; Wynne, B.; Sievers, J.; Stewart, E.L.; Wang, R. Integrase Inhibitor Resistance Mechanisms and Structural Characteristics in Antiretroviral Therapy-Experienced, Integrase Inhibitor-Naive Adults with HIV-1 Infection Treated with Dolutegravir plus Two Nucleoside Reverse Transcriptase Inhibitors in the DAWNING Study. Antimicrob. Agents Chemother. 2022, 66, e0164321. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  51. van Kampen, J.J.A.; Pham, H.T.; Yoo, S.; Overmars, R.J.; Lungu, C.; Mahmud, R.; Schurink, C.A.M.; van Boheemen, S.; Gruters, R.A.; Fraaij, P.L.A.; et al. HIV-1 resistance against dolutegravir fluctuates rapidly alongside erratic treatment adherence: A case report. J. Glob. Antimicrob. Resist. 2022, 31, 323–327. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  52. Vavro, C.; Ruel, T.; Wiznia, A.; Montanez, N.; Nangle, K.; Horton, J.; Buchanan, A.M.; Stewart, E.L.; Palumbo, P. Emergence of Resistance in HIV-1 Integrase with Dolutegravir Treatment in a Pediatric Population from the IMPAACT P1093 Study. Antimicrob. Agents Chemother. 2022, 66, e0164521. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  53. Kamori, D.; Barabona, G.; Rugemalila, J.; Maokola, W.; Masoud, S.S.; Mizinduko, M.; Sabasaba, A.; Ruhago, G.; Sambu, V.; Mushi, J.; et al. Emerging integrase strand transfer inhibitor drug resistance mutations among children and adults on ART in Tanzania: Findings from a national representative HIV drug resistance survey. J. Antimicrob. Chemother. 2023, 78, 779–787. [Google Scholar] [CrossRef] [PubMed]
  54. Chu, C.; Tao, K.; Kouamou, V.; Avalos, A.; Scott, J.; Grant, P.M.; Rhee, S.Y.; McCluskey, S.M.; Jordan, M.R.; Morgan, R.L.; et al. Prevalence of Emergent Dolutegravir Resistance Mutations in People Living with HIV: A Rapid Scoping Review. Viruses 2024, 16, 399. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  55. Tao, K.; Rhee, S.Y.; Chu, C.; Avalos, A.; Ahluwalia, A.K.; Gupta, R.K.; Jordan, M.R.; Shafer, R.W. Treatment Emergent Dolutegravir Resistance Mutations in Individuals Naive to HIV-1 Integrase Inhibitors: A Rapid Scoping Review. Viruses 2023, 15, 1932. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  56. Beck, I.A.; Mahalanabis, M.; Pepper, G.; Wright, A.; Hamilton, S.; Langston, E.; Frenkel, L.M. Rapid and sensitive oligonucleotide ligation assay for detection of mutations in human immunodeficiency virus type 1 associated with high-level resistance to protease inhibitors. J. Clin. Microbiol. 2002, 40, 1413–1419. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  57. Landegren, U.; Kaiser, R.; Sanders, J.; Hood, L. A ligase-mediated gene detection technique. Science 1988, 241, 1077–1080. [Google Scholar] [CrossRef] [PubMed]
  58. Beck, I.A.; Crowell, C.; Kittoe, R.; Bredell, H.; Machaba, M.; Willamson, C.; Janssens, W.; Jallow, S.; van der Groen, G.; Shao, Y.; et al. Optimization of the oligonucleotide ligation assay, a rapid and inexpensive test for detection of HIV-1 drug resistance mutations, for non-North American variants. J. Acquir. Immune Defic. Syndr. 2008, 48, 418–427. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  59. Edelstein, R.E.; Nickerson, D.A.; Tobe, V.O.; Manns-Arcuino, L.A.; Frenkel, L.M. Oligonucleotide ligation assay for detecting mutations in the human immunodeficiency virus type 1 pol gene that are associated with resistance to zidovudine, didanosine, and lamivudine. J. Clin. Microbiol. 1998, 36, 569–572. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  60. Brown, D.M.; Lin, P.K. Synthesis and duplex stability of oligonucleotides containing adenine-guanine analogues. Carbohydr. Res. 1991, 216, 129–139. [Google Scholar] [CrossRef] [PubMed]
  61. Lin, P.K.; Brown, D.M. Synthesis and duplex stability of oligonucleotides containing cytosine-thymine analogues. Nucleic Acids Res. 1989, 17, 10373–10383. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  62. Lin, P.K.; Brown, D.M. Synthesis of oligodeoxyribonucleotides containing degenerate bases and their use as primers in the polymerase chain reaction. Nucleic Acids Res. 1992, 20, 5149–5152. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  63. Liu, H.; Nichols, R. PCR amplification using deoxyinosine to replace an entire codon and at ambiguous positions. Biotechniques 1994, 16, 24–26. [Google Scholar] [PubMed]
  64. Loakes, D.; Brown, D.M. 5-Nitroindole as an universal base analogue. Nucleic Acids Res. 1994, 22, 4039–4043. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  65. Arimide, D.A.; Szojka, Z.I.; Zealiyas, K.; Gebreegziabxier, A.; Adugna, F.; Sasinovich, S.; Bjorkman, P.; Medstrand, P. Pre-Treatment Integrase Inhibitor Resistance and Natural Polymorphisms among HIV-1 Subtype C Infected Patients in Ethiopia. Viruses 2022, 14, 729. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  66. Quashie, P.K.; Oliviera, M.; Veres, T.; Osman, N.; Han, Y.S.; Hassounah, S.; Lie, Y.; Huang, W.; Mesplede, T.; Wainberg, M.A. Differential effects of the G118R, H51Y, and E138K resistance substitutions in different subtypes of HIV integrase. J. Virol. 2015, 89, 3163–3175. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  67. Dekker, J.G.; Klaver, B.; Berkhout, B.; Das, A.T. HIV-1 3′-Polypurine Tract Mutations Confer Dolutegravir Resistance by Switching to an Integration-Independent Replication Mechanism via 1-LTR Circles. J. Virol. 2023, 97, e0036123. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  68. Hikichi, Y.; Van Duyne, R.; Pham, P.; Groebner, J.L.; Wiegand, A.; Mellors, J.W.; Kearney, M.F.; Freed, E.O. Mechanistic Analysis of the Broad Antiretroviral Resistance Conferred by HIV-1 Envelope Glycoprotein Mutations. mBio 2021, 12, e03134-20. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
  69. Hikichi, Y.; Grover, J.R.; Schafer, A.; Mothes, W.; Freed, E.O. Epistatic pathways can drive HIV-1 escape from integrase strand transfer inhibitors. Sci. Adv. 2024, 10, eadn0042. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
Figure 1. Indeterminate OLA results at HIV-1 integrase codons 118 and 148. The reference sequence shows the consensus sequence in the region of the OLA probes of all samples tested. The gray rectangles indicate the bases comprising the codon of interest; the blue arrows indicate the ligation site for each mutation tested; and bases highlighted in color indicate polymorphisms in samples with indeterminate results not accommodated by the original OLA probes.
Figure 1. Indeterminate OLA results at HIV-1 integrase codons 118 and 148. The reference sequence shows the consensus sequence in the region of the OLA probes of all samples tested. The gray rectangles indicate the bases comprising the codon of interest; the blue arrows indicate the ligation site for each mutation tested; and bases highlighted in color indicate polymorphisms in samples with indeterminate results not accommodated by the original OLA probes.
Viruses 16 01162 g001
Table 1. Integrase mutations detected in individuals with virologic failure of DTG-based ART (n = 76).
Table 1. Integrase mutations detected in individuals with virologic failure of DTG-based ART (n = 76).
Detection RateMajor Integrase Inhibitor (INSTI) Resistance Mutations (Stanford HIV Drug Resistance Database 1)
T66IKE92QG118RE138KATG140SACY143RCHS147GQ148HRKN155HR263K
Frequency (%)13 (17.1)2 (2.6)26 (34.2)24 (31.6)5 (6.6)1 (1.3)6 (7.9)11 (14.5)8 (10.5)37 (48.7)
Number (%) detected as single mutations1 (1.3)07 (9.2)0001 (1.3)3 (3.9)3 (3.9)29 (38.2)
1 Mutations in bold reduce susceptibility or virological response to DTG; mutations in plain text contribute to reduced susceptibility in combination with other INSTI-resistance mutations [26,27].
Table 2. OLA probes designed to detect mutations in HIV-1 integrase associated with resistance a to dolutegravir.
Table 2. OLA probes designed to detect mutations in HIV-1 integrase associated with resistance a to dolutegravir.
CodonMutationProbe TypeSequence (5′ →3′) b
A. Original probes
118G118RSubtype A/AE wildtypedig-CCAGTAAAARTARTACACACAGACAAYG
Subtype C/D wildtypedig-CCAGTMAAARTARTACATACAGACAATG
Subtype A/AE mutantf-CCAGTAAAARTARTACACACAGACAAYC
Subtype C/D mutantf-CCAGTMAAARTARTACATACAGACAATC
Commonp-GHAGCAATTTCACCAGYRCTGC-bio
Subtype C commonp-GHAGTAATTTCACCAGTRCTGC-bio
148Q148KWildtypedig-GRATTCCCTACAATCCCCAAAGYC
Mutantf-GRATTCCCTACAATCCCCAAAGYA
Commonp-ARGGAGTAGTAGAATCYATGAATAA-bio
Q148RWildtypedig-ATTCCCTACAATCCCCAAAGTCA
Mutantf-ATTCCCTACAATCCCCAAAGTCG
Commonp-RGGAGTAGTAGAATCYATGAATAAAG-bio
Q148HWildtypedig-TTCCCTACAATCCCCAAAGTCAR
Mutantf-TTCCCTACAATCCCCAAAGTCAC
Commonp-GGAGTAGTAGAATCYATGAATAAAG-bio
155N155HWildtypedig-GTCAAGGAGTAGTAGAATCYATRA
Mutantf-GTCAAGGAGTAGTAGAATCYATRC
Commonp-AYAAAGAATTAAAGAAAATYATAGGRC-bio
263R263KWildtypedig-TGACATAAARGTAGTRCCAAGRAG
Mutantf-TGACATAAARGTAGTRCCAAGRAA
Commonp-RAAAGCAAARATCATTAGGGATTAT-bio
Subtype C commonp-RAAAGYAAAAATCATTAAGGACTATG-bio
B. Modified probes c
118G118RAlt mutantf-CCAGTAAAAGTARTACAYACAGACAAYA
Mod commonp-GHAGCAATTTYACCAGYGCTGC-bio
Alt commonp-GNCCYAATTTCACCAGTRCTGC-bio
148Q148RMod wildtypedig-ATTCCCTACAATCCCCAAAGYCA
Mod mutantf-ATTCCCTACAATCCCCAAAGYCG
a References [7,8,11,12,18,19,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49]. b Bases comprising the codons of interest within the genotype-specific and the common probes are in boldface type; dig, digoxigenin; f, fluorescein; p, phosphate; bio, biotin. c Probes with modifications designed to accommodate polymorphisms detected in samples with indeterminate results in OLA.
Table 3. Summary of genotypes derived by OLA versus PacBio/Sanger sequencing at 244 HIV-1 integrase resistance codons.
Table 3. Summary of genotypes derived by OLA versus PacBio/Sanger sequencing at 244 HIV-1 integrase resistance codons.
MutationOLA
n = 244
PacBio/Sanger
n = 244
MutantWildtypeIndeterminateMutantWildtype
G118R6469853
Q148K/R/H *7477754
N155H7540754
R263K7540754
Total272011629215
* Because the position of the mutant base differs in Q148K, Q148R and Q148H, each variant was tested in a separate OLA assay. Interpretation of codon 148 for each specimen was as follows: mutant-positive if any of the three variants were detected; wildtype if all three assays produced wildtype results; and indeterminate if no mutant variant was detected and at least one variant was negative for mutant and wildtype. All seven mutations detected by PacBio/Sanger at codon 148 were detected by OLA and included three Q148K, two Q148R and two Q148H.
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Beck, I.A.; Boyce, C.L.; Bishop, M.D.; Vu, Y.L.; Fung, A.; Styrchak, S.; Panpradist, N.; Lutz, B.R.; Frenkel, L.M. Development and Optimization of Oligonucleotide Ligation Assay (OLA) Probes for Detection of HIV-1 Resistance to Dolutegravir. Viruses 2024, 16, 1162. https://doi.org/10.3390/v16071162

AMA Style

Beck IA, Boyce CL, Bishop MD, Vu YL, Fung A, Styrchak S, Panpradist N, Lutz BR, Frenkel LM. Development and Optimization of Oligonucleotide Ligation Assay (OLA) Probes for Detection of HIV-1 Resistance to Dolutegravir. Viruses. 2024; 16(7):1162. https://doi.org/10.3390/v16071162

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Beck, Ingrid A., Ceejay L. Boyce, Marley D. Bishop, Yen L. Vu, Amanda Fung, Sheila Styrchak, Nuttada Panpradist, Barry R. Lutz, and Lisa M. Frenkel. 2024. "Development and Optimization of Oligonucleotide Ligation Assay (OLA) Probes for Detection of HIV-1 Resistance to Dolutegravir" Viruses 16, no. 7: 1162. https://doi.org/10.3390/v16071162

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