Evidence map›Paper›PMID 36599816›Full record

ArticleTropical medicine & international health : TM & IH2023

Nano-RECall provides an integrated pipeline for HIV-1 drug resistance testing from Oxford Nanopore sequence data.

Kayla Eileen Delaney, Trevor Ngobeni, Conan K Woods, Carli Gordijn, Mathilda Claassen, Urvi Parikh, P Richard Harrigan, Gert Uves van Zyl

Abstract read
In one paragraph

Article in Tropical medicine & international health : TM & IH, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

5 citing papers in PubMed.

  1. A Real-Time Urine Tenofovir Assay Improves Drug Adherence Among People With HIV With Prior Virologic Failure in a Randomized Controlled Trial.Clinical infectious diseases : an official publication of the Infectious Diseases Society of America · 2025
    Trial
  2. Article
  3. Review
  4. Article
  5. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Kayla Eileen DelaneyDivision of Medical Virology, Stellenbosch University, Cape Town, South Africa.
Trevor NgobeniDivision of Medical Virology, Stellenbosch University, Cape Town, South Africa.
Conan K WoodsUniversity of British Columbia, Vancouver, British Columbia, Canada.
Carli GordijnDivision of Medical Virology, Stellenbosch University, Cape Town, South Africa.
Mathilda ClaassenDivision of Medical Virology, Stellenbosch University, Cape Town, South Africa.
Urvi ParikhUniversity of Pittsburgh, Pittsburgh, Pennsylvania, USA.
P Richard HarriganUniversity of British Columbia, Vancouver, British Columbia, Canada.
Gert Uves van ZylDivision of Medical Virology, Stellenbosch University, Cape Town, South Africa.

Funding

Characterizing HIV-1 diversity, evolution, and integration sites in children initiating cART in early infectionU01CA200441 · NCI · STELLENBOSCH UNIVERSITY · PI KEARNEY, MARY, VAN ZYL, GERT UVES · 2015 to 2019
$842k
NCI NIH HHS U01 CA200441
6 · The paper itself

Abstract

objectivesLow-capital-layout sequencing options from Oxford Nanopore Technologies (ONT) could assist in expanding HIV drug resistance testing to resource-limited settings. HIV drug resistance mutations often occur as mixtures, but current ONT pipelines provide a consensus sequence only. Moreover, there is no integrated pipeline that provides a drug resistance report from an ONT sequence file without intervention from skilled bioinformaticists. We therefore investigated Nano-RECall, which provides seamless drug resistance interpretation while requiring low-read coverage ONT sequence data from affordable Flongle or MinION flow cells and which provides mutation mixtures similar to Sanger Sequencing.

methodsWe compared Sanger sequencing to ONT sequencing of the same HIV-1 subtype C polymerase chain reaction (PCR) amplicons, respectively using RECall and the novel Nano-RECall bioinformatics pipelines. Amplicons were from separate assays: (a) Applied Biosystems HIV-1 Genotyping Kit (ThermoFisher) spanning protease (PR) to reverse transcriptase (RT) (PR-RT) (n = 46) and (b) homebrew integrase (IN) (n = 21). The agreement between Sanger sequences and ONT sequences was assessed at nucleotide level, and at codon level for Stanford HIV drug resistance database mutations at an optimal ONT read depth of 400 reads only.

resultsThe average sequence similarity between ONT and Sanger sequences was 99.3% (95% CI: 99.1%-99.4%) for PR-RT and 99.6% (95% CI: 99.4%-99.7%) for INT. Drug resistance mutations did not differ for 21 IN specimens; 8 mutations were detected by both ONT- and Sanger sequencing. For the 46 PR and RT specimens, 245 mutations were detected by either ONT or Sanger, of these 238 (97.1%) were detected by both.

conclusionsThe Nano-RECall pipeline, freely available as a downloadable application on a Windows computer, provides Sanger-equivalent HIV drug resistance interpretation. This novel pipeline combined with a simple workflow and multiplexing samples on ONT flow-cells would contribute to making HIV drug resistance sequencing feasible for resource-limited settings.

Indexed as

Drug Resistance, ViralHIV-1HIV InfectionsNanopore SequencingHIV SeropositivityHumansMutationbioinformatics pipelinecodon-aware alignmentHIV drug resistance sequencinghomopolymer errorOxford Nanopore Technologysanger sequencing

Identifiers

PMID36599816
PMCPMC10230441

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.