Nucleic Acids Research · 2018 · 45 citations · 39 references
Life SciencesBiomedical InformaticsMolecular GeneticsGenomicsMolecular VirologyPharmacogeneticsAntiviral Drug ResistanceAntiviral ResistanceDna SequencingGenome SequencingNext-generation SequencingResistance Gene DiscoveryDrug Resistance MutationsGenotypic IdentificationGenotypic Resistance ProfilingGenotypic Resistance TestingResistance Interpretation AlgorithmsResistance Mutation DetectionResistance-associated MutationsViral Genome Sequencing
Identifying resistance to antiretroviral drugs is crucial for ensuring the successful treatment of patients infected with viruses such as human immunodeficiency virus (HIV) or hepatitis C virus (HCV). In contrast to Sanger sequencing, next-generation sequencing (NGS) can detect resistance mutations in minority populations. Thus, genotypic resistance testing based on NGS data can offer novel, treatment-relevant insights. Since existing web services for analyzing resistance in NGS samples are subject to long processing times and follow strictly rules-based approaches, we developed geno2pheno[ngs-freq], a web service for rapidly identifying drug resistance in HIV-1 and HCV samples. By relying on frequency files that provide the read counts of nucleotides or codons along a viral genome, the time-intensive step of processing raw NGS data is eliminated. Once a frequency file has been uploaded, consensus sequences are generated for a set of user-defined prevalence cutoffs, such that the constructed sequences contain only those nucleotides whose codon prevalence exceeds a given cutoff. After locally aligning the sequences to a set of references, resistance is predicted using the well-established approaches of geno2pheno[resistance] and geno2pheno[hcv]. geno2pheno[ngs-freq] can assist clinical decision making by enabling users to explore resistance in viral populations with different abundances and is freely available at http://ngs.geno2pheno.org.
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