Javascript must be enabled to continue!
AYUKA: A toolkit for fast viral genotyping using whole genome sequencing
View through CrossRef
Abstract
Technological advances enabled the frequent use of whole genome sequencing in the clinical microbiology laboratory. While generating data is now easier than ever, the computational resources and expertise required for analysis are still a challenge for clinical applications. Since it is not always possible to collect clinical specimens at the peak viral load, sequencing results are also not always amenable for analysis with bioinformatics pipelines that always require high quality data.
Here we present a fast and reliable method, we named AYUKA, for analysis of viral sequencing data that does not require data pre-processing and provides quality control metrics including estimates for sequencing depth and genome coverage, as well as identifying the viral genotypes in a sample and distinguishing mixed infection from recombinants.
This method can be applied to any virus where a classification by genotype is employed and determining it is relevant. We generated a validation dataset composed of cultured and sequenced reference adenoviruses from distinct species, that we compared with the gold standard clinical processing pipeline currently implemented to demonstrate reliability. The validation shows better sensitivity than mapping and perfect specificity in detecting the correct genotypes and in a wide range of adenovirus species. Run time was consistently under one minute per sample on a standard laptop, allowing the analysis of more than 100 samples per hour.
This open-source method is available at
https://github.com/afonsoguerra/AYUKA
and precomputed databases are available at
https://zenodo.org/record/6521576
allowing analysis of raw data straight from the sequencer within minutes on a standard computer, with minimum setup or expertise required to perform the analysis.
The information contained within the AYUKA report can be of use for both the clinical team that collected the sample, but also for guiding the bioinformatics analysis team in the in-depth downstream analyses and genetic epidemiology investigations.
Title: AYUKA: A toolkit for fast viral genotyping using whole genome sequencing
Description:
Abstract
Technological advances enabled the frequent use of whole genome sequencing in the clinical microbiology laboratory.
While generating data is now easier than ever, the computational resources and expertise required for analysis are still a challenge for clinical applications.
Since it is not always possible to collect clinical specimens at the peak viral load, sequencing results are also not always amenable for analysis with bioinformatics pipelines that always require high quality data.
Here we present a fast and reliable method, we named AYUKA, for analysis of viral sequencing data that does not require data pre-processing and provides quality control metrics including estimates for sequencing depth and genome coverage, as well as identifying the viral genotypes in a sample and distinguishing mixed infection from recombinants.
This method can be applied to any virus where a classification by genotype is employed and determining it is relevant.
We generated a validation dataset composed of cultured and sequenced reference adenoviruses from distinct species, that we compared with the gold standard clinical processing pipeline currently implemented to demonstrate reliability.
The validation shows better sensitivity than mapping and perfect specificity in detecting the correct genotypes and in a wide range of adenovirus species.
Run time was consistently under one minute per sample on a standard laptop, allowing the analysis of more than 100 samples per hour.
This open-source method is available at
https://github.
com/afonsoguerra/AYUKA
and precomputed databases are available at
https://zenodo.
org/record/6521576
allowing analysis of raw data straight from the sequencer within minutes on a standard computer, with minimum setup or expertise required to perform the analysis.
The information contained within the AYUKA report can be of use for both the clinical team that collected the sample, but also for guiding the bioinformatics analysis team in the in-depth downstream analyses and genetic epidemiology investigations.
Related Results
Next Generation Sequencing Technologies and Their Applications
Next Generation Sequencing Technologies and Their Applications
Abstract
The advances in next generation sequencing (NGS) technologies have tremendous impacts on the studies of structural and f...
High‐Throughput Single Nucleotide Polymorphisms Genotyping Technologies
High‐Throughput Single Nucleotide Polymorphisms Genotyping Technologies
Abstract
Genome‐wide association studies have successfully identified many novel genetic loci for various human complex diseases and quantitativ...
Whole Genome Resequencing and 1000 Genomes Project
Whole Genome Resequencing and 1000 Genomes Project
Abstract
The recent advances in sequencing technologies have enabled the whole human genome to be sequenced within weeks. To date, several human...
The Europlanet Evaluation Toolkit
The Europlanet Evaluation Toolkit
Evaluation can provide essential information in understanding the effectiveness and accessibility of outreach activities in engaging diverse communities.
In this presentation, we w...
Model Pembelajaran Kooperatif Tipe Team Games Tournament (TGT) Meningkatkan Hasil Belajar Matematika Siswa Kelas VI SMP Negeri Ayuka Timika Pada Materi Pokok Pecahan Campuran
Model Pembelajaran Kooperatif Tipe Team Games Tournament (TGT) Meningkatkan Hasil Belajar Matematika Siswa Kelas VI SMP Negeri Ayuka Timika Pada Materi Pokok Pecahan Campuran
Model Pembelajaran Kooperatif Tipe Team Games Tournament (TGT) Meningkatkan Hasil Belajar Matematika Siswa Kelas VII SMP Negeri Ayuka Timika Pada Materi Pokok Pecahan Campuran. Pen...
The Europlanet Evaluation Toolkit
The Europlanet Evaluation Toolkit
<div>
<p>In this presentation, we will give an overview of the Europlanet Evaluation Toolkit, a resource that aims to empower outreach providers and edu...
Viral Hijacking of Host RNA-Binding Proteins: Implications for Viral Replication and Pathogenesis
Viral Hijacking of Host RNA-Binding Proteins: Implications for Viral Replication and Pathogenesis
In the intricate dance between viruses and host cells, RNA-binding proteins (RBPs) serve as crucial orchestrators of gene expression and cellular processes. We will delve into the ...
Response to Toshihide Tsuda, Yumiko Miyano and Eiji Yamamoto [1]
Response to Toshihide Tsuda, Yumiko Miyano and Eiji Yamamoto [1]
Abstract
Background
In August 2021, we published in Environmental Health a Toolkit for detecting misused epidemiological methods with the goal of pr...

