Cargando…

HPV DeepSeq: An Ultra-Fast Method of NGS Data Analysis and Visualization Using Automated Workflows and a Customized Papillomavirus Database in CLC Genomics Workbench

Next-generation sequencing (NGS) has actualized the human papillomavirus (HPV) virome profiling for in-depth investigation of viral evolution and pathogenesis. However, viral computational analysis remains a bottleneck due to semantic discrepancies between computational tools and curated reference g...

Descripción completa

Detalles Bibliográficos
Autores principales: Shen-Gunther, Jane, Xia, Qingqing, Cai, Hong, Wang, Yufeng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8398645/
https://www.ncbi.nlm.nih.gov/pubmed/34451490
http://dx.doi.org/10.3390/pathogens10081026
_version_ 1783744889165447168
author Shen-Gunther, Jane
Xia, Qingqing
Cai, Hong
Wang, Yufeng
author_facet Shen-Gunther, Jane
Xia, Qingqing
Cai, Hong
Wang, Yufeng
author_sort Shen-Gunther, Jane
collection PubMed
description Next-generation sequencing (NGS) has actualized the human papillomavirus (HPV) virome profiling for in-depth investigation of viral evolution and pathogenesis. However, viral computational analysis remains a bottleneck due to semantic discrepancies between computational tools and curated reference genomes. To address this, we developed and tested automated workflows for HPV taxonomic profiling and visualization using a customized papillomavirus database in the CLC Microbial Genomics Module. HPV genomes from Papilloma Virus Episteme were customized and incorporated into CLC “ready-to-use” workflows for stepwise data processing to include: (1) Taxonomic Analysis, (2) Estimate Alpha/Beta Diversities, and (3) Map Reads to Reference. Low-grade (n = 95) and high-grade (n = 60) Pap smears were tested with ensuing collective runtimes: Taxonomic Analysis (36 min); Alpha/Beta Diversities (5 s); Map Reads (45 min). Tabular output conversion to visualizations entailed 1–2 keystrokes. Biodiversity analysis between low- (LSIL) and high-grade squamous intraepithelial lesions (HSIL) revealed loss of species richness and gain of dominance by HPV-16 in HSIL. Integrating clinically relevant, taxonomized HPV reference genomes within automated workflows proved to be an ultra-fast method of virome profiling. The entire process named “HPV DeepSeq” provides a simple, accurate and practical means of NGS data analysis for a broad range of applications in viral research.
format Online
Article
Text
id pubmed-8398645
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-83986452021-08-29 HPV DeepSeq: An Ultra-Fast Method of NGS Data Analysis and Visualization Using Automated Workflows and a Customized Papillomavirus Database in CLC Genomics Workbench Shen-Gunther, Jane Xia, Qingqing Cai, Hong Wang, Yufeng Pathogens Article Next-generation sequencing (NGS) has actualized the human papillomavirus (HPV) virome profiling for in-depth investigation of viral evolution and pathogenesis. However, viral computational analysis remains a bottleneck due to semantic discrepancies between computational tools and curated reference genomes. To address this, we developed and tested automated workflows for HPV taxonomic profiling and visualization using a customized papillomavirus database in the CLC Microbial Genomics Module. HPV genomes from Papilloma Virus Episteme were customized and incorporated into CLC “ready-to-use” workflows for stepwise data processing to include: (1) Taxonomic Analysis, (2) Estimate Alpha/Beta Diversities, and (3) Map Reads to Reference. Low-grade (n = 95) and high-grade (n = 60) Pap smears were tested with ensuing collective runtimes: Taxonomic Analysis (36 min); Alpha/Beta Diversities (5 s); Map Reads (45 min). Tabular output conversion to visualizations entailed 1–2 keystrokes. Biodiversity analysis between low- (LSIL) and high-grade squamous intraepithelial lesions (HSIL) revealed loss of species richness and gain of dominance by HPV-16 in HSIL. Integrating clinically relevant, taxonomized HPV reference genomes within automated workflows proved to be an ultra-fast method of virome profiling. The entire process named “HPV DeepSeq” provides a simple, accurate and practical means of NGS data analysis for a broad range of applications in viral research. MDPI 2021-08-13 /pmc/articles/PMC8398645/ /pubmed/34451490 http://dx.doi.org/10.3390/pathogens10081026 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Shen-Gunther, Jane
Xia, Qingqing
Cai, Hong
Wang, Yufeng
HPV DeepSeq: An Ultra-Fast Method of NGS Data Analysis and Visualization Using Automated Workflows and a Customized Papillomavirus Database in CLC Genomics Workbench
title HPV DeepSeq: An Ultra-Fast Method of NGS Data Analysis and Visualization Using Automated Workflows and a Customized Papillomavirus Database in CLC Genomics Workbench
title_full HPV DeepSeq: An Ultra-Fast Method of NGS Data Analysis and Visualization Using Automated Workflows and a Customized Papillomavirus Database in CLC Genomics Workbench
title_fullStr HPV DeepSeq: An Ultra-Fast Method of NGS Data Analysis and Visualization Using Automated Workflows and a Customized Papillomavirus Database in CLC Genomics Workbench
title_full_unstemmed HPV DeepSeq: An Ultra-Fast Method of NGS Data Analysis and Visualization Using Automated Workflows and a Customized Papillomavirus Database in CLC Genomics Workbench
title_short HPV DeepSeq: An Ultra-Fast Method of NGS Data Analysis and Visualization Using Automated Workflows and a Customized Papillomavirus Database in CLC Genomics Workbench
title_sort hpv deepseq: an ultra-fast method of ngs data analysis and visualization using automated workflows and a customized papillomavirus database in clc genomics workbench
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8398645/
https://www.ncbi.nlm.nih.gov/pubmed/34451490
http://dx.doi.org/10.3390/pathogens10081026
work_keys_str_mv AT shenguntherjane hpvdeepseqanultrafastmethodofngsdataanalysisandvisualizationusingautomatedworkflowsandacustomizedpapillomavirusdatabaseinclcgenomicsworkbench
AT xiaqingqing hpvdeepseqanultrafastmethodofngsdataanalysisandvisualizationusingautomatedworkflowsandacustomizedpapillomavirusdatabaseinclcgenomicsworkbench
AT caihong hpvdeepseqanultrafastmethodofngsdataanalysisandvisualizationusingautomatedworkflowsandacustomizedpapillomavirusdatabaseinclcgenomicsworkbench
AT wangyufeng hpvdeepseqanultrafastmethodofngsdataanalysisandvisualizationusingautomatedworkflowsandacustomizedpapillomavirusdatabaseinclcgenomicsworkbench