Cargando…
High-Resolution Metagenomics of Human Gut Microbiota Generated by Nanopore and Illumina Hybrid Metagenome Assembly
Metagenome assembly is a core yet methodologically challenging step for taxonomic classification and functional annotation of a microbiome. This study aims to generate the high-resolution human gut metagenome using both Illumina and Nanopore platforms. Assembly was achieved using four assemblers, in...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9134245/ https://www.ncbi.nlm.nih.gov/pubmed/35633679 http://dx.doi.org/10.3389/fmicb.2022.801587 |
_version_ | 1784713752242814976 |
---|---|
author | Ye, Lianwei Dong, Ning Xiong, Wenguang Li, Jun Li, Runsheng Heng, Heng Chan, Edward Wai Chi Chen, Sheng |
author_facet | Ye, Lianwei Dong, Ning Xiong, Wenguang Li, Jun Li, Runsheng Heng, Heng Chan, Edward Wai Chi Chen, Sheng |
author_sort | Ye, Lianwei |
collection | PubMed |
description | Metagenome assembly is a core yet methodologically challenging step for taxonomic classification and functional annotation of a microbiome. This study aims to generate the high-resolution human gut metagenome using both Illumina and Nanopore platforms. Assembly was achieved using four assemblers, including Flye (Nanopore), metaSPAdes (Illumina), hybridSPAdes (Illumina and Nanopore), and OPERA-MS (Illumina and Nanopore). Hybrid metagenome assembly was shown to generate contigs with almost same sizes comparable to those produced using Illumina reads alone, but was more contiguous, informative, and longer compared with those assembled with Illumina reads only. In addition, hybrid metagenome assembly enables us to obtain complete plasmid sequences and much more AMR gene-encoding contigs than the Illumina method. Most importantly, using our workflow, 58 novel high-quality metagenome bins were obtained from four assembly algorithms, particularly hybrid assembly (47/58), although metaSPAdes could provide 11 high-quality bins independently. Among them, 29 bins were currently uncultured bacterial metagenome-assembled genomes. These findings were highly consistent and supported by mock community data tested. In the analysis of biosynthetic gene clusters (BGCs), the number of BGCs in the contigs from hybridSPAdes (241) is higher than that of contigs from metaSPAdes (233). In conclusion, hybrid metagenome assembly could significantly enhance the efficiency of contig assembly, taxonomic binning, and genome construction compared with procedures using Illumina short-read data alone, indicating that nanopore long reads are highly useful in metagenomic applications. This technique could be used to create high-resolution references for future human metagenome studies. |
format | Online Article Text |
id | pubmed-9134245 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-91342452022-05-27 High-Resolution Metagenomics of Human Gut Microbiota Generated by Nanopore and Illumina Hybrid Metagenome Assembly Ye, Lianwei Dong, Ning Xiong, Wenguang Li, Jun Li, Runsheng Heng, Heng Chan, Edward Wai Chi Chen, Sheng Front Microbiol Microbiology Metagenome assembly is a core yet methodologically challenging step for taxonomic classification and functional annotation of a microbiome. This study aims to generate the high-resolution human gut metagenome using both Illumina and Nanopore platforms. Assembly was achieved using four assemblers, including Flye (Nanopore), metaSPAdes (Illumina), hybridSPAdes (Illumina and Nanopore), and OPERA-MS (Illumina and Nanopore). Hybrid metagenome assembly was shown to generate contigs with almost same sizes comparable to those produced using Illumina reads alone, but was more contiguous, informative, and longer compared with those assembled with Illumina reads only. In addition, hybrid metagenome assembly enables us to obtain complete plasmid sequences and much more AMR gene-encoding contigs than the Illumina method. Most importantly, using our workflow, 58 novel high-quality metagenome bins were obtained from four assembly algorithms, particularly hybrid assembly (47/58), although metaSPAdes could provide 11 high-quality bins independently. Among them, 29 bins were currently uncultured bacterial metagenome-assembled genomes. These findings were highly consistent and supported by mock community data tested. In the analysis of biosynthetic gene clusters (BGCs), the number of BGCs in the contigs from hybridSPAdes (241) is higher than that of contigs from metaSPAdes (233). In conclusion, hybrid metagenome assembly could significantly enhance the efficiency of contig assembly, taxonomic binning, and genome construction compared with procedures using Illumina short-read data alone, indicating that nanopore long reads are highly useful in metagenomic applications. This technique could be used to create high-resolution references for future human metagenome studies. Frontiers Media S.A. 2022-05-12 /pmc/articles/PMC9134245/ /pubmed/35633679 http://dx.doi.org/10.3389/fmicb.2022.801587 Text en Copyright © 2022 Ye, Dong, Xiong, Li, Li, Heng, Chan and Chen. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Microbiology Ye, Lianwei Dong, Ning Xiong, Wenguang Li, Jun Li, Runsheng Heng, Heng Chan, Edward Wai Chi Chen, Sheng High-Resolution Metagenomics of Human Gut Microbiota Generated by Nanopore and Illumina Hybrid Metagenome Assembly |
title | High-Resolution Metagenomics of Human Gut Microbiota Generated by Nanopore and Illumina Hybrid Metagenome Assembly |
title_full | High-Resolution Metagenomics of Human Gut Microbiota Generated by Nanopore and Illumina Hybrid Metagenome Assembly |
title_fullStr | High-Resolution Metagenomics of Human Gut Microbiota Generated by Nanopore and Illumina Hybrid Metagenome Assembly |
title_full_unstemmed | High-Resolution Metagenomics of Human Gut Microbiota Generated by Nanopore and Illumina Hybrid Metagenome Assembly |
title_short | High-Resolution Metagenomics of Human Gut Microbiota Generated by Nanopore and Illumina Hybrid Metagenome Assembly |
title_sort | high-resolution metagenomics of human gut microbiota generated by nanopore and illumina hybrid metagenome assembly |
topic | Microbiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9134245/ https://www.ncbi.nlm.nih.gov/pubmed/35633679 http://dx.doi.org/10.3389/fmicb.2022.801587 |
work_keys_str_mv | AT yelianwei highresolutionmetagenomicsofhumangutmicrobiotageneratedbynanoporeandilluminahybridmetagenomeassembly AT dongning highresolutionmetagenomicsofhumangutmicrobiotageneratedbynanoporeandilluminahybridmetagenomeassembly AT xiongwenguang highresolutionmetagenomicsofhumangutmicrobiotageneratedbynanoporeandilluminahybridmetagenomeassembly AT lijun highresolutionmetagenomicsofhumangutmicrobiotageneratedbynanoporeandilluminahybridmetagenomeassembly AT lirunsheng highresolutionmetagenomicsofhumangutmicrobiotageneratedbynanoporeandilluminahybridmetagenomeassembly AT hengheng highresolutionmetagenomicsofhumangutmicrobiotageneratedbynanoporeandilluminahybridmetagenomeassembly AT chanedwardwaichi highresolutionmetagenomicsofhumangutmicrobiotageneratedbynanoporeandilluminahybridmetagenomeassembly AT chensheng highresolutionmetagenomicsofhumangutmicrobiotageneratedbynanoporeandilluminahybridmetagenomeassembly |