Whole-Genome Metagenomic Analysis of the Gut Microbiome in HIV-1-Infected Individuals on Antiretroviral Therapy

Gut microbiome plays a significant role in HIV-1 immunopathogenesis and HIV-1-associated complications. Previous studies have mostly been based on 16S rRNA gene sequencing, which is limited in taxonomic resolution at the genus level and inferred functionality. Herein, we performed a deep shotgun met...

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Main Authors: Xiangning Bai, Aswathy Narayanan, Piotr Nowak, Shilpa Ray, Ujjwal Neogi, Anders Sönnerborg
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-06-01
Series:Frontiers in Microbiology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fmicb.2021.667718/full
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spelling doaj-59de8362009a4066baa267b63b4c9fb42021-06-25T05:08:37ZengFrontiers Media S.A.Frontiers in Microbiology1664-302X2021-06-011210.3389/fmicb.2021.667718667718Whole-Genome Metagenomic Analysis of the Gut Microbiome in HIV-1-Infected Individuals on Antiretroviral TherapyXiangning Bai0Xiangning Bai1Xiangning Bai2Xiangning Bai3Aswathy Narayanan4Piotr Nowak5Piotr Nowak6Piotr Nowak7Shilpa Ray8Shilpa Ray9Ujjwal Neogi10Anders Sönnerborg11Anders Sönnerborg12Anders Sönnerborg13Division of Clinical Microbiology, Department of Laboratory Medicine, ANA Futura, Karolinska Institutet, Stockholm, SwedenDivision of Infectious Diseases, Department of Medicine Huddinge, Karolinska Institutet, Stockholm, SwedenState Key Laboratory of Infectious Disease Prevention and Control, National Institute for Communicable Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing, ChinaDivision of Laboratory Medicine, Oslo University Hospital, Oslo, NorwayDivision of Infectious Diseases, Department of Medicine Huddinge, Karolinska Institutet, Stockholm, SwedenDivision of Infectious Diseases, Department of Medicine Huddinge, Karolinska Institutet, Stockholm, SwedenDepartment of Infectious Diseases, Karolinska University Hospital, Stockholm, SwedenThe Laboratory for Molecular Infection Medicine Sweden MIMS, Umeå University, Umeå, SwedenDivision of Clinical Microbiology, Department of Laboratory Medicine, ANA Futura, Karolinska Institutet, Stockholm, SwedenThe Laboratory for Molecular Infection Medicine Sweden MIMS, Umeå University, Umeå, SwedenDivision of Clinical Microbiology, Department of Laboratory Medicine, ANA Futura, Karolinska Institutet, Stockholm, SwedenDivision of Clinical Microbiology, Department of Laboratory Medicine, ANA Futura, Karolinska Institutet, Stockholm, SwedenDivision of Infectious Diseases, Department of Medicine Huddinge, Karolinska Institutet, Stockholm, SwedenDepartment of Infectious Diseases, Karolinska University Hospital, Stockholm, SwedenGut microbiome plays a significant role in HIV-1 immunopathogenesis and HIV-1-associated complications. Previous studies have mostly been based on 16S rRNA gene sequencing, which is limited in taxonomic resolution at the genus level and inferred functionality. Herein, we performed a deep shotgun metagenomics study with the aim to obtain a more precise landscape of gut microbiome dysbiosis in HIV-1 infection. A reduced tendency of alpha diversity and significantly higher beta diversity were found in HIV-1-infected individuals on antiretroviral therapy (ART) compared to HIV-1-negative controls. Several species, such as Streptococcus anginosus, Actinomyces odontolyticus, and Rothia mucilaginosa, were significantly enriched in the HIV-1-ART group. Correlations were observed between the degree of immunodeficiency and gut microbiome in terms of microbiota composition and metabolic pathways. Furthermore, microbial shift in HIV-1-infected individuals was found to be associated with changes in microbial virulome and resistome. From the perspective of methodological evaluations, our study showed that different DNA extraction protocols significantly affect the genomic DNA quantity and quality. Moreover, whole metagenome sequencing depth affects critically the recovery of microbial genes, including virulome and resistome, while less than 5 million reads per sample is sufficient for taxonomy profiling in human fecal metagenomic samples. These findings advance our understanding of human gut microbiome and their potential associations with HIV-1 infection. The methodological assessment assists in future study design to accurately assess human gut microbiome.https://www.frontiersin.org/articles/10.3389/fmicb.2021.667718/fullgut microbiomeshotgun metagenome sequencingHIV-1 infectionvirulomeresistome
collection DOAJ
language English
format Article
sources DOAJ
author Xiangning Bai
Xiangning Bai
Xiangning Bai
Xiangning Bai
Aswathy Narayanan
Piotr Nowak
Piotr Nowak
Piotr Nowak
Shilpa Ray
Shilpa Ray
Ujjwal Neogi
Anders Sönnerborg
Anders Sönnerborg
Anders Sönnerborg
spellingShingle Xiangning Bai
Xiangning Bai
Xiangning Bai
Xiangning Bai
Aswathy Narayanan
Piotr Nowak
Piotr Nowak
Piotr Nowak
Shilpa Ray
Shilpa Ray
Ujjwal Neogi
Anders Sönnerborg
Anders Sönnerborg
Anders Sönnerborg
Whole-Genome Metagenomic Analysis of the Gut Microbiome in HIV-1-Infected Individuals on Antiretroviral Therapy
Frontiers in Microbiology
gut microbiome
shotgun metagenome sequencing
HIV-1 infection
virulome
resistome
author_facet Xiangning Bai
Xiangning Bai
Xiangning Bai
Xiangning Bai
Aswathy Narayanan
Piotr Nowak
Piotr Nowak
Piotr Nowak
Shilpa Ray
Shilpa Ray
Ujjwal Neogi
Anders Sönnerborg
Anders Sönnerborg
Anders Sönnerborg
author_sort Xiangning Bai
title Whole-Genome Metagenomic Analysis of the Gut Microbiome in HIV-1-Infected Individuals on Antiretroviral Therapy
title_short Whole-Genome Metagenomic Analysis of the Gut Microbiome in HIV-1-Infected Individuals on Antiretroviral Therapy
title_full Whole-Genome Metagenomic Analysis of the Gut Microbiome in HIV-1-Infected Individuals on Antiretroviral Therapy
title_fullStr Whole-Genome Metagenomic Analysis of the Gut Microbiome in HIV-1-Infected Individuals on Antiretroviral Therapy
title_full_unstemmed Whole-Genome Metagenomic Analysis of the Gut Microbiome in HIV-1-Infected Individuals on Antiretroviral Therapy
title_sort whole-genome metagenomic analysis of the gut microbiome in hiv-1-infected individuals on antiretroviral therapy
publisher Frontiers Media S.A.
series Frontiers in Microbiology
issn 1664-302X
publishDate 2021-06-01
description Gut microbiome plays a significant role in HIV-1 immunopathogenesis and HIV-1-associated complications. Previous studies have mostly been based on 16S rRNA gene sequencing, which is limited in taxonomic resolution at the genus level and inferred functionality. Herein, we performed a deep shotgun metagenomics study with the aim to obtain a more precise landscape of gut microbiome dysbiosis in HIV-1 infection. A reduced tendency of alpha diversity and significantly higher beta diversity were found in HIV-1-infected individuals on antiretroviral therapy (ART) compared to HIV-1-negative controls. Several species, such as Streptococcus anginosus, Actinomyces odontolyticus, and Rothia mucilaginosa, were significantly enriched in the HIV-1-ART group. Correlations were observed between the degree of immunodeficiency and gut microbiome in terms of microbiota composition and metabolic pathways. Furthermore, microbial shift in HIV-1-infected individuals was found to be associated with changes in microbial virulome and resistome. From the perspective of methodological evaluations, our study showed that different DNA extraction protocols significantly affect the genomic DNA quantity and quality. Moreover, whole metagenome sequencing depth affects critically the recovery of microbial genes, including virulome and resistome, while less than 5 million reads per sample is sufficient for taxonomy profiling in human fecal metagenomic samples. These findings advance our understanding of human gut microbiome and their potential associations with HIV-1 infection. The methodological assessment assists in future study design to accurately assess human gut microbiome.
topic gut microbiome
shotgun metagenome sequencing
HIV-1 infection
virulome
resistome
url https://www.frontiersin.org/articles/10.3389/fmicb.2021.667718/full
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