Integrative Transkingdom Analysis of the Gut Microbiome in Antibiotic Perturbation and Critical Illness

被引:42
作者
Haak, Bastiaan W. [1 ]
Argelaguet, Ricard [2 ]
Kinsella, Cormac M. [3 ]
Kullberg, Robert F. J. [1 ]
Lankelma, Jacqueline M. [1 ]
Deijs, Martin [3 ]
Klein, Michelle [3 ]
Jebbink, Maarten F. [3 ]
Hugenholtz, Floor [1 ]
Kostidis, Sarantos [4 ]
Giera, Martin [4 ]
Hakvoort, Theodorus B. M. [5 ]
de Jonge, Wouter J. [5 ]
Schultz, Marcus J. [6 ]
van Gool, Tom [7 ]
van der Poll, Tom [1 ,10 ]
de Vos, Willem M. [8 ,9 ]
van der Hoek, Lia M. [3 ]
Wiersinga, W. Joost [1 ,10 ]
机构
[1] Amsterdam UMC, Amsterdam Infect & Immun Inst, Locat AMC, Ctr Expt & Mol Med, Amsterdam, Netherlands
[2] European Bioinformat Inst, European Mol Biol Lab, Cambridge, England
[3] Amsterdam UMC, Locat AMC, Dept Med Microbiol, Lab Expt Virol, Amsterdam, Netherlands
[4] Leiden Univ, Med Ctr, Ctr Prote & Metab, Leiden, Netherlands
[5] Amsterdam UMC, Locat AMC, Tytgat Inst Liver & Intestinal Res, Amsterdam, Netherlands
[6] Amsterdam UMC, Locat AMC, Dept Intens Care, Amsterdam, Netherlands
[7] Amsterdam UMC, Locat AMC, Dept Parasitol, Amsterdam, Netherlands
[8] Wageningen Univ, Lab Microbiol, Wageningen, Netherlands
[9] Univ Helsinki, Dept Bacteriol & Immunol, Res Programs Unit Immunobiol, Helsinki, Finland
[10] Amsterdam UMC, Locat AMC, Div Infect Dis, Dept Med, Amsterdam, Netherlands
关键词
bacteriophages; fungi; multi-omics; data integration; bacteria; microbiome; CANDIDA-ALBICANS; MYCOBIOME; BACTERIA; BACTERIOPHAGES; IDENTIFICATION; INFECTIONS; DYSBIOSIS; SEQUENCES; VIROME; FUNGI;
D O I
10.1128/mSystems.01148-20
中图分类号
Q93 [微生物学];
学科分类号
071005 ; 100705 ;
摘要
Bacterial microbiota play a critical role in mediating local and systemic immunity, and shifts in these microbial communities have been linked to impaired outcomes in critical illness. Emerging data indicate that other intestinal organisms, including bacteriophages, viruses of eukaryotes, fungi, and protozoa, are closely interlinked with the bacterial microbiota and their host, yet their collective role during antibiotic perturbation and critical illness remains to be elucidated. We employed multi-omics factor analysis (MOFA) to systematically integrate the bacterial (16S rRNA), fungal (intergenic transcribed spacer 1 rRNA), and viral (virus discovery next generation sequencing) components of the intestinal microbiota of 33 critically ill patients with and without sepsis and 13 healthy volunteers. In addition, we quantified the absolute abundances of bacteria and fungi using 16S and 18S rRNA PCRs and characterized the short-chain fatty acids (SCFAs) butyrate, acetate, and propionate using nuclear magnetic resonance spectroscopy. We observe that a loss of the anaerobic intestinal environment is directly correlated with an overgrowth of aerobic pathobionts and their corresponding bacteriophages as well as an absolute enrichment of opportunistic yeasts capable of causing invasive disease. We also observed a strong depletion of SCFAs in both disease states, which was associated with an increased absolute abundance of fungi with respect to bacteria. Therefore, these findings illustrate the complexity of transkingdom changes following disruption of the intestinal bacterial microbiome. IMPORTANCE While numerous studies have characterized antibiotic-induced disruptions of the bacterial microbiome, few studies describe how these disruptions impact the composition of other kingdoms such as viruses, fungi, and protozoa. To address this knowledge gap, we employed MOFA to systematically integrate viral, fungal, and bacterial sequence data from critically ill patients (with and without sepsis) and healthy volunteers, both prior to and following exposure to broad-spectrum antibiotics. In doing so, we show that modulation of the bacterial component of the microbiome has implications extending beyond this kingdom alone, enabling the overgrowth of potentially invasive fungi and viruses. While numerous preclinical studies have described similar findings in vitro, we confirm these observations in humans using an integrative analytic approach. These findings underscore the potential value of multi-omics data integration tools in interrogating how different components of the microbiota contribute to disease states. In addition, our findings suggest that there is value in further studying potential adjunctive therapies using anaerobic bacteria or SCFAs to reduce fungal expansion after antibiotic exposure, which could ultimately lead to improved outcomes in the intensive care unit (ICU).
引用
收藏
页数:14
相关论文
共 76 条
  • [41] Antibiotic-induced gut microbiota disruption during human endotoxemia: a randomised controlled study
    Lankelma, Jacqueline M.
    Cranendonk, Duncan R.
    Belzer, Clara
    de Vos, Alex F.
    de Vos, Willem M.
    van der Poll, Tom
    Wiersinga, W. Joost
    [J]. GUT, 2017, 66 (09) : 1623 - 1630
  • [42] Critically ill patients demonstrate large interpersonal variation in intestinal microbiota dysregulation: a pilot study
    Lankelma, Jacqueline M.
    van Vught, Lonneke A.
    Belzer, Clara
    Schultz, Marcus J.
    van der Poll, Tom
    de Vos, Willem M.
    Wiersinga, W. Joost
    [J]. INTENSIVE CARE MEDICINE, 2017, 43 (01) : 59 - 68
  • [43] Protective Factors in the Intestinal Microbiome Against Clostridium difficile Infection in Recipients of Allogeneic Hematopoietic Stem Cell Transplantation
    Lee, Yeon Joo
    Arguello, Esther S.
    Jenq, Robert R.
    Littmann, Eric
    Kim, Grace J.
    Miller, Liza C.
    Ling, Lilan
    Figueroa, Cesar
    Robilotti, Elizabeth
    Perales, Miguel-Angel
    Barker, Juliet N.
    Giralt, Sergio
    van den Brink, Marcel R. M.
    Pamer, Eric G.
    Taur, Ying
    [J]. JOURNAL OF INFECTIOUS DISEASES, 2017, 215 (07) : 1117 - 1123
  • [44] The eukaryotic gut virome in hematopoietic stem cell transplantation: new clues in enteric graft-versus-host disease
    Legoff, Jerome
    Resche-Rigon, Matthieu
    Bouquet, Jerome
    Robin, Marie
    Naccache, Samia N.
    Mercier-Delarue, Severine
    Federman, Scot
    Samayoa, Erik
    Rousseau, Clotilde
    Piron, Prescillia
    Kapel, Nathalie
    Simon, Francois
    Socie, Gerard
    Chiu, Charles Y.
    [J]. NATURE MEDICINE, 2017, 23 (09) : 1080 - +
  • [45] Li H., 2013, Aligning sequence reads, clone sequences and assembly contigs with BWAMEM, DOI DOI 10.48550/ARXIV.1303.3997
  • [46] FungiQuant: A broad-coverage fungal quantitative real-time PCR assay
    Liu, Cindy M.
    Kachur, Sergey
    Dwan, Michael G.
    Abraham, Alison G.
    Aziz, Maliha
    Hsueh, Po-Ren
    Huang, Yu-Tsung
    Busch, Joseph D.
    Lamit, Louis J.
    Gehring, Catherine A.
    Keim, Paul
    Price, Lance B.
    [J]. BMC MICROBIOLOGY, 2012, 12
  • [47] Sodium butyrate inhibits pathogenic yeast growth and enhances the functions of macrophages
    Long Nam Nguyen
    Liporagi Lopes, Livia Cristina
    Cordero, Radames J. B.
    Nosanchuk, Joshua D.
    [J]. JOURNAL OF ANTIMICROBIAL CHEMOTHERAPY, 2011, 66 (11) : 2573 - 2580
  • [48] Extreme Dysbiosis of the Microbiome in Critical Illness
    McDonald, Daniel
    Ackermann, Gail
    Khailova, Ludmila
    Baird, Christine
    Heyland, Daren
    Kozar, Rosemary
    Lemieux, Margot
    Derenski, Karrie
    King, Judy
    Vis-Kampen, Christine
    Knight, Rob
    Wischmeyer, Paul E.
    [J]. MSPHERE, 2016, 1 (04):
  • [49] Emerging opportunistic yeast infections
    Miceli, Marisa H.
    Diaz, Jose A.
    Lee, Samuel A.
    [J]. LANCET INFECTIOUS DISEASES, 2011, 11 (02) : 142 - 151
  • [50] Determination of bacterial load by real-time PCR using a broad-range (universal) probe and primers set
    Nadkarni, MA
    Martin, FE
    Jacques, NA
    Hunter, N
    [J]. MICROBIOLOGY-SGM, 2002, 148 : 257 - 266