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Research Article | Ecological and Evolutionary Science

Untangling Species-Level Composition of Complex Bacterial Communities through a Novel Metagenomic Approach

Christian Milani, Giulia Alessandri, Marta Mangifesta, Leonardo Mancabelli, Gabriele Andrea Lugli, Federico Fontana, Giulia Longhi, Rosaria Anzalone, Alice Viappiani, Sabrina Duranti, Francesca Turroni, Renato Costi, Alfredo Annicchiarico, Andrea Morini, Leopoldo Sarli, Maria Cristina Ossiprandi, Douwe van Sinderen, Marco Ventura
J. Gregory Caporaso, Editor
Christian Milani
aLaboratory of Probiogenomics, Department of Chemistry, Life Sciences, and Environmental Sustainability, University of Parma, Parma, Italy
bMicrobiome Research Hub, University of Parma, Parma, Italy
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Giulia Alessandri
cDepartment of Veterinary Medical Science, University of Parma, Parma, Italy
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Marta Mangifesta
aLaboratory of Probiogenomics, Department of Chemistry, Life Sciences, and Environmental Sustainability, University of Parma, Parma, Italy
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Leonardo Mancabelli
aLaboratory of Probiogenomics, Department of Chemistry, Life Sciences, and Environmental Sustainability, University of Parma, Parma, Italy
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Gabriele Andrea Lugli
aLaboratory of Probiogenomics, Department of Chemistry, Life Sciences, and Environmental Sustainability, University of Parma, Parma, Italy
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Federico Fontana
aLaboratory of Probiogenomics, Department of Chemistry, Life Sciences, and Environmental Sustainability, University of Parma, Parma, Italy
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Giulia Longhi
aLaboratory of Probiogenomics, Department of Chemistry, Life Sciences, and Environmental Sustainability, University of Parma, Parma, Italy
dGenProbio srl, Parma, Italy
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Rosaria Anzalone
dGenProbio srl, Parma, Italy
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Alice Viappiani
dGenProbio srl, Parma, Italy
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Sabrina Duranti
aLaboratory of Probiogenomics, Department of Chemistry, Life Sciences, and Environmental Sustainability, University of Parma, Parma, Italy
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Francesca Turroni
aLaboratory of Probiogenomics, Department of Chemistry, Life Sciences, and Environmental Sustainability, University of Parma, Parma, Italy
bMicrobiome Research Hub, University of Parma, Parma, Italy
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Renato Costi
eDepartment of Medicine and Surgery, University of Parma, Parma, Italy
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Alfredo Annicchiarico
eDepartment of Medicine and Surgery, University of Parma, Parma, Italy
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Andrea Morini
eDepartment of Medicine and Surgery, University of Parma, Parma, Italy
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Leopoldo Sarli
eDepartment of Medicine and Surgery, University of Parma, Parma, Italy
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Maria Cristina Ossiprandi
bMicrobiome Research Hub, University of Parma, Parma, Italy
cDepartment of Veterinary Medical Science, University of Parma, Parma, Italy
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Douwe van Sinderen
fAPC Microbiome Institute and School of Microbiology, Bioscience Institute, National University of Ireland, Cork, Ireland
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Marco Ventura
aLaboratory of Probiogenomics, Department of Chemistry, Life Sciences, and Environmental Sustainability, University of Parma, Parma, Italy
bMicrobiome Research Hub, University of Parma, Parma, Italy
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J. Gregory Caporaso
Northern Arizona University
Roles: Editor
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DOI: 10.1128/mSystems.00404-20
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ABSTRACT

16S small-subunit (SSU) rRNA gene-based bacterial profiling is the gold standard for cost-effective taxonomic reconstruction of complex bacterial populations down to the genus level. However, it has been proven ineffective in clinical and research settings requiring higher taxonomic resolution. We therefore developed a bacterial profiling method based on the internal transcribed spacer (ITS) region employing optimized primers and a comprehensive ITS database for accurate cataloguing of bacterial communities at (sub)species resolution. Performance of the microbial ITS profiling pipeline was tested through analysis of host-associated, food, and environmental matrices, while its efficacy in clinical settings was assessed through analysis of mucosal biopsy specimens of colorectal cancer, leading to the identification of putative novel biomarkers. The data collected indicate that the proposed pipeline represents a major step forward in cost-effective identification and screening of microbial biomarkers at (sub)species level, with relevant impact in research, industrial, and clinical settings.

IMPORTANCE We developed a novel method for accurate cataloguing of bacterial communities at (sub)species level involving amplification of the internal transcribed spacer (ITS) region through optimized primers, followed by next-generation sequencing and taxonomic classification of amplicons by means of a comprehensive database of bacterial ITS sequences. Host-associated, food, and environmental matrices were employed to test the performance of the microbial ITS profiling pipeline. Moreover, mucosal biopsy samples from colorectal cancer patients were analyzed to demonstrate the scientific relevance of this profiling approach in a clinical setting through identification of putative novel biomarkers. The results indicate that the ITS-based profiling pipeline proposed here represents a key metagenomic tool with major relevance for research, industrial, and clinical settings.

  • Copyright © 2020 Milani et al.

This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International license.

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Untangling Species-Level Composition of Complex Bacterial Communities through a Novel Metagenomic Approach
Christian Milani, Giulia Alessandri, Marta Mangifesta, Leonardo Mancabelli, Gabriele Andrea Lugli, Federico Fontana, Giulia Longhi, Rosaria Anzalone, Alice Viappiani, Sabrina Duranti, Francesca Turroni, Renato Costi, Alfredo Annicchiarico, Andrea Morini, Leopoldo Sarli, Maria Cristina Ossiprandi, Douwe van Sinderen, Marco Ventura
mSystems Jul 2020, 5 (4) e00404-20; DOI: 10.1128/mSystems.00404-20

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Untangling Species-Level Composition of Complex Bacterial Communities through a Novel Metagenomic Approach
Christian Milani, Giulia Alessandri, Marta Mangifesta, Leonardo Mancabelli, Gabriele Andrea Lugli, Federico Fontana, Giulia Longhi, Rosaria Anzalone, Alice Viappiani, Sabrina Duranti, Francesca Turroni, Renato Costi, Alfredo Annicchiarico, Andrea Morini, Leopoldo Sarli, Maria Cristina Ossiprandi, Douwe van Sinderen, Marco Ventura
mSystems Jul 2020, 5 (4) e00404-20; DOI: 10.1128/mSystems.00404-20
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KEYWORDS

metagenomics
ITS
profiling

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