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Lavecchia A, Fosso B, Engelen AH, Borin S, Manzari C, Picardi E, Pesole G, Placido A. Macroalgal microbiomes unveil a valuable genetic resource for halogen metabolism. Microbiome 2024; 12:47. [PMID: 38454513 PMCID: PMC10919026 DOI: 10.1186/s40168-023-01740-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/19/2023] [Accepted: 12/18/2023] [Indexed: 03/09/2024]
Abstract
BACKGROUND Macroalgae, especially reds (Rhodophyta Division) and browns (Phaeophyta Division), are known for producing various halogenated compounds. Yet, the reasons underlying their production and the fate of these metabolites remain largely unknown. Some theories suggest their potential antimicrobial activity and involvement in interactions between macroalgae and prokaryotes. However, detailed investigations are currently missing on how the genetic information of prokaryotic communities associated with macroalgae may influence the fate of organohalogenated molecules. RESULTS To address this challenge, we created a specialized dataset containing 161 enzymes, each with a complete enzyme commission number, known to be involved in halogen metabolism. This dataset served as a reference to annotate the corresponding genes encoded in both the metagenomic contigs and 98 metagenome-assembled genomes (MAGs) obtained from the microbiome of 2 red (Sphaerococcus coronopifolius and Asparagopsis taxiformis) and 1 brown (Halopteris scoparia) macroalgae. We detected many dehalogenation-related genes, particularly those with hydrolytic functions, suggesting their potential involvement in the degradation of a wide spectrum of halocarbons and haloaromatic molecules, including anthropogenic compounds. We uncovered an array of degradative gene functions within MAGs, spanning various bacterial orders such as Rhodobacterales, Rhizobiales, Caulobacterales, Geminicoccales, Sphingomonadales, Granulosicoccales, Microtrichales, and Pseudomonadales. Less abundant than degradative functions, we also uncovered genes associated with the biosynthesis of halogenated antimicrobial compounds and metabolites. CONCLUSION The functional data provided here contribute to understanding the still largely unexplored role of unknown prokaryotes. These findings support the hypothesis that macroalgae function as holobionts, where the metabolism of halogenated compounds might play a role in symbiogenesis and act as a possible defense mechanism against environmental chemical stressors. Furthermore, bacterial groups, previously never connected with organohalogen metabolism, e.g., Caulobacterales, Geminicoccales, Granulosicoccales, and Microtrichales, functionally characterized through MAGs reconstruction, revealed a biotechnologically relevant gene content, useful in synthetic biology, and bioprospecting applications. Video Abstract.
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Affiliation(s)
- Anna Lavecchia
- Department of Biosciences, Biotechnology and Environment, University of Bari "Aldo Moro", Via Orabona 4, Bari, 70124, Italy
| | - Bruno Fosso
- Department of Biosciences, Biotechnology and Environment, University of Bari "Aldo Moro", Via Orabona 4, Bari, 70124, Italy
| | - Aschwin H Engelen
- Center of Marine Sciences (CCMar), University of Algarve, Campus Gambelas, Faro, 8005-139, Portugal
| | - Sara Borin
- Department of Food, Environmental and Nutritional Sciences, University of Milan, Via Celoria 2, Milan, 20133, Italy
| | - Caterina Manzari
- Department of Biosciences, Biotechnology and Environment, University of Bari "Aldo Moro", Via Orabona 4, Bari, 70124, Italy
| | - Ernesto Picardi
- Department of Biosciences, Biotechnology and Environment, University of Bari "Aldo Moro", Via Orabona 4, Bari, 70124, Italy
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, National Research Council of Italy, Via Giovanni Amendola, Bari, 122/O, 70126, Italy
| | - Graziano Pesole
- Department of Biosciences, Biotechnology and Environment, University of Bari "Aldo Moro", Via Orabona 4, Bari, 70124, Italy
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, National Research Council of Italy, Via Giovanni Amendola, Bari, 122/O, 70126, Italy
| | - Antonio Placido
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, National Research Council of Italy, Via Giovanni Amendola, Bari, 122/O, 70126, Italy.
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Kumar B, Lorusso E, Fosso B, Pesole G. A comprehensive overview of microbiome data in the light of machine learning applications: categorization, accessibility, and future directions. Front Microbiol 2024; 15:1343572. [PMID: 38419630 PMCID: PMC10900530 DOI: 10.3389/fmicb.2024.1343572] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2023] [Accepted: 01/29/2024] [Indexed: 03/02/2024] Open
Abstract
Metagenomics, Metabolomics, and Metaproteomics have significantly advanced our knowledge of microbial communities by providing culture-independent insights into their composition and functional potential. However, a critical challenge in this field is the lack of standard and comprehensive metadata associated with raw data, hindering the ability to perform robust data stratifications and consider confounding factors. In this comprehensive review, we categorize publicly available microbiome data into five types: shotgun sequencing, amplicon sequencing, metatranscriptomic, metabolomic, and metaproteomic data. We explore the importance of metadata for data reuse and address the challenges in collecting standardized metadata. We also, assess the limitations in metadata collection of existing public repositories collecting metagenomic data. This review emphasizes the vital role of metadata in interpreting and comparing datasets and highlights the need for standardized metadata protocols to fully leverage metagenomic data's potential. Furthermore, we explore future directions of implementation of Machine Learning (ML) in metadata retrieval, offering promising avenues for a deeper understanding of microbial communities and their ecological roles. Leveraging these tools will enhance our insights into microbial functional capabilities and ecological dynamics in diverse ecosystems. Finally, we emphasize the crucial metadata role in ML models development.
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Affiliation(s)
- Bablu Kumar
- Università degli Studi di Milano, Milan, Italy
- Department of Biosciences, Biotechnology and Environment, University of Bari A. Moro, Bari, Italy
| | - Erika Lorusso
- Department of Biosciences, Biotechnology and Environment, University of Bari A. Moro, Bari, Italy
- National Research Council, Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, Bari, Italy
| | - Bruno Fosso
- Department of Biosciences, Biotechnology and Environment, University of Bari A. Moro, Bari, Italy
| | - Graziano Pesole
- Department of Biosciences, Biotechnology and Environment, University of Bari A. Moro, Bari, Italy
- National Research Council, Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, Bari, Italy
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Pascoal F, Tomasino MP, Piredda R, Quero GM, Torgo L, Poulain J, Galand PE, Fuhrman JA, Mitchell A, Tinta T, Turk Dermastia T, Fernandez-Guerra A, Vezzi A, Logares R, Malfatti F, Endo H, Dąbrowska AM, De Pascale F, Sánchez P, Henry N, Fosso B, Wilson B, Toshchakov S, Ferrant GK, Grigorov I, Vieira FRJ, Costa R, Pesant S, Magalhães C. Inter-comparison of marine microbiome sampling protocols. ISME Commun 2023; 3:84. [PMID: 37598259 PMCID: PMC10439934 DOI: 10.1038/s43705-023-00278-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Revised: 06/19/2023] [Accepted: 06/23/2023] [Indexed: 08/21/2023]
Abstract
Research on marine microbial communities is growing, but studies are hard to compare because of variation in seawater sampling protocols. To help researchers in the inter-comparison of studies that use different seawater sampling methodologies, as well as to help them design future sampling campaigns, we developed the EuroMarine Open Science Exploration initiative (EMOSE). Within the EMOSE framework, we sampled thousands of liters of seawater from a single station in the NW Mediterranean Sea (Service d'Observation du Laboratoire Arago [SOLA], Banyuls-sur-Mer), during one single day. The resulting dataset includes multiple seawater processing approaches, encompassing different material-type kinds of filters (cartridge membrane and flat membrane), three different size fractionations (>0.22 µm, 0.22-3 µm, 3-20 µm and >20 µm), and a number of different seawater volumes ranging from 1 L up to 1000 L. We show that the volume of seawater that is filtered does not have a significant effect on prokaryotic and protist diversity, independently of the sequencing strategy. However, there was a clear difference in alpha and beta diversity between size fractions and between these and "whole water" (with no pre-fractionation). Overall, we recommend care when merging data from datasets that use filters of different pore size, but we consider that the type of filter and volume should not act as confounding variables for the tested sequencing strategies. To the best of our knowledge, this is the first time a publicly available dataset effectively allows for the clarification of the impact of marine microbiome methodological options across a wide range of protocols, including large-scale variations in sampled volume.
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Affiliation(s)
- Francisco Pascoal
- Interdisciplinary Centre of Marine and Environmental Research, University of Porto, Terminal de Cruzeiros do Porto de Leixões, Av. General Norton de Matos s/n, 4450-208, Porto, Portugal
- Departamento de Biologia, Faculdade de Ciências, Universidade do Porto, rua do Campo Alegre s/n, 4169- 007, Porto, Portugal
| | - Maria Paola Tomasino
- Interdisciplinary Centre of Marine and Environmental Research, University of Porto, Terminal de Cruzeiros do Porto de Leixões, Av. General Norton de Matos s/n, 4450-208, Porto, Portugal
| | - Roberta Piredda
- Integrative Marine Ecology Department, Stazione Zoologica Anton Dohrn, Naples, Italy
| | - Grazia Marina Quero
- Institute for Biological Resources and Marine Biotechnologies, National Research Council (IRBIM-CNR), Largo Fiera della Pesca 2, 60125, Ancona, Italy
| | - Luís Torgo
- Faculty of Computer Science, Dalhousie University, Halifax, NS, Canada
| | - Julie Poulain
- Génomique Métabolique, Genoscope, Institut François Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, 2 Rue Gaston Crémieux, 91057, Evry, France
| | - Pierre E Galand
- Sorbonne Université, CNRS, Laboratoire d'Écogéochimie des Environnements Benthiques (LECOB), Observatoire Océanologique de Banyuls, Banyuls-sur-Mer, France
| | - Jed A Fuhrman
- Marine & Environmental Biology, Department of Biological Sciences, University of Southern California (USC), Los Angeles, CA, USA
| | - Alex Mitchell
- EMBL's European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton, Cambridgeshire, CB10 1SD, UK
| | - Tinkara Tinta
- National Institute of Biology, Marine Biology Station Piran, Piran, Slovenia
| | | | - Antonio Fernandez-Guerra
- Lundbeck Foundation GeoGenetics Centre, GLOBE Institute, University of Copenhagen, Copenhagen, Denmark
| | - Alessandro Vezzi
- Department of Biology, University of Padua, Via U. Bassi 58/B, 35131, Padua, Italy
| | - Ramiro Logares
- Institute of Marine Sciences (ICM), CSIC. Passeig Marítim de la Barceloneta, 37-49, ES08003, Barcelona, Spain
| | | | - Hisashi Endo
- Bioinformatics Center, Institute for Chemical Research, Kyoto University, Gokasho, Uji, Japan
| | - Anna Maria Dąbrowska
- Department of Marine Ecology, Institute of Oceanology Polish Academy of Sciences, Sopot, Poland
| | - Fabio De Pascale
- Department of Biology, University of Padua, Via U. Bassi 58/B, 35131, Padua, Italy
| | - Pablo Sánchez
- Institute of Marine Sciences (ICM), CSIC. Passeig Marítim de la Barceloneta, 37-49, ES08003, Barcelona, Spain
| | - Nicolas Henry
- Sorbonne Université, CNRS, Station Biologique de Roscoff, AD2M ECOMAP, UMR 7144, Roscoff, France
- CNRS, FR2424, ABiMS, Station Biologique de Roscoff, Sorbonne Université, Roscoff, France
| | - Bruno Fosso
- Department of Biosciences, Biotechnologies and Environment, University of Bari, 70126, Bari, Italy
| | - Bryan Wilson
- Department of Biology, John Krebs Field Station, University of Oxford, Wytham, OX2 8QJ, UK
| | | | | | - Ivo Grigorov
- Technical University of Denmark, National Institute of Aquatic Resources, Kgs. Lyngby, Denmark
| | | | - Rodrigo Costa
- Department of Bioengineering, Instituto Superior Técnico, University of Lisbon, Av. Rovisco Pais, 1049-001, Lisbon, Portugal
- Institute for Bioengineering and Biosciences (iBB) and i4HB-Institute for Health and Bioeconomy, Instituto Superior Técnico, University of Lisbon, Av. Rovisco Pais, 1049-001, Lisbon, Portugal
| | - Stéphane Pesant
- EMBL's European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton, Cambridgeshire, CB10 1SD, UK.
| | - Catarina Magalhães
- Interdisciplinary Centre of Marine and Environmental Research, University of Porto, Terminal de Cruzeiros do Porto de Leixões, Av. General Norton de Matos s/n, 4450-208, Porto, Portugal.
- Departamento de Biologia, Faculdade de Ciências, Universidade do Porto, rua do Campo Alegre s/n, 4169- 007, Porto, Portugal.
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Notario E, Visci G, Fosso B, Gissi C, Tanaskovic N, Rescigno M, Marzano M, Pesole G. Amplicon-Based Microbiome Profiling: From Second- to Third-Generation Sequencing for Higher Taxonomic Resolution. Genes (Basel) 2023; 14:1567. [PMID: 37628619 PMCID: PMC10454624 DOI: 10.3390/genes14081567] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2023] [Revised: 07/25/2023] [Accepted: 07/27/2023] [Indexed: 08/27/2023] Open
Abstract
The 16S rRNA amplicon-based sequencing approach represents the most common and cost-effective strategy with great potential for microbiome profiling. The use of second-generation sequencing (NGS) technologies has led to protocols based on the amplification of one or a few hypervariable regions, impacting the outcome of the analysis. Nowadays, comparative studies are necessary to assess different amplicon-based approaches, including the full-locus sequencing currently feasible thanks to third-generation sequencing (TGS) technologies. This study compared three different methods to achieve the deepest microbiome taxonomic characterization: (a) the single-region approach, (b) the multiplex approach, covering several regions of the target gene/region, both based on NGS short reads, and (c) the full-length approach, which analyzes the whole length of the target gene thanks to TGS long reads. Analyses carried out on benchmark microbiome samples, with a known taxonomic composition, highlighted a different classification performance, strongly associated with the type of hypervariable regions and the coverage of the target gene. Indeed, the full-length approach showed the greatest discriminating power, up to species level, also on complex real samples. This study supports the transition from NGS to TGS for the study of the microbiome, even if experimental and bioinformatic improvements are still necessary.
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Affiliation(s)
- Elisabetta Notario
- Department of Biosciences, Biotechnology and Environment, University of Bari Aldo Moro, 70126 Bari, Italy; (E.N.); (B.F.); (C.G.)
| | - Grazia Visci
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, Consiglio Nazionale delle Ricerche, 70126 Bari, Italy;
| | - Bruno Fosso
- Department of Biosciences, Biotechnology and Environment, University of Bari Aldo Moro, 70126 Bari, Italy; (E.N.); (B.F.); (C.G.)
| | - Carmela Gissi
- Department of Biosciences, Biotechnology and Environment, University of Bari Aldo Moro, 70126 Bari, Italy; (E.N.); (B.F.); (C.G.)
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, Consiglio Nazionale delle Ricerche, 70126 Bari, Italy;
- CoNISMa, Consorzio Nazionale Interuniversitario per le Scienze del Mare, 00196 Roma, Italy
| | | | - Maria Rescigno
- IRCCS Humanitas Research Hospital, 20089 Rozzano, Italy;
- Department of Biomedical Sciences, Humanitas University, 20072 Pieve Emanuele, Italy
| | - Marinella Marzano
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, Consiglio Nazionale delle Ricerche, 70126 Bari, Italy;
| | - Graziano Pesole
- Department of Biosciences, Biotechnology and Environment, University of Bari Aldo Moro, 70126 Bari, Italy; (E.N.); (B.F.); (C.G.)
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, Consiglio Nazionale delle Ricerche, 70126 Bari, Italy;
- Consorzio Interuniversitario Biotecnologie, 34148 Trieste, Italy
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5
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Calasso M, Marzano M, Caponio GR, Celano G, Fosso B, Calabrese FM, De Palma D, Vacca M, Notario E, Pesole G, De Angelis M, De Leo F. Shelf-life extension of leavened bakery products by using bio-protective cultures and type-III sourdough. Lebensm Wiss Technol 2023. [DOI: 10.1016/j.lwt.2023.114587] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/16/2023]
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Guglietta S, Weber LM, Fosso B, Marzano M, Hardiman G, Olcina M, Robinson MD, Krieg C. Abstract B006: Complement downregulation promotes an inflammatory signature that renders colorectal cancer susceptible to immunotherapy. Cancer Res 2022. [DOI: 10.1158/1538-7445.crc22-b006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/05/2022]
Abstract
Abstract
Background: The role of inflammatory immune responses in colorectal cancer (CRC) development and response to therapy is a matter of intense debate. While inflammation is a known driver of CRC, inflammatory immune infiltrates are a positive prognostic factor in CRC as inflammation can enhance response to immune checkpoint blockade (ICB) therapy. Yet, the majority of CRC are poorly infiltrated and even in presence of an inflammatory infiltrate half of these cancers become refractory to ICB. Therefore, there is a need to identify mechanisms to establish therapy supportive inflammation. We have previously reported that, irrespective of their MSI-H or MSS status, about 10% of patients with CRC down-regulate the receptor for the complement anaphylatoxin C3a (C3aR) via methylation-dependent mechanisms. The complement system is a well characterized first line of defense against pathogens and a central component of the immune response. Emerging evidence suggests that complement C3aR may play a role in intestinal homeostasis. However, to date, it is unknown how the C3a/C3aR axis can affect CRC development and influence response to therapy with ICB. Methods: We used here a comprehensive approach encompassing analysis of publicly available human CRC human datasets, inflammation-driven and newly generated spontaneous mouse models of CRC, and multi-platform high dimensional analysis of immune responses and microbiota sequencing, RNASeq and mass cytometry. Results: Using our novel mouse model of CRC (APCMin/+/C3aR-/-) we showed that loss of C3aR resulted in enhanced immune infiltration in typically “cold” tumors and changes in the intestinal microbiota. Similarly, we found that down-regulation of the complement C3aR in patients correlates with changes in specific tumor-infiltrating immune cells. Notably, when treated with a-PD1, APCMin/+/C3aR-/- mice showed a significant reduction in their tumor multiplicity and tumor load compared to untreated mice, suggesting that the loss of C3aR unleashes in the colon a microbiota-mediated favorable inflammatory infiltrate that can be exploited by the immunotherapy to reduce both de novo tumor development and the growth of already existing tumors. Conclusions: Our findings reveal that C3aR may act as a previously unrecognized checkpoint to enhance antitumor immunity in CRC. Our results suggest that C3aR may be exploited to overcome ICB resistance in a larger group of CRC patients.
Citation Format: Silvia Guglietta, Lukas M. Weber, Bruno Fosso, Marinella Marzano, Gary Hardiman, Monica Olcina, Mark D. Robinson, Carste Krieg. Complement downregulation promotes an inflammatory signature that renders colorectal cancer susceptible to immunotherapy [abstract]. In: Proceedings of the AACR Special Conference on Colorectal Cancer; 2022 Oct 1-4; Portland, OR. Philadelphia (PA): AACR; Cancer Res 2022;82(23 Suppl_1):Abstract nr B006.
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Affiliation(s)
| | - Lukas M. Weber
- 2Johns Hopkins Bloomberg School of Public Health, Baltimore, MD,
| | - Bruno Fosso
- 3Consiglio Nazionale delle Ricerche, Bari, Italy,
| | | | - Gary Hardiman
- 4Queens University Belfast, Belfast, United Kingdom,
| | | | | | - Carste Krieg
- 1Medical University of South Carolina, Charleston, SC,
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Piancone E, Fosso B, Marzano M, De Robertis M, Notario E, Oranger A, Manzari C, Bruno S, Visci G, Defazio G, D’Erchia AM, Filomena E, Maio D, Minelli M, Vergallo I, Minelli M, Pesole G. Natural and after colon washing fecal samples: the two sides of the coin for investigating the human gut microbiome. Sci Rep 2022; 12:17909. [PMID: 36284112 PMCID: PMC9596478 DOI: 10.1038/s41598-022-20888-z] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2022] [Accepted: 09/20/2022] [Indexed: 01/20/2023] Open
Abstract
To date several studies address the important role of gut microbiome and its interplay with the human host in the health and disease status. However, the selection of a universal sampling matrix representative of the microbial biodiversity associated with the gastrointestinal (GI) tract, is still challenging. Here we present a study in which, through a deep metabarcoding analysis of the 16S rRNA gene, we compared two sampling matrices, feces (F) and colon washing feces (CWF), in order to evaluate their relative effectiveness and accuracy in representing the complexity of the human gut microbiome. A cohort of 30 volunteers was recruited and paired F and CWF samples were collected from each subject. Alpha diversity analysis confirmed a slightly higher biodiversity of CWF compared to F matched samples. Likewise, beta diversity analysis proved that paired F and CWF microbiomes were quite similar in the same individual, but remarkable inter-individual variability occurred among the microbiomes of all participants. Taxonomic analysis in matched samples was carried out to investigate the intra and inter individual/s variability. Firmicutes, Bacteroidota, Proteobacteria and Actinobacteriota were the main phyla in both F and CWF samples. At genus level, Bacteirodetes was the most abundant in F and CWF samples, followed by Faecalibacterium, Blautia and Escherichia-Shigella. Our study highlights an inter-individual variability greater than intra-individual variability for paired F and CWF samples. Indeed, an overall higher similarity was observed across matched F and CWF samples, suggesting, as expected, a remarkable overlap between the microbiomes inferred using the matched F and CWF samples. Notably, absolute quantification of total 16S rDNA by droplet digital PCR (ddPCR) revealed comparable overall microbial load between paired F and CWF samples. We report here the first comparative study on fecal and colon washing fecal samples for investigating the human gut microbiome and show that both types of samples may be used equally for the study of the gut microbiome. The presented results suggest that the combined use of both types of sampling matrices could represent a suitable choice to obtain a more complete overview of the human gut microbiota for addressing different biological and clinical questions.
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Affiliation(s)
- Elisabetta Piancone
- grid.7644.10000 0001 0120 3326Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari ‘Aldo Moro’, 70126 Bari, Italy
| | - Bruno Fosso
- grid.7644.10000 0001 0120 3326Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari ‘Aldo Moro’, 70126 Bari, Italy ,grid.5326.20000 0001 1940 4177Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, Consiglio Nazionale delle Ricerche, 70126 Bari, Italy
| | - Marinella Marzano
- grid.5326.20000 0001 1940 4177Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, Consiglio Nazionale delle Ricerche, 70126 Bari, Italy
| | - Mariangela De Robertis
- grid.7644.10000 0001 0120 3326Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari ‘Aldo Moro’, 70126 Bari, Italy
| | - Elisabetta Notario
- grid.7644.10000 0001 0120 3326Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari ‘Aldo Moro’, 70126 Bari, Italy
| | - Annarita Oranger
- grid.7644.10000 0001 0120 3326Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari ‘Aldo Moro’, 70126 Bari, Italy
| | - Caterina Manzari
- grid.7644.10000 0001 0120 3326Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari ‘Aldo Moro’, 70126 Bari, Italy
| | - Silvia Bruno
- grid.7644.10000 0001 0120 3326Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari ‘Aldo Moro’, 70126 Bari, Italy
| | - Grazia Visci
- grid.5326.20000 0001 1940 4177Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, Consiglio Nazionale delle Ricerche, 70126 Bari, Italy
| | - Giuseppe Defazio
- grid.7644.10000 0001 0120 3326Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari ‘Aldo Moro’, 70126 Bari, Italy
| | - Anna Maria D’Erchia
- grid.7644.10000 0001 0120 3326Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari ‘Aldo Moro’, 70126 Bari, Italy ,grid.441025.60000 0004 1759 487XConsorzio Interuniversitario Biotecnologie, 34100 Trieste, Italy
| | - Ermes Filomena
- grid.7644.10000 0001 0120 3326Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari ‘Aldo Moro’, 70126 Bari, Italy
| | - Dominga Maio
- Specialistic Allergic Unit & Immunological Pathologies, PoliSmail Network, 73100 Lecce, Italy
| | - Martina Minelli
- Specialistic Allergic Unit & Immunological Pathologies, PoliSmail Network, 73100 Lecce, Italy
| | - Ilaria Vergallo
- Specialistic Allergic Unit & Immunological Pathologies, PoliSmail Network, 73100 Lecce, Italy
| | - Mauro Minelli
- Specialistic Allergic Unit & Immunological Pathologies, PoliSmail Network, 73100 Lecce, Italy ,Centro Direzionale Isola F2, Pegaso Online University, 80132 Naples, Italy
| | - Graziano Pesole
- grid.7644.10000 0001 0120 3326Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari ‘Aldo Moro’, 70126 Bari, Italy ,grid.5326.20000 0001 1940 4177Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, Consiglio Nazionale delle Ricerche, 70126 Bari, Italy ,grid.441025.60000 0004 1759 487XConsorzio Interuniversitario Biotecnologie, 34100 Trieste, Italy
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Marzano M, Calasso M, Caponio GR, Celano G, Fosso B, De Palma D, Vacca M, Notario E, Pesole G, De Leo F, De Angelis M. Extension of the shelf-life of fresh pasta using modified atmosphere packaging and bioprotective cultures. Front Microbiol 2022; 13:1003437. [PMID: 36406432 PMCID: PMC9666361 DOI: 10.3389/fmicb.2022.1003437] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2022] [Accepted: 10/05/2022] [Indexed: 01/25/2023] Open
Abstract
Microbial stability of fresh pasta depends on heat treatment, storage temperature, proper preservatives, and atmosphere packaging. This study aimed at improving the microbial quality, safety, and shelf life of fresh pasta using modified atmosphere composition and packaging with or without the addition of bioprotective cultures (Lactobacillus acidophilus, Lactobacillus casei, Bifidobacterium spp., and Bacillus coagulans) into semolina. Three fresh pasta variants were made using (i) the traditional protocol (control), MAP (20:80 CO2:N2), and barrier packaging, (ii) the experimental MAP (40:60 CO2:N2) and barrier packaging, and (iii) the experimental MAP, barrier packaging, and bioprotective cultures. Their effects on physicochemical properties (i.e., content on macro elements, water activity, headspace O2, CO2 concentrations, and mycotoxins), microbiological patterns, protein, and volatile organic compounds (VOC) were investigated at the beginning and the end of the actual or extended shelf-life through traditional and multi-omics approaches. We showed that the gas composition and properties of the packaging material tested in the experimental MAP system, with or without bioprotective cultures, positively affect features of fresh pasta avoiding changes in their main chemical properties, allowing for a storage longer than 120 days under refrigerated conditions. These results support that, although bioprotective cultures were not all able to grow in tested conditions, they can control the spoilage and the associated food-borne microbiota in fresh pasta during storage by their antimicrobials and/or fermentation products synergically. The VOC profiling, based on gas-chromatography mass-spectrometry (GC-MS), highlighted significant differences affected by the different manufacturing and packaging of samples. Therefore, the use of the proposed MAP system and the addition of bioprotective cultures can be considered an industrial helpful strategy to reduce the quality loss during refrigerated storage and to increase the shelf life of fresh pasta for additional 30 days by allowing the economic and environmental benefits spurring innovation in existing production models.
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Affiliation(s)
- Marinella Marzano
- Istituto di Biomembrane, Bioenergetica e Biotecnologie Molecolari, Consiglio Nazionale delle Ricerche, Bari, Italy
| | - Maria Calasso
- Dipartimento di Scienze del Suolo, della Pianta e degli Alimenti, Università degli Studi di Bari “Aldo Moro”, Bari, Italy
| | - Giusy Rita Caponio
- Dipartimento di Scienze del Suolo, della Pianta e degli Alimenti, Università degli Studi di Bari “Aldo Moro”, Bari, Italy
| | - Giuseppe Celano
- Dipartimento di Scienze del Suolo, della Pianta e degli Alimenti, Università degli Studi di Bari “Aldo Moro”, Bari, Italy
| | - Bruno Fosso
- Istituto di Biomembrane, Bioenergetica e Biotecnologie Molecolari, Consiglio Nazionale delle Ricerche, Bari, Italy,Dipartimento di Bioscienze, Biotecnologie e Biofarmaceutica, Università degli Studi di Bari “Aldo Moro”, Bari, Italy
| | | | - Mirco Vacca
- Dipartimento di Scienze del Suolo, della Pianta e degli Alimenti, Università degli Studi di Bari “Aldo Moro”, Bari, Italy,Mirco Vacca,
| | - Elisabetta Notario
- Dipartimento di Bioscienze, Biotecnologie e Biofarmaceutica, Università degli Studi di Bari “Aldo Moro”, Bari, Italy
| | - Graziano Pesole
- Istituto di Biomembrane, Bioenergetica e Biotecnologie Molecolari, Consiglio Nazionale delle Ricerche, Bari, Italy,Dipartimento di Bioscienze, Biotecnologie e Biofarmaceutica, Università degli Studi di Bari “Aldo Moro”, Bari, Italy
| | - Francesca De Leo
- Istituto di Biomembrane, Bioenergetica e Biotecnologie Molecolari, Consiglio Nazionale delle Ricerche, Bari, Italy,*Correspondence: Francesca De Leo,
| | - Maria De Angelis
- Dipartimento di Scienze del Suolo, della Pianta e degli Alimenti, Università degli Studi di Bari “Aldo Moro”, Bari, Italy
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9
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Krieg C, Weber LM, Fosso B, Marzano M, Hardiman G, Olcina MM, Domingo E, El Aidy S, Mallah K, Robinson MD, Guglietta S. Complement downregulation promotes an inflammatory signature that renders colorectal cancer susceptible to immunotherapy. J Immunother Cancer 2022; 10:e004717. [PMID: 36137652 PMCID: PMC9511657 DOI: 10.1136/jitc-2022-004717] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/29/2022] [Indexed: 11/25/2022] Open
Abstract
BACKGROUND AND AIMS The role of inflammatory immune responses in colorectal cancer (CRC) development and response to therapy is a matter of intense debate. While inflammation is a known driver of CRC, inflammatory immune infiltrates are a positive prognostic factor in CRC and predispose to response to immune checkpoint blockade (ICB) therapy. Unfortunately, over 85% of CRC cases are primarily unresponsive to ICB due to the absence of an immune infiltrate, and even the cases that show an initial immune infiltration can become refractory to ICB. The identification of therapy supportive immune responses in the field has been partially hindered by the sparsity of suitable mouse models to recapitulate the human disease. In this study, we aimed to understand how the dysregulation of the complement anaphylatoxin C3a receptor (C3aR), observed in subsets of patients with CRC, affects the immune responses, the development of CRC, and response to ICB therapy. METHODS We use a comprehensive approach encompassing analysis of publicly available human CRC datasets, inflammation-driven and newly generated spontaneous mouse models of CRC, and multiplatform high-dimensional analysis of immune responses using microbiota sequencing, RNA sequencing, and mass cytometry. RESULTS We found that patients' regulation of the complement C3aR is associated with epigenetic modifications. Specifically, downregulation of C3ar1 in human CRC promotes a tumor microenvironment characterized by the accumulation of innate and adaptive immune cells that support antitumor immunity. In addition, in vivo studies in our newly generated mouse model revealed that the lack of C3a in the colon activates a microbiota-mediated proinflammatory program which promotes the development of tumors with an immune signature that renders them responsive to the ICB therapy. CONCLUSIONS Our findings reveal that C3aR may act as a previously unrecognized checkpoint to enhance antitumor immunity in CRC. C3aR can thus be exploited to overcome ICB resistance in a larger group of patients with CRC.
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Affiliation(s)
- Carsten Krieg
- Department of Pathology and Laboratory Medicine, Medical University of South Carolina, Charleston, South Carolina, USA
- Hollings Cancer Center Charleston, Medical University of South Carolina, Charleston, South Carolina, USA
| | - Lukas M Weber
- Institute of Molecular Life Sciences, University of Zurich, Zurich, Switzerland
- SIB Swiss Institute of Bioinformatics, University of Zurich, Zurich, Switzerland
| | - Bruno Fosso
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, Consiglio Nazionale delle Ricerche, Bari, Italy
| | - Marinella Marzano
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, Consiglio Nazionale delle Ricerche, Bari, Italy
| | - Gary Hardiman
- School of Biological Sciences and Institute for Global Food Security, Queens University of Belfast, Belfast, UK
| | - Monica M Olcina
- Institute of Radiation Oncology, Medical Research Council Oxford Institute for Radiation Oncology, Oxford, UK
| | - Enric Domingo
- Institute of Radiation Oncology, Medical Research Council Oxford Institute for Radiation Oncology, Oxford, UK
| | - Sahar El Aidy
- Host-microbe Metabolic Interactions, Microbiology, University of Groningen, Groningen, The Netherlands
| | - Khalil Mallah
- Department of Microbiology and Immunology, Medical University of South Carolina, Charleston, South Carolina, USA
| | - Mark D Robinson
- Institute of Molecular Life Sciences, University of Zurich, Zurich, Switzerland
- SIB Swiss Institute of Bioinformatics, University of Zurich, Zurich, Switzerland
| | - Silvia Guglietta
- Hollings Cancer Center Charleston, Medical University of South Carolina, Charleston, South Carolina, USA
- Regenerative Medicine and Cell Biology, Medical University of South Carolina, Charleston, South Carolina, USA
- Department of Experimental Oncology, IEO European Institute of Oncology IRCCS, Milan, Italy
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10
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Pietrucci D, Teofani A, Milanesi M, Fosso B, Putignani L, Messina F, Pesole G, Desideri A, Chillemi G. Machine Learning Data Analysis Highlights the Role of Parasutterella and Alloprevotella in Autism Spectrum Disorders. Biomedicines 2022; 10:biomedicines10082028. [PMID: 36009575 PMCID: PMC9405825 DOI: 10.3390/biomedicines10082028] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2022] [Revised: 08/10/2022] [Accepted: 08/15/2022] [Indexed: 11/25/2022] Open
Abstract
In recent years, the involvement of the gut microbiota in disease and health has been investigated by sequencing the 16S gene from fecal samples. Dysbiotic gut microbiota was also observed in Autism Spectrum Disorder (ASD), a neurodevelopmental disorder characterized by gastrointestinal symptoms. However, despite the relevant number of studies, it is still difficult to identify a typical dysbiotic profile in ASD patients. The discrepancies among these studies are due to technical factors (i.e., experimental procedures) and external parameters (i.e., dietary habits). In this paper, we collected 959 samples from eight available projects (540 ASD and 419 Healthy Controls, HC) and reduced the observed bias among studies. Then, we applied a Machine Learning (ML) approach to create a predictor able to discriminate between ASD and HC. We tested and optimized three algorithms: Random Forest, Support Vector Machine and Gradient Boosting Machine. All three algorithms confirmed the importance of five different genera, including Parasutterella and Alloprevotella. Furthermore, our results show that ML algorithms could identify common taxonomic features by comparing datasets obtained from countries characterized by latent confounding variables.
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Affiliation(s)
- Daniele Pietrucci
- Department for Innovation in Biological, Agro-Food and Forest Systems (DIBAF), University of Tuscia, 01100 Viterbo, Italy
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, IBIOM, CNR, 70126 Bari, Italy
| | - Adelaide Teofani
- Department of Biology, University of Rome Tor Vergata, Via Montpellier 1, 00133 Rome, Italy
| | - Marco Milanesi
- Department for Innovation in Biological, Agro-Food and Forest Systems (DIBAF), University of Tuscia, 01100 Viterbo, Italy
| | - Bruno Fosso
- Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari “A. Moro”, Piazza Umberto I, 1, 70121 Bari, Italy
| | - Lorenza Putignani
- Unit of Microbiology and Diagnostic Immunology, Units of Microbiomics, Department of Diagnostic and Laboratory Medicine, Bambino Gesù Children’s Hospital, IRCCS, 00146 Rome, Italy
| | - Francesco Messina
- Laboratory of Microbiology and Biological Bank National Institute for Infectious Diseases “Lazzaro Spallanzani” Istituto di Ricovero e Cura a Carattere Scientifico, 00149 Rome, Italy
| | - Graziano Pesole
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, IBIOM, CNR, 70126 Bari, Italy
- Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari “A. Moro”, Piazza Umberto I, 1, 70121 Bari, Italy
| | - Alessandro Desideri
- Department of Biology, University of Rome Tor Vergata, Via Montpellier 1, 00133 Rome, Italy
| | - Giovanni Chillemi
- Department for Innovation in Biological, Agro-Food and Forest Systems (DIBAF), University of Tuscia, 01100 Viterbo, Italy
- Correspondence: ; Tel.: +39-0761-357-429
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11
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Ravegnini G, Fosso B, Ricci R, Gorini F, Turroni S, Serrano C, Pilco-Janeta DF, Zhang Q, Zanotti F, De Robertis M, Nannini M, Pantaleo MA, Hrelia P, Angelini S. Analysis of microbiome in GISTs: looking for different players in tumorigenesis and novel therapeutic options. Cancer Sci 2022; 113:2590-2599. [PMID: 35633186 PMCID: PMC9357631 DOI: 10.1111/cas.15441] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2022] [Revised: 04/20/2022] [Accepted: 05/23/2022] [Indexed: 12/02/2022] Open
Abstract
Preclinical forms of gastrointestinal stromal tumor (GIST), small asymptomatic lesions, called microGIST, are detected in approximately 30% of the general population. Gastrointestinal stromal tumor driver mutation can be already detected in microGISTs, even if they do not progress into malignant cancer; these mutations are necessary, but insufficient events to foster tumor progression. Here we profiled the tissue microbiota of 60 gastrointestinal specimens in three different patient cohorts—micro, low‐risk, and high‐risk or metastatic GIST—exploring the compositional structure, predicted function, and microbial networks, with the aim of providing a complete overview of microbial ecology in GIST and its preclinical form. Comparing microGISTs and GISTs, both weighted and unweighted UniFrac and Bray–Curtis dissimilarities showed significant community‐level separation between them and a pronounced difference in Proteobacteria, Firmicutes, and Bacteroidota was observed. Through the LEfSe tool, potential microbial biomarkers associated with a specific type of lesion were identified. In particular, GIST samples were significantly enriched in the phylum Proteobacteria compared to microGISTs. Several pathways involved in sugar metabolism were also highlighted in GISTs; this was expected as cancer usually displays high aerobic glycolysis in place of oxidative phosphorylation and rise of glucose flux to promote anabolic request. Our results highlight that specific differences do exist in the tissue microbiome community between GIST and benign lesions and that microbiome restructuration can drive the carcinogenesis process.
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Affiliation(s)
- Gloria Ravegnini
- Department of Pharmacy and Biotechnology, University of Bologna, Bologna, Italy
| | - Bruno Fosso
- National Research Council, Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies (IBIOM), Bari, Italy.,Department of Biosciences, Biotechnology and Biopharmaceutics (DBBB), University of Bari "A. Moro", Bari, Italy
| | - Riccardo Ricci
- UOC di Anatomia Patologica, Fondazione Policlinico Universitario "A. Gemelli" IRCCS, Rome, Italy
| | - Francesca Gorini
- Department of Pharmacy and Biotechnology, University of Bologna, Bologna, Italy
| | - Silvia Turroni
- Department of Pharmacy and Biotechnology, University of Bologna, Bologna, Italy
| | - Cesar Serrano
- Department of Medical Oncology, Vall d'Hebron University Hospital, Barcelona, Spain
| | - Daniel F Pilco-Janeta
- Department of Medical Oncology, Vall d'Hebron University Hospital, Barcelona, Spain.,Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Qianqian Zhang
- UOC di Anatomia Patologica, Fondazione Policlinico Universitario "A. Gemelli" IRCCS, Rome, Italy
| | - Federica Zanotti
- Department of Pharmacy and Biotechnology, University of Bologna, Bologna, Italy
| | - Mariangela De Robertis
- Department of Biosciences, Biotechnology and Biopharmaceutics (DBBB), University of Bari "A. Moro", Bari, Italy
| | - Margherita Nannini
- Department of Experimental, Diagnostic and Specialized Medicine (DIMES), Alma Mater Studiorum, University of Bologna, Bologna, Italy.,Medical Oncology Unit, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy
| | - Maria Abbondanza Pantaleo
- Department of Experimental, Diagnostic and Specialized Medicine (DIMES), Alma Mater Studiorum, University of Bologna, Bologna, Italy.,Medical Oncology Unit, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy
| | - Patrizia Hrelia
- Department of Pharmacy and Biotechnology, University of Bologna, Bologna, Italy
| | - Sabrina Angelini
- Department of Pharmacy and Biotechnology, University of Bologna, Bologna, Italy
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12
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Guglietta S, Weber LM, Fosso B, Hardiman G, Olcina MM, Marzano M, Robinson MD, Krieg C. Complement downregulation promotes an inflammatory signature that renders colorectal cancer susceptible to immunotherapy. The Journal of Immunology 2022. [DOI: 10.4049/jimmunol.208.supp.117.08] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
Abstract
The role of inflammation in colorectal cancer (CRC) development and response to therapy is highly debated. While inflammation is a known driver of CRC, inflammatory immune infiltrates are a positive prognostic factor in CRC as inflammation can enhance response to immune checkpoint blockade (ICB) therapy. Yet, the majority of CRC are poorly infiltrated and even in presence of an inflammatory infiltrate half of these cancers become refractory to ICB. Therefore, there is a need to identify mechanisms to establish therapy supportive inflammation. We have previously reported that certain patients with CRC down-regulate the receptor for the complement anaphylatoxin C3a (C3aR). The complement system is a first line of defense against pathogens and a central component of the immune response. Emerging evidence suggests that C3aR may play a role in intestinal homeostasis. However, to date, it is unknown how C3aR affects CRC development and response to therapy with ICB.
Using our novel mouse model of CRC (APCMin/+/C3aR−/−) we showed that loss of C3aR results in enhanced immune infiltration in typically “cold” tumors and changes in the intestinal microbiota. Similarly, we found that down-regulation of the complement C3aR in patients correlates with changes in specific tumor-infiltrating immune cells. Notably, when treated with a-PD1, APCMin/+/C3aR−/− mice showed a significant reduction of tumors, suggesting that the loss of C3aR unleashes in the colon a microbiota-mediated immune response that can be exploited for therapeutic purposes.
Our findings reveal that C3aR may act as a previously unrecognized checkpoint to enhance antitumor immunity in CRC and that C3aR inhibition may be used to overcome ICB resistance in a larger group of CRC patients.
This project was supported in part by NIH P20 GM120475 (core facility) at the MUSC Digestive Disease Research Core Center.
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Affiliation(s)
| | - Lukas M Weber
- 2Department of International Health, The Johns Hopkins Bloomberg School of Public Health
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13
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Benredjem L, Berredjem H, Abdi A, Casero MC, Quesada A, Fosso B, Marzano M, Pesole G, Azevedo J, Vasconcelos V. Morphological, molecular, and biochemical study of cyanobacteria from a eutrophic Algerian reservoir (Cheffia). Environ Sci Pollut Res Int 2022; 29:27624-27635. [PMID: 34984616 DOI: 10.1007/s11356-021-17528-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/19/2021] [Accepted: 11/10/2021] [Indexed: 06/14/2023]
Abstract
The cyanobacteria management in water bodies requires a deep knowledge of the community composition. Considering the reliable and thorough information provided by the polyphasic approach in cyanobacteria taxonomy, here we assess the cyanobacterial community structure of the Cheffia reservoir from Algeria. Cyanobacteria were identified on the basis of morphological traits and next-generation sequencing (NGS); toxins-related genes were localized in addition to the identification of toxins; temperature and nutrient level of water samples were also determined. The polyphasic approach was essential for cyanobacteria investigation; 28 genera were identified through 16S rRNA metabarcoding with the dominance of taxa from Microcystis (34.2%), Aphanizomenon (20.1%), and Planktothrix (20.0%), and morphological analysis revealed the association in this water body of five species within the genus Microcystis: M. aeruginosa, M. novacekii, M. panniformis, M. ichthyoblabe, and M. flos-aquae. The presence of mcyE genotypes was detected; moreover, HPLC-PDA and LC-ESI-MS/MS revealed the production of microcystin-LR. Results obtained in our study are very important since this ecosystem is used for water supply and irrigation; as a consequence, a good water management plan is essential.
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Affiliation(s)
- Lamia Benredjem
- Laboratory of Applied Biochemistry and Microbiology, Department of Biochemistry, Faculty of Sciences, Badji Mokhtar University, BP 12, 23000, Annaba, Algeria
| | - Hajira Berredjem
- Laboratory of Applied Biochemistry and Microbiology, Department of Biochemistry, Faculty of Sciences, Badji Mokhtar University, BP 12, 23000, Annaba, Algeria
| | - Akila Abdi
- Laboratory of Applied Biochemistry and Microbiology, Department of Biochemistry, Faculty of Sciences, Badji Mokhtar University, BP 12, 23000, Annaba, Algeria
| | - Maria Cristina Casero
- Departamento de Biología, C/Darwin, 2, Universidad Autónoma de Madrid, ES-28049, Madrid, Spain
| | - Antonio Quesada
- Departamento de Biología, C/Darwin, 2, Universidad Autónoma de Madrid, ES-28049, Madrid, Spain
| | - Bruno Fosso
- Istituto Di Biomembrane, Bioenergetica E Biotecnologie Molecolari (IBIOM), CNR, Via Amendola 122/O, 70126, Bari, Italy
| | - Marinella Marzano
- Istituto Di Biomembrane, Bioenergetica E Biotecnologie Molecolari (IBIOM), CNR, Via Amendola 122/O, 70126, Bari, Italy
| | - Graziano Pesole
- Istituto Di Biomembrane, Bioenergetica E Biotecnologie Molecolari (IBIOM), CNR, Via Amendola 122/O, 70126, Bari, Italy
- Dipartimento Di Bioscienze, Biotecnologie E Biofarmaceutica, Università Degli Studi Di Bari "Aldo Moro", Via Orabona 4, 70126, Bari, Italy
| | - Joana Azevedo
- Interdisciplinary Centre of Marine and Environmental Research (CIIMAR/CIMAR), University of Porto, Rua Dos Bragas, 289, 4050-123, Porto, Portugal
| | - Vitor Vasconcelos
- Interdisciplinary Centre of Marine and Environmental Research (CIIMAR/CIMAR), University of Porto, Rua Dos Bragas, 289, 4050-123, Porto, Portugal.
- Biology Department, Faculty of Sciences, University of Porto, Rua Do Campo Alegre, 4169-007, Porto, Portugal.
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14
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De Maio F, Buonsenso D, Bianco DM, Giaimo M, Fosso B, Monzo FR, Sali M, Posteraro B, Valentini P, Sanguinetti M. Comparative Fecal Microbiota Analysis of Infants With Acute Bronchiolitis Caused or Not Caused by Respiratory Syncytial Virus. Front Cell Infect Microbiol 2022; 12:815715. [PMID: 35330643 PMCID: PMC8940166 DOI: 10.3389/fcimb.2022.815715] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2021] [Accepted: 02/07/2022] [Indexed: 12/11/2022] Open
Abstract
Bronchiolitis due to respiratory syncytial virus (RSV) or non-RSV agents is a health-menacing lower respiratory tract (LRT) disease of infants. Whereas RSV causes more severe disease than other viral agents may, genus-dominant fecal microbiota profiles have been identified in US hospitalized infants with bronchiolitis. We investigated the fecal microbiota composition of infants admitted to an Italian hospital with acute RSV (25/37 [67.6%]; group I) or non-RSV (12/37 [32.4%]; group II) bronchiolitis, and the relationship of fecal microbiota characteristics with the clinical characteristics of infants. Group I and group II infants differed significantly (24/25 [96.0%] versus 5/12 [41.7%]; P = 0.001) regarding 90% oxygen saturation (SpO2), which is an increased respiratory effort hallmark. Accordingly, impaired feeding in infants from group I was significantly more frequent than in infants from group II (19/25 [76.0%] versus 4/12 [33.3%]; P = 0.04). Conversely, the median (IQR) length of stay was not significantly different between the two groups (seven [3–14] for group I versus five [5–10] for group II; P = 0.11). The 16S ribosomal RNA V3–V4 region amplification of infants’ fecal samples resulted in 299 annotated amplicon sequence variants. Based on alpha- and beta-diversity microbiota downstream analyses, group I and group II infants had similar bacterial communities in their samples. Additionally, comparing infants having <90% SpO2 (n = 29) with infants having ≥90% SpO2 (n = 8) showed that well-known dominant genera (Bacteroides, Bifidobacterium, Escherichia/Shigella, and Enterobacter/Veillonella) were differently, but not significantly (P = 0.44, P = 0.71, P = 0.98, and P = 0.41, respectively) abundant between the two subgroups. Overall, we showed that, regardless of RSV or non-RSV bronchiolitis etiology, no fecal microbiota-composing bacteria could be associated with the severity of acute bronchiolitis in infants. Larger and longitudinally conducted studies will be necessary to confirm these findings.
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Affiliation(s)
- Flavio De Maio
- Dipartimento di Scienze di Laboratorio e Infettivologiche, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy
| | - Danilo Buonsenso
- Dipartimento di Scienze Biotecnologiche di Base, Cliniche Intensivologiche e Perioperatorie, Università Cattolica del Sacro Cuore, Rome, Italy
- Dipartimento di Scienze della Salute della Donna, del Bambino e di Sanità Pubblica, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy
- Dipartimento di Scienze della Vita e Sanità Pubblica, Università Cattolica del Sacro Cuore, Rome, Italy
| | - Delia Mercedes Bianco
- Dipartimento di Scienze Biotecnologiche di Base, Cliniche Intensivologiche e Perioperatorie, Università Cattolica del Sacro Cuore, Rome, Italy
| | - Martina Giaimo
- Dipartimento di Scienze della Salute della Donna, del Bambino e di Sanità Pubblica, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy
| | - Bruno Fosso
- Istituto di Biomembrane, Bioenergetica e Biotecnologie Molecolari (IBIOM), Consiglio Nazionale delle Ricerche, Bari, Italy
| | - Francesca Romana Monzo
- Dipartimento di Scienze di Laboratorio e Infettivologiche, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy
| | - Michela Sali
- Dipartimento di Scienze di Laboratorio e Infettivologiche, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy
- Dipartimento di Scienze Biotecnologiche di Base, Cliniche Intensivologiche e Perioperatorie, Università Cattolica del Sacro Cuore, Rome, Italy
| | - Brunella Posteraro
- Dipartimento di Scienze di Laboratorio e Infettivologiche, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy
- Dipartimento di Scienze Mediche e Chirurgiche, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy
| | - Piero Valentini
- Dipartimento di Scienze della Salute della Donna, del Bambino e di Sanità Pubblica, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy
- Dipartimento di Scienze della Vita e Sanità Pubblica, Università Cattolica del Sacro Cuore, Rome, Italy
| | - Maurizio Sanguinetti
- Dipartimento di Scienze di Laboratorio e Infettivologiche, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy
- Dipartimento di Scienze Biotecnologiche di Base, Cliniche Intensivologiche e Perioperatorie, Università Cattolica del Sacro Cuore, Rome, Italy
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15
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Esposito MV, Fosso B, Nunziato M, Casaburi G, D'Argenio V, Calabrese A, D'Aiuto M, Botti G, Pesole G, Salvatore F. Microbiome composition indicate dysbiosis and lower richness in tumor breast tissues compared to healthy adjacent paired tissue, within the same women. BMC Cancer 2022; 22:30. [PMID: 34980006 PMCID: PMC8722097 DOI: 10.1186/s12885-021-09074-y] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2021] [Accepted: 11/30/2021] [Indexed: 12/15/2022] Open
Abstract
Background Breast cancer (BC) is the most common malignancy in women, in whom it reaches 20% of the total neoplasia incidence. Most BCs are considered sporadic and a number of factors, including familiarity, age, hormonal cycles and diet, have been reported to be BC risk factors. Also the gut microbiota plays a role in breast cancer development. In fact, its imbalance has been associated to various human diseases including cancer although a consequential cause-effect phenomenon has never been proven. Methods The aim of this work was to characterize the breast tissue microbiome in 34 women affected by BC using an NGS-based method, and analyzing the tumoral and the adjacent non-tumoral tissue of each patient. Results The healthy and tumor tissues differed in bacterial composition and richness: the number of Amplicon Sequence Variants (ASVs) was higher in healthy tissues than in tumor tissues (p = 0.001). Moreover, our analyses, able to investigate from phylum down to species taxa for each sample, revealed major differences in the two richest phyla, namely, Proteobacteria and Actinobacteria. Notably, the levels of Actinobacteria and Proteobacteria were, respectively, higher and lower in healthy with respect to tumor tissues. Conclusions Our study provides information about the breast tissue microbial composition, as compared with very closely adjacent healthy tissue (paired samples within the same woman); the differences found are such to have possible diagnostic and therapeutic implications; further studies are necessary to clarify if the differences found in the breast tissue microbiome are simply an association or a concausative pathogenetic effect in BC. A comparison of different results on similar studies seems not to assess a universal microbiome signature, but single ones depending on the environmental cohorts’ locations. Supplementary Information The online version contains supplementary material available at 10.1186/s12885-021-09074-y.
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Affiliation(s)
- Maria Valeria Esposito
- Department of Molecular Medicine and Medical Biotechnologies, University Federico II, Via Sergio Pansini, 5, 80131, Napoli, NA, Italy.,CEINGE - Biotecnologie Avanzate, Via Gaetano Salvatore, 486, 80145, Napoli, Italy
| | - Bruno Fosso
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, Consiglio Nazionale delle Ricerche, Via Giovanni Amendola, 122/O, 70126, Bari, BA, Italy
| | - Marcella Nunziato
- Department of Molecular Medicine and Medical Biotechnologies, University Federico II, Via Sergio Pansini, 5, 80131, Napoli, NA, Italy.,CEINGE - Biotecnologie Avanzate, Via Gaetano Salvatore, 486, 80145, Napoli, Italy
| | | | - Valeria D'Argenio
- Department of Molecular Medicine and Medical Biotechnologies, University Federico II, Via Sergio Pansini, 5, 80131, Napoli, NA, Italy.,CEINGE - Biotecnologie Avanzate, Via Gaetano Salvatore, 486, 80145, Napoli, Italy.,Department of Human Sciences and Quality of Life Promotion, San Raffaele Open University, Via di Val Cannuta, 247, 00166, Rome, Italy
| | - Alessandra Calabrese
- Department of Senology, Istituto Nazionale Tumori - IRCCS, 'Fondazione Pascale', Via Mariano Semmola, 53, 80131, Napoli, NA, Italy
| | - Massimiliano D'Aiuto
- Department of Senology, Istituto Nazionale Tumori - IRCCS, 'Fondazione Pascale', Via Mariano Semmola, 53, 80131, Napoli, NA, Italy.,Clinica Villa Fiorita, Via Filippo Saporito, 24, 81031, Aversa, CE, Italy
| | - Gerardo Botti
- Scientific Directorate, Istituto Nazionale Tumori, Fondazione G. Pascale, IRCCS, Via Mariano Semmola, 53, 80131, Napoli, NA, Italy
| | - Graziano Pesole
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, Consiglio Nazionale delle Ricerche, Via Giovanni Amendola, 122/O, 70126, Bari, BA, Italy. .,Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari "A. Moro", Piazza Umberto I, 1, BA, 70121, Bari, Italy.
| | - Francesco Salvatore
- Department of Molecular Medicine and Medical Biotechnologies, University Federico II, Via Sergio Pansini, 5, 80131, Napoli, NA, Italy. .,CEINGE - Biotecnologie Avanzate, Via Gaetano Salvatore, 486, 80145, Napoli, Italy.
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16
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Oranger A, Manzari C, Chiara M, Notario E, Fosso B, Parisi A, Bianco A, Iacobellis M, d'Avenia M, D'Erchia AM, Pesole G. Accurate detection and quantification of SARS-CoV-2 genomic and subgenomic mRNAs by ddPCR and meta-transcriptomics analysis. Commun Biol 2021; 4:1215. [PMID: 34686777 PMCID: PMC8536764 DOI: 10.1038/s42003-021-02748-0] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2021] [Accepted: 09/16/2021] [Indexed: 01/04/2023] Open
Abstract
SARS-CoV-2 replication requires the synthesis of a set of structural proteins expressed through discontinuous transcription of ten subgenomic mRNAs (sgmRNAs). Here, we have fine-tuned droplet digital PCR (ddPCR) assays to accurately detect and quantify SARS-CoV-2 genomic ORF1ab and sgmRNAs for the nucleocapsid (N) and spike (S) proteins. We analyzed 166 RNA samples from anonymized SARS-CoV-2 positive subjects and we observed a recurrent and characteristic pattern of sgmRNAs expression in relation to the total viral RNA content. Additionally, expression profiles of sgmRNAs, as determined by meta-transcriptomics sequencing of a subset of 110 RNA samples, were highly correlated with those obtained by ddPCR. By providing a comprehensive and dynamic snapshot of the levels of SARS-CoV-2 sgmRNAs in infected individuals, our results may contribute a better understanding of the dynamics of transcription and expression of the genome of SARS-CoV-2 and facilitate the development of more accurate molecular diagnostic tools for the stratification of COVID-19 patients. Oranger et al use digital droplet PCR to develop an assay that provides a dynamic snapshot of the levels of SARS-CoV-2 sub-genomic messanger RNA in infected individuals. This has the potential to improve diagnostic accuracy for COVID-19
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Affiliation(s)
- Annarita Oranger
- Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari Aldo Moro, Via Orabona 4, 70126, Bari, Italy
| | - Caterina Manzari
- Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari Aldo Moro, Via Orabona 4, 70126, Bari, Italy
| | - Matteo Chiara
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, National Research Council, Via Amendola 122/O, 70126, Bari, Italy.,Department of Biosciences, University of Milan, Via Celoria 26, 20133, Milan, Italy
| | - Elisabetta Notario
- Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari Aldo Moro, Via Orabona 4, 70126, Bari, Italy
| | - Bruno Fosso
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, National Research Council, Via Amendola 122/O, 70126, Bari, Italy
| | - Antonio Parisi
- Istituto Zooprofilattico Sperimentale della Puglia e Basilicata, 70017, Putignano (Bari), Italy
| | - Angelica Bianco
- Istituto Zooprofilattico Sperimentale della Puglia e Basilicata, 70017, Putignano (Bari), Italy
| | - Michela Iacobellis
- Servizio Centralizzato Aziendale di Citopatologia e Screening- PO "Di Venere" - ASL, 70131, Bari, Italy
| | - Morena d'Avenia
- Servizio Centralizzato Aziendale di Citopatologia e Screening- PO "Di Venere" - ASL, 70131, Bari, Italy
| | - Anna Maria D'Erchia
- Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari Aldo Moro, Via Orabona 4, 70126, Bari, Italy. .,Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, National Research Council, Via Amendola 122/O, 70126, Bari, Italy. .,Consorzio Interuniversitario Biotecnologie, 34100, Trieste, Italy.
| | - Graziano Pesole
- Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari Aldo Moro, Via Orabona 4, 70126, Bari, Italy. .,Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, National Research Council, Via Amendola 122/O, 70126, Bari, Italy. .,Consorzio Interuniversitario Biotecnologie, 34100, Trieste, Italy.
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17
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Lazic T, Pierri C, Corriero G, Balech B, Cardone F, Deflorio M, Fosso B, Gissi C, Marzano M, Nonnis Marzano F, Pesole G, Santamaria M, Gristina M. Evaluating the Efficiency of DNA Metabarcoding to Analyze the Diet of Hippocampus guttulatus (Teleostea: Syngnathidae). Life (Basel) 2021; 11:life11100998. [PMID: 34685370 PMCID: PMC8540156 DOI: 10.3390/life11100998] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Revised: 09/20/2021] [Accepted: 09/21/2021] [Indexed: 12/14/2022] Open
Abstract
Seahorses are considered a flagship species for conservation efforts and due to their conservation status, improving knowledge on their dietary composition while applying a non-invasive approach, could be useful. Using Hippocampus guttulatus as a case study, the present study represents pioneering research into investigating the diet of seahorses by NGS-based DNA metabarcoding of fecal samples. The study developed and tested the protocol for fecal DNA metabarcoding during the feeding trials where captive seahorses were fed on a diet of known composition; the process was subsequently applied on fecal samples collected from wild individuals. The analysis of samples collected during the feeding trials indicated the reliability of the applied molecular approach by allowing the characterization of the effectively ingested prey. In the field study, among detected prey species, results revealed that the majority of the seahorse samples contained taxa such as Amphipoda, Decapoda, Isopoda, and Calanoida, while less common prey taxa were Gastropoda and Polyplacophora. As only a small amount of starting fecal material is needed and the sampling procedure is neither invasive nor lethal. The present study indicates DNA metabarcoding as useful for investigating seahorse diet and could help define management and conservation actions.
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Affiliation(s)
- Tamara Lazic
- Department of Biology, University of Bari, 70125 Bari, Italy; (T.L.); (G.C.)
| | - Cataldo Pierri
- Department of Biology, University of Bari, 70125 Bari, Italy; (T.L.); (G.C.)
- Correspondence:
| | - Giuseppe Corriero
- Department of Biology, University of Bari, 70125 Bari, Italy; (T.L.); (G.C.)
| | - Bachir Balech
- Institute of Biomembrane, Bioenergetics and Molecular Biotechnology (IBIOM), National Council of Research (CNR), 70121 Bari, Italy; (B.B.); (B.F.); (C.G.); (M.M.); (G.P.); (M.S.)
| | - Frine Cardone
- Department of Integrated Marine Ecology, Zoological Station Anton Dohrn, 80127 Naples, Italy;
| | - Michele Deflorio
- Department of Veterinary Medicine, University of Bari, 70125 Bari, Italy;
| | - Bruno Fosso
- Institute of Biomembrane, Bioenergetics and Molecular Biotechnology (IBIOM), National Council of Research (CNR), 70121 Bari, Italy; (B.B.); (B.F.); (C.G.); (M.M.); (G.P.); (M.S.)
| | - Carmela Gissi
- Institute of Biomembrane, Bioenergetics and Molecular Biotechnology (IBIOM), National Council of Research (CNR), 70121 Bari, Italy; (B.B.); (B.F.); (C.G.); (M.M.); (G.P.); (M.S.)
- Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari, 70125 Bari, Italy
| | - Marinella Marzano
- Institute of Biomembrane, Bioenergetics and Molecular Biotechnology (IBIOM), National Council of Research (CNR), 70121 Bari, Italy; (B.B.); (B.F.); (C.G.); (M.M.); (G.P.); (M.S.)
| | - Francesco Nonnis Marzano
- Department of Chemistry, Life Sciences and Environmental Sustainability, University of Parma, 43121 Parma, Italy;
| | - Graziano Pesole
- Institute of Biomembrane, Bioenergetics and Molecular Biotechnology (IBIOM), National Council of Research (CNR), 70121 Bari, Italy; (B.B.); (B.F.); (C.G.); (M.M.); (G.P.); (M.S.)
- Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari, 70125 Bari, Italy
| | - Monica Santamaria
- Institute of Biomembrane, Bioenergetics and Molecular Biotechnology (IBIOM), National Council of Research (CNR), 70121 Bari, Italy; (B.B.); (B.F.); (C.G.); (M.M.); (G.P.); (M.S.)
| | - Michele Gristina
- Institute of Anthropic Impacts and Sustainability in Marine Environment (IAS), National Council of Research (CNR), 90100 Palermo, Italy;
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18
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Monaco A, Pantaleo E, Amoroso N, Lacalamita A, Lo Giudice C, Fonzino A, Fosso B, Picardi E, Tangaro S, Pesole G, Bellotti R. A primer on machine learning techniques for genomic applications. Comput Struct Biotechnol J 2021; 19:4345-4359. [PMID: 34429852 PMCID: PMC8365460 DOI: 10.1016/j.csbj.2021.07.021] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2021] [Revised: 07/23/2021] [Accepted: 07/23/2021] [Indexed: 11/28/2022] Open
Abstract
High throughput sequencing technologies have enabled the study of complex biological aspects at single nucleotide resolution, opening the big data era. The analysis of large volumes of heterogeneous "omic" data, however, requires novel and efficient computational algorithms based on the paradigm of Artificial Intelligence. In the present review, we introduce and describe the most common machine learning methodologies, and lately deep learning, applied to a variety of genomics tasks, trying to emphasize capabilities, strengths and limitations through a simple and intuitive language. We highlight the power of the machine learning approach in handling big data by means of a real life example, and underline how described methods could be relevant in all cases in which large amounts of multimodal genomic data are available.
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Affiliation(s)
- Alfonso Monaco
- Istituto Nazionale di Fisica Nucleare (INFN), Sezione di Bari, Via A. Orabona 4, 70125 Bari, Italy
| | - Ester Pantaleo
- Dipartimento Interateneo di Fisica "M. Merlin", Università degli Studi di Bari "Aldo Moro", Via G. Amendola 173, 70125 Bari, Italy
| | - Nicola Amoroso
- Istituto Nazionale di Fisica Nucleare (INFN), Sezione di Bari, Via A. Orabona 4, 70125 Bari, Italy.,Dipartimento di Farmacia - Scienze del Farmaco, Università degli Studi di Bari "Aldo Moro", Via A. Orabona 4, 70125 Bari, Italy
| | - Antonio Lacalamita
- National Institute of Gastroenterology "S. de Bellis", Research Hospital, 70013 Castellana Grotte (Bari), Italy
| | - Claudio Lo Giudice
- Dipartimento di Bioscienze, Biotecnologie e Biofarmaceutica, Università degli Studi di Bari "Aldo Moro", Via A. Orabona 4, 70125 Bari, Italy
| | - Adriano Fonzino
- Dipartimento di Bioscienze, Biotecnologie e Biofarmaceutica, Università degli Studi di Bari "Aldo Moro", Via A. Orabona 4, 70125 Bari, Italy
| | - Bruno Fosso
- Istituto di Biomembrane, Bioenergetica e Biotecnologie Molecolari, Consiglio Nazionale delle Ricerche, Via G. Amendola 122/O, 70126 Bari, Italy
| | - Ernesto Picardi
- Dipartimento di Bioscienze, Biotecnologie e Biofarmaceutica, Università degli Studi di Bari "Aldo Moro", Via A. Orabona 4, 70125 Bari, Italy.,Istituto di Biomembrane, Bioenergetica e Biotecnologie Molecolari, Consiglio Nazionale delle Ricerche, Via G. Amendola 122/O, 70126 Bari, Italy
| | - Sabina Tangaro
- Istituto Nazionale di Fisica Nucleare (INFN), Sezione di Bari, Via A. Orabona 4, 70125 Bari, Italy.,Dipartimento di Scienze del Suolo, della Pianta e degli Alimenti, Università degli Studi di Bari "Aldo Moro", Bari, Via G. Amendola 165, 70125 Bari, Italy
| | - Graziano Pesole
- Dipartimento di Bioscienze, Biotecnologie e Biofarmaceutica, Università degli Studi di Bari "Aldo Moro", Via A. Orabona 4, 70125 Bari, Italy.,Istituto di Biomembrane, Bioenergetica e Biotecnologie Molecolari, Consiglio Nazionale delle Ricerche, Via G. Amendola 122/O, 70126 Bari, Italy
| | - Roberto Bellotti
- Istituto Nazionale di Fisica Nucleare (INFN), Sezione di Bari, Via A. Orabona 4, 70125 Bari, Italy.,Dipartimento Interateneo di Fisica "M. Merlin", Università degli Studi di Bari "Aldo Moro", Via G. Amendola 173, 70125 Bari, Italy
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19
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Manzari C, Oranger A, Fosso B, Piancone E, Pesole G, D'Erchia AM. Accurate quantification of bacterial abundance in metagenomic DNAs accounting for variable DNA integrity levels. Microb Genom 2021; 6. [PMID: 32749951 PMCID: PMC7660251 DOI: 10.1099/mgen.0.000417] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
The quantification of the total microbial content in metagenomic samples is critical for investigating the interplay between the microbiome and its host, as well as for assessing the accuracy and precision of the relative microbial composition which can be strongly biased in low microbial biomass samples. In the present study, we demonstrate that digital droplet PCR (ddPCR) can provide accurate quantification of the total copy number of the 16S rRNA gene, the gene usually exploited for assessing total bacterial abundance in metagenomic DNA samples. Notably, using DNA templates with different integrity levels, as measured by the DNA integrity number (DIN), we demonstrated that 16S rRNA copy number quantification is strongly affected by DNA quality and determined a precise correlation between quantification underestimation and DNA degradation levels. Therefore, we propose an input DNA mass correction, according to the observed DIN value, which could prevent inaccurate quantification of 16S copy number in degraded metagenomic DNAs. Our results highlight that a preliminary evaluation of the metagenomic DNA integrity should be considered before performing metagenomic analyses of different samples, both for the assessment of the reliability of observed differential abundances in different conditions and to obtain significant functional insights.
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Affiliation(s)
- Caterina Manzari
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, National Research Council, Via Amendola 122/D-O, 70126 Bari, Italy
| | - Annarita Oranger
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, National Research Council, Via Amendola 122/D-O, 70126 Bari, Italy
| | - Bruno Fosso
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, National Research Council, Via Amendola 122/D-O, 70126 Bari, Italy
| | - Elisabetta Piancone
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, National Research Council, Via Amendola 122/D-O, 70126 Bari, Italy
| | - Graziano Pesole
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, National Research Council, Via Amendola 122/D-O, 70126 Bari, Italy.,Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari, Via Orabona 4, 70126 Bari, Italy
| | - Anna Maria D'Erchia
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, National Research Council, Via Amendola 122/D-O, 70126 Bari, Italy.,Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari, Via Orabona 4, 70126 Bari, Italy
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20
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Tangaro M, Defazio G, Fosso B, Licciulli VF, Grillo G, Donvito G, Lavezzo E, Baruzzo G, Pesole G, Santamaria M. ITSoneWB: profiling global taxonomic diversity of eukaryotic communities on Galaxy. Bioinformatics 2021; 37:4253-4254. [PMID: 34117876 PMCID: PMC9502156 DOI: 10.1093/bioinformatics/btab431] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2021] [Revised: 06/03/2021] [Accepted: 06/11/2021] [Indexed: 12/05/2022] Open
Abstract
Summary ITSoneWB (ITSone WorkBench) is a Galaxy-based bioinformatic environment where comprehensive and high-quality reference data are connected with established pipelines and new tools in an automated and easy-to-use service targeted at global taxonomic analysis of eukaryotic communities based on Internal Transcribed Spacer 1 variants high-throughput sequencing. Availability and implementation ITSoneWB has been deployed on the INFN-Bari ReCaS cloud facility and is freely available on the web at http://itsonewb.cloud.ba.infn.it/galaxy. Supplementary information Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Marco Tangaro
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, National Research Council, Bari 70126, Italy
| | - Giuseppe Defazio
- Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari 'A. Moro', Bari 70126, Italy
| | - Bruno Fosso
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, National Research Council, Bari 70126, Italy
| | - Vito Flavio Licciulli
- Institute of Biomedical Technologies, National Research Council, Bari Unit, 70126 Bari, Italy
| | - Giorgio Grillo
- Institute of Biomedical Technologies, National Research Council, Bari Unit, 70126 Bari, Italy
| | - Giacinto Donvito
- National Institute for Nuclear Physics (INFN), Section of Bari, Bari 70126, Italy
| | - Enrico Lavezzo
- Department of Molecular Medicine, University of Padova, Padova 35131, Italy
| | - Giacomo Baruzzo
- Department of Information Engineering, University of Padova, Padova, 35131, Italy
| | - Graziano Pesole
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, National Research Council, Bari 70126, Italy.,Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari 'A. Moro', Bari 70126, Italy
| | - Monica Santamaria
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, National Research Council, Bari 70126, Italy
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21
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Guglietta S, Weber L, Fosso B, Hardiman G, Marzano M, Robinson M, Krieg C. Loss of C3aR induces immune infiltration and inflammatory microbiota in a new spontaneous model of colon cancer. The Journal of Immunology 2021. [DOI: 10.4049/jimmunol.206.supp.17.29] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/10/2023]
Abstract
Abstract
Several lines of evidence suggest that inflammation plays a pivotal role in the development and progression of colorectal cancer (CRC) and can be unleashed by the loss of innate immunosurveillance. The complement system is a well characterized first line of defense against pathogens and a central component of the immune response. Emerging evidence suggests that complement anaphylatoxin C3a produced upon complement activation and acting via its receptor (C3aR) may play a role in intestinal homeostasis. However, to date, it is unknown whether and how the C3a/C3aR axis can affect CRC. By mining publicly available datasets, we found that CpG island methylation of c3ar1 occurs in CRC patients and is associated with significant downregulation of C3aR. By reverse-translating this finding we were able to shift in APCMin/+ mice the tumorigenesis from the small intestine to the colon therefore generating a novel mouse model, which more closely mirrors the CRC in humans. Transcriptomic analysis on colorectal polyps from our newly developed genetic mouse model revealed a significant increase in innate and adaptive immune signatures in absence of C3aR. Furthermore, loss of C3aR significantly impacted the fecal and tumor-associated microbiota and supported the blooming of pro-inflammatory bacterial species as confirmed by experiments of fecal microbiota transplantation.
Future studies will elucidate whether loss of C3aR can be exploited as a biomarker for sub-groups of CRC and whether the C3a/C3aR axis may be exploited for the generation of more effective therapeutic interventions.
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Affiliation(s)
- Silvia Guglietta
- 1Department of Microbiology and Immunology, Medical University of South Carolina
| | - Lukas Weber
- 2Johns Hopkins Bloomberg School of Public Health
| | - Bruno Fosso
- 3Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, Italy
| | | | - Marinella Marzano
- 3Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, Italy
| | | | - Carsten Krieg
- 1Department of Microbiology and Immunology, Medical University of South Carolina
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22
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Ravegnini G, Fosso B, Saverio VD, Sammarini G, Zanotti F, Rossi G, Ricci M, D’Amico F, Valori G, Ioli A, Turroni S, Brigidi P, Hrelia P, Angelini S. Gastric Adenocarcinomas and Signet-Ring Cell Carcinoma: Unraveling Gastric Cancer Complexity through Microbiome Analysis-Deepening Heterogeneity for a Personalized Therapy. Int J Mol Sci 2020; 21:E9735. [PMID: 33419357 PMCID: PMC7766162 DOI: 10.3390/ijms21249735] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2020] [Revised: 12/16/2020] [Accepted: 12/17/2020] [Indexed: 02/07/2023] Open
Abstract
Gastric cancer (GC) is the fifth most prevalent cancer worldwide and the third leading cause of global cancer mortality. With the advances of the omic studies, a heterogeneous GC landscape has been revealed, with significant molecular diversity. Given the multifaceted nature of GC, identification of different patient subsets with prognostic and/or predictive outcomes is a key aspect to allow tailoring of specific treatments. Recently, the involvement of the microbiota in gastric carcinogenesis has been described. To deepen this aspect, we compared microbiota composition in signet-ring cell carcinoma (SRCC) and adenocarcinoma (ADC), two distinct GC subtypes. To this purpose, 10 ADC and 10 SRCC and their paired non-tumor (PNT) counterparts were evaluated for microbiota composition through 16S rRNA analysis. Weighted and unweighted UniFrac and Bray-Curtis dissimilarity showed significant community-level separation between ADC and SRCC. Through the LEfSe (linear discriminant analysis coupled with effect size) tool, we identified potential microbial biomarkers associated with GC subtypes. In particular, SRCCs were significantly enriched in the phyla Fusobacteria, Bacteroidetes, Patescibacteria, whereas in the ADC type, Proteobacteria and Acidobacteria phyla were found. Overall, our data add new insights into GC heterogeneity and may contribute to deepening the GC classification.
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Affiliation(s)
- Gloria Ravegnini
- Department of Pharmacy and Biotechnology, University of Bologna, 40126 Bologna, Italy; (G.R.); (G.S.); (F.Z.); (F.D.); (G.V.); (S.T.); (P.H.)
| | - Bruno Fosso
- National Research Council, Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies (IBIOM), 70126 Bari, Italy;
| | - Viola Di Saverio
- Anatomy and Pathological Histology Unit, Infermi Hospital, 47923 Rimini, Italy; (V.D.S.); (G.R.); (M.R.); (A.I.)
| | - Giulia Sammarini
- Department of Pharmacy and Biotechnology, University of Bologna, 40126 Bologna, Italy; (G.R.); (G.S.); (F.Z.); (F.D.); (G.V.); (S.T.); (P.H.)
| | - Federica Zanotti
- Department of Pharmacy and Biotechnology, University of Bologna, 40126 Bologna, Italy; (G.R.); (G.S.); (F.Z.); (F.D.); (G.V.); (S.T.); (P.H.)
| | - Giulio Rossi
- Anatomy and Pathological Histology Unit, Infermi Hospital, 47923 Rimini, Italy; (V.D.S.); (G.R.); (M.R.); (A.I.)
| | - Monica Ricci
- Anatomy and Pathological Histology Unit, Infermi Hospital, 47923 Rimini, Italy; (V.D.S.); (G.R.); (M.R.); (A.I.)
| | - Federica D’Amico
- Department of Pharmacy and Biotechnology, University of Bologna, 40126 Bologna, Italy; (G.R.); (G.S.); (F.Z.); (F.D.); (G.V.); (S.T.); (P.H.)
| | - Giorgia Valori
- Department of Pharmacy and Biotechnology, University of Bologna, 40126 Bologna, Italy; (G.R.); (G.S.); (F.Z.); (F.D.); (G.V.); (S.T.); (P.H.)
| | - Antonella Ioli
- Anatomy and Pathological Histology Unit, Infermi Hospital, 47923 Rimini, Italy; (V.D.S.); (G.R.); (M.R.); (A.I.)
| | - Silvia Turroni
- Department of Pharmacy and Biotechnology, University of Bologna, 40126 Bologna, Italy; (G.R.); (G.S.); (F.Z.); (F.D.); (G.V.); (S.T.); (P.H.)
| | - Patrizia Brigidi
- Department of Medical and Surgical Sciences, University of Bologna, 40126 Bologna, Italy;
| | - Patrizia Hrelia
- Department of Pharmacy and Biotechnology, University of Bologna, 40126 Bologna, Italy; (G.R.); (G.S.); (F.Z.); (F.D.); (G.V.); (S.T.); (P.H.)
| | - Sabrina Angelini
- Department of Pharmacy and Biotechnology, University of Bologna, 40126 Bologna, Italy; (G.R.); (G.S.); (F.Z.); (F.D.); (G.V.); (S.T.); (P.H.)
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Stabili L, Rizzo L, Basso L, Marzano M, Fosso B, Pesole G, Piraino S. The Microbial Community Associated with Rhizostoma pulmo: Ecological Significance and Potential Consequences for Marine Organisms and Human Health. Mar Drugs 2020; 18:md18090437. [PMID: 32839397 PMCID: PMC7551628 DOI: 10.3390/md18090437] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2020] [Revised: 08/12/2020] [Accepted: 08/18/2020] [Indexed: 01/02/2023] Open
Abstract
Jellyfish blooms are frequent and widespread in coastal areas worldwide, often associated with significant ecological and socio-economic consequences. Recent studies have also suggested cnidarian jellyfish may act as vectors of bacterial pathogens. The scyphomedusa Rhizostoma pulmo is an outbreak-forming jellyfish widely occurring across the Mediterranean basin. Using combination of culture-based approaches and a high-throughput amplicon sequencing (HTS), and based on available knowledge on a warm-affinity jellyfish-associated microbiome, we compared the microbial community associated with R. pulmo adult jellyfish in the Gulf of Taranto (Ionian Sea) between summer (July 2016) and winter (February 2017) sampling periods. The jellyfish-associated microbiota was investigated in three distinct compartments, namely umbrella, oral arms, and the mucus secretion. Actinobacteria, Bacteroidetes, Chlamydiae, Cyanobacteria, Deinococcus-Thermus, Firmicutes, Fusobacteria, Planctomycetes, Proteobacteria, Rhodothermaeota, Spirochaetes, Tenericutes, and Thaumarchaeota were the phyla isolated from all the three R. pulmo compartments in the sampling times. In particular, the main genera Mycoplasma and Spiroplasma, belonging to the class Mollicutes (phylum Tenericutes), have been identified in all the three jellyfish compartments. The taxonomic microbial data were coupled with metabolic profiles resulting from the utilization of 31 different carbon sources by the BIOLOG Eco-Plate system. Microorganisms associated with mucus are characterized by great diversity. The counts of culturable heterotrophic bacteria and potential metabolic activities are also remarkable. Results are discussed in terms of R. pulmo ecology, the potential health hazard for marine and human life as well as the potential biotechnological applications related to the associated microbiome.
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Affiliation(s)
- Loredana Stabili
- Department of Biological and Environmental Sciences and Technologies, University of Salento, Via Prov.le Lecce Monteroni, 73100 Lecce, Italy; (L.B.); (S.P.)
- Institute of Water Research of the National Research Council, S.S. di Taranto, Via Roma 3, 74123 Taranto, Italy
- Correspondence: (L.S.); (L.R.); (M.M.)
| | - Lucia Rizzo
- Integrative Marine Ecology, Stazione Zoologica Anton Dohrn, Villa Comunale, 80121 Napoli, Italy
- Correspondence: (L.S.); (L.R.); (M.M.)
| | - Lorena Basso
- Department of Biological and Environmental Sciences and Technologies, University of Salento, Via Prov.le Lecce Monteroni, 73100 Lecce, Italy; (L.B.); (S.P.)
| | - Marinella Marzano
- Istituto di Biomembrane, Bioenergetica e Biotecnologie Molecolari (IBIOM), CNR, 70126 Bari, Italy; (B.F.); (G.P.)
- Correspondence: (L.S.); (L.R.); (M.M.)
| | - Bruno Fosso
- Istituto di Biomembrane, Bioenergetica e Biotecnologie Molecolari (IBIOM), CNR, 70126 Bari, Italy; (B.F.); (G.P.)
| | - Graziano Pesole
- Istituto di Biomembrane, Bioenergetica e Biotecnologie Molecolari (IBIOM), CNR, 70126 Bari, Italy; (B.F.); (G.P.)
- Dipartimento di Bioscienze, Biotecnologie e Biofarmaceutica, Università degli Studi di Bari “Aldo Moro”, 70121 Bari, Italy
| | - Stefano Piraino
- Department of Biological and Environmental Sciences and Technologies, University of Salento, Via Prov.le Lecce Monteroni, 73100 Lecce, Italy; (L.B.); (S.P.)
- CoNISMa, Piazzale Flaminio 9, 00196 Rome, Italy
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24
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Guglietta S, Carloni S, Darwich A, Fosso B, Weber LM, Robinson MD, Pesole G, Rescigno M, Krieg C. Complement C3aR loss drives colorectal cancer by modulating gut microbiota. The Journal of Immunology 2020. [DOI: 10.4049/jimmunol.204.supp.83.5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
Abstract
Several lines of evidence suggest that inflammation plays a pivotal role in the development and progression of colorectal cancer (CRC) and can be unleashed by the loss of innate immunosurveillance. The complement system is a central component of immunity and is essential for intestinal homeostasis. Emerging evidence suggests that complement dysregulation is involved in the development and progression of CRC. Here we show for the first time that methylation of the complement anaphylatoxin C3a receptor (c3aR1) in CRC patients results in decreased overall survival and events-free survival. Based on our clinical findings, we ablated c3ar1 in the spontaneous APCMin mouse model of intestinal tumorigenesis. Loss of C3aR in this model resulted in a shift of tumorigenesis from the small intestine to the colon, therefore more closely mirroring human CRC. By performing microbiota sequencing and fecal microbiota transplantation (FMT) experiments, we found that loss of C3aR resulted in the establishment of a pro-inflammatory microbial flora, which fostered strong Th1/Th17 cell inflammation. Our findings highlight a previously unrecognized oncosuppressive role for C3aR in CRC that could be exploited as a biomarker or for therapeutic intervention.
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25
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Zagato E, Pozzi C, Bertocchi A, Schioppa T, Saccheri F, Guglietta S, Fosso B, Melocchi L, Nizzoli G, Troisi J, Marzano M, Oresta B, Spadoni I, Atarashi K, Carloni S, Arioli S, Fornasa G, Asnicar F, Segata N, Guglielmetti S, Honda K, Pesole G, Vermi W, Penna G, Rescigno M. Endogenous murine microbiota member Faecalibaculum rodentium and its human homologue protect from intestinal tumour growth. Nat Microbiol 2020; 5:511-524. [PMID: 31988379 PMCID: PMC7048616 DOI: 10.1038/s41564-019-0649-5] [Citation(s) in RCA: 231] [Impact Index Per Article: 57.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2018] [Accepted: 11/26/2019] [Indexed: 12/13/2022]
Abstract
The microbiota has been shown to promote intestinal tumourigenesis, but a possible anti-tumourigenic effect has also been postulated. Here, we demonstrate that changes in the microbiota and mucus composition are concomitant with tumourigenesis. We identified two anti-tumourigenic strains of the microbiota-Faecalibaculum rodentium and its human homologue, Holdemanella biformis-that are strongly under-represented during tumourigenesis. Reconstitution of ApcMin/+ or azoxymethane- and dextran sulfate sodium-treated mice with an isolate of F. rodentium (F. PB1) or its metabolic products reduced tumour growth. Both F. PB1 and H. biformis produced short-chain fatty acids that contributed to control protein acetylation and tumour cell proliferation by inhibiting calcineurin and NFATc3 activation in mouse and human settings. We have thus identified endogenous anti-tumourigenic bacterial strains with strong diagnostic, therapeutic and translational potential.
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Affiliation(s)
- Elena Zagato
- Department of Experimental Oncology, European Institute of Oncology IRCCS, Milan, Italy
- Institute of Oncology Research, Università della Svizzera italiana, Bellinzona, Switzerland
| | - Chiara Pozzi
- Humanitas Clinical and Research Center, IRCCS, Milan, Italy
| | | | - Tiziana Schioppa
- Department of Molecular and Translational Medicine, University of Brescia, Brescia, Italy
| | - Fabiana Saccheri
- Department of Experimental Oncology, European Institute of Oncology IRCCS, Milan, Italy
| | - Silvia Guglietta
- Department of Experimental Oncology, European Institute of Oncology IRCCS, Milan, Italy
- Department of Microbiology and Immunology, Hollings Cancer Center, Medical University of South Carolina, Charleston, SC, USA
| | - Bruno Fosso
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, Consiglio Nazionale delle Ricerche, Bari, Italy
| | - Laura Melocchi
- Section of Pathology, Department of Molecular and Translational Medicine, University of Brescia, Brescia, Italy
- Pathology Department, Fondazione Poliambulanza Hospital, Brescia, Italy
| | - Giulia Nizzoli
- Gastroenterology and Endoscopy Unit, Fondazione IRCCS Cà Granda, Ospedale Maggiore Policlinico, Milan, Italy
| | - Jacopo Troisi
- Department of Medicine, Surgery and Dentistry, Scuola Medica Salernitana, University of Salerno, Baronissi, SA, Italy
- Theoreo Srl, Montecorvino Pugliano, Italy
- European Biomedical Research Institute of Salerno, Salerno, Italy
| | - Marinella Marzano
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, Consiglio Nazionale delle Ricerche, Bari, Italy
| | - Bianca Oresta
- Humanitas Clinical and Research Center, IRCCS, Milan, Italy
| | - Ilaria Spadoni
- Department of Biomedical Sciences, Humanitas University, Milan, Italy
| | - Koji Atarashi
- RIKEN Center for Integrative Medical Sciences, Tsurumi-ku, Yokohama, Japan
- Department of Microbiology and Immunology, Keio University School of Medicine, Tokyo, Japan
| | - Sara Carloni
- Department of Biomedical Sciences, Humanitas University, Milan, Italy
| | - Stefania Arioli
- Division of Food Microbiology and Bioprocesses and Department of Food, Environmental and Nutritional Sciences, Università degli Studi di Milano, Milan, Italy
| | - Giulia Fornasa
- Humanitas Clinical and Research Center, IRCCS, Milan, Italy
| | | | - Nicola Segata
- CIBIO Department, University of Trento, Trento, Italy
| | - Simone Guglielmetti
- Division of Food Microbiology and Bioprocesses and Department of Food, Environmental and Nutritional Sciences, Università degli Studi di Milano, Milan, Italy
| | - Kenya Honda
- RIKEN Center for Integrative Medical Sciences, Tsurumi-ku, Yokohama, Japan
- Department of Microbiology and Immunology, Keio University School of Medicine, Tokyo, Japan
| | - Graziano Pesole
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, Consiglio Nazionale delle Ricerche, Bari, Italy
- Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari, Bari, Italy
| | - William Vermi
- Section of Pathology, Department of Molecular and Translational Medicine, University of Brescia, Brescia, Italy
- Department of Pathology and Immunology, Washington University, Saint Louis, MO, USA
| | - Giuseppe Penna
- Humanitas Clinical and Research Center, IRCCS, Milan, Italy
| | - Maria Rescigno
- Humanitas Clinical and Research Center, IRCCS, Milan, Italy.
- Department of Biomedical Sciences, Humanitas University, Milan, Italy.
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26
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Leoni C, Ceci O, Manzari C, Fosso B, Volpicella M, Ferrari A, Fiorella P, Pesole G, Cicinelli E, Ceci LR. Human Endometrial Microbiota at Term of Normal Pregnancies. Genes (Basel) 2019; 10:genes10120971. [PMID: 31779234 PMCID: PMC6947671 DOI: 10.3390/genes10120971] [Citation(s) in RCA: 32] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2019] [Revised: 11/12/2019] [Accepted: 11/19/2019] [Indexed: 02/07/2023] Open
Abstract
The endometrium is a challenging site for metagenomic analysis due to difficulties in obtaining uncontaminated samples and the limited abundance of the bacterial population. Indeed, solid correlations between endometrial physio-pathologic conditions and bacteria compositions have not yet been firmly established. Nevertheless, the study of the endometrial microbiota is of great interest due to the close correlations between microbiota profiles, women’s health, and successful pregnancies. In this study, we decided to tackle the study of the endometrial microbiota through analysis of bacterial population in women subjected to elective caesarean delivery. As a pilot study, a cohort of 19 Caucasian women at full term of normal pregnancy and with a prospection of elective caesarean delivery was enrolled for endometrium sampling at the time of caesarean section. Sampling was carried out by endometrial biopsy soon after the delivery of the newborn and the discharge of the placenta and fetal membranes from the uterus. Bacterial composition was established by a deep metabarcoding next generation sequencing (NGS) procedure addressing the V5–V6 hypervariable region of the 16S rRNA gene. Amplicon sequences were analysed by bioinformatic procedures for denoising and taxonomic classification. The RDP database was used as 16S rRNA reference collection. Metabarcoding analysis showed the presence of a common bacterial composition, including six genera classifiable within the human microbiota (Cutibacterium, Escherichia, Staphylococcus, Acinetobacter, Streptococcus, Corynebacterium), that could be part of the core endometrial microbiota under the specific conditions examined. These results can provide useful information for future studies on the correlations between bacteria and successful pregnancies.
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Affiliation(s)
- Claudia Leoni
- Department of Biosciences, Biotechnologies and Biopharmaceutics, University of Bari “A. Moro”, Via Orabona 4, 70126 Bari, Italy; (C.L.); (M.V.); (G.P.)
| | - Oronzo Ceci
- 2nd Unit of Obstetrics and Gynecology, Department of Biomedical Science and Human Oncology, University of Bari “A. Moro”, Piazza G. Cesare, 70124 Bari, Italy; (O.C.); (A.F.); (P.F.)
| | - Caterina Manzari
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, CNR, Via Amendola 122/O, 70126 Bari, Italy; (C.M.); (B.F.)
| | - Bruno Fosso
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, CNR, Via Amendola 122/O, 70126 Bari, Italy; (C.M.); (B.F.)
| | - Mariateresa Volpicella
- Department of Biosciences, Biotechnologies and Biopharmaceutics, University of Bari “A. Moro”, Via Orabona 4, 70126 Bari, Italy; (C.L.); (M.V.); (G.P.)
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, CNR, Via Amendola 122/O, 70126 Bari, Italy; (C.M.); (B.F.)
| | - Alessandra Ferrari
- 2nd Unit of Obstetrics and Gynecology, Department of Biomedical Science and Human Oncology, University of Bari “A. Moro”, Piazza G. Cesare, 70124 Bari, Italy; (O.C.); (A.F.); (P.F.)
| | - Paola Fiorella
- 2nd Unit of Obstetrics and Gynecology, Department of Biomedical Science and Human Oncology, University of Bari “A. Moro”, Piazza G. Cesare, 70124 Bari, Italy; (O.C.); (A.F.); (P.F.)
| | - Graziano Pesole
- Department of Biosciences, Biotechnologies and Biopharmaceutics, University of Bari “A. Moro”, Via Orabona 4, 70126 Bari, Italy; (C.L.); (M.V.); (G.P.)
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, CNR, Via Amendola 122/O, 70126 Bari, Italy; (C.M.); (B.F.)
| | - Ettore Cicinelli
- 2nd Unit of Obstetrics and Gynecology, Department of Biomedical Science and Human Oncology, University of Bari “A. Moro”, Piazza G. Cesare, 70124 Bari, Italy; (O.C.); (A.F.); (P.F.)
- Correspondence: (E.C.); (L.R.C.)
| | - Luigi Ruggiero Ceci
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, CNR, Via Amendola 122/O, 70126 Bari, Italy; (C.M.); (B.F.)
- Correspondence: (E.C.); (L.R.C.)
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27
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Basso L, Rizzo L, Marzano M, Intranuovo M, Fosso B, Pesole G, Piraino S, Stabili L. Jellyfish summer outbreaks as bacterial vectors and potential hazards for marine animals and humans health? The case of Rhizostoma pulmo (Scyphozoa, Cnidaria). Sci Total Environ 2019; 692:305-318. [PMID: 31349170 DOI: 10.1016/j.scitotenv.2019.07.155] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/17/2019] [Revised: 07/04/2019] [Accepted: 07/11/2019] [Indexed: 06/10/2023]
Abstract
Jellyfish represent an important component of marine food webs characterized by large fluctuations of population density, with the ability to abruptly form outbreaks, followed by rarity periods. In spite of considerable efforts to investigate how jellyfish populations are responding globally to anthropogenic change, available evidence still remains unclear. In the last 50 years, jellyfish are seemingly on the rise in a number of coastal areas, including the Mediterranean Sea, where jellyfish blooms periodically become an issue to marine and maritime human activities. Their impacts on marine organism welfare have been poorly quantified. The jellyfish, Rhizostoma pulmo, is an outbreak-forming scyphomedusa whose large populations spread across the Mediterranean, with increasing periodicity and variable abundance. Studies on cnidarian jellyfish suggested being important vectors of bacterial pathogens. In the present study, by combination of conventional culture-based methods and a high-throughput amplicon sequencing (HTS) approach, we characterized the diversity of the bacterial community associated with this jellyfish during their summer outbreak. Three distinct jellyfish compartments, namely umbrella, oral arms, and the mucus secretion obtained from whole specimens were screened for specifically associated microbiota. A total of 17 phyla, 30 classes, 73 orders, 146 families and 329 genera of microbial organisms were represented in R. pulmo samples with three major clades (i.e. Spiroplasma, Mycoplasma and Wolinella) representing over 90% of the retrieved total sequences. The taxonomic microbial inventory was then combined with metabolic profiling data obtained from the Biolog Eco-Plate system. Significant differences among the jellyfish compartments were detected in terms of bacterial abundance, diversity and metabolic utilization of 31 different carbon sources with the highest value of abundance and metabolic potential in the mucus secretion compared to the umbrella and oral arms. Results are discussed in the framework of the species ecology as well as the potential health hazard for marine organisms and humans.
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Affiliation(s)
- Lorena Basso
- Department of Biological and Environmental Sciences and Technologies, University of Salento, Lecce, Italy; Consorzio Nazionale Interuniversitario per le Scienze del Mare, CoNISMa, Piazzale Flaminio 9, 00196 Roma, Italy
| | - Lucia Rizzo
- Consorzio Nazionale Interuniversitario per le Scienze del Mare, CoNISMa, Piazzale Flaminio 9, 00196 Roma, Italy; Integrative Marine Ecology, Stazione Zoologica Anton Dohrn, Villa Comunale, 80121 Napoli, Italy
| | - Marinella Marzano
- Istituto di Biomembrane, Bioenergetica e Biotecnologie Molecolari (IBIOM), CNR, Bari, Italy
| | - Marianna Intranuovo
- Dipartimento di Bioscienze, Biotecnologie e Biofarmaceutica, Università degli Studi di Bari "Aldo Moro", Bari, Italy
| | - Bruno Fosso
- Istituto di Biomembrane, Bioenergetica e Biotecnologie Molecolari (IBIOM), CNR, Bari, Italy
| | - Graziano Pesole
- Istituto di Biomembrane, Bioenergetica e Biotecnologie Molecolari (IBIOM), CNR, Bari, Italy; Dipartimento di Bioscienze, Biotecnologie e Biofarmaceutica, Università degli Studi di Bari "Aldo Moro", Bari, Italy.
| | - Stefano Piraino
- Department of Biological and Environmental Sciences and Technologies, University of Salento, Lecce, Italy; Consorzio Nazionale Interuniversitario per le Scienze del Mare, CoNISMa, Piazzale Flaminio 9, 00196 Roma, Italy.
| | - Loredana Stabili
- Department of Biological and Environmental Sciences and Technologies, University of Salento, Lecce, Italy; Water Research Institute of the National Research Council, (IRSA-CNR), Taranto, Italy.
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28
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Santamaria M, Fosso B, Licciulli F, Balech B, Larini I, Grillo G, De Caro G, Liuni S, Pesole G. ITSoneDB: a comprehensive collection of eukaryotic ribosomal RNA Internal Transcribed Spacer 1 (ITS1) sequences. Nucleic Acids Res 2019; 46:D127-D132. [PMID: 29036529 PMCID: PMC5753230 DOI: 10.1093/nar/gkx855] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2017] [Accepted: 09/18/2017] [Indexed: 01/21/2023] Open
Abstract
A holistic understanding of environmental communities is the new challenge of metagenomics. Accordingly, the amplicon-based or metabarcoding approach, largely applied to investigate bacterial microbiomes, is moving to the eukaryotic world too. Indeed, the analysis of metabarcoding data may provide a comprehensive assessment of both bacterial and eukaryotic composition in a variety of environments, including human body. In this respect, whereas hypervariable regions of the 16S rRNA are the de facto standard barcode for bacteria, the Internal Transcribed Spacer 1 (ITS1) of ribosomal RNA gene cluster has shown a high potential in discriminating eukaryotes at deep taxonomic levels. As metabarcoding data analysis rely on the availability of a well-curated barcode reference resource, a comprehensive collection of ITS1 sequences supplied with robust taxonomies, is highly needed. To address this issue, we created ITSoneDB (available at http://itsonedb.cloud.ba.infn.it/) which in its current version hosts 985 240 ITS1 sequences spanning over 134 000 eukaryotic species. Each ITS1 is mapped on the NCBI reference taxonomy with its start and end positions precisely annotated. ITSoneDB has been developed in agreement to the FAIR guidelines by enabling the users to query and download its content through a simple web-interface and access relevant metadata by cross-linking to European Nucleotide Archive.
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Affiliation(s)
- Monica Santamaria
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, Consiglio Nazionale delle Ricerche, Bari 70126, Italy
| | - Bruno Fosso
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, Consiglio Nazionale delle Ricerche, Bari 70126, Italy
| | - Flavio Licciulli
- Institute of Biomedical Technologies, Consiglio Nazionale delle Ricerche, Bari 70126, Italy
| | - Bachir Balech
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, Consiglio Nazionale delle Ricerche, Bari 70126, Italy
| | - Ilaria Larini
- Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari 'A. Moro', Bari 70126, Italy
| | - Giorgio Grillo
- Institute of Biomedical Technologies, Consiglio Nazionale delle Ricerche, Bari 70126, Italy
| | - Giorgio De Caro
- Institute of Biomedical Technologies, Consiglio Nazionale delle Ricerche, Bari 70126, Italy
| | - Sabino Liuni
- Institute of Biomedical Technologies, Consiglio Nazionale delle Ricerche, Bari 70126, Italy
| | - Graziano Pesole
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, Consiglio Nazionale delle Ricerche, Bari 70126, Italy.,Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari 'A. Moro', Bari 70126, Italy
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29
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Silvestris DA, Picardi E, Cesarini V, Fosso B, Mangraviti N, Massimi L, Martini M, Pesole G, Locatelli F, Gallo A. Dynamic inosinome profiles reveal novel patient stratification and gender-specific differences in glioblastoma. Genome Biol 2019; 20:33. [PMID: 30760294 PMCID: PMC6373152 DOI: 10.1186/s13059-019-1647-x] [Citation(s) in RCA: 41] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2018] [Accepted: 02/04/2019] [Indexed: 12/31/2022] Open
Abstract
Background Adenosine-to-inosine (A-to-I) RNA editing is an essential post-transcriptional mechanism mediated by ADAR enzymes that have been recently associated with cancer. Results Here, we characterize the inosinome signature in normal brain and de novo glioblastoma (GBM) using new metrics that re-stratify GBM patients according to their editing profiles and indicate this post-transcriptional event as a possible molecular mechanism for sexual dimorphism in GBM. We find that over 85% of de novo GBMs carry a deletion involving the genomic locus of ADAR3, which is specifically expressed in the brain. By analyzing RNA editing and patient outcomes, an intriguing gender-dependent link appears, with high editing of Alus shown to be beneficial only in male patients. We propose an inosinome-based molecular stratification of GBM patients that identifies two different GBM subgroups, INO-1 and INO-2, which can identify novel high-risk gender-specific patient groups for which more aggressive treatments may be necessary. Conclusions Our data provide a detailed picture of RNA editing landscape in normal brain and GBM, exploring A-to-I RNA editing regulation, disclosing unexpected editing implications for GBM patient stratification and identification of gender-dependent high-risk patients, and suggesting COG3 I/V as an eligible site for future personalized targeted gene therapy. Electronic supplementary material The online version of this article (10.1186/s13059-019-1647-x) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Domenico Alessandro Silvestris
- RNA Editing Lab., Oncohaematology Department, IRCCS Ospedale Pediatrico "Bambino Gesù", Viale San Paolo, 15 00146, Rome, Italy
| | - Ernesto Picardi
- Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari "A. Moro", Bari, Italy.,Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies (IBIOM), National Research Council, Bari, Italy
| | - Valeriana Cesarini
- RNA Editing Lab., Oncohaematology Department, IRCCS Ospedale Pediatrico "Bambino Gesù", Viale San Paolo, 15 00146, Rome, Italy
| | - Bruno Fosso
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies (IBIOM), National Research Council, Bari, Italy
| | - Nicolò Mangraviti
- RNA Editing Lab., Oncohaematology Department, IRCCS Ospedale Pediatrico "Bambino Gesù", Viale San Paolo, 15 00146, Rome, Italy
| | - Luca Massimi
- Fondazione Policlinico Universitario "A. Gemelli," IRCCS, UOC Neurochirurgia Infantile, Rome, Italy.,Istituto di Neurochirurgia, Università Cattolica del Sacro Cuore, Rome, Italy
| | - Maurizio Martini
- Fondazione Policlinico Universitario "A. Gemelli", IRCCS, UOC Anatomia Patologica, Rome, Italy.,Istituto di Anatomia Patologica, Università Cattolica del Sacro Cuore, Rome, Italy
| | - Graziano Pesole
- Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari "A. Moro", Bari, Italy.,Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies (IBIOM), National Research Council, Bari, Italy
| | - Franco Locatelli
- RNA Editing Lab., Oncohaematology Department, IRCCS Ospedale Pediatrico "Bambino Gesù", Viale San Paolo, 15 00146, Rome, Italy.,Department of Pediatrics, "La Sapienza" University, Rome, Italy
| | - Angela Gallo
- RNA Editing Lab., Oncohaematology Department, IRCCS Ospedale Pediatrico "Bambino Gesù", Viale San Paolo, 15 00146, Rome, Italy.
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30
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Ten Hoopen P, Finn RD, Bongo LA, Corre E, Fosso B, Meyer F, Mitchell A, Pelletier E, Pesole G, Santamaria M, Willassen NP, Cochrane G. The metagenomic data life-cycle: standards and best practices. Gigascience 2018. [PMID: 28637310 PMCID: PMC5737865 DOI: 10.1093/gigascience/gix047] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Metagenomics data analyses from independent studies can only be compared if the analysis workflows are described in a harmonized way. In this overview, we have mapped the landscape of data standards available for the description of essential steps in metagenomics: (i) material sampling, (ii) material sequencing, (iii) data analysis, and (iv) data archiving and publishing. Taking examples from marine research, we summarize essential variables used to describe material sampling processes and sequencing procedures in a metagenomics experiment. These aspects of metagenomics dataset generation have been to some extent addressed by the scientific community, but greater awareness and adoption is still needed. We emphasize the lack of standards relating to reporting how metagenomics datasets are analysed and how the metagenomics data analysis outputs should be archived and published. We propose best practice as a foundation for a community standard to enable reproducibility and better sharing of metagenomics datasets, leading ultimately to greater metagenomics data reuse and repurposing.
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Affiliation(s)
- Petra Ten Hoopen
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SD, United Kingdom
| | - Robert D Finn
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SD, United Kingdom
| | | | - Erwan Corre
- CNRS-UPMC, FR 2424, Station Biologique, Roscoff 29680, France
| | - Bruno Fosso
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, CNR, Bari 70126, Italy
| | - Folker Meyer
- Argonne National Laboratory, Argonne IL 60439, USA
| | - Alex Mitchell
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SD, United Kingdom
| | - Eric Pelletier
- Genoscope, CEA, Évry 91000, France.,CNRS/UMR-8030, Évry 91000, France.,Université Évry val d'Essonne, Évry 91000, France
| | - Graziano Pesole
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, CNR, Bari 70126, Italy.,Department of Biosciences, Biotechnologies and Biopharmaceutics, University of Bari "A. Moro," Bari 70126, Italy
| | - Monica Santamaria
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, CNR, Bari 70126, Italy
| | | | - Guy Cochrane
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SD, United Kingdom
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31
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Fosso B, Santamaria M, D'Antonio M, Lovero D, Corrado G, Vizza E, Passaro N, Garbuglia AR, Capobianchi MR, Crescenzi M, Valiente G, Pesole G. MetaShot: an accurate workflow for taxon classification of host-associated microbiome from shotgun metagenomic data. Bioinformatics 2018; 33:1730-1732. [PMID: 28130230 PMCID: PMC5447231 DOI: 10.1093/bioinformatics/btx036] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2016] [Accepted: 01/19/2017] [Indexed: 11/12/2022] Open
Abstract
Summary Shotgun metagenomics by high-throughput sequencing may allow deep and accurate characterization of host-associated total microbiomes, including bacteria, viruses, protists and fungi. However, the analysis of such sequencing data is still extremely challenging in terms of both overall accuracy and computational efficiency, and current methodologies show substantial variability in misclassification rate and resolution at lower taxonomic ranks or are limited to specific life domains (e.g. only bacteria). We present here MetaShot, a workflow for assessing the total microbiome composition from host-associated shotgun sequence data, and show its overall optimal accuracy performance by analyzing both simulated and real datasets. Availability and Implementation https://github.com/bfosso/MetaShot. Contact graziano.pesole@uniba.it. Supplementary information Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- B Fosso
- Institute of Biomembranes and Bioenergetics, Consiglio Nazionale delle Ricerche, Bari, Italy
| | - M Santamaria
- Institute of Biomembranes and Bioenergetics, Consiglio Nazionale delle Ricerche, Bari, Italy
| | | | - D Lovero
- Institute of Biomembranes and Bioenergetics, Consiglio Nazionale delle Ricerche, Bari, Italy
| | - G Corrado
- Department of Oncological Surgery, Gynecologic Oncology Unit, "Regina Elena" National Cancer Institute, Rome, Italy
| | - E Vizza
- Department of Oncological Surgery, Gynecologic Oncology Unit, "Regina Elena" National Cancer Institute, Rome, Italy
| | - N Passaro
- Department of Cell Biology and Neurosciences, Italian National Institute of Health, Rome, Italy
| | - A R Garbuglia
- Lazzaro Spallanzani National Institute for Infectious Diseases, Rome, Italy
| | - M R Capobianchi
- Lazzaro Spallanzani National Institute for Infectious Diseases, Rome, Italy
| | - M Crescenzi
- Department of Cell Biology and Neurosciences, Italian National Institute of Health, Rome, Italy
| | - G Valiente
- Algorithms, Bioinformatics, Complexity and Formal Methods Research Group, Technical University of Catalonia, Barcelona, Spain
| | - G Pesole
- Institute of Biomembranes and Bioenergetics, Consiglio Nazionale delle Ricerche, Bari, Italy.,Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari "A. Moro", Bari, Italy
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32
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Abstract
The classification of reads from a metagenomic sample using a reference taxonomy is usually based on first mapping the reads to the reference sequences and then classifying each read at a node under the lowest common ancestor of the candidate sequences in the reference taxonomy with the least classification error. However, this taxonomic annotation can be biased by an imbalanced taxonomy and also by the presence of multiple nodes in the taxonomy with the least classification error for a given read. In this article, we show that the Rand index is a better indicator of classification error than the often used area under the receiver operating characteristic (ROC) curve and F-measure for both balanced and imbalanced reference taxonomies, and we also address the second source of bias by reducing the taxonomic annotation problem for a whole metagenomic sample to a set cover problem, for which a logarithmic approximation can be obtained in linear time and an exact solution can be obtained by integer linear programming. Experimental results with a proof-of-concept implementation of the set cover approach to taxonomic annotation in a next release of the TANGO software show that the set cover approach further reduces ambiguity in the taxonomic annotation obtained with TANGO without distorting the relative abundance profile of the metagenomic sample.
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Affiliation(s)
- Bruno Fosso
- Institute of Biomembranes and Bioenergetics, Consiglio Nazionale delle Ricerche, Bari, Italy
| | - Graziano Pesole
- Institute of Biomembranes and Bioenergetics, Consiglio Nazionale delle Ricerche, Bari, Italy
| | - Francesc Rosselló
- Department of Mathematics and Computer Science, Balearic Islands Health Research Institute (IdISBa), University of the Balearic Islands, Palma de Mallorca, Spain
| | - Gabriel Valiente
- Algorithms, Bioinformatics, Complexity and Formal Methods Research Group, Technical University of Catalonia, Barcelona, Spain
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33
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Perruzza L, Gargari G, Proietti M, Fosso B, D'Erchia AM, Faliti CE, Rezzonico-Jost T, Scribano D, Mauri L, Colombo D, Pellegrini G, Moregola A, Mooser C, Pesole G, Nicoletti M, Norata GD, Geuking MB, McCoy KD, Guglielmetti S, Grassi F. T Follicular Helper Cells Promote a Beneficial Gut Ecosystem for Host Metabolic Homeostasis by Sensing Microbiota-Derived Extracellular ATP. Cell Rep 2017; 18:2566-2575. [PMID: 28297661 PMCID: PMC5368345 DOI: 10.1016/j.celrep.2017.02.061] [Citation(s) in RCA: 66] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2016] [Revised: 01/24/2017] [Accepted: 02/17/2017] [Indexed: 12/12/2022] Open
Abstract
The ATP-gated ionotropic P2X7 receptor regulates T follicular helper (Tfh) cell abundance in the Peyer’s patches (PPs) of the small intestine; deletion of P2rx7, encoding for P2X7, in Tfh cells results in enhanced IgA secretion and binding to commensal bacteria. Here, we show that Tfh cell activity is important for generating a diverse bacterial community in the gut and that sensing of microbiota-derived extracellular ATP via P2X7 promotes the generation of a proficient gut ecosystem for metabolic homeostasis. The results of this study indicate that Tfh cells play a role in host-microbiota mutualism beyond protecting the intestinal mucosa by induction of affinity-matured IgA and suggest that extracellular ATP constitutes an inter-kingdom signaling molecule important for selecting a beneficial microbial community for the host via P2X7-mediated regulation of B cell help. P2X7 receptor activity in Tfh cells is important for shaping the gut microbiota Control of secretory IgA by Tfh cells promotes a healthy gut ecosystem Lack of P2X7 in Tfh cells results in selection of an obesogenic microbiota Sensing of extracellular ATP by P2X7 in Tfh cells promotes host metabolic balance
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Affiliation(s)
- Lisa Perruzza
- Institute for Research in Biomedicine, Università della Svizzera Italiana, 6500 Bellinzona, Switzerland; Graduate School for Cellular and Biomedical Sciences, University of Bern, 3001 Bern 9, Switzerland
| | - Giorgio Gargari
- Department of Food, Environmental, and Nutritional Sciences (DeFENS), Università degli Studi di Milano, 20133 Milan, Italy
| | - Michele Proietti
- Institute for Research in Biomedicine, Università della Svizzera Italiana, 6500 Bellinzona, Switzerland
| | - Bruno Fosso
- Institute of Biomembranes and Bioenergetics, National Research Council, 70126 Bari, Italy
| | - Anna Maria D'Erchia
- Institute of Biomembranes and Bioenergetics, National Research Council, 70126 Bari, Italy; Department of Biosciences, Biotechnologies and Biopharmaceutics, University of Bari, 70126 Bari, Italy
| | - Caterina Elisa Faliti
- Institute for Research in Biomedicine, Università della Svizzera Italiana, 6500 Bellinzona, Switzerland; Graduate School for Cellular and Biomedical Sciences, University of Bern, 3001 Bern 9, Switzerland
| | - Tanja Rezzonico-Jost
- Institute for Research in Biomedicine, Università della Svizzera Italiana, 6500 Bellinzona, Switzerland
| | - Daniela Scribano
- Department of Medical and Oral Sciences and Biotechnologies, University "Gabriele D'Annunzio", 66100 Chieti, Italy; Departement of Public Health and Infectious Diseases, University "La Sapienza" of Rome, 00185 Rome, Italy
| | - Laura Mauri
- Department of Medical Biotechnology and Translational Medicine (BIOMETRA), Università degli Studi di Milano, 20129 Milan, Italy
| | - Diego Colombo
- Department of Medical Biotechnology and Translational Medicine (BIOMETRA), Università degli Studi di Milano, 20129 Milan, Italy
| | - Giovanni Pellegrini
- Laboratory for Animal Model Pathology, Institute of Veterinary Pathology, Vetsuisse Faculty, University of Zurich, 8057 Zurich, Switzerland
| | - Annalisa Moregola
- Department of Pharmacological and Biomolecular Sciences (DiSFeB), Università degli Studi di Milano, 20133 Milan, Italy
| | - Catherine Mooser
- Maurice Müller Laboratories, Universitätsklinik für Viszerale Chirurgie und Medizin (UVCM), University of Bern, 3010 Bern, Switzerland
| | - Graziano Pesole
- Institute of Biomembranes and Bioenergetics, National Research Council, 70126 Bari, Italy; Department of Biosciences, Biotechnologies and Biopharmaceutics, University of Bari, 70126 Bari, Italy
| | - Mauro Nicoletti
- Department of Medical and Oral Sciences and Biotechnologies, University "Gabriele D'Annunzio", 66100 Chieti, Italy
| | - Giuseppe Danilo Norata
- Department of Pharmacological and Biomolecular Sciences (DiSFeB), Università degli Studi di Milano, 20133 Milan, Italy; School of Biomedical Sciences, Curtin Health Innovation Research Institute, Curtin University, Perth, WA 6845, Australia
| | - Markus B Geuking
- Maurice Müller Laboratories, Universitätsklinik für Viszerale Chirurgie und Medizin (UVCM), University of Bern, 3010 Bern, Switzerland; Department of Microbiology, Immunology and Infectious Diseases and Calvin, Phoebe and Joan Snyder Institute for Chronic Diseases, Cumming School of Medicine, University of Calgary, Calgary, AB T2N 4N1, Canada
| | - Kathy D McCoy
- Maurice Müller Laboratories, Universitätsklinik für Viszerale Chirurgie und Medizin (UVCM), University of Bern, 3010 Bern, Switzerland; Department of Physiology and Pharmacology and Calvin, Phoebe and Joan Snyder Institute for Chronic Diseases, Cumming School of Medicine, University of Calgary, Calgary, AB T2N 4N1, Canada
| | - Simone Guglielmetti
- Department of Food, Environmental, and Nutritional Sciences (DeFENS), Università degli Studi di Milano, 20133 Milan, Italy
| | - Fabio Grassi
- Institute for Research in Biomedicine, Università della Svizzera Italiana, 6500 Bellinzona, Switzerland; Department of Medical Biotechnology and Translational Medicine (BIOMETRA), Università degli Studi di Milano, 20129 Milan, Italy; Istituto Nazionale Genetica Molecolare "Romeo ed Enrica Invernizzi," 20122 Milan, Italy.
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34
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Hardisty AR, Bacall F, Beard N, Balcázar-Vargas MP, Balech B, Barcza Z, Bourlat SJ, De Giovanni R, de Jong Y, De Leo F, Dobor L, Donvito G, Fellows D, Guerra AF, Ferreira N, Fetyukova Y, Fosso B, Giddy J, Goble C, Güntsch A, Haines R, Ernst VH, Hettling H, Hidy D, Horváth F, Ittzés D, Ittzés P, Jones A, Kottmann R, Kulawik R, Leidenberger S, Lyytikäinen-Saarenmaa P, Mathew C, Morrison N, Nenadic A, de la Hidalga AN, Obst M, Oostermeijer G, Paymal E, Pesole G, Pinto S, Poigné A, Fernandez FQ, Santamaria M, Saarenmaa H, Sipos G, Sylla KH, Tähtinen M, Vicario S, Vos RA, Williams AR, Yilmaz P. BioVeL: a virtual laboratory for data analysis and modelling in biodiversity science and ecology. BMC Ecol 2016; 16:49. [PMID: 27765035 PMCID: PMC5073428 DOI: 10.1186/s12898-016-0103-y] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2016] [Accepted: 10/13/2016] [Indexed: 02/08/2023] Open
Abstract
Background Making forecasts about biodiversity and giving support to policy relies increasingly on large collections of data held electronically, and on substantial computational capability and capacity to analyse, model, simulate and predict using such data. However, the physically distributed nature of data resources and of expertise in advanced analytical tools creates many challenges for the modern scientist. Across the wider biological sciences, presenting such capabilities on the Internet (as “Web services”) and using scientific workflow systems to compose them for particular tasks is a practical way to carry out robust “in silico” science. However, use of this approach in biodiversity science and ecology has thus far been quite limited. Results BioVeL is a virtual laboratory for data analysis and modelling in biodiversity science and ecology, freely accessible via the Internet. BioVeL includes functions for accessing and analysing data through curated Web services; for performing complex in silico analysis through exposure of R programs, workflows, and batch processing functions; for on-line collaboration through sharing of workflows and workflow runs; for experiment documentation through reproducibility and repeatability; and for computational support via seamless connections to supporting computing infrastructures. We developed and improved more than 60 Web services with significant potential in many different kinds of data analysis and modelling tasks. We composed reusable workflows using these Web services, also incorporating R programs. Deploying these tools into an easy-to-use and accessible ‘virtual laboratory’, free via the Internet, we applied the workflows in several diverse case studies. We opened the virtual laboratory for public use and through a programme of external engagement we actively encouraged scientists and third party application and tool developers to try out the services and contribute to the activity. Conclusions Our work shows we can deliver an operational, scalable and flexible Internet-based virtual laboratory to meet new demands for data processing and analysis in biodiversity science and ecology. In particular, we have successfully integrated existing and popular tools and practices from different scientific disciplines to be used in biodiversity and ecological research. Electronic supplementary material The online version of this article (doi:10.1186/s12898-016-0103-y) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Alex R Hardisty
- School of Computer Science and Informatics, Cardiff University, Queens Buildings, 5 The Parade, Cardiff, CF24 3AA, UK.
| | - Finn Bacall
- School of Computer Science, University of Manchester, Kilburn Building, Oxford Road, Manchester, M13 9PL, UK
| | - Niall Beard
- School of Computer Science, University of Manchester, Kilburn Building, Oxford Road, Manchester, M13 9PL, UK
| | - Maria-Paula Balcázar-Vargas
- Institute for Biodiversity and Ecosystem Dynamics (IBED), University of Amsterdam, PO Box 94248, 1090, Amsterdam, The Netherlands
| | - Bachir Balech
- Institute of Biomembranes and Bioenergetics (IBBE), National Research Council (CNR), via Amendola 165/A, 70126, Bari, Italy
| | - Zoltán Barcza
- Department of Meteorology, Eötvös Loránd University, Pázmány sétány 1/A, Budapest, 1117, Hungary
| | - Sarah J Bourlat
- Department of Marine Sciences, University of Gothenburg, Box 463, 405 30, Gothenburg, Sweden
| | - Renato De Giovanni
- Centro de Referência em Informação Ambiental, Avenida Dr. Romeu Tórtima, 388, Campinas, SP, 13084-791, Brazil
| | - Yde de Jong
- Institute for Biodiversity and Ecosystem Dynamics (IBED), University of Amsterdam, PO Box 94248, 1090, Amsterdam, The Netherlands.,SIB Labs, Joensuu Science Park, University of Eastern Finland, P.O. Box 111, 80101, Joensuu, Finland
| | - Francesca De Leo
- Institute of Biomembranes and Bioenergetics (IBBE), National Research Council (CNR), via Amendola 165/A, 70126, Bari, Italy
| | - Laura Dobor
- Department of Meteorology, Eötvös Loránd University, Pázmány sétány 1/A, Budapest, 1117, Hungary
| | - Giacinto Donvito
- Institute of Nuclear Physics (INFN), Via E. Orabona 4, 70125, Bari, Italy
| | - Donal Fellows
- School of Computer Science, University of Manchester, Kilburn Building, Oxford Road, Manchester, M13 9PL, UK
| | - Antonio Fernandez Guerra
- Max Planck Institute for Marine Microbiology, Celsiusstrasse 1, 28359, Bremen, Germany.,Jacobs University Bremen GmbH, Campus Ring 1, 28359, Bremen, Germany
| | - Nuno Ferreira
- Stichting EGI (EGI.eu), Science Park 140, 1098, Amsterdam, The Netherlands
| | - Yuliya Fetyukova
- SIB Labs, Joensuu Science Park, University of Eastern Finland, P.O. Box 111, 80101, Joensuu, Finland
| | - Bruno Fosso
- Institute of Biomembranes and Bioenergetics (IBBE), National Research Council (CNR), via Amendola 165/A, 70126, Bari, Italy
| | - Jonathan Giddy
- School of Computer Science and Informatics, Cardiff University, Queens Buildings, 5 The Parade, Cardiff, CF24 3AA, UK
| | - Carole Goble
- School of Computer Science, University of Manchester, Kilburn Building, Oxford Road, Manchester, M13 9PL, UK
| | - Anton Güntsch
- Botanic Garden and Botanical Museum Berlin, Freie Universität Berlin, Königin-Luise-Strasse 6-8, 14195, Berlin, Germany
| | - Robert Haines
- IT Services, University of Manchester, Kilburn Building, Oxford Road, Manchester, M13 9PL, UK
| | - Vera Hernández Ernst
- Fraunhofer Institute for Intelligent Analysis and Information Systems (IAIS), Schloss Birlinghoven, 53757, Sankt Augustin, Germany
| | - Hannes Hettling
- Naturalis Biodiversity Center, Postbus 9517, 2300, Leiden, The Netherlands
| | - Dóra Hidy
- MTA-SZIE Plant Ecology Research Group, Szent István University, Páter K. u.1., Gödöllő, 2103, Hungary
| | - Ferenc Horváth
- Institute of Ecology and Botany, Centre for Ecological Research, Hungarian Academy of Sciences, Alkotmány u. 2-4., Vácrátót, 2163, Hungary
| | - Dóra Ittzés
- Institute of Ecology and Botany, Centre for Ecological Research, Hungarian Academy of Sciences, Alkotmány u. 2-4., Vácrátót, 2163, Hungary
| | - Péter Ittzés
- Institute of Ecology and Botany, Centre for Ecological Research, Hungarian Academy of Sciences, Alkotmány u. 2-4., Vácrátót, 2163, Hungary
| | - Andrew Jones
- School of Computer Science and Informatics, Cardiff University, Queens Buildings, 5 The Parade, Cardiff, CF24 3AA, UK
| | - Renzo Kottmann
- Max Planck Institute for Marine Microbiology, Celsiusstrasse 1, 28359, Bremen, Germany
| | - Robert Kulawik
- Fraunhofer Institute for Intelligent Analysis and Information Systems (IAIS), Schloss Birlinghoven, 53757, Sankt Augustin, Germany
| | - Sonja Leidenberger
- Swedish Species Information Centre/ArtDatabanken, Swedish University of Agricultural Sciences, Bäcklösavägen 10, 750 07, Uppsala, Sweden
| | | | - Cherian Mathew
- Botanic Garden and Botanical Museum Berlin, Freie Universität Berlin, Königin-Luise-Strasse 6-8, 14195, Berlin, Germany
| | - Norman Morrison
- School of Computer Science, University of Manchester, Kilburn Building, Oxford Road, Manchester, M13 9PL, UK
| | - Aleksandra Nenadic
- School of Computer Science, University of Manchester, Kilburn Building, Oxford Road, Manchester, M13 9PL, UK
| | - Abraham Nieva de la Hidalga
- School of Computer Science and Informatics, Cardiff University, Queens Buildings, 5 The Parade, Cardiff, CF24 3AA, UK
| | - Matthias Obst
- Department of Marine Sciences, University of Gothenburg, Box 463, 405 30, Gothenburg, Sweden
| | - Gerard Oostermeijer
- Institute for Biodiversity and Ecosystem Dynamics (IBED), University of Amsterdam, PO Box 94248, 1090, Amsterdam, The Netherlands
| | - Elisabeth Paymal
- Fondation pour la Recherche sur la Biodiversité (FRB), 195, rue Saint-Jacques, 75005, Paris, France
| | - Graziano Pesole
- Institute of Biomembranes and Bioenergetics (IBBE), National Research Council (CNR), via Amendola 165/A, 70126, Bari, Italy.,Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari "A. Moro", via Orabona, 1514, 70126, Bari, Italy
| | - Salvatore Pinto
- Stichting EGI (EGI.eu), Science Park 140, 1098, Amsterdam, The Netherlands
| | - Axel Poigné
- Fraunhofer Institute for Intelligent Analysis and Information Systems (IAIS), Schloss Birlinghoven, 53757, Sankt Augustin, Germany
| | - Francisco Quevedo Fernandez
- School of Computer Science and Informatics, Cardiff University, Queens Buildings, 5 The Parade, Cardiff, CF24 3AA, UK
| | - Monica Santamaria
- Institute of Biomembranes and Bioenergetics (IBBE), National Research Council (CNR), via Amendola 165/A, 70126, Bari, Italy
| | - Hannu Saarenmaa
- SIB Labs, Joensuu Science Park, University of Eastern Finland, P.O. Box 111, 80101, Joensuu, Finland
| | - Gergely Sipos
- Stichting EGI (EGI.eu), Science Park 140, 1098, Amsterdam, The Netherlands
| | - Karl-Heinz Sylla
- Fraunhofer Institute for Intelligent Analysis and Information Systems (IAIS), Schloss Birlinghoven, 53757, Sankt Augustin, Germany
| | - Marko Tähtinen
- Finnish Museum of Natural History, University of Helsinki, P.O. Box 17, 00014, Helsinki, Finland
| | - Saverio Vicario
- Institute of Biomedical Technology (ITB), National Research Council (CNR), via Amendola 122/D, 70126, Bari, Italy
| | - Rutger Aldo Vos
- Institute for Biodiversity and Ecosystem Dynamics (IBED), University of Amsterdam, PO Box 94248, 1090, Amsterdam, The Netherlands.,Naturalis Biodiversity Center, Postbus 9517, 2300, Leiden, The Netherlands
| | - Alan R Williams
- School of Computer Science, University of Manchester, Kilburn Building, Oxford Road, Manchester, M13 9PL, UK
| | - Pelin Yilmaz
- Max Planck Institute for Marine Microbiology, Celsiusstrasse 1, 28359, Bremen, Germany
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35
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Marzano M, Fosso B, Manzari C, Grieco F, Intranuovo M, Cozzi G, Mulè G, Scioscia G, Valiente G, Tullo A, Sbisà E, Pesole G, Santamaria M. Complexity and Dynamics of the Winemaking Bacterial Communities in Berries, Musts, and Wines from Apulian Grape Cultivars through Time and Space. PLoS One 2016; 11:e0157383. [PMID: 27299312 PMCID: PMC4907434 DOI: 10.1371/journal.pone.0157383] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2016] [Accepted: 05/27/2016] [Indexed: 11/19/2022] Open
Abstract
Currently, there is very little information available regarding the microbiome associated with the wine production chain. Here, we used an amplicon sequencing approach based on high-throughput sequencing (HTS) to obtain a comprehensive assessment of the bacterial community associated with the production of three Apulian red wines, from grape to final product. The relationships among grape variety, the microbial community, and fermentation was investigated. Moreover, the winery microbiota was evaluated compared to the autochthonous species in vineyards that persist until the end of the winemaking process. The analysis highlighted the remarkable dynamics within the microbial communities during fermentation. A common microbial core shared among the examined wine varieties was observed, and the unique taxonomic signature of each wine appellation was revealed. New species belonging to the genus Halomonas were also reported. This study demonstrates the potential of this metagenomic approach, supported by optimized protocols, for identifying the biodiversity of the wine supply chain. The developed experimental pipeline offers new prospects for other research fields in which a comprehensive view of microbial community complexity and dynamics is desirable.
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Affiliation(s)
| | - Bruno Fosso
- Institute of Biomembranes and Bioenergetics, CNR, Bari, Italy
| | | | - Francesco Grieco
- Institute of Sciences of Food Production, CNR, Operative Unit of Lecce, Lecce (Le), Italy
| | - Marianna Intranuovo
- Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari “A. Moro” Bari, Italy
| | - Giuseppe Cozzi
- Institute of Sciences of Food Production, CNR, Bari, Italy
| | | | | | - Gabriel Valiente
- Algorithms, Bioinformatics, Complexity and Formal Methods Research Group, Polytechnic University of Catalonia, Barcelona, Spain
| | | | | | - Graziano Pesole
- Institute of Biomembranes and Bioenergetics, CNR, Bari, Italy
- Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari “A. Moro” Bari, Italy
- * E-mail: (MS); (GP)
| | - Monica Santamaria
- Institute of Biomembranes and Bioenergetics, CNR, Bari, Italy
- * E-mail: (MS); (GP)
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Rigoni R, Fontana E, Guglielmetti S, Fosso B, D'Erchia AM, Maina V, Taverniti V, Castiello MC, Mantero S, Pacchiana G, Musio S, Pedotti R, Selmi C, Mora JR, Pesole G, Vezzoni P, Poliani PL, Grassi F, Villa A, Cassani B. Intestinal microbiota sustains inflammation and autoimmunity induced by hypomorphic RAG defects. J Exp Med 2016; 213:355-75. [PMID: 26926994 PMCID: PMC4813669 DOI: 10.1084/jem.20151116] [Citation(s) in RCA: 53] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2015] [Accepted: 01/25/2016] [Indexed: 12/21/2022] Open
Abstract
Rigoni et al. report that hypomorphic Rag2R229Q mutation is associated with altered microbiota composition and defects in the gut–blood barrier and suggest that intestinal microbes may play a critical role in the distinctive immune dysregulation of Omenn syndrome. Omenn syndrome (OS) is caused by hypomorphic Rag mutations and characterized by a profound immunodeficiency associated with autoimmune-like manifestations. Both in humans and mice, OS is mediated by oligoclonal activated T and B cells. The role of microbial signals in disease pathogenesis is debated. Here, we show that Rag2R229Q knock-in mice developed an inflammatory bowel disease affecting both the small bowel and colon. Lymphocytes were sufficient for disease induction, as intestinal CD4 T cells with a Th1/Th17 phenotype reproduced the pathological picture when transplanted into immunocompromised hosts. Moreover, oral tolerance was impaired in Rag2R229Q mice, and transfer of wild-type (WT) regulatory T cells ameliorated bowel inflammation. Mucosal immunoglobulin A (IgA) deficiency in the gut resulted in enhanced absorption of microbial products and altered composition of commensal communities. The Rag2R229Q microbiota further contributed to the immunopathology because its transplant into WT recipients promoted Th1/Th17 immune response. Consistently, long-term dosing of broad-spectrum antibiotics (ABXs) in Rag2R229Q mice ameliorated intestinal and systemic autoimmunity by diminishing the frequency of mucosal and circulating gut-tropic CCR9+ Th1 and Th17 T cells. Remarkably, serum hyper-IgE, a hallmark of the disease, was also normalized by ABX treatment. These results indicate that intestinal microbes may play a critical role in the distinctive immune dysregulation of OS.
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Affiliation(s)
- Rosita Rigoni
- Milan Unit, Istituto di Ricerca Genetica e Biomedica, Consiglio Nazionale delle Ricerche, 20133 Milan, Italy Humanitas Clinical and Research Center, Rozzano, 20089 Milan, Italy
| | - Elena Fontana
- Department of Molecular and Translational Medicine, Pathology Unit, University of Brescia School of Medicine, 25123 Brescia, Italy
| | - Simone Guglielmetti
- Department of Food, Environmental, and Nutritional Sciences (DeFENS), University of Milan, 20122 Milan, Italy
| | - Bruno Fosso
- Institute of Biomembranes and Bioenergetics, National Research Council, 70126 Bari, Italy
| | - Anna Maria D'Erchia
- Department of Biosciences, Biotechnology, and Pharmacological Sciences, University of Bari, 70121 Bari, Italy Institute of Biomembranes and Bioenergetics, National Research Council, 70126 Bari, Italy
| | - Virginia Maina
- Telethon Institute for Gene Therapy, Division of Regenerative Medicine, Stem Cells and Gene Therapy, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) San Raffaele Scientific Institute, 20132 Milan, Italy
| | - Valentina Taverniti
- Department of Food, Environmental, and Nutritional Sciences (DeFENS), University of Milan, 20122 Milan, Italy
| | - Maria Carmina Castiello
- Telethon Institute for Gene Therapy, Division of Regenerative Medicine, Stem Cells and Gene Therapy, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) San Raffaele Scientific Institute, 20132 Milan, Italy
| | - Stefano Mantero
- Telethon Institute for Gene Therapy, Division of Regenerative Medicine, Stem Cells and Gene Therapy, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) San Raffaele Scientific Institute, 20132 Milan, Italy
| | - Giovanni Pacchiana
- Milan Unit, Istituto di Ricerca Genetica e Biomedica, Consiglio Nazionale delle Ricerche, 20133 Milan, Italy Humanitas Clinical and Research Center, Rozzano, 20089 Milan, Italy
| | - Silvia Musio
- Foundation IRCCS Neurological Institute, C. Besta, Neuroimmunology and Neuromuscular Disorders Unit, 20132 Milan, Italy
| | - Rosetta Pedotti
- Foundation IRCCS Neurological Institute, C. Besta, Neuroimmunology and Neuromuscular Disorders Unit, 20132 Milan, Italy
| | - Carlo Selmi
- Humanitas Clinical and Research Center, Rozzano, 20089 Milan, Italy BIOMETRA Department, University of Milan, 20122 Milan, Italy
| | - J Rodrigo Mora
- Gastrointestinal Unit, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02115
| | - Graziano Pesole
- Department of Biosciences, Biotechnology, and Pharmacological Sciences, University of Bari, 70121 Bari, Italy Institute of Biomembranes and Bioenergetics, National Research Council, 70126 Bari, Italy
| | - Paolo Vezzoni
- Milan Unit, Istituto di Ricerca Genetica e Biomedica, Consiglio Nazionale delle Ricerche, 20133 Milan, Italy Humanitas Clinical and Research Center, Rozzano, 20089 Milan, Italy
| | - Pietro Luigi Poliani
- Department of Molecular and Translational Medicine, Pathology Unit, University of Brescia School of Medicine, 25123 Brescia, Italy
| | - Fabio Grassi
- Istituto Nazionale Genetica Molecolare, Department of Medical Biotechnology and Translational Medicine, University of Milan, 20122 Milan, Italy Institute for Research in Biomedicine, 6500 Bellinzona, Switzerland
| | - Anna Villa
- Milan Unit, Istituto di Ricerca Genetica e Biomedica, Consiglio Nazionale delle Ricerche, 20133 Milan, Italy Telethon Institute for Gene Therapy, Division of Regenerative Medicine, Stem Cells and Gene Therapy, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) San Raffaele Scientific Institute, 20132 Milan, Italy
| | - Barbara Cassani
- Milan Unit, Istituto di Ricerca Genetica e Biomedica, Consiglio Nazionale delle Ricerche, 20133 Milan, Italy Humanitas Clinical and Research Center, Rozzano, 20089 Milan, Italy
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Fransen F, Zagato E, Mazzini E, Fosso B, Manzari C, El Aidy S, Chiavelli A, D'Erchia AM, Sethi MK, Pabst O, Marzano M, Moretti S, Romani L, Penna G, Pesole G, Rescigno M. BALB/c and C57BL/6 Mice Differ in Polyreactive IgA Abundance, which Impacts the Generation of Antigen-Specific IgA and Microbiota Diversity. Immunity 2015; 43:527-40. [PMID: 26362264 DOI: 10.1016/j.immuni.2015.08.011] [Citation(s) in RCA: 202] [Impact Index Per Article: 22.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2014] [Revised: 05/12/2015] [Accepted: 08/10/2015] [Indexed: 12/20/2022]
Abstract
The interrelationship between IgAs and microbiota diversity is still unclear. Here we show that BALB/c mice had higher abundance and diversity of IgAs than C57BL/6 mice and that this correlated with increased microbiota diversity. We show that polyreactive IgAs mediated the entrance of non-invasive bacteria to Peyer's patches, independently of CX3CR1(+) phagocytes. This allowed the induction of bacteria-specific IgA and the establishment of a positive feedback loop of IgA production. Cohousing of mice or fecal transplantation had little or no influence on IgA production and had only partial impact on microbiota composition. Germ-free BALB/c, but not C57BL/6, mice already had polyreactive IgAs that influenced microbiota diversity and selection after colonization. Together, these data suggest that genetic predisposition to produce polyreactive IgAs has a strong impact on the generation of antigen-specific IgAs and the selection and maintenance of microbiota diversity.
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Affiliation(s)
- Floris Fransen
- Department of Experimental Oncology and Immunotherapy Programme, IEO, Via Adamello 16, 20139 Milan, Italy
| | - Elena Zagato
- Department of Experimental Oncology and Immunotherapy Programme, IEO, Via Adamello 16, 20139 Milan, Italy
| | - Elisa Mazzini
- Department of Experimental Oncology and Immunotherapy Programme, IEO, Via Adamello 16, 20139 Milan, Italy
| | - Bruno Fosso
- Institute of Biomembranes and Bioenergetics, Consiglio Nazionale delle Ricerche, Via Amendola 165/A, 70126 Bari, Italy
| | - Caterina Manzari
- Institute of Biomembranes and Bioenergetics, Consiglio Nazionale delle Ricerche, Via Amendola 165/A, 70126 Bari, Italy
| | - Sahar El Aidy
- Department of Experimental Oncology and Immunotherapy Programme, IEO, Via Adamello 16, 20139 Milan, Italy; Groningen Biomolecular Sciences and Biotechnology, Faculty of Mathematics and Natural Sciences, Nijenborgh 7, 9700 CC Groningen, the Netherlands
| | - Andrea Chiavelli
- Department of Experimental Oncology and Immunotherapy Programme, IEO, Via Adamello 16, 20139 Milan, Italy
| | - Anna Maria D'Erchia
- Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari, Via Orabona 4, 70125 Bari, Italy
| | - Maya K Sethi
- Institute of Immunology, Hannover Medical School, Carl-Neuberg-Stra. 1, 30625 Hannover, Germany
| | - Oliver Pabst
- Institute of Molecular Medicine, RWTH Aachen University, Carl-Neuberg-Str. 1, 52074 Aachen, Germany
| | - Marinella Marzano
- Institute of Biomembranes and Bioenergetics, Consiglio Nazionale delle Ricerche, Via Amendola 165/A, 70126 Bari, Italy
| | - Silvia Moretti
- Department of Experimental Medicine, University of Perugia, Polo Unico Sant'Andrea delle Fratte, 06132 Perugia, Italy
| | - Luigina Romani
- Department of Experimental Medicine, University of Perugia, Polo Unico Sant'Andrea delle Fratte, 06132 Perugia, Italy
| | - Giuseppe Penna
- Department of Experimental Oncology and Immunotherapy Programme, IEO, Via Adamello 16, 20139 Milan, Italy
| | - Graziano Pesole
- Institute of Biomembranes and Bioenergetics, Consiglio Nazionale delle Ricerche, Via Amendola 165/A, 70126 Bari, Italy; Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari, Via Orabona 4, 70125 Bari, Italy
| | - Maria Rescigno
- Department of Experimental Oncology and Immunotherapy Programme, IEO, Via Adamello 16, 20139 Milan, Italy; Dipartimento di Scienze della salute, Universita' di Milano, via Rudini 8, 20142 Milan, Italy.
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Abstract
Regulated mRNA translation plays a key role in control of cell cycle progression in a variety of physiological and pathological processes, including in the self-renewal and survival of stem cells and cancer stem cells. While targeting mRNA translation presents an attractive strategy for control of aberrant cell cycle progression, mRNA translation is an underdeveloped therapeutic target. Regulated mRNAs are typically controlled through interaction with multiple RNA binding proteins (RBPs) but the mechanisms by which the functions of distinct RBPs bound to a common target mRNA are coordinated are poorly understood. The challenge now is to gain insight into these mechanisms of coordination and to identify the molecular mediators that integrate multiple, often conflicting, inputs. A first step includes the identification of altered mRNA ribonucleoprotein complex components that assemble on mRNAs bound by multiple, distinct RBPs compared to those recruited by individual RBPs. This review builds upon our knowledge of combinatorial control of mRNA translation during the maturation of oocytes from Xenopus laevis, to address molecular strategies that may mediate RBP diplomacy and conflict resolution for coordinated control of mRNA translational output. Continued study of regulated ribonucleoprotein complex dynamics promises valuable new insights into mRNA translational control and may suggest novel therapeutic strategies for the treatment of disease.
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Affiliation(s)
- Melanie C MacNicol
- Department of Neurobiology and Developmental Sciences, University of Arkansas for Medical Sciences, Little Rock, AR 72205, USA.
- Center for Translational Neuroscience, University of Arkansas for Medical Sciences, Little Rock, AR 72205, USA.
| | - Chad E Cragle
- Interdisciplinary BioSciences Graduate Program, University of Arkansas for Medical Sciences, Little Rock, AR 72205, USA.
| | - Karthik Arumugam
- Department of Physiology and Biophysics, University of Arkansas for Medical Sciences, Little Rock, AR 72205, USA.
| | - Bruno Fosso
- Institute of Biomembranes and Bioenergetics, National Research Council, Bari 70126, Italy.
| | - Graziano Pesole
- Institute of Biomembranes and Bioenergetics, National Research Council, Bari 70126, Italy.
- Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari, Bari 70125, Italy.
| | - Angus M MacNicol
- Department of Neurobiology and Developmental Sciences, University of Arkansas for Medical Sciences, Little Rock, AR 72205, USA.
- Center for Translational Neuroscience, University of Arkansas for Medical Sciences, Little Rock, AR 72205, USA.
- Department of Physiology and Biophysics, University of Arkansas for Medical Sciences, Little Rock, AR 72205, USA.
- Winthrop P. Rockefeller Cancer Institute, University of Arkansas for Medical Sciences, Little Rock, AR 72205, USA.
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Manzari C, Fosso B, Marzano M, Annese A, Caprioli R, D’Erchia AM, Gissi C, Intranuovo M, Picardi E, Santamaria M, Scorrano S, Sgaramella G, Stabili L, Piraino S, Pesole G. The influence of invasive jellyfish blooms on the aquatic microbiome in a coastal lagoon (Varano, SE Italy) detected by an Illumina-based deep sequencing strategy. Biol Invasions 2014. [DOI: 10.1007/s10530-014-0810-2] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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40
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De Angelis M, Bottacini F, Fosso B, Kelleher P, Calasso M, Di Cagno R, Ventura M, Picardi E, van Sinderen D, Gobbetti M. Lactobacillus rossiae, a vitamin B12 producer, represents a metabolically versatile species within the Genus Lactobacillus. PLoS One 2014; 9:e107232. [PMID: 25264826 PMCID: PMC4180280 DOI: 10.1371/journal.pone.0107232] [Citation(s) in RCA: 55] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2014] [Accepted: 08/06/2014] [Indexed: 01/21/2023] Open
Abstract
Lactobacillus rossiae is an obligately hetero-fermentative lactic acid bacterium, which can be isolated from a broad range of environments including sourdoughs, vegetables, fermented meat and flour, as well as the gastrointestinal tract of both humans and animals. In order to unravel distinctive genomic features of this particular species and investigate the phylogenetic positioning within the genus Lactobacillus, comparative genomics and phylogenomic approaches, followed by functional analyses were performed on L. rossiae DSM 15814T, showing how this type strain not only occupies an independent phylogenetic branch, but also possesses genomic features underscoring its biotechnological potential. This strain in fact represents one of a small number of bacteria known to encode a complete de novo biosynthetic pathway of vitamin B12 (in addition to other B vitamins such as folate and riboflavin). In addition, it possesses the capacity to utilize an extensive set of carbon sources, a characteristic that may contribute to environmental adaptation, perhaps enabling the strain's ability to populate different niches.
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Affiliation(s)
- Maria De Angelis
- Department of Soil, Plant and Food Sciences, University of Bari Aldo Moro, Bari, Italy
| | | | - Bruno Fosso
- Department of Bioscience, Biotechnology and Biopharmaceutical, University of Bari Aldo Moro, Bari, Italy
| | - Philip Kelleher
- Department of Microbiology, University College Cork, Cork, Ireland
| | - Maria Calasso
- Department of Soil, Plant and Food Sciences, University of Bari Aldo Moro, Bari, Italy
| | - Raffaella Di Cagno
- Department of Soil, Plant and Food Sciences, University of Bari Aldo Moro, Bari, Italy
| | - Marco Ventura
- Laboratory of Probiogenomics, Department of Life Sciences, University of Parma, Parma, Italy
| | - Ernesto Picardi
- Department of Bioscience, Biotechnology and Biopharmaceutical, University of Bari Aldo Moro, Bari, Italy; Institute of Biomembranes and Bioenergetics (IBBE), CNR, Bari, Italy; National Institute of Biostructures and Biosystems (INBB), Rome, Italy
| | - Douwe van Sinderen
- Department of Microbiology, University College Cork, Cork, Ireland; Alimentary Pharmabiotic Centre, University College Cork, Cork, Ireland
| | - Marco Gobbetti
- Department of Soil, Plant and Food Sciences, University of Bari Aldo Moro, Bari, Italy
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41
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Santamaria M, Fosso B, Consiglio A, De Caro G, Grillo G, Licciulli F, Liuni S, Marzano M, Alonso-Alemany D, Valiente G, Pesole G. Reference databases for taxonomic assignment in metagenomics. Brief Bioinform 2012; 13:682-95. [PMID: 22786784 DOI: 10.1093/bib/bbs036] [Citation(s) in RCA: 68] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Metagenomics is providing an unprecedented access to the environmental microbial diversity. The amplicon-based metagenomics approach involves the PCR-targeted sequencing of a genetic locus fitting different features. Namely, it must be ubiquitous in the taxonomic range of interest, variable enough to discriminate between different species but flanked by highly conserved sequences, and of suitable size to be sequenced through next-generation platforms. The internal transcribed spacers 1 and 2 (ITS1 and ITS2) of the ribosomal DNA operon and one or more hyper-variable regions of 16S ribosomal RNA gene are typically used to identify fungal and bacterial species, respectively. In this context, reliable reference databases and taxonomies are crucial to assign amplicon sequence reads to the correct phylogenetic ranks. Several resources provide consistent phylogenetic classification of publicly available 16S ribosomal DNA sequences, whereas the state of ribosomal internal transcribed spacers reference databases is notably less advanced. In this review, we aim to give an overview of existing reference resources for both types of markers, highlighting strengths and possible shortcomings of their use for metagenomics purposes. Moreover, we present a new database, ITSoneDB, of well annotated and phylogenetically classified ITS1 sequences to be used as a reference collection in metagenomic studies of environmental fungal communities. ITSoneDB is available for download and browsing at http://itsonedb.ba.itb.cnr.it/.
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Affiliation(s)
- Monica Santamaria
- Institute of Biomembranes and Bioenergetics, National Research Council, Bari, Italy
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