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Chorlton SD. Ten common issues with reference sequence databases and how to mitigate them. FRONTIERS IN BIOINFORMATICS 2024; 4:1278228. [PMID: 38560517 PMCID: PMC10978663 DOI: 10.3389/fbinf.2024.1278228] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2023] [Accepted: 03/05/2024] [Indexed: 04/04/2024] Open
Abstract
Metagenomic sequencing has revolutionized our understanding of microbiology. While metagenomic tools and approaches have been extensively evaluated and benchmarked, far less attention has been given to the reference sequence database used in metagenomic classification. Issues with reference sequence databases are pervasive. Database contamination is the most recognized issue in the literature; however, it remains relatively unmitigated in most analyses. Other common issues with reference sequence databases include taxonomic errors, inappropriate inclusion and exclusion criteria, and sequence content errors. This review covers ten common issues with reference sequence databases and the potential downstream consequences of these issues. Mitigation measures are discussed for each issue, including bioinformatic tools and database curation strategies. Together, these strategies present a path towards more accurate, reproducible and translatable metagenomic sequencing.
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Adjou KT, Chevillot A, Lucas P, Blanchard Y, Louifi H, Arab R, Mammeri M, Thomas M, Polack B, Karadjian G, Dheilly NM. First identification of Cryptosporidium parvum virus 1 (CSpV1) in various subtypes of Cryptosporidium parvum from diarrheic calves, lambs and goat kids from France. Vet Res 2023; 54:66. [PMID: 37608341 PMCID: PMC10464362 DOI: 10.1186/s13567-023-01196-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2023] [Accepted: 06/23/2023] [Indexed: 08/24/2023] Open
Abstract
Cryptosporidium spp. remain a major cause of waterborne diarrhea and illness in developing countries and represent a significant burden to farmers worldwide. Cryptosporidium parvum virus 1 (CSpV1), of the genus Cryspovirus, was first reported to be present in the cytoplasm of C. parvum in 1997. Full-length genome sequences have been obtained from C. parvum from Iowa (Iowa), Kansas (KSU) and China. We aimed at characterizing the genome of CSpV1 from France and used sequence analysis from Cryptosporidium isolates to explore whether CSpV1 genome diversity varies over time, with geographical sampling location, C. parvum genetic diversity, or ruminant host species. A total of 123 fecal samples of cattle, sheep and goats were collected from 17 different French departments (57 diseased animal fecal samples and 66 healthy animal fecal samples). Subtyping analysis of the C. parvum isolates revealed the presence of two zoonotic subtype families IIa and IId. Sequence analysis of CSpV1 revealed that all CSpV1 from France, regardless of the subtype of C. parvum (IIaA15G2R1, IIaA17G2R1 and IIdA18G1R1) are more closely related to CSpV1 from Turkey, and cluster on a distinct branch from CSpV1 collected from C. parvum subtype IIaA15G2R1 from Asia and North America. We also found that samples collected on a given year or successive years in a given location are more likely to host the same subtype of C. parvum and the same CSpV1 strain. Yet, there is no distinct clustering of CSpV1 per French department or ruminants, probably due to trade, and transmission of C. parvum among host species. Our results point towards (i) a close association between CSpV1 movement and C. parvum movement, (ii) recent migrations of C. parvum among distantly located departments and (iii) incidental transmission of C. parvum between ruminants. All together, these results provide insightful information regarding CSpV1 evolution and suggest the virus might be used as an epidemiological tracer for C. parvum. Future studies need to investigate CSpV1's role in C. parvum virulence and on subtype ability to infect different species.
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Affiliation(s)
- Karim Tarik Adjou
- Laboratoire de Santé Animale, Ecole Nationale Vétérinaire d'Alfort, Anses, INRAE, UMR BIPAR, 94700, Maisons-Alfort, France.
| | - Aurélie Chevillot
- Laboratoire de Santé Animale, Ecole Nationale Vétérinaire d'Alfort, Anses, INRAE, UMR BIPAR, 94700, Maisons-Alfort, France
| | - Pierrick Lucas
- Laboratoire de Ploufragan-Plouzané-Niort, Unité Génétique virale et biosécurité, ANSES, Agence Nationale de Sécurité Sanitaire de l'Alimentation, de l'Environnement et du Travail, Ploufragan, France
| | - Yannick Blanchard
- Laboratoire de Ploufragan-Plouzané-Niort, Unité Génétique virale et biosécurité, ANSES, Agence Nationale de Sécurité Sanitaire de l'Alimentation, de l'Environnement et du Travail, Ploufragan, France
| | - Houria Louifi
- Laboratoire de Santé Animale, Ecole Nationale Vétérinaire d'Alfort, Anses, INRAE, UMR BIPAR, 94700, Maisons-Alfort, France
| | - Razika Arab
- Laboratoire de Santé Animale, Ecole Nationale Vétérinaire d'Alfort, Anses, INRAE, UMR BIPAR, 94700, Maisons-Alfort, France
| | - Mohamed Mammeri
- Laboratoire de Santé Animale, Ecole Nationale Vétérinaire d'Alfort, Anses, INRAE, UMR BIPAR, 94700, Maisons-Alfort, France
| | - Myriam Thomas
- Laboratoire de Santé Animale, Ecole Nationale Vétérinaire d'Alfort, Anses, INRAE, UMR BIPAR, 94700, Maisons-Alfort, France
| | - Bruno Polack
- Laboratoire de Santé Animale, Ecole Nationale Vétérinaire d'Alfort, Anses, INRAE, UMR BIPAR, 94700, Maisons-Alfort, France
| | - Grégory Karadjian
- Laboratoire de Santé Animale, Ecole Nationale Vétérinaire d'Alfort, Anses, INRAE, UMR BIPAR, 94700, Maisons-Alfort, France
| | - Nolwenn M Dheilly
- Anses Animal Health Laboratory, UMR1161 Virology, INRAE, Anses, ENVA, Maisons-Alfort, France.
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Brealey JC, Lecaudey LA, Kodama M, Rasmussen JA, Sveier H, Dheilly NM, Martin MD, Limborg MT. Microbiome "Inception": an Intestinal Cestode Shapes a Hierarchy of Microbial Communities Nested within the Host. mBio 2022; 13:e0067922. [PMID: 35502903 PMCID: PMC9239044 DOI: 10.1128/mbio.00679-22] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2022] [Accepted: 04/04/2022] [Indexed: 11/20/2022] Open
Abstract
The concept of a holobiont, a host organism and its associated microbial communities, encapsulates the vital role the microbiome plays in the normal functioning of its host. Parasitic infections can disrupt this relationship, leading to dysbiosis. However, it is increasingly recognized that multicellular parasites are themselves holobionts. Intestinal parasites share space with the host gut microbiome, creating a system of nested microbiomes within the primary host. However, how the parasite, as a holobiont, interacts with the host holobiont remains unclear, as do the consequences of these interactions for host health. Here, we used 16S amplicon and shotgun metagenomics sequencing to characterize the microbiome of the intestinal cestode Eubothrium and its effect on the gut microbiome of its primary host, Atlantic salmon. Our results indicate that cestode infection is associated with salmon gut dysbiosis by acting as a selective force benefiting putative pathogens and potentially introducing novel bacterial species to the host. Our results suggest that parasitic cestodes may themselves be holobionts nested within the microbial community of their holobiont host, emphasizing the importance of also considering microbes associated with parasites when studying intestinal parasitic infections. IMPORTANCE The importance of the parasite microbiome is gaining recognition. Of particular concern is understanding how these parasite microbiomes influence host-parasite interactions and parasite interactions with the vertebrate host microbiome as part of a system of nested holobionts. However, there are still relatively few studies focusing on the microbiome of parasitic helminths in general and almost none on cestodes in particular, despite the significant burden of disease caused by these parasites globally. Our study provides insights into a system of significance to the aquaculture industry, cestode infections of Atlantic salmon and, more broadly, expands our general understanding of parasite-microbiome-host interactions and introduces a new element, the microbiome of the parasite itself, which may play a critical role in modulating the host microbiome, and, therefore, the host response, to parasite infection.
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Affiliation(s)
- Jaelle C. Brealey
- Department of Natural History, NTNU University Museum, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Laurène A. Lecaudey
- Department of Natural History, NTNU University Museum, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Miyako Kodama
- Center for Evolutionary Hologenomics, GLOBE institute, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Jacob A. Rasmussen
- Center for Evolutionary Hologenomics, GLOBE institute, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Laboratory of Genomics and Molecular Medicine, Department of Biology, University of Copenhagen, Copenhagen, Denmark
| | | | - Nolwenn M. Dheilly
- UMR 1161 Virology ANSES/INRAE/ENVA, ANSES Animal Health Laboratory, Maisons-Alfort, France
| | - Michael D. Martin
- Department of Natural History, NTNU University Museum, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Morten T. Limborg
- Center for Evolutionary Hologenomics, GLOBE institute, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
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