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Bornbusch SL, Crosier A, Gentry L, Delaski KM, Maslanka M, Muletz-Wolz CR. Fecal microbiota transplants facilitate post-antibiotic recovery of gut microbiota in cheetahs (Acinonyx jubatus). Commun Biol 2024; 7:1689. [PMID: 39715825 DOI: 10.1038/s42003-024-07361-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2024] [Accepted: 12/03/2024] [Indexed: 12/25/2024] Open
Abstract
Burgeoning study of host-associated microbiomes has accelerated the development of microbial therapies, including fecal microbiota transplants (FMTs). FMTs provide host-specific microbial supplementation, with applicability across host species. Studying FMTs can simultaneously provide comparative frameworks for understanding microbial therapies in diverse microbial systems and improve the health of managed wildlife. Ex-situ carnivores, including cheetahs (Acinonyx jubatus), often suffer from intractable gut infections similar to those treated with antibiotics and FMTs in humans, providing a valuable system for testing FMT efficacy. Using an experimental approach in 21 cheetahs, we tested whether autologous FMTs facilitated post-antibiotic recovery of gut microbiota. We used 16S rRNA sequencing and microbial source tracking to characterize antibiotic-induced microbial extirpations and signatures of FMT engraftment for single versus multiple FMTs. We found that antibiotics extirpated abundant bacteria and FMTs quickened post-antibiotic recovery via engraftment of bacteria that may facilitate protein digestion and butyrate production (Fusobacterium). Although multiple FMTs better sustained microbial recovery compared to a single FMT, one FMT improved recovery compared to antibiotics alone. This study elucidated the dynamics of microbiome modulation in a non-model system and improves foundations for reproducible, low-cost, low-dose, and minimally invasive FMT protocols, emphasizing the scientific and applied value of FMTs across species.
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Affiliation(s)
- Sally L Bornbusch
- Center for Conservation Genomics, Smithsonian's National Zoo and Conservation Biology Institution, Washington, DC, 20008, USA.
- Department of Nutrition Science, Smithsonian's National Zoo and Conservation Biology Institution, Washington, DC, 20008, USA.
| | - Adrienne Crosier
- Animal Care Sciences, Smithsonian's National Zoo and Conservation Biology Institution, Washington, DC, 20008, USA
| | - Lindsey Gentry
- Center for Conservation Genomics, Smithsonian's National Zoo and Conservation Biology Institution, Washington, DC, 20008, USA
| | - Kristina M Delaski
- Department of Conservation Medicine, Smithsonian's National Zoo and Conservation Biology Institution, Front Royal, VA, 22630, USA
| | - Michael Maslanka
- Department of Nutrition Science, Smithsonian's National Zoo and Conservation Biology Institution, Washington, DC, 20008, USA
| | - Carly R Muletz-Wolz
- Center for Conservation Genomics, Smithsonian's National Zoo and Conservation Biology Institution, Washington, DC, 20008, USA
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2
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Commichaux S, Luan T, Muralidharan HS, Pop M. Database size positively correlates with the loss of species-level taxonomic resolution for the 16S rRNA and other prokaryotic marker genes. PLoS Comput Biol 2024; 20:e1012343. [PMID: 39102435 PMCID: PMC11326629 DOI: 10.1371/journal.pcbi.1012343] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2024] [Revised: 08/15/2024] [Accepted: 07/22/2024] [Indexed: 08/07/2024] Open
Abstract
For decades, the 16S rRNA gene has been used to taxonomically classify prokaryotic species and to taxonomically profile microbial communities. However, the 16S rRNA gene has been criticized for being too conserved to differentiate between distinct species. We argue that the inability to differentiate between species is not a unique feature of the 16S rRNA gene. Rather, we observe the gradual loss of species-level resolution for other nearly-universal prokaryotic marker genes as the number of gene sequences increases in reference databases. This trend was strongly correlated with how represented a taxonomic group was in the database and indicates that, at the gene-level, the boundaries between many species might be fuzzy. Through our study, we argue that any approach that relies on a single marker to distinguish bacterial taxa is fraught even if some markers appear to be discriminative in current databases.
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Affiliation(s)
- Seth Commichaux
- Center for Food Safety and Nutrition, Food and Drug Administration, Laurel, Maryland, United States of America
| | - Tu Luan
- Department of Computer Science, University of Maryland, College Park, Maryland, United States of America
- Center for Bioinformatics and Computational Biology, University of Maryland, College Park, Maryland, United States of America
| | - Harihara Subrahmaniam Muralidharan
- Department of Computer Science, University of Maryland, College Park, Maryland, United States of America
- Center for Bioinformatics and Computational Biology, University of Maryland, College Park, Maryland, United States of America
| | - Mihai Pop
- Department of Computer Science, University of Maryland, College Park, Maryland, United States of America
- Center for Bioinformatics and Computational Biology, University of Maryland, College Park, Maryland, United States of America
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3
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Gani M, Mohd-Ridwan AR, Sitam FT, Kamarudin Z, Selamat SS, Awang NMZ, Karuppannan KV, Md-Zain BM. Habitat shapes the gut microbiome diversity of Malayan tigers (Panthera tigris jacksoni) as revealed through metabarcoding 16S rRNA profiling. World J Microbiol Biotechnol 2024; 40:111. [PMID: 38416247 DOI: 10.1007/s11274-023-03868-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2023] [Accepted: 12/06/2023] [Indexed: 02/29/2024]
Abstract
The gut microbiome refers to the microorganism community living within the digestive tract. The environment plays a crucial role in shaping the gut microbiome composition of animals. The gut microbiome influences the health and behavior of animals, including the critically endangered Malayan tiger (Panthera tigris jacksoni). However, the gut microbiome composition of Malayan tigers, especially those living in their natural habitats, remains poorly understood. To address this knowledge gap, we used next-generation sequencing DNA metabarcoding techniques to analyze the gut microbiome of wild Malayan tigers using fecal samples collected from their natural habitats and in captivity. Our aim was to determine the gut microbiota composition of the Malayan tiger, considering the different types of habitat environments. The results revealed a diverse microbial community within the gut microbiome of Malayan tigers. The prominent phyla that were observed included Firmicutes, Proteobacteria, Actinobacteriota, Fusobacteriota and Bacteroidota. Beta diversity analysis revealed significant differences in gut microbiome composition of Malayan tigers that inhabited oil palm plantations, in villages and protected areas. Diversity analysis also revealed significant difference in the gut microbiome between wild and captive Malayan tigers. However, the distinctions of gut microbiome between wild and captive alpha diversity did not yield significant differences. The differences in microbiome diversity resulted from the interplay of dietary intake and environmental factors. This information will facilitate the establishment of focused conservation approaches and enhance our understanding of the effect of microbiome composition on Malayan tiger health.
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Affiliation(s)
- Millawati Gani
- Department of Biological Sciences and Biotechnology, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, 43600, Bangi, Selangor, Malaysia
- National Wildlife Forensic Laboratory (NWFL), Ex-Situ Conservation Division, Department of Wildlife and National Parks (PERHILITAN), KM 10 Jalan Cheras, 56100, Kuala Lumpur, Malaysia
| | - Abd Rahman Mohd-Ridwan
- Centre for Pre-University Studies, Universiti Malaysia Sarawak, 94300, Kota Samarahan, Sarawak, Malaysia
| | - Frankie Thomas Sitam
- National Wildlife Forensic Laboratory (NWFL), Ex-Situ Conservation Division, Department of Wildlife and National Parks (PERHILITAN), KM 10 Jalan Cheras, 56100, Kuala Lumpur, Malaysia
| | - Zubaidah Kamarudin
- National Wildlife Rescue Centre (NWRC), Department of Wildlife and National Parks (PERHILITAN), 35600, Sungkai, Perak, Malaysia
| | - Siti Suzana Selamat
- National Wildlife Rescue Centre (NWRC), Department of Wildlife and National Parks (PERHILITAN), 35600, Sungkai, Perak, Malaysia
| | - Nik Mohd Zamani Awang
- National Wildlife Rescue Centre (NWRC), Department of Wildlife and National Parks (PERHILITAN), 35600, Sungkai, Perak, Malaysia
| | - Kayal Vizi Karuppannan
- National Wildlife Forensic Laboratory (NWFL), Ex-Situ Conservation Division, Department of Wildlife and National Parks (PERHILITAN), KM 10 Jalan Cheras, 56100, Kuala Lumpur, Malaysia
| | - Badrul Munir Md-Zain
- Department of Biological Sciences and Biotechnology, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, 43600, Bangi, Selangor, Malaysia.
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4
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Khairulmunir M, Gani M, Karuppannan KV, Mohd-Ridwan AR, Md-Zain BM. High-throughput DNA metabarcoding for determining the gut microbiome of captive critically endangered Malayan tiger ( Pantheratigrisjacksoni) during fasting. Biodivers Data J 2023; 11:e104757. [PMID: 37711366 PMCID: PMC10498273 DOI: 10.3897/bdj.11.e104757] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2023] [Accepted: 08/23/2023] [Indexed: 09/16/2023] Open
Abstract
The Malayan tiger (Pantheratigrisjacksoni) is a critically endangered species native to the Malaysian Peninsula. To imitate wild conditions where tigers do not hunt every day, numerous wildlife sanctuaries do not feed their tigers daily. However, the effects of fasting on the gut microbiota of captive Malayan tigers remains unknown. This study aimed to characterise the gut microbiota of captive Malayan tigers by comparing their microbial communities during fasting versus normal feeding conditions. This study was conducted at the Melaka Zoo, Malaysian Peninsula and involved Malayan tigers fasted every Monday. In total, ten faecal samples of Malayan tiger, two of Bengal tiger (outgroup) and four of lion (outgroup) were collected and analysed for metabarcoding targeting the 16S rRNA V3-V4 region. In total, we determined 14 phyla, 87 families, 167 genera and 53 species of gut microbiome across Malayan tiger samples. The potentially harmful bacterial genera found in this study included Fusobacterium, Bacteroides, Clostridium sensu stricto 1, Solobacterium, Echerichiashigella, Ignatzschineria and Negativibacillus. The microbiome in the fasting phase had a higher composition and was more diverse than in the feeding phase. The present findings indicate a balanced ratio in the dominant phyla, reflecting a resetting of the imbalanced gut microbiota due to fasting. These findings can help authorities in how to best maintain and improve the husbandry and health of Malayan tigers in captivity and be used for monitoring in ex-situ veterinary care unit.
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Affiliation(s)
- Mohamad Khairulmunir
- Department of Biological Sciences and Biotechnology, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, 43600 Bangi, Selangor, MalaysiaDepartment of Biological Sciences and Biotechnology, Faculty of Science and Technology, Universiti Kebangsaan Malaysia43600 Bangi, SelangorMalaysia
| | - Millawati Gani
- Department of Biological Sciences and Biotechnology, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, 43600 Bangi, Selangor, MalaysiaDepartment of Biological Sciences and Biotechnology, Faculty of Science and Technology, Universiti Kebangsaan Malaysia43600 Bangi, SelangorMalaysia
- Department of Wildlife and National Parks (PERHILITAN), KM 10 Jalan Cheras, Kuala Lumpur, MalaysiaDepartment of Wildlife and National Parks (PERHILITAN), KM 10 Jalan CherasKuala LumpurMalaysia
| | - Kayal Vizi Karuppannan
- Department of Wildlife and National Parks (PERHILITAN), KM 10 Jalan Cheras, Kuala Lumpur, MalaysiaDepartment of Wildlife and National Parks (PERHILITAN), KM 10 Jalan CherasKuala LumpurMalaysia
| | - Abd Rahman Mohd-Ridwan
- Centre for Pre-University Studies, Universiti Malaysia Sarawak, 94300, Kota Samarahan, MalaysiaCentre for Pre-University Studies, Universiti Malaysia Sarawak, 94300Kota SamarahanMalaysia
| | - Badrul Munir Md-Zain
- Department of Biological Sciences and Biotechnology, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, 43600 Bangi, Selangor, MalaysiaDepartment of Biological Sciences and Biotechnology, Faculty of Science and Technology, Universiti Kebangsaan Malaysia43600 Bangi, SelangorMalaysia
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5
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Chen L, Xu D, Sun M, Li Y, Wang S, Gao Y, Gao Z, Shi Y. The effect of environment on intestinal microbial diversity of Panthera animals may exceed genetic relationship. Front Microbiol 2022; 13:938900. [PMID: 35966667 PMCID: PMC9366613 DOI: 10.3389/fmicb.2022.938900] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2022] [Accepted: 06/27/2022] [Indexed: 11/29/2022] Open
Abstract
Intestinal microbes are important symbiotes in the gastrointestinal tract of mammals, which are affected by food, environment, climate, genetics, and other factors. The gut microbiota of felines has been partially studied, but a comprehensive comparison of the gut microbiota of Panthera species was less reported. In this study, we compared the gut microbial composition and diversity of five species of Panthera (Panthera tigris, Panthera leo, Panthera onca, Panthera pardus, and Panthera uncia) by 16S ribosomal RNA (rRNA) amplicon sequencing. The results showed that Firmicutes was the most abundant phylum among all the Panthera species, followed by Actinobacteria, Fusobacteria, Bacteroidetes, Proteobacteria, Acidobacteria, Verrucomicrobia, Gemmatimonadetes, and Euryarchaeota. There were significant differences in observed species of fecal microbiota among different Panthera animals (P < 0.05), indicating that there is species specificity among Panthera fecal microbiota. When the samples were further grouped according to sampling locations, the comparison of the alpha diversity index between groups and beta diversity analysis showed that there were significant differences in the fecal microflora of animals from different sampling locations. Cluster analysis showed that fecal microbes of animals from the same sampling location were clustered, while gut microbes of animals of the same species, but from different sampling locations, were separated. These results indicate that environment may have more influence on mammals’ fecal microbial diversity than genetic relationships.
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Affiliation(s)
- Lei Chen
- College of Life Sciences, Qufu Normal University, Qufu, China
- *Correspondence: Lei Chen,
| | - Di Xu
- College of Life Sciences, Qufu Normal University, Qufu, China
| | - Mengyao Sun
- College of Life Sciences, Qufu Normal University, Qufu, China
| | - Ying Li
- Jinan Wildlife Park, Jinan, China
| | - Shen Wang
- College of Life Sciences, Qufu Normal University, Qufu, China
| | - Ying Gao
- Jinan Wildlife Park, Jinan, China
| | - Zenghao Gao
- College of Life Sciences, Qufu Normal University, Qufu, China
| | - Yuying Shi
- College of Life Sciences, Qufu Normal University, Qufu, China
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6
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Mink (Neovison vison) fecal microbiomes are influenced by sex, temperature, and time postdefecation. J Mammal 2022. [DOI: 10.1093/jmammal/gyab140] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
Abstract
Gut microbiomes encode myriad metabolic functions critical to mammalian ecology and evolution. While fresh fecal samples provide an efficient, noninvasive method of sampling gut microbiomes, collecting fresh feces from elusive species is logistically challenging. Nonfresh feces, however, may not accurately represent the gut microbiome of the host due to succession of gut microbial consortia postdefecation as well as colonization by microbes from the surrounding environment. Using American mink (Neovison vison) as a model species, we examined postdefecation microbial community succession to learn how ambient temperature and temporal sampling constraints influence the reliability of nonfresh feces to represent host gut microbiomes. To achieve our goal, we analyzed fresh mink feces (n = 5 females; n = 5 males) collected at the time of defecation from captive mink at a farm in the Upper Peninsula of Michigan and we subsequently subsampled each fecal specimen to investigate microbial community succession over five days, under both warm (21°C) and cold (–17°C to –1°C) temperature treatments. We found that both temperature and time influenced fecal microbiome composition; and we also detected significant sexual dimorphism in microbial community structures, with female mink microbiomes exhibiting significantly greater variation than males’ when exposed to the warm temperature treatment. Our results demonstrate that feces from unknown individuals can be a powerful tool for examining carnivore gut microbiomes, though rigorous study design is required because sex, ambient temperature, and time since defecation drive significant microbial variation and the sample size requirements necessary for detecting statistically significant differences between target populations is an important consideration for future ecologically meaningful research.
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7
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Zoelzer F, Burger AL, Dierkes PW. Unraveling differences in fecal microbiota stability in mammals: from high variable carnivores and consistently stable herbivores. Anim Microbiome 2021; 3:77. [PMID: 34736528 PMCID: PMC8567652 DOI: 10.1186/s42523-021-00141-0] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2021] [Accepted: 10/18/2021] [Indexed: 01/04/2023] Open
Abstract
BACKGROUND Through the rapid development in DNA sequencing methods and tools, microbiome studies on a various number of species were performed during the last decade. This advance makes it possible to analyze hundreds of samples from different species at the same time in order to obtain a general overview of the microbiota. However, there is still uncertainty on the variability of the microbiota of different animal orders and on whether certain bacteria within a species are subject to greater fluctuations than others. This is largely due to the fact that the analysis in most extensive comparative studies is based on only a few samples per species or per study site. In our study, we aim to close this knowledge gap by analyzing multiple individual samples per species including two carnivore suborders Canoidea and Feloidea as well as the orders of herbivore Perissodactyla and Artiodactyla held in different zoos. To assess microbial diversity, 621 fecal samples from 31 species were characterized by sequencing the V3-V4 region of the 16S rRNA gene using Illumina MiSeq. RESULTS We found significant differences in the consistency of microbiota composition and in fecal microbial diversity between carnivore and herbivore species. Whereas the microbiota of Carnivora is highly variable and inconsistent within and between species, Perissodactyla and Ruminantia show fewer differences across species boundaries. Furthermore, low-abundance bacterial families show higher fluctuations in the fecal microbiota than high-abundance ones. CONCLUSIONS Our data suggest that microbial diversity is significantly higher in herbivores than in carnivores, whereas the microbiota in carnivores, unlike in herbivores, varies widely even within species. This high variability has methodological implications and underlines the need to analyze a minimum amount of about 10 samples per species. In our study, we found considerable differences in the occurrence of different bacterial families when looking at just three and six samples. However, from a sample number of 10 onwards, these within-species fluctuations balanced out in most cases and led to constant and more reliable results.
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Affiliation(s)
- Franziska Zoelzer
- Bioscience Education and Zoo Biology, Goethe University Frankfurt, Max-von-Laue-Str. 13, 60438, Frankfurt am Main, Germany.
| | - Anna Lena Burger
- Bioscience Education and Zoo Biology, Goethe University Frankfurt, Max-von-Laue-Str. 13, 60438, Frankfurt am Main, Germany
| | - Paul Wilhelm Dierkes
- Bioscience Education and Zoo Biology, Goethe University Frankfurt, Max-von-Laue-Str. 13, 60438, Frankfurt am Main, Germany
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Prasoodanan P K V, Sharma AK, Mahajan S, Dhakan DB, Maji A, Scaria J, Sharma VK. Western and non-western gut microbiomes reveal new roles of Prevotella in carbohydrate metabolism and mouth-gut axis. NPJ Biofilms Microbiomes 2021; 7:77. [PMID: 34620880 PMCID: PMC8497558 DOI: 10.1038/s41522-021-00248-x] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2021] [Accepted: 09/09/2021] [Indexed: 01/22/2023] Open
Abstract
The abundance and diversity of host-associated Prevotella species have a profound impact on human health. To investigate the composition, diversity, and functional roles of Prevotella in the human gut, a population-wide analysis was carried out on 586 healthy samples from western and non-western populations including the largest Indian cohort comprising of 200 samples, and 189 Inflammatory Bowel Disease samples from western populations. A higher abundance and diversity of Prevotella copri species enriched in complex plant polysaccharides metabolizing enzymes, particularly pullulanase containing polysaccharide-utilization-loci (PUL), were found in Indian and non-western populations. A higher diversity of oral inflammations-associated Prevotella species and an enrichment of virulence factors and antibiotic resistance genes in the gut microbiome of western populations speculates an existence of a mouth-gut axis. The study revealed the landscape of Prevotella composition in the human gut microbiome and its impact on health in western and non-western populations.
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Affiliation(s)
- Vishnu Prasoodanan P K
- MetaBioSys Group, Department of Biological Sciences, Indian Institute of Science Education and Research Bhopal, Bhopal, Madhya Pradesh, 462066, India
| | - Ashok K Sharma
- MetaBioSys Group, Department of Biological Sciences, Indian Institute of Science Education and Research Bhopal, Bhopal, Madhya Pradesh, 462066, India
- Department of Animal Science, Department of Food Science and Nutrition, University of Minnesota, Saint Paul, MN, 55455, USA
| | - Shruti Mahajan
- MetaBioSys Group, Department of Biological Sciences, Indian Institute of Science Education and Research Bhopal, Bhopal, Madhya Pradesh, 462066, India
| | - Darshan B Dhakan
- MetaBioSys Group, Department of Biological Sciences, Indian Institute of Science Education and Research Bhopal, Bhopal, Madhya Pradesh, 462066, India
- Behaviour and Metabolism Laboratory, Champalimaud Research, Champalimaud Centre for the Unknown, Lisbon, 1400-038, Lisboa, Portugal
| | - Abhijit Maji
- MetaBioSys Group, Department of Biological Sciences, Indian Institute of Science Education and Research Bhopal, Bhopal, Madhya Pradesh, 462066, India
- Animal Disease Research & Diagnostic Laboratory, South Dakota State University, Brookings, SD, 57007, USA
| | - Joy Scaria
- Animal Disease Research & Diagnostic Laboratory, South Dakota State University, Brookings, SD, 57007, USA
| | - Vineet K Sharma
- MetaBioSys Group, Department of Biological Sciences, Indian Institute of Science Education and Research Bhopal, Bhopal, Madhya Pradesh, 462066, India.
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9
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Zilber-Rosenberg I, Rosenberg E. Microbial driven genetic variation in holobionts. FEMS Microbiol Rev 2021; 45:6261188. [PMID: 33930136 DOI: 10.1093/femsre/fuab022] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2020] [Accepted: 04/11/2021] [Indexed: 12/11/2022] Open
Abstract
Genetic variation in holobionts, (host and microbiome), occurring by changes in both host and microbiome genomes, can be observed from two perspectives: observable variations and the processes that bring about the variation. The observable includes the enormous genetic diversity of prokaryotes, which gave rise to eukaryotic organisms. Holobionts then evolved a rich microbiome with a stable core containing essential genes, less so common taxa, and a more diverse non-core enabling considerable genetic variation. The result being that, the human gut microbiome, for example, contains 1,000 times more unique genes than are present in the human genome. Microbial driven genetic variation processes in holobionts include: (1) Acquisition of novel microbes from the environment, which bring in multiple genes in one step, (2) amplification/reduction of certain microbes in the microbiome, that contribute to holobiont` s adaptation to changing conditions, (3) horizontal gene transfer between microbes and between microbes and host, (4) mutation, which plays an important role in optimizing interactions between different microbiota and between microbiota and host. We suggest that invertebrates and plants, where microbes can live intracellularly, have a greater chance of genetic exchange between microbiota and host, thus a greater chance of vertical transmission and a greater effect of microbiome on evolution of host than vertebrates. However, even in vertebrates the microbiome can aid in environmental fluctuations by amplification/reduction and by acquisition of novel microorganisms.
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Affiliation(s)
- Ilana Zilber-Rosenberg
- Department of Molecular Microbiology and Biotechnology, Tel Aviv University, Ramat Aviv Israel
| | - Eugene Rosenberg
- Department of Molecular Microbiology and Biotechnology, Tel Aviv University, Ramat Aviv Israel
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10
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Commichaux S, Shah N, Ghurye J, Stoppel A, Goodheart JA, Luque GG, Cummings MP, Pop M. A critical assessment of gene catalogs for metagenomic analysis. Bioinformatics 2021; 37:2848-2857. [PMID: 33792639 PMCID: PMC8479683 DOI: 10.1093/bioinformatics/btab216] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2020] [Revised: 02/02/2021] [Accepted: 03/31/2021] [Indexed: 02/02/2023] Open
Abstract
MOTIVATION Microbial gene catalogs are data structures that organize genes found in microbial communities, providing a reference for standardized analysis of the microbes across samples and studies. Although gene catalogs are commonly used, they have not been critically evaluated for their effectiveness as a basis for metagenomic analyses. RESULTS As a case study, we investigate one such catalog, the Integrated Gene Catalog (IGC), however, our observations apply broadly to most gene catalogs constructed to date. We focus on both the approach used to construct this catalog and on its effectiveness when used as a reference for microbiome studies. Our results highlight important limitations of the approach used to construct the IGC and call into question the broad usefulness of gene catalogs more generally. We also recommend best practices for the construction and use of gene catalogs in microbiome studies and highlight opportunities for future research. AVAILABILITY AND IMPLEMENTATION All supporting scripts for our analyses can be found on GitHub: https://github.com/SethCommichaux/IGC.git. The supporting data can be downloaded from: https://obj.umiacs.umd.edu/igc-analysis/IGC_analysis_data.tar.gz. SUPPLEMENTARY INFORMATION Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Seth Commichaux
- Center for Bioinformatics and Computational Biology, University of Maryland, College Park, MD, 20742, USA,Biological Science Graduate Program, University of Maryland, College Park, MD, 20742, USA,Division of Molecular Biology, Office of Applied Research and Safety Assessment, Center for Food Safety and Applied Nutrition, U.S. Food and Drug Administration, Laurel, Maryland, 20708, USA
| | - Nidhi Shah
- Center for Bioinformatics and Computational Biology, University of Maryland, College Park, MD, 20742, USA,Department of Computer Science, University of Maryland, College Park, MD, 20742, USA
| | - Jay Ghurye
- Center for Bioinformatics and Computational Biology, University of Maryland, College Park, MD, 20742, USA,Department of Computer Science, University of Maryland, College Park, MD, 20742, USA
| | - Alexander Stoppel
- Center for Bioinformatics and Computational Biology, University of Maryland, College Park, MD, 20742, USA
| | - Jessica A Goodheart
- Scripps Institution of Oceanography, University of California, San Diego, La Jolla, CA, 92037, USA
| | - Guillermo G Luque
- Department of Microbiome Science, Max Planck Institute for Developmental Biology, Tübingen, 72076, Germany
| | - Michael P Cummings
- Center for Bioinformatics and Computational Biology, University of Maryland, College Park, MD, 20742, USA
| | - Mihai Pop
- Center for Bioinformatics and Computational Biology, University of Maryland, College Park, MD, 20742, USA,Department of Computer Science, University of Maryland, College Park, MD, 20742, USA,To whom correspondence should be addressed.
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