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Rudi K, Zhao L. Grand Challenges in Understanding Gut Microbes. Front Microbiol 2021; 12:752829. [PMID: 34675912 PMCID: PMC8524079 DOI: 10.3389/fmicb.2021.752829] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Accepted: 09/14/2021] [Indexed: 11/23/2022] Open
Affiliation(s)
- Knut Rudi
- Faculty of Chemistry Biotechnology and Food Sciences, Norwegian University of Life Sciences, Ås, Norway
| | - Liping Zhao
- Rutgers, The State University of New Jersey, New Brunswick, NJ, United States
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2
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Angell IL, Rudi K. A game theory model for gut bacterial nutrient utilization strategies during human infancy. Proc Biol Sci 2020; 287:20200824. [PMID: 32673553 PMCID: PMC7423673 DOI: 10.1098/rspb.2020.0824] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2020] [Accepted: 06/22/2020] [Indexed: 12/13/2022] Open
Abstract
Despite the fact that infant gut colonization patterns have been extensively studied, we have limited knowledge about the underlying ecological processes. This particularly relates to the ecological choice of nutrient utilization strategies. The aim of the current study was therefore to compare empirically determined nutrient utilization strategies with that expected from a combinatorial game theory model. Observational analyses for 100 mother-child pairs suggested mother-child transmission of specialists with the potential to use few nutrients. Generalists, on the other hand, with the potential to use many nutrients, peaked at three months of age for the children. The level of generalists was gradually replaced with specialists up to 12 months of age. Game theory simulation revealed a competitive advantage of generalists in an expanding population, while more specialized bacteria were favoured with the maturation of the population. This suggests that the observed increase in generalists in the three-month-old children could be due to an immature, expanding gut microbiota population while the increase of specialists at 12 months could be due to population maturation. The simulated and empirical data also correspond with respect to an increased α diversity and a decreased β diversity with the number of simulations and age, respectively. Taken together, game theory simulation of nutrient utilization strategies can therefore provide novel insight into the maturation of the human gut microbiota during infancy.
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Affiliation(s)
| | - Knut Rudi
- Faculty of Chemistry, Biotechnology and Food Science (KBM), Norwegian University of Life Sciences, Ås, Norway
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Barraud O, Peyre M, Couvé-Deacon E, Chainier D, Bahans C, Guigonis V, Ploy MC, Bedu A, Garnier F. Antibiotic Resistance Acquisition in the First Week of Life. Front Microbiol 2018; 9:1467. [PMID: 30022973 PMCID: PMC6039568 DOI: 10.3389/fmicb.2018.01467] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2018] [Accepted: 06/12/2018] [Indexed: 11/13/2022] Open
Abstract
Objectives: The fetus is considered sterile but recent studies have suggested that gut colonization could start before birth. Scarce data are available for the acquisition of resistant Gram-negative bacteria (GNB) during the first days of life. Several studies have shown that integrons play a major role in antibiotic resistance acquisition. In this work, we studied the dynamics of human intestinal acquisition of GNB and integrons during the first days of life. Methods: Meconium was collected at birth and a stool sample before hospital discharge (days 2 or 3) on 185 term neonates. GNB were searched by culture on each sample and class 1, 2, and 3 integrons from each GNB or directly from samples. Eight risk factors for integron and GNB acquisition were studied. Results: We isolated 228 GNB, 46 from meconium and the remainder from stools. No link was found between GNB isolation and antibiotic exposure during delivery, but antibiotic exposure during labor significantly selected blaTEM-positive amoxicillin-resistant Enterobacteria. Two-thirds of GNB were antibiotic-susceptible and most of the resistant isolates were acquired after birth. Integrons were detected in 18 of the 228 GNB isolates from 3 meconium and 20 stools. Antibiotic administration during delivery and vaginal carriage of Streptococcus agalactiae appeared as risk factors for integron acquisition. Conclusion: Gram-negative bacteria and integrons are mostly acquired after birth during the first days of life even if for some term neonates, meconium was not sterile. Antibiotic administration during delivery is a major risk for integron acquisition and for selection of amoxicillin-resistant Enterobacteria.
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Affiliation(s)
- Olivier Barraud
- INSERM, CHU Limoges, UMR 1092, Université de Limoges, Limoges, France
| | - Marianne Peyre
- Service de Pédiatrie, Hôpital Femme Mère Enfant, Limoges, France
| | | | - Delphine Chainier
- INSERM, CHU Limoges, UMR 1092, Université de Limoges, Limoges, France
| | - Claire Bahans
- Service de Pédiatrie, Hôpital Femme Mère Enfant, Limoges, France.,Comité Hme REcherche Clinique, Hôpital Femme Mère Enfant, Limoges, France
| | - Vincent Guigonis
- Service de Pédiatrie, Hôpital Femme Mère Enfant, Limoges, France.,Comité Hme REcherche Clinique, Hôpital Femme Mère Enfant, Limoges, France
| | - Marie-Cécile Ploy
- INSERM, CHU Limoges, UMR 1092, Université de Limoges, Limoges, France
| | - Antoine Bedu
- Service de Pédiatrie, Hôpital Femme Mère Enfant, Limoges, France.,Comité Hme REcherche Clinique, Hôpital Femme Mère Enfant, Limoges, France
| | - Fabien Garnier
- INSERM, CHU Limoges, UMR 1092, Université de Limoges, Limoges, France
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Farup PG, Rudi K, Hestad K. Faecal short-chain fatty acids - a diagnostic biomarker for irritable bowel syndrome? BMC Gastroenterol 2016; 16:51. [PMID: 27121286 PMCID: PMC4847229 DOI: 10.1186/s12876-016-0446-z] [Citation(s) in RCA: 76] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/14/2015] [Accepted: 02/20/2016] [Indexed: 12/15/2022] Open
Abstract
Background The diagnosis of irritable bowel syndrome (IBS) relies on symptom-based criteria. A valid and reliable biomarker that could confirm the diagnosis is desirable. This study evaluated the properties of faecal short-chain fatty acids (SCFA) as diagnostic biomarkers for IBS. Methods Twenty-five subjects with IBS and 25 controls were included in this explanatory case–control study. Stool samples were analysed for SCFA (acetic acid, propionic acid, butyric acid, isobutyric acid, valeric acid, and isovaleric acid) with gas chromatography and reported as mmol/l and molar%. In the search for the best way to distinguish between subjects with and without IBS, the total amount and the amount of each of the SCFA were measured, and the proportions and differences between the SCFA were calculated. Results In the IBS and control group, the mean age was 46.2 (SD 12.9) and 49.2 (SD 14.6), and the number of females was 13/25 (52 %) and 15/25 (60 %) respectively. The difference between propionic and butyric acid (mmol/l) had the best diagnostic properties, the area under the Receiver Operating Characteristic curve was 0.89 (95 % CI: 0.80–0.98) (p < 0.001). With a cut-off value > 0.015 mmol/l indicating IBS, the sensitivity, specificity, positive and negative likelihood ratio, and diagnostic odds ratio were 92 %, 72 %, 3.29, 0.11 and 29.6 respectively. Similar diagnostic properties were shown for all the IBS subgroups. Conclusions The study indicated that faecal SCFA could be a non-invasive, valid and reliable biomarker for the differentiation of healthy subjects from subjects with IBS.
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Affiliation(s)
- Per G Farup
- Department of Research, Innlandet Hospital Trust, N-2381, Brumunddal, Norway. .,Unit for Applied Clinical Research, Department of Cancer Research and Molecular Medicine, Faculty of Medicine, Norwegian University of Science and Technology, N-7491, Trondheim, Norway.
| | - Knut Rudi
- Department of Chemistry, Biotechnology and Food Science, Norwegian University of Life Sciences, P.O. Box 5003, , N-1432, Ås, Norway
| | - Knut Hestad
- Department of Research, Innlandet Hospital Trust, N-2381, Brumunddal, Norway.,Department of Psychology, Faculty of Social Sciences and Technology Management, Norwegian University of Science and Technology, N-7491, Trondheim, Norway.,Department of Public Health, Hedmark University College, N-2418, Elverum, Norway
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Ludvigsen J, Svihus B, Rudi K. Rearing Room Affects the Non-dominant Chicken Cecum Microbiota, While Diet Affects the Dominant Microbiota. Front Vet Sci 2016; 3:16. [PMID: 26942187 PMCID: PMC4766280 DOI: 10.3389/fvets.2016.00016] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2015] [Accepted: 02/10/2016] [Indexed: 12/18/2022] Open
Abstract
The combined effect of environment and diet in shaping the gut microbiota remains largely unknown. This knowledge, however, is important for animal welfare and safe food production. For these reasons, we determined the effect of experimental units on the chicken cecum microbiota for a full factorial experiment where we tested the combined effect of room, diet, and antimicrobial treatment. By Illumina Deep sequencing of the 16S rRNA gene, we found that diet mainly affected the dominant microbiota, while the room as a proxy for environment had major effects on the non-dominant microbiota (p = 0.006, Kruskal–Wallis test). We, therefore, propose that the dominant and non-dominant microbiotas are shaped by different experimental units. These findings have implications both for our general understanding of the host-associated microbiota and for setting up experiments related to specific targeting of pathogens.
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Affiliation(s)
- Jane Ludvigsen
- Department of Chemistry, Biotechnology and Food Science, Norwegian University of Life Sciences , Ås , Norway
| | - Birger Svihus
- Department of Animal and Aquacultural Sciences, Norwegian University of Life Sciences , Ås , Norway
| | - Knut Rudi
- Department of Chemistry, Biotechnology and Food Science, Norwegian University of Life Sciences , Ås , Norway
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Ravi A, Avershina E, Foley SL, Ludvigsen J, Storrø O, Øien T, Johnsen R, McCartney AL, L’Abée-Lund TM, Rudi K. The commensal infant gut meta-mobilome as a potential reservoir for persistent multidrug resistance integrons. Sci Rep 2015; 5:15317. [PMID: 26507767 PMCID: PMC4623605 DOI: 10.1038/srep15317] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2015] [Accepted: 09/21/2015] [Indexed: 02/08/2023] Open
Abstract
Despite the accumulating knowledge on the development and establishment of the gut microbiota, its role as a reservoir for multidrug resistance is not well understood. This study investigated the prevalence and persistence patterns of an integrase gene (int1), used as a proxy for integrons (which often carry multiple antimicrobial resistance genes), in the fecal microbiota of 147 mothers and their children sampled longitudinally from birth to 2 years. The study showed the int1 gene was detected in 15% of the study population, and apparently more persistent than the microbial community structure itself. We found int1 to be persistent throughout the first two years of life, as well as between mothers and their 2-year-old children. Metagenome sequencing revealed integrons in the gut meta-mobilome that were associated with plasmids and multidrug resistance. In conclusion, the persistent nature of integrons in the infant gut microbiota makes it a potential reservoir of mobile multidrug resistance.
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Affiliation(s)
- Anuradha Ravi
- Norwegian University of Life Sciences, Chemistry, Biotechnology and Food science department (IKBM), Campus Ås, Ås 1432, Norway
| | - Ekaterina Avershina
- Norwegian University of Life Sciences, Chemistry, Biotechnology and Food science department (IKBM), Campus Ås, Ås 1432, Norway
| | - Steven L. Foley
- National Center for Toxicological Research, U.S. Food and Drug Administration, Division of Microbiology, Jefferson, AR 72079
| | - Jane Ludvigsen
- Norwegian University of Life Sciences, Chemistry, Biotechnology and Food science department (IKBM), Campus Ås, Ås 1432, Norway
| | - Ola Storrø
- Department of Public Health and General Practice, Norwegian University of Science and Technology, 9491 Trondheim, Norway
| | - Torbjørn Øien
- Department of Public Health and General Practice, Norwegian University of Science and Technology, 9491 Trondheim, Norway
| | - Roar Johnsen
- Department of Public Health and General Practice, Norwegian University of Science and Technology, 9491 Trondheim, Norway
| | - Anne L. McCartney
- Microbial Ecology & Health Group, Department of Food and Nutritional Sciences, University of Reading, Reading, UK
| | - Trine M. L’Abée-Lund
- Norwegian University of Life Sciences, Department of Food safety and Infection Biology, Campus Adamstuen, Oslo 0454, Norway
| | - Knut Rudi
- Norwegian University of Life Sciences, Chemistry, Biotechnology and Food science department (IKBM), Campus Ås, Ås 1432, Norway
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Avershina E, Rudi K. Confusion about the species richness of human gut microbiota. Benef Microbes 2015; 6:657-9. [DOI: 10.3920/bm2015.0007] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
A key message from a range of high profile next generation sequencing studies on the human microbiota is that it composes a tremendously rich community of more than 1000 species within each one of us. Although more recent studies have shown estimates of between 100 and 200 species per individual, this has not yet been made clear in the literature. Currently, the most widely accepted estimate of species richness is therefore five to ten times too high. Here, we will review the different estimates of species richness in the literature, address potential sources of artefacts, the reluctance to correct these, and provide suggestions for future directions.
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Affiliation(s)
- E. Avershina
- Department of Chemistry, Biotechnology and Food Science, Norwegian University for Life Sciences, 1430 Ås, Norway
| | - K. Rudi
- Department of Chemistry, Biotechnology and Food Science, Norwegian University for Life Sciences, 1430 Ås, Norway
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Schanche M, Avershina E, Dotterud C, Øien T, Storrø O, Johnsen R, Rudi K. High-Resolution Analyses of Overlap in the Microbiota Between Mothers and Their Children. Curr Microbiol 2015; 71:283-90. [PMID: 26044992 DOI: 10.1007/s00284-015-0843-5] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2015] [Accepted: 04/18/2015] [Indexed: 12/01/2022]
Abstract
Understanding the transmission of the human microbiota from mother to child is of major importance. Although we are gaining knowledge using 16S rRNA gene analyses, the resolution of this gene is not sufficient to determine transmission patterns. We therefore developed an Illumina deep sequencing approach targeting the 16-23S rRNA Internal Transcribed Spacer (ITS) for high-resolution microbiota analyses. Using this approach, we analyzed the composition and potential mother to child transmission patterns of the microbiota (milk and stool) in a longitudinal cohort of 20 mother/child pairs. Our results show overlap in the infant stool microbiota with both mother's milk and stool, and that the overlap with stool increases with age. We found an Operational Taxonomic Unit resembling Streptococcus gordonii as the most widespread colonizer of both mothers and their children. In conclusion, the increased resolution of 16-23S rRNA ITS deep sequencing revealed new knowledge about potential transmission patterns of human-associated bacteria.
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Affiliation(s)
- Melissa Schanche
- Department of Chemistry, Biotechnology and Food Science, University of Life Sciences, Ås, Norway
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Avershina E, Storrø O, Øien T, Johnsen R, Pope P, Rudi K. Major faecal microbiota shifts in composition and diversity with age in a geographically restricted cohort of mothers and their children. FEMS Microbiol Ecol 2013; 87:280-90. [PMID: 24112053 DOI: 10.1111/1574-6941.12223] [Citation(s) in RCA: 121] [Impact Index Per Article: 10.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2013] [Revised: 09/13/2013] [Accepted: 09/13/2013] [Indexed: 01/22/2023] Open
Abstract
Despite the importance, the diversity of the human infant gut microbiota still remains poorly characterized at the regional scale. Here, we investigated the faecal microbiota diversity in a large 16S rRNA gene data set from a healthy cohort of 86 mothers and their children from the Trondheim region in Norway. Samples were collected from mothers during early and late pregnancy, as well as from their children at 3 days, 10 days, 4 months, 1 year and 2 years of age. Using a combination of Sanger sequencing of amplicon mixtures (without cloning), real-time quantitative PCR and deep pyrosequencing, we observed a clear age-related colonization pattern in children that was surprisingly evident between 3- and 10-day samples. In contrast, we did not observe any shifts in microbial composition during pregnancy. We found that alpha-diversity was highest at 2 years and lowest at 4 months, whereas beta-diversity estimates indicated highest interindividual variation in newborns. Variation significantly decreased by the age of 10 days and was observed to be convergent over time; however, there were still major differences between 2 years and adults whom exhibited the lowest interindividual diversity. Taken together, the major age-affiliated population shift within gut microbiota suggests that there are important mechanisms for transmission and persistence of gut bacteria that remain unknown.
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Affiliation(s)
- Ekaterina Avershina
- Department of Chemistry, Biotechnology and Food Science, University of Life Sciences, Ås, Norway
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