101
|
Pan Q, Huang J, Zhang S, Qin H, Dong Y, Wang X, Mu Y, Tang H, Zhou R. Synergistic effect of biotic and abiotic factors drives microbiota succession and assembly in medium-temperature Daqu. JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE 2023; 103:4392-4400. [PMID: 36891660 DOI: 10.1002/jsfa.12543] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Revised: 02/08/2023] [Accepted: 03/09/2023] [Indexed: 06/06/2023]
Abstract
BACKGROUND The feasibility of fortification techniques to improve the quality of medium-temperature Daqu (MTD) by inoculation functional isolates has been demonstrated. However, it is unclear what is the effect of inoculation on the controllability during the MTD fermentation process. Here, inoculated a single strain of Bacillus licheniformis, and the microbiota composed of Bacillus velezensis and Bacillus subtilis, were used to investigate the synergistic effect of biotic and abiotic factors on the succession and assembly of the MTD microbiota during the process. RESULTS The biotic factors promoted the proliferation of microorganisms that arrived early at the MTD. Subsequently, this alteration might inhibit microorganisms that colonized later in the MTD microecosystem, thereby assembling a different but more stable microbial community. Moreover, the biotic factors making bacterial community assembly were dominated by variable selection earlier, whereas the fungal community assembly was dominated mainly by extreme abiotic factors rather than biotic factors. Interestingly, fermentation temperature and moisture were significantly associated with the succession and assembly of the fortified MTD community. Meanwhile, the effect of the environmental variables on endogenous variables was also significant. Thus, changes in endogenous variables could be mitigated by adjusting environmental variables to regulate the process of MTD fermentation. CONCLUSION Biotic factors cause rapid changes of the microbiota during the MTD fermentation process, which could be controlled indirectly by regulating environmental variables. Meanwhile, a more stable MTD ecological network might be beneficial for enhancing the stability of MTD quality. © 2023 Society of Chemical Industry.
Collapse
Affiliation(s)
- Qianglin Pan
- College of Biomass Science and Engineering, Sichuan University, Chengdu, China
| | - Jun Huang
- College of Biomass Science and Engineering, Sichuan University, Chengdu, China
| | | | - Hui Qin
- Luzhou Lao Jiao Co., Ltd, Luzhou, China
| | - Yi Dong
- Luzhou Lao Jiao Co., Ltd, Luzhou, China
| | | | - Yu Mu
- College of Biomass Science and Engineering, Sichuan University, Chengdu, China
| | - Huifang Tang
- College of Biomass Science and Engineering, Sichuan University, Chengdu, China
| | - Rongqing Zhou
- College of Biomass Science and Engineering, Sichuan University, Chengdu, China
| |
Collapse
|
102
|
Iturbe-Espinoza P, Bonte M, Weedon JT, Braster M, Brandt BW, van Spanning RJ. Correlating the succession of microbial communities from Nigerian soils to petroleum biodegradation. World J Microbiol Biotechnol 2023; 39:239. [PMID: 37392206 PMCID: PMC10314880 DOI: 10.1007/s11274-023-03656-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2023] [Accepted: 05/19/2023] [Indexed: 07/03/2023]
Abstract
Whilst biodegradation of different hydrocarbon components has been widely demonstrated to occur by specialist oil-degrading bacteria, less is known about the impact on microbial communities as a function of oil composition by comparing the biodegradation of chemically complex fuels to synthetic products. The objectives of this study were (i) to assess the biodegradation capacity and succession of microbial communities isolated from Nigerian soils in media with crude oil or synthetic oil as sole sources of carbon and energy, and (ii) to assess the temporal variability of the microbial community size. Community profiling was done using 16 S rRNA gene amplicon sequencing (Illumina), and oil profiling using gas chromatography. The biodegradation of natural and synthetic oil differed probably due to the content of sulfur that may interfere with the biodegradation of hydrocarbons. Both alkanes and PAHs in the natural oil were biodegraded faster than in the synthetic oil. Variable community responses were observed during the degradation of alkanes and more simple aromatic compounds, but at later phases of growth they became more homogeneous. The degradation capacity and the size of the community from the more-contaminated soil were higher than those from the less-contaminated soil. Six abundant organisms isolated from the cultures were found to biodegrade oil molecules in pure cultures. Ultimately, this knowledge may contribute to a better understanding of how to improve the biodegradation of crude oil by optimizing culturing conditions through inoculation or bioaugmentation of specific bacteria during ex-situ biodegradation such as biodigesters or landfarming.
Collapse
Affiliation(s)
- Paul Iturbe-Espinoza
- Systems biology lab, Department of Molecular Cell Biology, Faculty of Science, Vrije Universiteit Amsterdam, De Boelelaan 1085 (location code O|2-2E51), NL-1081HV, Amsterdam, The Netherlands.
- Department of Environmental Science, Aarhus University, Roskilde, Denmark.
| | - Matthijs Bonte
- Shell Global Solutions International BV, The Hague, The Netherlands
- MB-Water, Amsterdam, The Netherlands
| | - James T Weedon
- Department of Ecological Science, Faculty of Science, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Martin Braster
- Systems biology lab, Department of Molecular Cell Biology, Faculty of Science, Vrije Universiteit Amsterdam, De Boelelaan 1085 (location code O|2-2E51), NL-1081HV, Amsterdam, The Netherlands
| | - Bernd W Brandt
- Department of Preventive Dentistry, Academic Centre for Dentistry Amsterdam (ACTA), University of Amsterdam and Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Rob Jm van Spanning
- Systems biology lab, Department of Molecular Cell Biology, Faculty of Science, Vrije Universiteit Amsterdam, De Boelelaan 1085 (location code O|2-2E51), NL-1081HV, Amsterdam, The Netherlands
| |
Collapse
|
103
|
Lorgen-Ritchie M, Uren Webster T, McMurtrie J, Bass D, Tyler CR, Rowley A, Martin SAM. Microbiomes in the context of developing sustainable intensified aquaculture. Front Microbiol 2023; 14:1200997. [PMID: 37426003 PMCID: PMC10327644 DOI: 10.3389/fmicb.2023.1200997] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2023] [Accepted: 06/08/2023] [Indexed: 07/11/2023] Open
Abstract
With an ever-growing human population, the need for sustainable production of nutritional food sources has never been greater. Aquaculture is a key industry engaged in active development to increase production in line with this need while remaining sustainable in terms of environmental impact and promoting good welfare and health in farmed species. Microbiomes fundamentally underpin animal health, being a key part of their digestive, metabolic and defense systems, in the latter case protecting against opportunistic pathogens in the environment. The potential to manipulate the microbiome to the advantage of enhancing health, welfare and production is an intriguing prospect that has gained considerable traction in recent years. In this review we first set out what is known about the role of the microbiome in aquaculture production systems across the phylogenetic spectrum of cultured animals, from invertebrates to finfish. With a view to reducing environmental footprint and tightening biological and physical control, investment in "closed" aquaculture systems is on the rise, but little is known about how the microbial systems of these closed systems affect the health of cultured organisms. Through comparisons of the microbiomes and their dynamics across phylogenetically distinct animals and different aquaculture systems, we focus on microbial communities in terms of their functionality in order to identify what features within these microbiomes need to be harnessed for optimizing healthy intensified production in support of a sustainable future for aquaculture.
Collapse
Affiliation(s)
| | - Tamsyn Uren Webster
- Centre for Sustainable Aquatic Research, Swansea University, Swansea, United Kingdom
| | - Jamie McMurtrie
- College of Life and Environmental Sciences, University of Exeter, Exeter, United Kingdom
| | - David Bass
- College of Life and Environmental Sciences, University of Exeter, Exeter, United Kingdom
- Centre for Environment, Fisheries and Aquaculture Science (Cefas), Weymouth, United Kingdom
| | - Charles R. Tyler
- College of Life and Environmental Sciences, University of Exeter, Exeter, United Kingdom
| | - Andrew Rowley
- Department of Biosciences, Faculty of Science and Engineering, Swansea University, Swansea, United Kingdom
| | - Samuel A. M. Martin
- School of Biological Sciences, University of Aberdeen, Aberdeen, United Kingdom
| |
Collapse
|
104
|
Tap J, Lejzerowicz F, Cotillard A, Pichaud M, McDonald D, Song SJ, Knight R, Veiga P, Derrien M. Global branches and local states of the human gut microbiome define associations with environmental and intrinsic factors. Nat Commun 2023; 14:3310. [PMID: 37339957 DOI: 10.1038/s41467-023-38558-7] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Accepted: 05/04/2023] [Indexed: 06/22/2023] Open
Abstract
The gut microbiome is important for human health, yet modulation requires more insight into inter-individual variation. Here, we explored latent structures of the human gut microbiome across the human lifespan, applying partitioning, pseudotime, and ordination approaches to >35,000 samples. Specifically, three major gut microbiome branches were identified, within which multiple partitions were observed in adulthood, with differential abundances of species along branches. Different compositions and metabolic functions characterized the branches' tips, reflecting ecological differences. An unsupervised network analysis from longitudinal data from 745 individuals showed that partitions exhibited connected gut microbiome states rather than over-partitioning. Stability in the Bacteroides-enriched branch was associated with specific ratios of Faecalibacterium:Bacteroides. We also showed that associations with factors (intrinsic and extrinsic) could be generic, branch- or partition-specific. Our ecological framework for cross-sectional and longitudinal data allows a better understanding of overall variation in the human gut microbiome and disentangles factors associated with specific configurations.
Collapse
Affiliation(s)
- Julien Tap
- Danone Nutricia Research, Gif-sur-Yvette, France.
- Université Paris-Saclay, INRAE, AgroParisTech, Micalis Institute, Jouy-en-Josas, France.
| | - Franck Lejzerowicz
- Center for Microbiome Innovation, University of California San Diego, La Jolla, CA, USA
- Section for Aquatic Biology and Toxicology, University of Oslo, Oslo, Norway
| | | | | | - Daniel McDonald
- Department of Pediatrics, School of Medicine, University of California San Diego, La Jolla, CA, USA
| | - Se Jin Song
- Center for Microbiome Innovation, University of California San Diego, La Jolla, CA, USA
| | - Rob Knight
- Center for Microbiome Innovation, University of California San Diego, La Jolla, CA, USA
- Department of Pediatrics, School of Medicine, University of California San Diego, La Jolla, CA, USA
- Department of Bioengineering, University of California San Diego, La Jolla, CA, USA
- Department of Computer Science and Engineering, University of California San Diego, La Jolla, CA, USA
| | - Patrick Veiga
- Danone Nutricia Research, Gif-sur-Yvette, France
- Université Paris-Saclay, INRAE, MGP, Jouy-en-Josas, France
| | - Muriel Derrien
- Danone Nutricia Research, Gif-sur-Yvette, France.
- Department of Microbiology, Immunology and Transplantation, Rega Institute for Medical Research, Katholieke Universiteit Leuven, Leuven, Belgium.
| |
Collapse
|
105
|
Liang Y, Li Z, Zhang B, Zhang Y, Ji S, Qiu G, Wu H, Wei C. Decryption for nitrogen removal in Anammox-based coupled systems: Nitrite-induced mechanisms. BIORESOURCE TECHNOLOGY 2023:129274. [PMID: 37290714 DOI: 10.1016/j.biortech.2023.129274] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/14/2023] [Revised: 05/29/2023] [Accepted: 06/01/2023] [Indexed: 06/10/2023]
Abstract
This study investigated the effects of NO2- on synergetic interactions between Anammox bacteria (AnAOB) and sulfur-oxidizing bacteria (SOB) in an autotrophic denitrification-Anammox system. The presence of NO2- (0-75 mg-N/L) was shown to significantly enhance NH4+ and NO3- conversion rates, achieving intensified synergy between AnAOB and SOB. However, once NO2- exceed a threshold concentration (100 mg-N/L), both NH4+ and NO3- conversion rates decreased with increased NO2- consumption via autotrophic denitrification. The cooperation between AnAOB and SOB was decoupled due to the NO2- inhibition. Improved system reliability and nitrogen removal performance was achieved in a long-term reactor operation with NO2- in the influent; reverse transcription-quantitative polymerase chain reaction analysis showed elevated hydrazine synthase gene transcription levels (5.00-fold), comparing to these in the reactor without NO2-. This study elucidated the mechanism of NO2- induced synergetic interactions between AnAOB and SOB, providing theoretical guidance for engineering applications of Anammox-based coupled systems.
Collapse
Affiliation(s)
- Yitong Liang
- School of Environment and Energy, South China University of Technology, Guangzhou 510006, PR China
| | - Zemin Li
- School of Environment and Energy, South China University of Technology, Guangzhou 510006, PR China
| | - Bin Zhang
- School of Biology and Biological Engineering, South China University of Technology, Guangzhou 510006, PR China
| | - Yushen Zhang
- School of Environment and Energy, South China University of Technology, Guangzhou 510006, PR China
| | - Sijia Ji
- School of Environment and Energy, South China University of Technology, Guangzhou 510006, PR China
| | - Guanglei Qiu
- School of Environment and Energy, South China University of Technology, Guangzhou 510006, PR China; School of Environment and Energy, Guangdong Provincial Key Laboratory of Solid Wastes Pollution Control and Recycling, South China University of Technology, Guangzhou 510006, PR China
| | - Haizhen Wu
- School of Biology and Biological Engineering, South China University of Technology, Guangzhou 510006, PR China
| | - Chaohai Wei
- School of Environment and Energy, South China University of Technology, Guangzhou 510006, PR China; School of Environment and Energy, Guangdong Provincial Key Laboratory of Solid Wastes Pollution Control and Recycling, South China University of Technology, Guangzhou 510006, PR China.
| |
Collapse
|
106
|
Henry LP, Bergelson J. Evolutionary implications of host genetic control for engineering beneficial microbiomes. CURRENT OPINION IN SYSTEMS BIOLOGY 2023; 34:None. [PMID: 37287906 PMCID: PMC10242548 DOI: 10.1016/j.coisb.2023.100455] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Engineering new functions in the microbiome requires understanding how host genetic control and microbe-microbe interactions shape the microbiome. One key genetic mechanism underlying host control is the immune system. The immune system can promote stability in the composition of the microbiome by reshaping the ecological dynamics of its members, but the degree of stability will depend on the interplay between ecological context, immune system development, and higher-order microbe-microbe interactions. The eco-evolutionary interplay affecting composition and stability should inform the strategies used to engineer new functions in the microbiome. We conclude with recent methodological developments that provide an important path forward for both engineering new functionality in the microbiome and broadly understanding how ecological interactions shape evolutionary processes in complex biological systems.
Collapse
|
107
|
Wang YC, Lv YH, Wang C, Jiang GY, Han MF, Deng JG, Hsi HC. Microbial community evolution and functional trade-offs of biofilm in odor treatment biofilters. WATER RESEARCH 2023; 235:119917. [PMID: 37003115 DOI: 10.1016/j.watres.2023.119917] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/17/2022] [Revised: 03/22/2023] [Accepted: 03/26/2023] [Indexed: 06/19/2023]
Abstract
Biofilters inoculated with activated sludge are widely used for odor control in WWTP. In this process, biofilm community evolution plays an important role in the function of reactor and is closely related to reactor performance. However, the trade-offs in biofilm community and bioreactor function during the operation are still unclear. Herein, an artificially constructed biofilter for odorous gas treatment was operated for 105 days to study the trade-offs in the biofilm community and function. Biofilm colonization was found to drive community evolution during the start-up phase (phase 1, days 0-25). Although the removal efficiency of the biofilter was unsatisfactory at this phase, the microbial genera related to quorum sensing and extracellular polymeric substance secretion led to the rapid accumulation of the biofilm (2.3 kg biomass/m3 filter bed /day). During the stable operation phase (phase 2, days 26-80), genera related to target-pollutant degradation showed increases in relative abundance, which accompanied a high removal efficiency and a stable accumulation of biofilm (1.1 kg biomass/m3 filter bed/day). At the clogging phase (phase 3, days 81-105), a sharp decline in the biofilm accumulation rate (0.5 kg biomass/m3 filter bed /day) and fluctuating removal efficiency were observed. The quorum quenching-related genera and quenching genes of signal molecules increased, and competition for resources among species drove the evolution of the community in this phase. The results of this study highlight the trade-offs in biofilm community and functions during the operation of bioreactors, which could help improve bioreactor performance from a biofilm community perspective.
Collapse
Affiliation(s)
- Yong-Chao Wang
- School of Environmental Science and Engineering, Tianjin University, Tianjin 300072, China; Tianjin Key Lab of Indoor Air Environmental Quality Control, Tianjin 300072, China
| | - Ya-Hui Lv
- School of Environmental Science and Engineering, Tianjin University, Tianjin 300072, China; Tianjin Key Lab of Indoor Air Environmental Quality Control, Tianjin 300072, China
| | - Can Wang
- School of Environmental Science and Engineering, Tianjin University, Tianjin 300072, China; Tianjin Key Lab of Indoor Air Environmental Quality Control, Tianjin 300072, China.
| | - Guan-Yu Jiang
- School of Environmental Science and Engineering, Tianjin University, Tianjin 300072, China; Tianjin Key Lab of Indoor Air Environmental Quality Control, Tianjin 300072, China
| | - Meng-Fei Han
- School of Environmental Science and Engineering, Tianjin University, Tianjin 300072, China; Tianjin Key Lab of Indoor Air Environmental Quality Control, Tianjin 300072, China
| | - Ji-Guang Deng
- College of Environmental and Energy Engineering, Beijing University of Technology, Beijing 100124, China
| | - Hsing-Cheng Hsi
- Graduate Institute of Environmental Engineering, National Taiwan University, No. 1, Sec. 4, Roosevelt Rd., Taipei 106, Taiwan
| |
Collapse
|
108
|
Roche KE, Bjork JR, Dasari MR, Grieneisen L, Jansen D, Gould TJ, Gesquiere LR, Barreiro LB, Alberts SC, Blekhman R, Gilbert JA, Tung J, Mukherjee S, Archie EA. Universal gut microbial relationships in the gut microbiome of wild baboons. eLife 2023; 12:e83152. [PMID: 37158607 PMCID: PMC10292843 DOI: 10.7554/elife.83152] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2022] [Accepted: 05/08/2023] [Indexed: 05/10/2023] Open
Abstract
Ecological relationships between bacteria mediate the services that gut microbiomes provide to their hosts. Knowing the overall direction and strength of these relationships is essential to learn how ecology scales up to affect microbiome assembly, dynamics, and host health. However, whether bacterial relationships are generalizable across hosts or personalized to individual hosts is debated. Here, we apply a robust, multinomial logistic-normal modeling framework to extensive time series data (5534 samples from 56 baboon hosts over 13 years) to infer thousands of correlations in bacterial abundance in individual baboons and test the degree to which bacterial abundance correlations are 'universal'. We also compare these patterns to two human data sets. We find that, most bacterial correlations are weak, negative, and universal across hosts, such that shared correlation patterns dominate over host-specific correlations by almost twofold. Further, taxon pairs that had inconsistent correlation signs (either positive or negative) in different hosts always had weak correlations within hosts. From the host perspective, host pairs with the most similar bacterial correlation patterns also had similar microbiome taxonomic compositions and tended to be genetic relatives. Compared to humans, universality in baboons was similar to that in human infants, and stronger than one data set from human adults. Bacterial families that showed universal correlations in human infants were often universal in baboons. Together, our work contributes new tools for analyzing the universality of bacterial associations across hosts, with implications for microbiome personalization, community assembly, and stability, and for designing microbiome interventions to improve host health.
Collapse
Affiliation(s)
- Kimberly E Roche
- Program in Computational Biology and Bioinformatics, Duke UniversityDurhamUnited States
| | - Johannes R Bjork
- University of Groningen and University Medical Center Groningen, Department of Gastroenterology and HepatologyGroningenNetherlands
- University of Groningen and University Medical Center Groningen, Department of GeneticsGroningenNetherlands
- Department of Biological Sciences, University of Notre DameNotre DameUnited States
| | - Mauna R Dasari
- Department of Biological Sciences, University of Notre DameNotre DameUnited States
| | - Laura Grieneisen
- Department of Biology, University of British Columbia-Okanagan CampusKelownaCanada
| | - David Jansen
- Department of Biological Sciences, University of Notre DameNotre DameUnited States
| | - Trevor J Gould
- Department of Ecology, Evolution, and Behavior, University of MinnesotaMinneapolisUnited States
| | | | - Luis B Barreiro
- Committee on Genetics, Genomics, and Systems Biology, University of ChicagoChicagoUnited States
- Section of Genetic Medicine, Department of Medicine, University of ChicagoChicagoUnited States
- Committee on Immunology, University of ChicagoChicagoUnited States
| | - Susan C Alberts
- Department of Biology, Duke UniversityDurhamUnited States
- Department of Evolutionary Anthropology, Duke UniversityDurhamUnited States
- Duke University Population Research Institute, Duke UniversityDurhamUnited States
| | - Ran Blekhman
- Section of Genetic Medicine, Department of Medicine, University of ChicagoChicagoUnited States
| | - Jack A Gilbert
- Department of Pediatrics and the Scripps Institution of Oceanography, University of California, San DiegoSan DiegoUnited States
| | - Jenny Tung
- Department of Biology, Duke UniversityDurhamUnited States
- Department of Evolutionary Anthropology, Duke UniversityDurhamUnited States
- Duke University Population Research Institute, Duke UniversityDurhamUnited States
- Department of Primate Behavior and Evolution, Max Planck Institute for Evolutionary AnthropologyLeipzigGermany
| | - Sayan Mukherjee
- Program in Computational Biology and Bioinformatics, Duke UniversityDurhamUnited States
- Departments of Statistical Science, Mathematics, Computer Science, and Bioinformatics & Biostatistics, Duke UniversityDurhamUnited States
- Center for Scalable Data Analytics and Artificial Intelligence, University of LeipzigLeipzigGermany
- Max Plank Institute for Mathematics in the Natural SciencesLeipzigGermany
| | - Elizabeth A Archie
- Department of Biological Sciences, University of Notre DameNotre DameUnited States
| |
Collapse
|
109
|
Ganesan R, Janke RS, Kaltenpoth M, Flórez LV. Colonization dynamics of a defensive insect ectosymbiont. Biol Lett 2023; 19:20230100. [PMID: 37161294 PMCID: PMC10170204 DOI: 10.1098/rsbl.2023.0100] [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: 02/24/2023] [Accepted: 04/13/2023] [Indexed: 05/11/2023] Open
Abstract
Beneficial symbionts are horizontally or vertically transmitted to offspring, relying on host- or microbe-mediated mechanisms for colonization. While multiple studies on symbionts transmitted internally or by feeding highlight host adaptations and dynamics of symbiont colonization, less is known for beneficial microbes colonizing host external surfaces, such as the insect cuticle. Here, we investigate the colonization dynamics of a bacterial symbiont that protects eggs and larvae of Lagria villosa beetles against pathogens. After maternal application to the egg surface, symbionts colonize specialized cuticular invaginations on the dorsal surface of larvae. We assessed the colonization time point and investigated the involvement of the host during this process. Symbionts remain on the egg surface before hatching, providing protection. Immediately after hatching, cells from the egg surface colonize the larvae and horizontal acquisition can occur, yet efficiency decreases with increasing larval age. Additionally, passive or host-aided translocation likely supports colonization of the larval symbiotic organs. This may be especially important for the dominant non-motile symbiont strain, while motility of additional strains in the symbiont community might also play a role. Our findings provide insights into the colonization dynamics of cuticle-associated defensive symbionts and suggest alternate or complementary strategies used by different strains for colonization.
Collapse
Affiliation(s)
- Ramya Ganesan
- Department of Evolutionary Ecology, Institute of Organismic and Molecular Evolution, Johannes Gutenberg University, 55128 Mainz, Germany
- Department of Insect Symbiosis, Max Planck Institute for Chemical Ecology, 07745 Jena, Germany
| | - Rebekka S. Janke
- Department of Evolutionary Ecology, Institute of Organismic and Molecular Evolution, Johannes Gutenberg University, 55128 Mainz, Germany
- Department of Symbiosis, Max Planck Institute for Marine Microbiology, 28359 Bremen, Germany
| | - Martin Kaltenpoth
- Department of Evolutionary Ecology, Institute of Organismic and Molecular Evolution, Johannes Gutenberg University, 55128 Mainz, Germany
- Department of Insect Symbiosis, Max Planck Institute for Chemical Ecology, 07745 Jena, Germany
| | - Laura V. Flórez
- Department of Evolutionary Ecology, Institute of Organismic and Molecular Evolution, Johannes Gutenberg University, 55128 Mainz, Germany
- Department of Plant and Environmental Sciences, Section for Organismal Biology, University of Copenhagen, 1871 Frederiksberg C, Denmark
| |
Collapse
|
110
|
Wu L, Wang XW, Tao Z, Wang T, Zuo W, Zeng Y, Liu YY, Dai L. Data-driven prediction of colonization outcomes for complex microbial communities. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.04.19.537502. [PMID: 37131715 PMCID: PMC10153232 DOI: 10.1101/2023.04.19.537502] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
Complex microbial interactions can lead to different colonization outcomes of exogenous species, be they pathogenic or beneficial in nature. Predicting the colonization of exogenous species in complex communities remains a fundamental challenge in microbial ecology, mainly due to our limited knowledge of the diverse physical, biochemical, and ecological processes governing microbial dynamics. Here, we proposed a data-driven approach independent of any dynamics model to predict colonization outcomes of exogenous species from the baseline compositions of microbial communities. We systematically validated this approach using synthetic data, finding that machine learning models (including Random Forest and neural ODE) can predict not only the binary colonization outcome but also the post-invasion steady-state abundance of the invading species. Then we conducted colonization experiments for two commensal gut bacteria species Enterococcus faecium and Akkermansia muciniphila in hundreds of human stool-derived in vitro microbial communities, confirming that the data-driven approach can successfully predict the colonization outcomes. Furthermore, we found that while most resident species were predicted to have a weak negative impact on the colonization of exogenous species, strongly interacting species could significantly alter the colonization outcomes, e.g., the presence of Enterococcus faecalis inhibits the invasion of E. faecium . The presented results suggest that the data-driven approach is a powerful tool to inform the ecology and management of complex microbial communities.
Collapse
|
111
|
Key FM, Khadka VD, Romo-González C, Blake KJ, Deng L, Lynn TC, Lee JC, Chiu IM, García-Romero MT, Lieberman TD. On-person adaptive evolution of Staphylococcus aureus during treatment for atopic dermatitis. Cell Host Microbe 2023; 31:593-603.e7. [PMID: 37054679 PMCID: PMC10263175 DOI: 10.1016/j.chom.2023.03.009] [Citation(s) in RCA: 18] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2022] [Revised: 02/14/2023] [Accepted: 03/10/2023] [Indexed: 04/15/2023]
Abstract
The opportunistic pathogen Staphylococcus aureus frequently colonizes the inflamed skin of people with atopic dermatitis (AD) and worsens disease severity by promoting skin damage. Here, we show, by longitudinally tracking 23 children treated for AD, that S. aureus adapts via de novo mutations during colonization. Each patient's S. aureus population is dominated by a single lineage, with infrequent invasion by distant lineages. Mutations emerge within each lineage at rates similar to those of S. aureus in other contexts. Some variants spread across the body within months, with signatures of adaptive evolution. Most strikingly, mutations in capsule synthesis gene capD underwent parallel evolution in one patient and across-body sweeps in two patients. We confirm that capD negativity is more common in AD than in other contexts, via reanalysis of S. aureus genomes from 276 people. Together, these findings highlight the importance of the mutation level when dissecting the role of microbes in complex disease.
Collapse
Affiliation(s)
- Felix M Key
- Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA, USA; Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Veda D Khadka
- Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA, USA; Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Carolina Romo-González
- Experimental Bacteriology Laboratory, National Institute for Pediatrics, Mexico City, Mexico
| | - Kimbria J Blake
- Department of Immunology, Blavatnik Institute, Harvard Medical School, Boston, MA, USA
| | - Liwen Deng
- Department of Immunology, Blavatnik Institute, Harvard Medical School, Boston, MA, USA
| | - Tucker C Lynn
- Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA, USA; Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Jean C Lee
- Division of Infectious Disease, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Isaac M Chiu
- Department of Immunology, Blavatnik Institute, Harvard Medical School, Boston, MA, USA
| | | | - Tami D Lieberman
- Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA, USA; Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA; Broad Institute, Massachusetts Institute of Technology, Cambridge, MA, USA; Ragon Institute, Massachusetts Institute of Technology, Cambridge, MA, USA.
| |
Collapse
|
112
|
Hogle SL, Ruusulehto L, Cairns J, Hultman J, Hiltunen T. Localized coevolution between microbial predator and prey alters community-wide gene expression and ecosystem function. THE ISME JOURNAL 2023; 17:514-524. [PMID: 36658394 PMCID: PMC10030642 DOI: 10.1038/s41396-023-01361-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/06/2022] [Revised: 01/03/2023] [Accepted: 01/06/2023] [Indexed: 01/20/2023]
Abstract
Closely interacting microbial species pairs (e.g., predator and prey) can become coadapted via reciprocal natural selection. A fundamental challenge in evolutionary ecology is to untangle how coevolution in small species groups affects and is affected by biotic interactions in diverse communities. We conducted an experiment with a synthetic 30-species bacterial community where we experimentally manipulated the coevolutionary history of a ciliate predator and one bacterial prey species from the community. Altering the coevolutionary history of the focal prey species had little effect on community structure or carrying capacity in the presence or absence of the coevolved predator. However, community metabolic potential (represented by per-cell ATP concentration) was significantly higher in the presence of both the coevolved focal predator and prey. This ecosystem-level response was mirrored by community-wide transcriptional shifts that resulted in the differential regulation of nutrient acquisition and surface colonization pathways across multiple bacterial species. Our findings show that the disruption of localized coevolution between species pairs can reverberate through community-wide transcriptional networks even while community composition remains largely unchanged. We propose that these altered expression patterns may signal forthcoming evolutionary and ecological change.
Collapse
Affiliation(s)
- Shane L Hogle
- Department of Biology, University of Turku, Turku, Finland.
| | - Liisa Ruusulehto
- Department of Microbiology, University of Helsinki, Helsinki, Finland
| | - Johannes Cairns
- Department of Computer Science, University of Helsinki, Helsinki, Finland
- Organismal and Evolutionary Biology Research Programme, University of Helsinki, Helsinki, Finland
| | - Jenni Hultman
- Department of Microbiology, University of Helsinki, Helsinki, Finland
- Natural Resources Institute Finland, Helsinki, Finland
| | - Teppo Hiltunen
- Department of Biology, University of Turku, Turku, Finland.
- Department of Microbiology, University of Helsinki, Helsinki, Finland.
| |
Collapse
|
113
|
Niu L, Chen Y, Li Y, Wang Y, Shen J, Wang L, Zhang W, Zhang H, Zhao B. Diversity, abundance and distribution characteristics of potential polyethylene and polypropylene microplastic degradation bacterial communities in the urban river. WATER RESEARCH 2023; 232:119704. [PMID: 36764109 DOI: 10.1016/j.watres.2023.119704] [Citation(s) in RCA: 17] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/11/2022] [Revised: 12/28/2022] [Accepted: 02/02/2023] [Indexed: 06/18/2023]
Abstract
Carbon chain microplastics, polyethylene (PE), and polypropylene (PP) are the main types of refractory organics. Compared to heterochain microplastics, PE/PP degrading bacterial community and their distribution characteristics in natural rivers are unclear. In this study, the field in situ experiment and indoor enrichment experiment with PE/PP resin as only carbon sources were conducted for a total period of 1150 days. The microbial degradation of pure PE/PP resin was determined by SEM, FTIR, CLSM, GC-MS, and GPC. The Chao 1 index and Invsimpson index of the bacterial community significantly reduced after a series of incubation, demonstrating that the bacterial community was selectively enriched. Empirical core PE/PP degrading bacteria (C-bacteria) and resuscitated PE/PP degrading bacteria (R-bacteria) were screened based on the variation of the abundance of OTUs, and co-occurrence analysis displayed that C-bacteria presented higher betweenness centrality than R-bacteria. The higher abundance and diversity of R-bacteria in biofilms suggest the presence of many rare or low abundance bacteria in natural rivers that may be potential PE/PP degrading bacteria or PE/PP degrading bacteria to be activated, while the lower abundance and diversity of C-bacteria support the slow degradation rate of PE and PP in waters. Compared to the isolated and indicatory PE/PP degrading bacterial genera, the C-bacteria OTUs or genera enriched in this study displayed higher richness and abundance. Enriched PE/PP degrading bacteria occurred in all sampled sites of the Qinhuai River with higher abundance and standard betweenness centrality in sediments (averaging 0.01354 and 0.44421, respectively) than those in overlying water (averaging 0.00536 and 0.17571, respectively), while the highest abundance of degrading bacteria presented in the eutrophic sediments. Inorganic nitrogen was determined to be significantly correlated with the distribution of PE/PP degrading bacteria in sediments via redundancy analysis. This study provides a new perspective on the natural degradation potential of carbon chain microplastics by microbial communities in rivers.
Collapse
Affiliation(s)
- Lihua Niu
- Key Laboratory of Integrated Regulation and Resource Development on Shallow Lakes, Ministry of Education, College of Environment, Hohai University, Xikang Road #1, Nanjing 210098, PR China
| | - Yamei Chen
- Key Laboratory of Integrated Regulation and Resource Development on Shallow Lakes, Ministry of Education, College of Environment, Hohai University, Xikang Road #1, Nanjing 210098, PR China
| | - Yi Li
- Key Laboratory of Integrated Regulation and Resource Development on Shallow Lakes, Ministry of Education, College of Environment, Hohai University, Xikang Road #1, Nanjing 210098, PR China.
| | - Yingjie Wang
- Key Laboratory of Integrated Regulation and Resource Development on Shallow Lakes, Ministry of Education, College of Environment, Hohai University, Xikang Road #1, Nanjing 210098, PR China
| | - Jiayan Shen
- Key Laboratory of Integrated Regulation and Resource Development on Shallow Lakes, Ministry of Education, College of Environment, Hohai University, Xikang Road #1, Nanjing 210098, PR China
| | - Longfei Wang
- Key Laboratory of Integrated Regulation and Resource Development on Shallow Lakes, Ministry of Education, College of Environment, Hohai University, Xikang Road #1, Nanjing 210098, PR China
| | - Wenlong Zhang
- Key Laboratory of Integrated Regulation and Resource Development on Shallow Lakes, Ministry of Education, College of Environment, Hohai University, Xikang Road #1, Nanjing 210098, PR China
| | - Huanjun Zhang
- Key Laboratory of Integrated Regulation and Resource Development on Shallow Lakes, Ministry of Education, College of Environment, Hohai University, Xikang Road #1, Nanjing 210098, PR China
| | - Bo Zhao
- Key Laboratory of Integrated Regulation and Resource Development on Shallow Lakes, Ministry of Education, College of Environment, Hohai University, Xikang Road #1, Nanjing 210098, PR China
| |
Collapse
|
114
|
Narayanan M, Ma Y. Metal tolerance mechanisms in plants and microbe-mediated bioremediation. ENVIRONMENTAL RESEARCH 2023; 222:115413. [PMID: 36736758 DOI: 10.1016/j.envres.2023.115413] [Citation(s) in RCA: 16] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Revised: 01/29/2023] [Accepted: 02/01/2023] [Indexed: 06/18/2023]
Abstract
The heavy metal contamination, which causes toxic effects on plants, has evolved into a significant constraint to plant quality and yield. This scenario has been exacerbated by booming population expansion and intrinsic food insecurity. Numerous studies have found that counteracting heavy metal tolerance and accumulation necessitates complex mechanisms at the biochemical, molecular, tissue, cellular and whole plant levels, which may demonstrate increased crop yields. Essential and non-essential elements have similar harmful impacts on plants including reduced biomass production, growth and photosynthesis inhibition, chlorosis, altered fluid balance and nutrient absorption, as well as senescence, all of which led to plant death. Notable biotechnological strategies for effective remediation require knowledge of metal stress and tolerance mechanisms in plants. Assimilation, cooperation and integration, of biotechnological improvements, are required for adequate environmental rehabilitation in the emerging area of bioremediation. This review emphasizes a deeper understanding of metal toxicity, stress, and potential tolerance mechanisms in plants exposed to metal stress. The microbe-mediated metal toxic effects and stress mitigation knowledge can be used to create a new strategic plan as feasible, sustainable, and environmentally friendly bioremediation techniques.
Collapse
Affiliation(s)
- Mathiyazhagan Narayanan
- Division of Research and Innovation, Department of Biotechnology, Saveetha School of Engineering, Saveetha Institute of Medical and Technical Science, Chennai, Tamil Nadu, India
| | - Ying Ma
- College of Resources and Environment, Southwest University, Chongqing, 400716, China.
| |
Collapse
|
115
|
DeVan MR, Johnstone JF, Mack MC, Hollingsworth TN, Taylor DL. Host identity affects the response of mycorrhizal fungal communities to high severity fires in Alaskan boreal forests. FUNGAL ECOL 2023. [DOI: 10.1016/j.funeco.2022.101222] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
|
116
|
Jones KR, Hughey MC, Belden LK. Colonization order of bacterial isolates on treefrog embryos impacts microbiome structure in tadpoles. Proc Biol Sci 2023; 290:20230308. [PMID: 36946107 PMCID: PMC10031419 DOI: 10.1098/rspb.2023.0308] [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: 02/06/2022] [Accepted: 03/06/2023] [Indexed: 03/23/2023] Open
Abstract
Priority effects, or impacts of colonization order, may have lasting influence on ecological community composition. The embryonic microbiome is subject to stochasticity in colonization order of bacteria. Stochasticity may be especially impactful for embryos developing in bacteria-rich environments, such as the embryos of many amphibians. To determine if priority effects experienced as embryos impacted bacterial community composition in newly hatched tadpoles, we selectively inoculated the embryos of laboratory-raised hourglass treefrogs, Dendropsophus ebraccatus, with bacteria initially isolated from the skin of wild D. ebraccatus adults over 2 days. First, embryos were inoculated with two bacteria in alternating sequences. Next, we evaluated the outcomes of priority effects in an in vitro co-culture assay absent of host factors. We then performed a second embryo experiment, inoculating embryos with one of three bacteria on the first day and a community of five target bacteria on the second. Through 16S rRNA gene amplicon sequencing, we observed relative abundance shifts in tadpole bacteria communities due to priority effects. Our results suggest that the initial bacterial source pools of embryos shape bacterial communities at later life stages; however, the magnitude of those changes is dependent on the host environment and the identity of bacterial colonists.
Collapse
Affiliation(s)
- Korin Rex Jones
- Department of Biological Sciences, Virginia Tech, Blacksburg, VA 24061-0131, USA
| | - Myra C. Hughey
- Department of Biology, Vassar College, Poughkeepsie, NY 12604, USA
| | - Lisa K. Belden
- Department of Biological Sciences, Virginia Tech, Blacksburg, VA 24061-0131, USA
| |
Collapse
|
117
|
Wisnoski NI, Lennon JT. Scaling up and down: movement ecology for microorganisms. Trends Microbiol 2023; 31:242-253. [PMID: 36280521 DOI: 10.1016/j.tim.2022.09.016] [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: 06/13/2022] [Revised: 09/28/2022] [Accepted: 09/30/2022] [Indexed: 11/06/2022]
Abstract
Movement is critical for the fitness of organisms, both large and small. It dictates how individuals acquire resources, evade predators, exchange genetic material, and respond to stressful environments. Movement also influences ecological and evolutionary dynamics at higher organizational levels, such as populations and communities. However, the links between individual motility and the processes that generate and maintain microbial diversity are poorly understood. Movement ecology is a framework linking the physiological and behavioral properties of individuals to movement patterns across scales of space, time, and biological organization. By synthesizing insights from cell biology, ecology, and evolution, we expand theory from movement ecology to predict the causes and consequences of microbial movements.
Collapse
Affiliation(s)
- Nathan I Wisnoski
- Wyoming Geographic Information Science Center, University of Wyoming, Laramie, WY 82071, USA; Department of Biological Sciences, Mississippi State University, Mississippi State, MS 39762, USA.
| | - Jay T Lennon
- Department of Biology, Indiana University, Bloomington, IN 47405, USA
| |
Collapse
|
118
|
Macaya-Sanz D, Witzell J, Collada C, Gil L, Martín JA. Core endophytic mycobiome in Ulmus minor and its relation to Dutch elm disease resistance. FRONTIERS IN PLANT SCIENCE 2023; 14:1125942. [PMID: 36925756 PMCID: PMC10011445 DOI: 10.3389/fpls.2023.1125942] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/16/2022] [Accepted: 02/13/2023] [Indexed: 06/18/2023]
Abstract
The core microbiota of plants exerts key effects on plant performance and resilience to stress. The aim of this study was to identify the core endophytic mycobiome in U. minor stems and disentangle associations between its composition and the resistance to Dutch elm disease (DED). We also defined its spatial variation within the tree and among distant tree populations. Stem samples were taken i) from different heights of the crown of a 168-year-old elm tree, ii) from adult elm trees growing in a common garden and representing a gradient of resistance to DED, and iii) from trees growing in two distant natural populations, one of them with varying degrees of vitality. Endophyte composition was profiled by high throughput sequencing of the first internal transcribed spacer region (ITS1) of the ribosomal DNA. Three families of yeasts (Buckleyzymaceae, Trichomeriaceae and Bulleraceae) were associated to DED-resistant hosts. A small proportion (10%) of endophytic OTUs was almost ubiquitous throughout the crown while tree colonization by most fungal taxa followed stochastic patterns. A clear distinction in endophyte composition was found between geographical locations. By combining all surveys, we found evidence of a U. minor core mycobiome, pervasive within the tree and ubiquitous across locations, genotypes and health status.
Collapse
Affiliation(s)
- David Macaya-Sanz
- Departamento de Ecología y Genética Forestal, Instituto de Ciencias Forestales (ICIFOR-INIA), CSIC, Madrid, Spain
| | - Johanna Witzell
- Department of Forestry and Wood Technology, Linnaeus University, Växjö, Sweden
| | - Carmen Collada
- Departamento de Sistemas y Recursos Naturales, Escuela Técnica Superior de Ingeniería (ETSI) Montes, Forestal y del Medio Natural, Universidad Politécnica de Madrid, Madrid, Spain
| | - Luis Gil
- Departamento de Sistemas y Recursos Naturales, Escuela Técnica Superior de Ingeniería (ETSI) Montes, Forestal y del Medio Natural, Universidad Politécnica de Madrid, Madrid, Spain
| | - Juan A. Martín
- Departamento de Sistemas y Recursos Naturales, Escuela Técnica Superior de Ingeniería (ETSI) Montes, Forestal y del Medio Natural, Universidad Politécnica de Madrid, Madrid, Spain
| |
Collapse
|
119
|
Manus MB, Watson E, Kuthyar S, Carba D, Belarmino NM, McDade TW, Kuzawa CW, Amato KR. Prenatal household size and composition are associated with infant fecal bacterial diversity in Cebu, Philippines. AMERICAN JOURNAL OF BIOLOGICAL ANTHROPOLOGY 2023; 181:45-58. [PMID: 36847111 DOI: 10.1002/ajpa.24720] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/06/2021] [Revised: 02/02/2023] [Accepted: 02/08/2023] [Indexed: 03/01/2023]
Abstract
OBJECTIVES The gut microbiome (GM) connects physical and social environments to infant health. Since the infant GM affects immune system development, there is interest in understanding how infants acquire microbes from mothers and other household members. MATERIALS AND METHODS As a part of the Cebu Longitudinal Health and Nutrition Survey (CLHNS), we paired fecal samples (proxy for the GM) collected from infants living in Metro Cebu, Philippines at 2 weeks (N = 39) and 6 months (N = 36) with maternal interviews about prenatal household composition. We hypothesized that relationships between prenatal household size and composition and infant GM bacterial diversity (as measured in fecal samples) would vary by infant age, as well as by household member age and sex. We also hypothesized that infant GM bacterial abundances would differ by prenatal household size and composition. RESULTS Data from 16 S rRNA bacterial gene sequencing show that prenatal household size was the most precise estimator of infant GM bacterial diversity, and that the direction of the association between this variable and infant GM bacterial diversity changed between the two time points. The abundances of bacterial families in the infant GM varied by prenatal household variables. CONCLUSIONS Results highlight the contributions of various household sources to the bacterial diversity of the infant GM, and suggest that prenatal household size is a useful measure for estimating infant GM bacterial diversity in this cohort. Future research should measure the effect of specific sources of household bacterial exposures, including social interactions with caregivers, on the infant GM.
Collapse
Affiliation(s)
- Melissa B Manus
- Department of Anthropology, Northwestern University, Evanston, Illinois, USA
| | - Elijah Watson
- Department of Anthropology, Northwestern University, Evanston, Illinois, USA
| | - Sahana Kuthyar
- Department of Anthropology, Northwestern University, Evanston, Illinois, USA.,Department of Biological Sciences, University of California San Diego, La Jolla, California, USA
| | - Delia Carba
- Office of Population Studies, University of San Carlos, Cebu City, Philippines
| | - Nikola M Belarmino
- Office of Population Studies, University of San Carlos, Cebu City, Philippines
| | - Thomas W McDade
- Department of Anthropology, Northwestern University, Evanston, Illinois, USA.,Institute for Policy Research, Northwestern University, Evanston, Illinois, USA
| | - Christopher W Kuzawa
- Department of Anthropology, Northwestern University, Evanston, Illinois, USA.,Institute for Policy Research, Northwestern University, Evanston, Illinois, USA
| | - Katherine R Amato
- Department of Anthropology, Northwestern University, Evanston, Illinois, USA
| |
Collapse
|
120
|
Liu C, Gan RY, Chen D, Zheng L, Ng SB, Rietjens IMCM. Gut microbiota-mediated metabolism of green tea catechins and the biological consequences: An updated review. Crit Rev Food Sci Nutr 2023; 64:7067-7084. [PMID: 38975869 DOI: 10.1080/10408398.2023.2180478] [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] [Indexed: 02/24/2023]
Abstract
Multiple beneficial effects have been attributed to green tea catechins (GTCs). However, the bioavailability of GTCs is generally low, with only a small portion directly absorbed in the small intestine. The majority of ingested GTCs reaches the large intestinal lumen, and are extensively degraded via biotransformation by gut microbiota, forming many low-molecular-weight metabolites such as phenyl-γ-valerolactones, phenolic acids, butyrate, and acetate. This process not only improves the overall bioavailability of GTC-derived metabolites but also enriches the biological activities of GTCs. Therefore, the intra- and inter-individual differences in human gut microbiota as well as the resulting biological contribution of microbial metabolites are crucial for the ultimate health benefits. In this review, the microbial degradation of major GTCs was characterized and an overview of the in vitro models used for GTC metabolism was summarized. The intra- and inter-individual differences of human gut microbiota composition and the resulting divergence in the metabolic patterns of GTCs were highlighted. Moreover, the potential beneficial effects of GTCs and their gut microbial metabolites were also discussed. Overall, the microbial metabolites of GTCs with higher bioavailability and bioactive potency are key factors for the observed beneficial effects of GTCs and green tea consumption.
Collapse
Affiliation(s)
- Chen Liu
- Institute of Animal Nutrition, Sichuan Agricultural University, Chengdu, Sichuan, China
- Division of Toxicology, Wageningen University and Research, Wageningen, the Netherlands
- Tea Refining and Innovation Key Laboratory of Sichuan Province, College of Horticulture, Sichuan Agricultural University, Chengdu, Sichuan, China
| | - Ren-You Gan
- Singapore Institute of Food and Biotechnology Innovation (SIFBI), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Daiwen Chen
- Institute of Animal Nutrition, Sichuan Agricultural University, Chengdu, Sichuan, China
| | - Liang Zheng
- Division of Toxicology, Wageningen University and Research, Wageningen, the Netherlands
| | - Siew Bee Ng
- Singapore Institute of Food and Biotechnology Innovation (SIFBI), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Ivonne M C M Rietjens
- Division of Toxicology, Wageningen University and Research, Wageningen, the Netherlands
| |
Collapse
|
121
|
Dal Co A, Ackermann M, van Vliet S. Spatial self-organization of metabolism in microbial systems: A matter of enzymes and chemicals. Cell Syst 2023; 14:98-108. [PMID: 36796335 DOI: 10.1016/j.cels.2022.12.009] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2022] [Revised: 08/14/2022] [Accepted: 12/21/2022] [Indexed: 02/17/2023]
Abstract
Most bacteria live in dense, spatially structured communities such as biofilms. The high density allows cells to alter the local microenvironment, whereas the limited mobility can cause species to become spatially organized. Together, these factors can spatially organize metabolic processes within microbial communities so that cells in different locations perform different metabolic reactions. The overall metabolic activity of a community depends both on how metabolic reactions are arranged in space and on how they are coupled, i.e., how cells in different regions exchange metabolites. Here, we review mechanisms that lead to the spatial organization of metabolic processes in microbial systems. We discuss factors that determine the length scales over which metabolic activities are arranged in space and highlight how the spatial organization of metabolic processes affects the ecology and evolution of microbial communities. Finally, we define key open questions that we believe should be the main focus of future research.
Collapse
Affiliation(s)
- Alma Dal Co
- Department of Computational Biology, University of Lausanne, 1015 Lausanne, Switzerland
| | - Martin Ackermann
- Department of Environmental Systems Science, ETH Zurich, 8092 Zurich, Switzerland; Department of Environmental Microbiology, Eawag, 8600 Duebendorf, Switzerland.
| | | |
Collapse
|
122
|
Zhang B, Zhang N, He A, Wang C, Li Z, Zhang G, Xue R. Carrier type affects anammox community assembly, species interactions and nitrogen conversion. BIORESOURCE TECHNOLOGY 2023; 369:128422. [PMID: 36462768 DOI: 10.1016/j.biortech.2022.128422] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/26/2022] [Revised: 11/27/2022] [Accepted: 11/28/2022] [Indexed: 06/17/2023]
Abstract
The impacts of carrier type on anammox community assembly, species interactions and nitrogen conversion were studied in this work. It was found that in addition to shared species with higher abundance, different carrier types recruited rare species by imposing selection pressure. Results from co-occurrence networks revealed that carrier type strongly influenced interactions between keystone species inhabiting within anammox biofilm through potentially inducing niche differences. Overall, elastic cubic sponges would lead to closer cooperation between different populations, whereas plastic hollow cylinders would trigger fiercer competition. Meanwhile, the results based on metagenomics sequencing showed carrier type significantly affected nitrogen conversion related genes abundances, and higher reads number was detected on the elastic cubic sponges. The information obtained in this work could provide some valuable information for the selection and optimization of carrier type in the anammox process.
Collapse
Affiliation(s)
- Baoyong Zhang
- School of Environmental Science and Engineering, Qilu University of Technology (Shandong Academy of Sciences), Jinan, 250353, China
| | - Nianbo Zhang
- School of Environmental Science and Engineering, Qilu University of Technology (Shandong Academy of Sciences), Jinan, 250353, China
| | - Ao He
- School of Environmental Science and Engineering, Qilu University of Technology (Shandong Academy of Sciences), Jinan, 250353, China
| | - Chen Wang
- School of Environmental Science and Engineering, Qilu University of Technology (Shandong Academy of Sciences), Jinan, 250353, China
| | - Zhen Li
- Shandong Chambroad Holding Group Co., Ltd., Binzhou, 256500, China
| | - Guanjun Zhang
- Shandong Chambroad Holding Group Co., Ltd., Binzhou, 256500, China
| | - Rong Xue
- School of Environmental Science and Engineering, Qilu University of Technology (Shandong Academy of Sciences), Jinan, 250353, China
| |
Collapse
|
123
|
Wang X, Wu L, Dai L, Yin X, Zhang T, Weiss ST, Liu Y. Ecological dynamics imposes fundamental challenges in community-based microbial source tracking. IMETA 2023; 2:e75. [PMID: 38868341 PMCID: PMC10989786 DOI: 10.1002/imt2.75] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/22/2022] [Revised: 11/25/2022] [Accepted: 12/13/2022] [Indexed: 06/14/2024]
Abstract
Quantifying the contributions of possible environmental sources ("sources") to a specific microbial community ("sink") is a classical problem in microbiology known as microbial source tracking (MST). Solving the MST problem will not only help us understand how microbial communities were formed, but also have far-reaching applications in pollution control, public health, and forensics. MST methods generally fall into two categories: target-based methods (focusing on the detection of source-specific indicator species or chemicals); and community-based methods (using community structure to measure similarity between sink samples and potential source environments). As next-generation sequencing becomes a standard community-assessment method in microbiology, numerous community-based computational methods, referred to as MST solvers hereafter have been developed and applied to various real datasets to demonstrate their utility across different contexts. Yet, those MST solvers do not consider microbial interactions and priority effects in microbial communities. Here, we revisit the performance of several representative MST solvers. We show compelling evidence that solving the MST problem using existing MST solvers is impractical when ecological dynamics plays a role in community assembly. In particular, we clearly demonstrate that the presence of either microbial interactions or priority effects will render the MST problem mathematically unsolvable for MST solvers. We further analyze data from fecal microbiota transplantation studies, finding that the state-of-the-art MST solvers fail to identify donors for most of the recipients. Finally, we perform community coalescence experiments to demonstrate that the state-of-the-art MST solvers fail to identify the sources for most of the sinks. Our findings suggest that ecological dynamics imposes fundamental challenges in MST. Interpretation of results of existing MST solvers should be done cautiously.
Collapse
Affiliation(s)
- Xu‐Wen Wang
- Channing Division of Network Medicine, Department of MedicineBrigham and Women's Hospital and Harvard Medical SchoolBostonMassachusettsUSA
| | - Lu Wu
- CAS Key Laboratory of Quantitative Engineering BiologyShenzhen Institute of Synthetic Biology, Shenzhen Institute of Advanced Technology, Chinese Academy of SciencesShenzhenChina
| | - Lei Dai
- CAS Key Laboratory of Quantitative Engineering BiologyShenzhen Institute of Synthetic Biology, Shenzhen Institute of Advanced Technology, Chinese Academy of SciencesShenzhenChina
- University of Chinese Academy of SciencesBeijingChina
| | - Xiaole Yin
- Environmental Microbiome Engineering and Biotechnology Laboratory, Department of Civil EngineeringThe University of Hong KongHong KongChina
| | - Tong Zhang
- Environmental Microbiome Engineering and Biotechnology Laboratory, Department of Civil EngineeringThe University of Hong KongHong KongChina
| | - Scott T. Weiss
- Channing Division of Network Medicine, Department of MedicineBrigham and Women's Hospital and Harvard Medical SchoolBostonMassachusettsUSA
| | - Yang‐Yu Liu
- Channing Division of Network Medicine, Department of MedicineBrigham and Women's Hospital and Harvard Medical SchoolBostonMassachusettsUSA
- Center for Artificial Intelligence and Modeling, The Carl R. Woese Institute for Genomic BiologyUniversity of Illinois at Urbana‐ChampaignUrbanaIllinoisUSA
| |
Collapse
|
124
|
Hu J, Vandenkoornhuyse P, Khalfallah F, Causse‐Védrines R, Mony C. Ecological corridors homogenize plant root endospheric mycobiota. THE NEW PHYTOLOGIST 2023; 237:1347-1362. [PMID: 36349407 PMCID: PMC10107361 DOI: 10.1111/nph.18606] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Accepted: 11/01/2022] [Indexed: 06/16/2023]
Abstract
Ecological corridors promote species coexistence in fragmented habitats where dispersal limits species fluxes. The corridor concept was developed and investigated with macroorganisms in mind, while microorganisms, the invisible majority of biodiversity, were disregarded. We analyzed the effect of corridors on the dynamics of endospheric fungal assemblages associated with plant roots at the scale of 1 m over 2 years (i.e. at five time points) by combining an experimental corridor-mesocosm with high-throughput amplicon sequencing. We showed that plant root endospheric mycobiota were sensitive to corridor effects when the corridors were set up at a small spatial scale. The endospheric mycobiota of connected plants had higher species richness, lower beta-diversity, and more deterministic assembly than the mycobiota of isolated plants. These effects became more pronounced with the development of host plants. Biotic corridors composed of host plants may thus play a key role in the spatial dynamics of microbial communities and may influence microbial diversity and related ecological functions.
Collapse
Affiliation(s)
- Jie Hu
- UMR 6553 EcobioCNRS‐University of RennesAvenue du Général Leclerc35042Rennes CedexFrance
- Ecology and Biodiversity group, Institute of Environmental BiologyUniversity of UtrechtH.R. Kruyt building, Padualaan 83584 CHUtrechtthe Netherlands
- Present address:
Department of Microbial EcologyNetherlands Institute of EcologyDroevendaalsesteeg 106708 PBWageningenthe Netherlands
| | | | - Fadwa Khalfallah
- UMR 6553 EcobioCNRS‐University of RennesAvenue du Général Leclerc35042Rennes CedexFrance
- UMR IAM, INRAEUniversité de LorraineRue d'amance54280ChampenouxFrance
| | - Romain Causse‐Védrines
- UMR 6553 EcobioCNRS‐University of RennesAvenue du Général Leclerc35042Rennes CedexFrance
| | - Cendrine Mony
- UMR 6553 EcobioCNRS‐University of RennesAvenue du Général Leclerc35042Rennes CedexFrance
| |
Collapse
|
125
|
Yang L, Fan W, Xu Y. Chameleon-like microbes promote microecological differentiation of Daqu. Food Microbiol 2023; 109:104144. [DOI: 10.1016/j.fm.2022.104144] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2022] [Revised: 08/31/2022] [Accepted: 09/12/2022] [Indexed: 11/28/2022]
|
126
|
Chiaranunt P, White JF. Plant Beneficial Bacteria and Their Potential Applications in Vertical Farming Systems. PLANTS (BASEL, SWITZERLAND) 2023; 12:400. [PMID: 36679113 PMCID: PMC9861093 DOI: 10.3390/plants12020400] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/12/2022] [Revised: 01/12/2023] [Accepted: 01/12/2023] [Indexed: 06/17/2023]
Abstract
In this literature review, we discuss the various functions of beneficial plant bacteria in improving plant nutrition, the defense against biotic and abiotic stress, and hormonal regulation. We also review the recent research on rhizophagy, a nutrient scavenging mechanism in which bacteria enter and exit root cells on a cyclical basis. These concepts are covered in the contexts of soil agriculture and controlled environment agriculture, and they are also used in vertical farming systems. Vertical farming-its advantages and disadvantages over soil agriculture, and the various climatic factors in controlled environment agriculture-is also discussed in relation to plant-bacterial relationships. The different factors under grower control, such as choice of substrate, oxygenation rates, temperature, light, and CO2 supplementation, may influence plant-bacterial interactions in unintended ways. Understanding the specific effects of these environmental factors may inform the best cultural practices and further elucidate the mechanisms by which beneficial bacteria promote plant growth.
Collapse
|
127
|
Lian WH, Mohamad OAA, Dong L, Zhang LY, Wang D, Liu L, Han MX, Li S, Wang S, Antunes A, Fang BZ, Jiao JY, Li WJ. Culturomics- and metagenomics-based insights into the microbial community and function of rhizosphere soils in Sinai desert farming systems. ENVIRONMENTAL MICROBIOME 2023; 18:4. [PMID: 36639807 PMCID: PMC9840269 DOI: 10.1186/s40793-023-00463-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/20/2022] [Accepted: 01/08/2023] [Indexed: 06/12/2023]
Abstract
BACKGROUND The microbiome of the Sinai Desert farming system plays an important role in the adaptive strategy of growing crops in a harsh, poly-extreme, desert environment. However, the diversity and function of microbial communities under this unfavorable moisture and nutritional conditions have not yet been investigated. Based on culturomic and metagenomic methods, we analyzed the microbial diversity and function of a total of fourteen rhizosphere soil samples (collected from twelve plants in four farms of the Sinai desert), which may provide a valuable and meaningful guidance for the design of microbial inoculants. RESULTS The results revealed a wide range of microbial taxa, including a high proportion of novel undescribed lineages. The composition of the rhizosphere microbial communities differed according to the sampling sites, despite similarities or differences in floristics. Whereas, the functional features of rhizosphere microbiomes were significantly similar in different sampling sites, although the microbial communities and the plant hosts themselves were different. Importantly, microorganisms involved in ecosystem functions are different between the sampling sites, for example nitrogen fixation was prevalent in all sample sites while microorganisms responsible for this process were different. CONCLUSION Here, we provide the first characterization of microbial communities and functions of rhizosphere soil from the Sinai desert farming systems and highlight its unexpectedly high diversity. This study provides evidence that the key microorganisms involved in ecosystem functions are different between sampling sites with different environment conditions, emphasizing the importance of the functional microbiomes of rhizosphere microbial communities. Furthermore, we suggest that microbial inoculants to be used in future agricultural production should select microorganisms that can be involved in plant-microorganism interactions and are already adapted to a similar environmental setting.
Collapse
Affiliation(s)
- Wen-Hui Lian
- State Key Laboratory of Biocontrol, Guangdong Provincial Key Laboratory of Plant Resources and Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, People's Republic of China
| | - Osama Abdalla Abdelshafy Mohamad
- Department of Environmental Protection, Faculty of Environmental Agricultural Sciences, Arish University, Arish, 45511, Egypt
- State Key Laboratory of Lunar and Planetary Sciences, Macau University of Science and Technology (MUST), Macau, People's Republic of China
| | - Lei Dong
- State Key Laboratory of Biocontrol, Guangdong Provincial Key Laboratory of Plant Resources and Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, People's Republic of China
| | - Ling-Yu Zhang
- State Key Laboratory of Biocontrol, Guangdong Provincial Key Laboratory of Plant Resources and Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, People's Republic of China
| | - Dong Wang
- College of Life Science and Technology, Honghe University, Mengzi, 661199, People's Republic of China
| | - Lan Liu
- State Key Laboratory of Biocontrol, Guangdong Provincial Key Laboratory of Plant Resources and Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, People's Republic of China
| | - Ming-Xian Han
- State Key Laboratory of Biocontrol, Guangdong Provincial Key Laboratory of Plant Resources and Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, People's Republic of China
| | - Shuai Li
- State Key Laboratory of Biocontrol, Guangdong Provincial Key Laboratory of Plant Resources and Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, People's Republic of China
| | - Shuang Wang
- Heilongjiang Academy of Black Soil Conservation and Utilization, Harbin, 150086, People's Republic of China
| | - André Antunes
- State Key Laboratory of Lunar and Planetary Sciences, Macau University of Science and Technology (MUST), Macau, People's Republic of China
| | - Bao-Zhu Fang
- State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, 830011, People's Republic of China
| | - Jian-Yu Jiao
- State Key Laboratory of Biocontrol, Guangdong Provincial Key Laboratory of Plant Resources and Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, People's Republic of China.
| | - Wen-Jun Li
- State Key Laboratory of Biocontrol, Guangdong Provincial Key Laboratory of Plant Resources and Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, People's Republic of China.
- State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, 830011, People's Republic of China.
| |
Collapse
|
128
|
Tang Q, Chen X, Huang J, Zhang S, Qin H, Dong Y, Wang C, Wang X, Wu C, Jin Y, Zhou R. Mechanism of Enhancing Pyrazines in Daqu via Inoculating Bacillus licheniformis with Strains Specificity. Foods 2023; 12:foods12020304. [PMID: 36673396 PMCID: PMC9858619 DOI: 10.3390/foods12020304] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2022] [Revised: 01/03/2023] [Accepted: 01/04/2023] [Indexed: 01/11/2023] Open
Abstract
Despite the importance of pyrazines in Baijiu flavor, inoculating functional strains to increase the contents of pyrazine in Daqu and how those interact with endogenic communities is not well characterized. The effects of inoculating Bacillus licheniformis with similar metabolic capacity on pyrazine and community structure were assessed in the Daqu complex system and compared with traditional Daqu. The fortification strategy increased the volatile metabolite content of Daqu by 52.40% and the pyrazine content by 655.99%. Meanwhile, results revealed that the pyrazine content in Daqu inoculated isolate J-49 was 2.35-7.41 times higher than isolate J-41. Both isolates have the almost same capability of 2,3-butanediol, a key precursor of pyrazine, in pure cultured systems. Since the membrane fatty acids of isolate J-49 contain unsaturated fatty acids, it enhances the response-ability to withstand complex environmental pressure, resulting in higher pyrazine content. PICRUSt2 suggested that the increase in pyrazine was related to the enzyme expression of nitrogen metabolism significantly increasing, which led to the enrichment of NH4+ and 2,3-butanediol (which increased by 615.89%). These results based on multi-dimensional approaches revealed the effect of functional bacteria enhancement on the attribution of Daqu, laid a methodological foundation regulating the microbial community structure and enhanced the target products by functional strains.
Collapse
Affiliation(s)
- Qiuxiang Tang
- College of Biomass Science and Engineering, Sichuan University, Chengdu 610065, China
| | - Xiaoru Chen
- College of Biomass Science and Engineering, Sichuan University, Chengdu 610065, China
| | - Jun Huang
- College of Biomass Science and Engineering, Sichuan University, Chengdu 610065, China
| | - Suyi Zhang
- Luzhou Laojiao Company Limited, Luzhou 646000, China
| | - Hui Qin
- Luzhou Laojiao Company Limited, Luzhou 646000, China
| | - Yi Dong
- Luzhou Laojiao Company Limited, Luzhou 646000, China
| | - Chao Wang
- Luzhou Laojiao Company Limited, Luzhou 646000, China
| | - Xiaojun Wang
- Luzhou Laojiao Company Limited, Luzhou 646000, China
| | - Chongde Wu
- College of Biomass Science and Engineering, Sichuan University, Chengdu 610065, China
| | - Yao Jin
- College of Biomass Science and Engineering, Sichuan University, Chengdu 610065, China
| | - Rongqing Zhou
- College of Biomass Science and Engineering, Sichuan University, Chengdu 610065, China
- National Engineering Research Centre of Solid-State Brewing, Luzhou 646000, China
- Correspondence: ; Tel.: +86-28-85406149
| |
Collapse
|
129
|
Ding JYM, Ho LS, Ibrahim J, Teh CK, Goh KM. Impact of sterilization and chemical fertilizer on the microbiota of oil palm seedlings. Front Microbiol 2023; 14:1091755. [PMID: 37180248 PMCID: PMC10172575 DOI: 10.3389/fmicb.2023.1091755] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2022] [Accepted: 04/11/2023] [Indexed: 05/16/2023] Open
Abstract
Soil nutrients and microbiota are known as essential components for healthy plant growth and crop productivity. However, limited studies have been conducted on the importance of soil microbiota in the early growth of oil palm seedlings (Elaeis guineensis Jacq.) under the influence of nitrogen, phosphorus and potassium (NPK) compound fertilizer (nitrogen, phosphorus, and potassium). In this study, we analyzed the root microbial community associated with seedlings grown under normal and sterilized soil conditions to ascertain the microbial strains potentially associated with soil, plant health and chemical fertilizer efficiency. Oil palm seedlings were grown under four treatments: (i) fertilized normal soil (+FN), (ii) unfertilized normal soil (-FN), (iii) fertilized sterilized soil (+FS) and (iv) unfertilized sterilized soil (-FS). Our findings revealed that chemical fertilizer promoted the growth of the copiotrophs Pseudomonadota and Bacteroidota in the control +FN, which are known to degrade complex polysaccharides. After autoclaving, the soil macronutrient content did not change, but soil sterilization reduced microbial diversity in the +FS and -FS treatments and altered the soil microbiota composition. Sterilized soil with a depleted microbial population adversely affected crop growth, which was exacerbated by fertilizer use. In the rhizosphere and rhizoplane compartments, a total of 412 and 868 amplicon sequence variances (ASVs) were found depleted in the +FS and -FS treatments, respectively. Several genera were identified in the ASVs with diminished abundance, including Humibacter, Microbacterium, Mycobacterium, 1921-2, HSB OF53-F07, Mucilaginibacter, Bacillus, Paenibacillus, and several unclassified genera, suggesting their possible roles in promoting the plant growth of oil palm seedlings. Soil sterilization might remove these beneficial microbes from the bulk soil pool, affecting the colonization ability in the rhizocompartments as well as their role in nutrient transformation. Therefore, this study provides useful insights concerning the benefits of a soil microbiome survey before making fertilizer recommendations.
Collapse
Affiliation(s)
- Joyce Yoon Mei Ding
- Biotechnology & Breeding Department, Sime Darby Plantation Technology Centre Sdn. Bhd., Serdang, Selangor, Malaysia
- *Correspondence: Joyce Yoon Mei Ding,
| | - Li Sim Ho
- Biotechnology & Breeding Department, Sime Darby Plantation Technology Centre Sdn. Bhd., Serdang, Selangor, Malaysia
| | - Julia Ibrahim
- Biotechnology & Breeding Department, Sime Darby Plantation Technology Centre Sdn. Bhd., Serdang, Selangor, Malaysia
| | - Chee Keng Teh
- Biotechnology & Breeding Department, Sime Darby Plantation Technology Centre Sdn. Bhd., Serdang, Selangor, Malaysia
| | - Kian Mau Goh
- Department of Biosciences, Faculty of Science, Universiti Teknologi Malaysia, Skudai, Johor, Malaysia
- Kian Mau Goh,
| |
Collapse
|
130
|
Reuben RC, Abunike SA. Marburg virus disease: the paradox of Nigeria's preparedness and priority effects in co-epidemics. BULLETIN OF THE NATIONAL RESEARCH CENTRE 2023; 47:10. [PMID: 36721499 PMCID: PMC9880916 DOI: 10.1186/s42269-023-00987-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Accepted: 01/19/2023] [Indexed: 05/12/2023]
Abstract
BACKGROUND The recent outbreaks of Marburg virus disease (MVD) in Guinea and Ghana have become a major public health concern not only to the West African sub-region but a threat to global health. MAIN BODY OF THE ABSTRACT Given the poorly elucidated ecological and epidemiological dynamics of the Marburg virus, it would be imprudent to preclude the possibility of another pandemic if urgent efforts are not put in place. However, the prior emergence and impact of COVID-19 and other co-occurring epidemics may add 'noise' to the epidemiological dynamics and public health interventions that may be required in the advent of a MVD outbreak in Nigeria. SHORT CONCLUSION Paying attention to the lessons learned from previous (and current) multiple epidemics including Avian Influenza, Yellow fever, Ebola virus disease, Monkeypox, Lassa fever, and COVID-19 could help avoid a potentially devastating public health catastrophe in Nigeria.
Collapse
Affiliation(s)
- Rine Christopher Reuben
- German Centre of Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Puschstraße 4, 04103 Leipzig, Germany
- Institute of Biology, Leipzig University, Puschstraße 4, 04103 Leipzig, Germany
- Department of Biological Science, Anchor University, Lagos, Nigeria
| | - Sarah Adamma Abunike
- Institute for Health and Equity, Medical College of Wisconsin, 8701 Watertown Plank Road, Milwaukee, WI 53226 USA
| |
Collapse
|
131
|
Lin Y, Mei L, Wei Q, Li B, Zhang P, Sun S, Cui G. Leymus chinensis resists degraded soil stress by modulating root exudate components to attract beneficial microorganisms. Front Microbiol 2022; 13:951838. [PMID: 36569063 PMCID: PMC9780673 DOI: 10.3389/fmicb.2022.951838] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2022] [Accepted: 11/11/2022] [Indexed: 12/14/2022] Open
Abstract
Phytoremediation is an effective means to improve degraded soil nutrients and soil structure. Here, we investigated the remediation effects of Leymus chinensis on the physicochemical properties and structure of degraded soil after 3 years of cultivation and explored the bacterial and fungal drivers in root exudates by metabolomics and high-throughput sequencing. The results showed that root exudates increased soil organic matter (SOM), total nitrogen (TN), total phosphorus (TP) and soil aggregates, and organic acids in root exudates reduced pH and activated insoluble nutrients into forms that are available to plants, such as available nitrogen (NH4 +-N), nitrate nitrogen (NO3 --N), and available phosphorus (AP). The cultivation of L. chinensis restored the diversity and richness of soil microorganisms and recruited potential beneficial bacteria and fungi to resist degraded soil stress, and L. chinensis also regulated the abundances of organic acids, amino acids and fatty acids in root exudates to remediate degraded soils. Spearman correlation analysis indicated that glutaric acid, 3-hydroxybutyric acid and 4-methylcatechol in root exudates attracted Haliangium, Nitrospira and Mortierella to the rhizosphere and dispersed the relative abundance of the harmful microorganisms Fusicolla and Fusarium. Our results demonstrate that L. chinensis enhances soil fertility, improves soil structure, promotes microbial diversity and abundance, and recruits potentially beneficial microorganisms by modulating root exudate components.
Collapse
|
132
|
Piccardi P, Alberti G, Alexander JM, Mitri S. Microbial invasion of a toxic medium is facilitated by a resident community but inhibited as the community co-evolves. THE ISME JOURNAL 2022; 16:2644-2652. [PMID: 36104451 PMCID: PMC9666444 DOI: 10.1038/s41396-022-01314-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/03/2022] [Revised: 07/27/2022] [Accepted: 08/24/2022] [Indexed: 12/15/2022]
Abstract
Predicting whether microbial invaders will colonize an environment is critical for managing natural and engineered ecosystems, and controlling infectious disease. Invaders often face competition by resident microbes. But how invasions play out in communities dominated by facilitative interactions is less clear. We previously showed that growth medium toxicity can promote facilitation between four bacterial species, as species that cannot grow alone rely on others to survive. Following the same logic, here we allowed other bacterial species to invade the four-species community and found that invaders could more easily colonize a toxic medium when the community was present. In a more benign environment instead, invasive species that could survive alone colonized more successfully when the residents were absent. Next, we asked whether early colonists could exclude future ones through a priority effect, by inoculating the invaders into the resident community only after its members had co-evolved for 44 weeks. Compared to the ancestral community, the co-evolved resident community was more competitive toward invaders and less affected by them. Our experiments show how communities may assemble by facilitating one another in harsh, sterile environments, but that arriving after community members have co-evolved can limit invasion success.
Collapse
Affiliation(s)
- Philippe Piccardi
- grid.9851.50000 0001 2165 4204Département de Microbiologie Fondamentale, Université de Lausanne, Lausanne, Switzerland
| | - Géraldine Alberti
- grid.9851.50000 0001 2165 4204Département de Microbiologie Fondamentale, Université de Lausanne, Lausanne, Switzerland
| | - Jake M. Alexander
- grid.5801.c0000 0001 2156 2780Department of Environmental Systems Science, ETH Zurich, Zürich, Switzerland
| | - Sara Mitri
- grid.9851.50000 0001 2165 4204Département de Microbiologie Fondamentale, Université de Lausanne, Lausanne, Switzerland ,grid.419765.80000 0001 2223 3006Swiss Institute of Bioinformatics, Lausanne, Switzerland
| |
Collapse
|
133
|
Zapién-Campos R, Bansept F, Sieber M, Traulsen A. On the effect of inheritance of microbes in commensal microbiomes. BMC Ecol Evol 2022; 22:75. [PMID: 35710335 PMCID: PMC9204957 DOI: 10.1186/s12862-022-02029-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2021] [Accepted: 06/02/2022] [Indexed: 11/10/2022] Open
Abstract
Background Our current view of nature depicts a world where macroorganisms dwell in a landscape full of microbes. Some of these microbes not only transit but establish themselves in or on hosts. Although hosts might be occupied by microbes for most of their lives, a microbe-free stage during their prenatal development seems to be the rule for many hosts. The questions of who the first colonizers of a newborn host are and to what extent these are obtained from the parents follow naturally. Results We have developed a mathematical model to study the effect of the transfer of microbes from parents to offspring. Even without selection, we observe that microbial inheritance is particularly effective in modifying the microbiome of hosts with a short lifespan or limited colonization from the environment, for example by favouring the acquisition of rare microbes. Conclusion By modelling the inheritance of commensal microbes to newborns, our results suggest that, in an eco-evolutionary context, the impact of microbial inheritance is of particular importance for some specific life histories. Supplementary Information The online version contains supplementary material available at 10.1186/s12862-022-02029-2.
Collapse
|
134
|
Gaytán Á, Abdelfattah A, Faticov M, Moreira X, Castagneyrol B, Van Halder I, De Frenne P, Meeussen C, Timmermans BGH, Ten Hoopen JPJG, Rasmussen PU, Bos N, Jaatinen R, Pulkkinen P, Söderlund S, Gotthard K, Pawlowski K, Tack AJM. Changes in the foliar fungal community between oak leaf flushes along a latitudinal gradient in Europe. JOURNAL OF BIOGEOGRAPHY 2022; 49:2269-2280. [PMID: 36636040 PMCID: PMC9828548 DOI: 10.1111/jbi.14508] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/10/2022] [Revised: 08/19/2022] [Accepted: 09/07/2022] [Indexed: 06/17/2023]
Abstract
AIM Leaves support a large diversity of fungi, which are known to cause plant diseases, induce plant defences or influence leaf senescence and decomposition. To advance our understanding of how foliar fungal communities are structured and assembled, we assessed to what extent leaf flush and latitude can explain the within- and among-tree variation in foliar fungal communities. LOCATION A latitudinal gradient spanning c. 20 degrees in latitude in Europe. TAXA The foliar fungal community associated with a foundation tree species, the pedunculate oak Quercus robur. METHODS We examined the main and interactive effects of leaf flush and latitude on the foliar fungal community by sampling 20 populations of the pedunculate oak Quercus robur across the tree's range. We used the ITS region as a target for characterization of fungal communities using DNA metabarcoding. RESULTS Species composition, but not species richness, differed between leaf flushes. Across the latitudinal gradient, species richness was highest in the central part of the oak's distributional range, and foliar fungal community composition shifted along the latitudinal gradient. Among fungal guilds, the relative abundance of plant pathogens and mycoparasites was lower on the first leaf flush, and the relative abundance of plant pathogens and saprotrophs decreased with latitude. CONCLUSIONS Changes in community composition between leaf flushes and along the latitudinal gradient were mostly a result of species turnover. Overall, our findings demonstrate that leaf flush and latitude explain 5%-22% of the small- and large-scale spatial variation in the foliar fungal community on a foundation tree within the temperate region. Using space-for-time substitution, we expect that foliar fungal community structure will change with climate warming, with an increase in the abundance of plant pathogens and mycoparasites at higher latitudes, with major consequences for plant health, species interactions and ecosystem dynamics.
Collapse
Affiliation(s)
- Álvaro Gaytán
- Department of Ecology, Environment and Plant SciencesStockholm UniversityStockholmSweden
- Bolin Center for Climate ResearchStockholm UniversityStockholmSweden
| | - Ahmed Abdelfattah
- Leibniz Institute for Agricultural Engineering and Bioeconomy (ATB)PotsdamGermany
| | - Maria Faticov
- Department of BiologySherbrooke UniversitySherbrookeQuebecCanada
| | | | | | | | | | | | | | | | - Pil U. Rasmussen
- The National Research Centre for the Working EnvironmentCopenhagenDenmark
| | - Nick Bos
- Section for Ecology and EvolutionUniversity of CopenhagenCopenhagenDenmark
| | - Raimo Jaatinen
- Natural Resources Institute Finland, Haapastensyrjä Breeding StationLäyliäinenFinland
| | - Pertti Pulkkinen
- Natural Resources Institute Finland, Haapastensyrjä Breeding StationLäyliäinenFinland
| | - Sara Söderlund
- Department of Ecology, Environment and Plant SciencesStockholm UniversityStockholmSweden
| | - Karl Gotthard
- Bolin Center for Climate ResearchStockholm UniversityStockholmSweden
- Department of ZoologyStockholm UniversityStockholmSweden
| | - Katharina Pawlowski
- Department of Ecology, Environment and Plant SciencesStockholm UniversityStockholmSweden
| | - Ayco J. M. Tack
- Department of Ecology, Environment and Plant SciencesStockholm UniversityStockholmSweden
- Bolin Center for Climate ResearchStockholm UniversityStockholmSweden
| |
Collapse
|
135
|
Wetherington MT, Nagy K, Dér L, Ábrahám Á, Noorlag J, Galajda P, Keymer JE. Ecological succession and the competition-colonization trade-off in microbial communities. BMC Biol 2022; 20:262. [PMID: 36447225 PMCID: PMC9710175 DOI: 10.1186/s12915-022-01462-5] [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: 02/04/2022] [Accepted: 11/09/2022] [Indexed: 12/05/2022] Open
Abstract
BACKGROUND During range expansion in spatially distributed habitats, organisms differ from one another in terms of their patterns of localization versus propagation. To exploit locations or explore the landscape? This is the competition-colonization trade-off, a dichotomy at the core of ecological succession. In bacterial communities, this trade-off is a fundamental mechanism towards understanding spatio-temporal fluxes in microbiome composition. RESULTS Using microfluidics devices as structured bacterial habitats, we show that, in a synthetic two-species community of motile strains, Escherichia coli is a fugitive species, whereas Pseudomonas aeruginosa is a slower colonizer but superior competitor. We provide evidence highlighting the role of succession and the relevance of this trade-off in the community assembly of bacteria in spatially distributed patchy landscapes. Furthermore, aggregation-dependent priority effects enhance coexistence which is not possible in well-mixed environments. CONCLUSIONS Our findings underscore the interplay between micron-scale landscape structure and dispersal in shaping biodiversity patterns in microbial ecosystems. Understanding this interplay is key to unleash the technological revolution of microbiome applications.
Collapse
Affiliation(s)
- Miles T. Wetherington
- grid.7870.80000 0001 2157 0406Department of Ecology, School of Biological Sciences, P. Catholic University of Chile, Santiago, Chile ,grid.481813.7Biological Research Centre, Institute of Biophysics, Szeged, Hungary ,grid.5386.8000000041936877XSchool of Applied and Engineering Physics, Cornell University, Ithaca, USA
| | - Krisztina Nagy
- grid.481813.7Biological Research Centre, Institute of Biophysics, Szeged, Hungary
| | - László Dér
- grid.481813.7Biological Research Centre, Institute of Biophysics, Szeged, Hungary
| | - Ágnes Ábrahám
- grid.481813.7Biological Research Centre, Institute of Biophysics, Szeged, Hungary ,grid.9008.10000 0001 1016 9625Doctoral School of Multidisciplinary Medical Sciences, University of Szeged, Szeged, Hungary
| | - Janneke Noorlag
- grid.7870.80000 0001 2157 0406Department of Ecology, School of Biological Sciences, P. Catholic University of Chile, Santiago, Chile ,grid.501187.a0000000463647645Department of Natural Sciences and Technology, University of Aysén, Coyhaique, Chile
| | - Peter Galajda
- grid.481813.7Biological Research Centre, Institute of Biophysics, Szeged, Hungary
| | - Juan E. Keymer
- grid.7870.80000 0001 2157 0406Department of Ecology, School of Biological Sciences, P. Catholic University of Chile, Santiago, Chile ,grid.7870.80000 0001 2157 0406Institute of Physics, School of Physics, P. Catholic University of Chile, Santiago, Chile ,grid.501187.a0000000463647645Department of Natural Sciences and Technology, University of Aysén, Coyhaique, Chile
| |
Collapse
|
136
|
Du S, You S, Jiang X, Li Y, Wang R, Ge G, Jia Y. Evaluating the fermentation characteristics, bacterial community, and predicted functional profiles of native grass ensiled with different additives. Front Microbiol 2022; 13:1025536. [PMID: 36329844 PMCID: PMC9623271 DOI: 10.3389/fmicb.2022.1025536] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2022] [Accepted: 09/30/2022] [Indexed: 11/20/2022] Open
Abstract
Bioaugmentation of native grass ensiling with Lactobacillus plantarum or Lactobacillus buchneri or Pediococcus pentosaceus on the ensiling performance and bacterial community was investigated after 30 days of the fermentation process. The native grass was inoculated with distilled water, Lactobacillus plantarum, Lactobacillus plantarum, and Lactobacillus buchneri, and Lactobacillus plantarum, Lactobacillus buchneri, and Pediococcus pentosaceus as the CON treatment, T1 treatment, T2 treatment, and T3 treatment, respectively. The addition of lactic acid bacteria was added at a total of 1 × 106 colony-forming unit/g of fresh weight. As expected, the markedly (p < 0.05) lower water-soluble carbohydrate content was tested in the T2 and T3 treatments compared to the CON and T1 treatments. Compared to the CON and T1 treatment, significantly (p < 0.05) higher crude protein content, and lower acid detergent fiber and neutral detergent fiber contents were found in the T2 and T3 treatments. Compared to the CON treatment, the pH significantly (p < 0.05) decreased in the lactic acid bacteria (LAB) inoculated silage, and the lowest pH was measured in the T3 treatment. Similarly, significantly higher lactic acid and acetic acid contents were also found in the T3 treatment compared to those in other treatments. After 30 days of ensiling, the Shannon and Chao1 indexes in silages decreased compared to that in the fresh materials (FMs). The principal coordinate analysis indicated that both FM and silage were distinctly separated in each treatment with no interactions on the confidence ellipse (R = 0.8933, p = 0.001). At the phylum level, the dominant phylum was shifted from Proteobacteria to Firmicutes after the fermentation process. Interestingly, Weissella dominated the fermentation in the CON treatment and Lactobacillus dominated the fermentation in all inoculated LAB silages at the genus level. Results of functional prediction analyses showed that the metabolism of amino acid, cofactors, and vitamins, and membrane transport was reduced, while the metabolism of nucleotide and majority carbohydrates was increased after ensiling. The complex LAB (Lactobacillus plantarum, Lactobacillus buchneri, and Pediococcus pentosaceus) exhibited the potential possibility to decrease pH and enhance the relative abundance of LAB in response to obtaining high-quality silage by the synergistic effects. These results suggested that the complex LAB could improve the ensiling performance of native grass silage, and lay a theoretical basis for inoculant application in native grass.
Collapse
Affiliation(s)
- Shuai Du
- National Engineering Laboratory of Biological Feed Safety and Pollution Prevention and Control, Key Laboratory of Molecular Nutrition, Ministry of Education, Key Laboratory of Animal Nutrition and Feed, Ministry of Agriculture and Rural Affairs, Key Laboratory of Animal Nutrition and Feed Science of Zhejiang Province, Institute of Feed Science, Zhejiang University, Hangzhou, China
- *Correspondence: Shuai Du
| | - Sihan You
- Key Laboratory of Forage Cultivation, Processing and High Efficient Utilization, Ministry of Agriculture, Resources and Environment, Inner Mongolia Agricultural University, Hohhot, China
| | - Xiaowei Jiang
- Institute of Grassland Research, Chinese Academy of Agricultural Sciences, Hohhot, China
| | - Yuyu Li
- Institute of Grassland Research, Chinese Academy of Agricultural Sciences, Hohhot, China
| | - Ruifeng Wang
- Inner Mongolia Yihelvjin Agricultural Development Co., Ltd., Chifeng, China
| | - Gentu Ge
- Key Laboratory of Forage Cultivation, Processing and High Efficient Utilization, Ministry of Agriculture, Resources and Environment, Inner Mongolia Agricultural University, Hohhot, China
| | - Yushan Jia
- Key Laboratory of Forage Cultivation, Processing and High Efficient Utilization, Ministry of Agriculture, Resources and Environment, Inner Mongolia Agricultural University, Hohhot, China
- Yushan Jia
| |
Collapse
|
137
|
Manus MB. Ecological Processes and Human Behavior Provide a Framework for Studying the Skin Microbial Metacommunity. MICROBIAL ECOLOGY 2022; 84:689-702. [PMID: 34636925 DOI: 10.1007/s00248-021-01884-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/06/2021] [Accepted: 09/24/2021] [Indexed: 06/13/2023]
Abstract
Metacommunity theory dictates that a microbial community is supported both by local ecological processes and the dispersal of microbes between neighboring communities. Studies that apply this perspective to human-associated microbial communities are thus far limited to the gut microbiome. Yet, the skin serves as the primary barrier between the body and the external environment, suggesting frequent opportunities for microbial dispersal to the variable microbial communities that are housed across skin sites. This paper applies metacommunity theory to understand the dispersal of microbes to the skin from the physical and social environment, as well as between different skin sites on an individual's body. This includes highlighting the role of human behavior in driving microbial dispersal, as well as shaping physiological properties of skin that underscore local microbial community dynamics. By leveraging data from research on the skin microbiomes of amphibians and other animals, this paper provides recommendations for future research on the skin microbial metacommunity, including generating testable predictions about the ecological underpinnings of the skin microbiome.
Collapse
Affiliation(s)
- Melissa B Manus
- Department of Anthropology, Northwestern University, Evanston, IL, USA.
| |
Collapse
|
138
|
Palmer JD, Foster KR. The evolution of spectrum in antibiotics and bacteriocins. Proc Natl Acad Sci U S A 2022; 119:e2205407119. [PMID: 36099299 PMCID: PMC9499554 DOI: 10.1073/pnas.2205407119] [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: 03/28/2022] [Accepted: 08/05/2022] [Indexed: 12/02/2022] Open
Abstract
A key property of many antibiotics is that they will kill or inhibit a diverse range of microbial species. This broad-spectrum of activity has its evolutionary roots in ecological competition, whereby bacteria and other microbes use antibiotics to suppress other strains and species. However, many bacteria also use narrow-spectrum toxins, such as bacteriocins, that principally target conspecifics. Why has such a diversity in spectrum evolved? Here, we develop an evolutionary model to understand antimicrobial spectrum. Our first model recapitulates the intuition that broad-spectrum is best, because it enables a microbe to kill a wider diversity of competitors. However, this model neglects an important property of antimicrobials: They are commonly bound, sequestered, or degraded by the cells they target. Incorporating this toxin loss reveals a major advantage to narrow-spectrum toxins: They target the strongest ecological competitor and avoid being used up on less important species. Why then would broad-spectrum toxins ever evolve? Our model predicts that broad-spectrum toxins will be favored by natural selection if a strain is highly abundant and can overpower both its key competitor and other species. We test this prediction by compiling and analyzing a database of the regulation and spectrum of toxins used in inter-bacterial competition. This analysis reveals a strong association between broad-spectrum toxins and density-dependent regulation, indicating that they are indeed used when strains are abundant. Our work provides a rationale for why bacteria commonly evolve narrow-spectrum toxins such as bacteriocins and suggests that the evolution of antibiotics proper is a signature of ecological dominance.
Collapse
Affiliation(s)
- Jacob D. Palmer
- Department of Biology, University of Oxford, Oxford, OX1 3RB, United Kingdom
- Department of Biochemistry, University of Oxford, Oxford, OX1 3QU, United Kingdom
| | - Kevin R. Foster
- Department of Biology, University of Oxford, Oxford, OX1 3RB, United Kingdom
- Department of Biochemistry, University of Oxford, Oxford, OX1 3QU, United Kingdom
| |
Collapse
|
139
|
Drivers and determinants of strain dynamics following fecal microbiota transplantation. Nat Med 2022; 28:1902-1912. [PMID: 36109636 PMCID: PMC9499871 DOI: 10.1038/s41591-022-01913-0] [Citation(s) in RCA: 61] [Impact Index Per Article: 30.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2021] [Accepted: 06/23/2022] [Indexed: 02/06/2023]
Abstract
AbstractFecal microbiota transplantation (FMT) is a therapeutic intervention for inflammatory diseases of the gastrointestinal tract, but its clinical mode of action and subsequent microbiome dynamics remain poorly understood. Here we analyzed metagenomes from 316 FMTs, sampled pre and post intervention, for the treatment of ten different disease indications. We quantified strain-level dynamics of 1,089 microbial species, complemented by 47,548 newly constructed metagenome-assembled genomes. Donor strain colonization and recipient strain resilience were mostly independent of clinical outcomes, but accurately predictable using LASSO-regularized regression models that accounted for host, microbiome and procedural variables. Recipient factors and donor–recipient complementarity, encompassing entire microbial communities to individual strains, were the main determinants of strain population dynamics, providing insights into the underlying processes that shape the post-FMT gut microbiome. Applying an ecology-based framework to our findings indicated parameters that may inform the development of more effective, targeted microbiome therapies in the future, and suggested how patient stratification can be used to enhance donor microbiota colonization or the displacement of recipient microbes in clinical practice.
Collapse
|
140
|
Tous N, Marcos S, Goodarzi Boroojeni F, Pérez de Rozas A, Zentek J, Estonba A, Sandvang D, Gilbert MTP, Esteve-Garcia E, Finn R, Alberdi A, Tarradas J. Novel strategies to improve chicken performance and welfare by unveiling host-microbiota interactions through hologenomics. Front Physiol 2022; 13:884925. [PMID: 36148301 PMCID: PMC9485813 DOI: 10.3389/fphys.2022.884925] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2022] [Accepted: 07/25/2022] [Indexed: 11/13/2022] Open
Abstract
Fast optimisation of farming practices is essential to meet environmental sustainability challenges. Hologenomics, the joint study of the genomic features of animals and the microbial communities associated with them, opens new avenues to obtain in-depth knowledge on how host-microbiota interactions affect animal performance and welfare, and in doing so, improve the quality and sustainability of animal production. Here, we introduce the animal trials conducted with broiler chickens in the H2020 project HoloFood, and our strategy to implement hologenomic analyses in light of the initial results, which despite yielding negligible effects of tested feed additives, provide relevant information to understand how host genomic features, microbiota development dynamics and host-microbiota interactions shape animal welfare and performance. We report the most relevant results, propose hypotheses to explain the observed patterns, and outline how these questions will be addressed through the generation and analysis of animal-microbiota multi-omic data during the HoloFood project.
Collapse
Affiliation(s)
- Núria Tous
- Animal Nutrition, Institute of Agrifood Research and Technology (IRTA), Constantí, Spain
| | - Sofia Marcos
- Applied Genomics and Bioinformatics, University of the Basque Country (UPV/EHU, Bilbao, Spain
| | - Farshad Goodarzi Boroojeni
- Institute of Animal Nutrition, Department of Veterinary Medicine, Freie Universität Berlin (FUB), Berlin, Germany
| | - Ana Pérez de Rozas
- Animal Health-CReSA, Institute of Agrifood Research and Technology (IRTA), Bellaterra, Spain
| | - Jürgen Zentek
- Institute of Animal Nutrition, Department of Veterinary Medicine, Freie Universität Berlin (FUB), Berlin, Germany
| | - Andone Estonba
- Applied Genomics and Bioinformatics, University of the Basque Country (UPV/EHU, Bilbao, Spain
| | - Dorthe Sandvang
- Chr. Hansen A/S, Animal Health Innovation, Hoersholm, Denmark
| | - M. Thomas P. Gilbert
- Center for Evolutionary Hologenomics, The GLOBE Institute, University of Copenhagen, Copenhagen, Denmark
- University Museum, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Enric Esteve-Garcia
- Animal Nutrition, Institute of Agrifood Research and Technology (IRTA), Constantí, Spain
| | - Robert Finn
- European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton, United Kingdom
| | - Antton Alberdi
- Center for Evolutionary Hologenomics, The GLOBE Institute, University of Copenhagen, Copenhagen, Denmark
- *Correspondence: Antton Alberdi,
| | - Joan Tarradas
- Animal Nutrition, Institute of Agrifood Research and Technology (IRTA), Constantí, Spain
| |
Collapse
|
141
|
Ojima MN, Jiang L, Arzamasov AA, Yoshida K, Odamaki T, Xiao J, Nakajima A, Kitaoka M, Hirose J, Urashima T, Katoh T, Gotoh A, van Sinderen D, Rodionov DA, Osterman AL, Sakanaka M, Katayama T. Priority effects shape the structure of infant-type Bifidobacterium communities on human milk oligosaccharides. THE ISME JOURNAL 2022; 16:2265-2279. [PMID: 35768643 PMCID: PMC9381805 DOI: 10.1038/s41396-022-01270-3] [Citation(s) in RCA: 35] [Impact Index Per Article: 17.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/24/2022] [Revised: 06/05/2022] [Accepted: 06/09/2022] [Indexed: 11/10/2022]
Abstract
Bifidobacteria are among the first colonizers of the infant gut, and human milk oligosaccharides (HMOs) in breastmilk are instrumental for the formation of a bifidobacteria-rich microbiota. However, little is known about the assembly of bifidobacterial communities. Here, by applying assembly theory to a community of four representative infant-gut associated Bifidobacterium species that employ varied strategies for HMO consumption, we show that arrival order and sugar consumption phenotypes significantly affected community formation. Bifidobacterium bifidum and Bifidobacterium longum subsp. infantis, two avid HMO consumers, dominate through inhibitory priority effects. On the other hand, Bifidobacterium breve, a species with limited HMO-utilization ability, can benefit from facilitative priority effects and dominates by utilizing fucose, an HMO degradant not utilized by the other bifidobacterial species. Analysis of publicly available breastfed infant faecal metagenome data showed that the observed trends for B. breve were consistent with our in vitro data, suggesting that priority effects may have contributed to its dominance. Our study highlights the importance and history dependency of initial community assembly and its implications for the maturation trajectory of the infant gut microbiota.
Collapse
Affiliation(s)
- Miriam N Ojima
- Graduate School of Biostudies, Kyoto University, Kyoto, Japan.
| | - Lin Jiang
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, USA
| | | | - Keisuke Yoshida
- Next Generation Science Institute, Morinaga Milk Industry Co., Ltd., Kanagawa, Japan
| | - Toshitaka Odamaki
- Graduate School of Biostudies, Kyoto University, Kyoto, Japan
- Next Generation Science Institute, Morinaga Milk Industry Co., Ltd., Kanagawa, Japan
| | - Jinzhong Xiao
- Graduate School of Biostudies, Kyoto University, Kyoto, Japan
- Next Generation Science Institute, Morinaga Milk Industry Co., Ltd., Kanagawa, Japan
| | - Aruto Nakajima
- Graduate School of Biostudies, Kyoto University, Kyoto, Japan
| | | | - Junko Hirose
- School of Human Cultures, The University of Shiga Prefecture, Hikone, Shiga, Japan
- Department of Food and Nutrition, Kyoto Women's University, Kyoto, Japan
| | - Tadasu Urashima
- Department of Food and Life Science, Obihiro University of Agriculture and Veterinary Medicine, Obihiro, Hokkaido, Japan
| | - Toshihiko Katoh
- Graduate School of Biostudies, Kyoto University, Kyoto, Japan
| | - Aina Gotoh
- Graduate School of Biostudies, Kyoto University, Kyoto, Japan
| | - Douwe van Sinderen
- APC Microbiome Ireland and School of Microbiology, Food Science Building, University College Cork, Cork, Ireland
| | - Dmitry A Rodionov
- Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA, USA
| | - Andrei L Osterman
- Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA, USA
| | | | - Takane Katayama
- Graduate School of Biostudies, Kyoto University, Kyoto, Japan.
| |
Collapse
|
142
|
Dolinšek J, Ramoneda J, Johnson DR. Initial community composition determines the long-term dynamics of a microbial cross-feeding interaction by modulating niche availability. ISME COMMUNICATIONS 2022; 2:77. [PMID: 37938324 PMCID: PMC9723679 DOI: 10.1038/s43705-022-00160-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/29/2022] [Revised: 07/28/2022] [Accepted: 08/03/2022] [Indexed: 06/19/2023]
Abstract
Multi-step substrate consumption pathways can promote microbial biodiversity via cross-feeding. If one cell type preferentially consumes a primary substrate rather than the subsequently formed intermediates, then other cell types can specialize in consuming the intermediates. While this mechanism for promoting biodiversity is established, predicting the long-term persistence of such cross-feeding interactions remains challenging. Under what conditions will the interaction (and thus biodiversity) persist or disappear? To address this question, we propagated co-cultures of two isogenic strains of the bacterium Pseudomonas stutzeri. One completely reduces nitrate to nitrogen gas but preferentially reduces nitrate rather than nitrite (referred to as the generalist), while the other only reduces nitrite to nitrogen gas (referred to as the specialist). We found that the two strains coexist via nitrite cross-feeding when grown together, but the initial ratio of specialist-to-generalist (rS/G) determines the long-term dynamics of the co-culture. Co-cultures with large initial rS/Gs converge to the same rS/G and persist thereafter. Co-cultures with small initial rS/Gs also converge to the same rS/G but then become increasingly dominated by the generalist. The likely cause of these different dynamics is that the initial rS/G determines the initial environment, which in turn determines the initial selection pressures and phenotypes acquired by the generalist. Our results demonstrate that initial community composition controls the long-term dynamics and persistence of a cross-feeding interaction, and is therefore an important factor for community development and for engineering communities to achieve desired outcomes.
Collapse
Affiliation(s)
- Jan Dolinšek
- Department of Environmental Microbiology, Swiss Federal Institute of Aquatic Science and Technology (Eawag), 8600, Dübendorf, Switzerland
- Department of Environmental Systems Science, Swiss Federal Institute of Technology (ETH), 8092, Zürich, Switzerland
| | - Josep Ramoneda
- Department of Environmental Microbiology, Swiss Federal Institute of Aquatic Science and Technology (Eawag), 8600, Dübendorf, Switzerland
- Cooperative Institute for Research in Environmental Sciences, University of Colorado, Boulder, CO, USA
| | - David R Johnson
- Department of Environmental Microbiology, Swiss Federal Institute of Aquatic Science and Technology (Eawag), 8600, Dübendorf, Switzerland.
| |
Collapse
|
143
|
Jurburg SD, Eisenhauer N, Buscot F, Chatzinotas A, Chaudhari NM, Heintz-Buschart A, Kallies R, Küsel K, Litchman E, Macdonald CA, Müller S, Reuben RC, da Rocha UN, Panagiotou G, Rillig MC, Singh BK. Potential of microbiome-based solutions for agrifood systems. NATURE FOOD 2022; 3:557-560. [PMID: 37118595 DOI: 10.1038/s43016-022-00576-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/30/2023]
Affiliation(s)
- Stephanie D Jurburg
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany.
- Institute of Biology, Leipzig University, Leipzig, Germany.
- Department of Environmental Microbiology, Helmholtz Centre for Environmental Research-UFZ, Leipzig, Germany.
| | - Nico Eisenhauer
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
- Institute of Biology, Leipzig University, Leipzig, Germany
| | - François Buscot
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
- Department of Soil Ecology, Helmholtz Centre for Environmental Research-UFZ, Halle, Germany
| | - Antonis Chatzinotas
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
- Institute of Biology, Leipzig University, Leipzig, Germany
- Department of Environmental Microbiology, Helmholtz Centre for Environmental Research-UFZ, Leipzig, Germany
| | - Narendrakumar M Chaudhari
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
- Aquatic Geomicrobiology, Institute of Biodiversity, Friedrich Schiller University, Jena, Germany
| | - Anna Heintz-Buschart
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
- Department of Soil Ecology, Helmholtz Centre for Environmental Research-UFZ, Halle, Germany
- Swammerdam Institute for Life Sciences, University of Amsterdam, Amsterdam, the Netherlands
| | - Rene Kallies
- Department of Environmental Microbiology, Helmholtz Centre for Environmental Research-UFZ, Leipzig, Germany
| | - Kirsten Küsel
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
- Aquatic Geomicrobiology, Institute of Biodiversity, Friedrich Schiller University, Jena, Germany
| | - Elena Litchman
- Kellogg Biological Station, Michigan State University, Hickory Corners, MI, USA
- Ecology, Evolution and Behavior Program, Michigan State University, East Lansing, MI, USA
- Department of Global Ecology, Carnegie Institution for Science, Stanford, CA, USA
| | - Catriona A Macdonald
- Hawkesbury Institute for the Environment, Western Sydney University, Richmond, New South Wales, Australia
| | - Susann Müller
- Department of Environmental Microbiology, Helmholtz Centre for Environmental Research-UFZ, Leipzig, Germany
| | - Rine C Reuben
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
- Institute of Biology, Leipzig University, Leipzig, Germany
| | - Ulisses Nunes da Rocha
- Department of Environmental Microbiology, Helmholtz Centre for Environmental Research-UFZ, Leipzig, Germany
| | - Gianni Panagiotou
- Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute, Jena, Germany
- The State Key Laboratory of Pharmaceutical Biotechnology, The University of Hong Kong, Kowloon, Hong Kong SAR, China
- Department of Medicine, The University of Hong Kong, Kowloon, Hong Kong SAR, China
| | - Matthias C Rillig
- Institut für Biologie, Freie Universität Berlin, Berlin, Germany
- Berlin-Brandenburg Institute of Advanced Biodiversity Research, Berlin, Germany
| | - Brajesh K Singh
- Hawkesbury Institute for the Environment, Western Sydney University, Richmond, New South Wales, Australia.
- Global Centre for Land-Based Innovation, Western Sydney University, Penrith, New South Wales, Australia.
| |
Collapse
|
144
|
Relationships between Sphaerulina musiva Infection and the Populus Microbiome and Metabolome. mSystems 2022; 7:e0012022. [PMID: 35862808 PMCID: PMC9426494 DOI: 10.1128/msystems.00120-22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Pathogenic fungal infections in plants may, in some cases, lead to downstream systematic impacts on the plant metabolome and microbiome that may either alleviate or exacerbate the effects of the fungal pathogen. While Sphaerulina musiva is a well-characterized fungal pathogen which infects Populus tree species, an important wood fiber and biofuel feedstock, little is known about its systematic effects on the metabolome and microbiome of Populus. Here, we investigated the metabolome of Populus trichocarpa and Populus deltoides leaves and roots and the microbiome of the leaf and root endospheres, phylloplane, and rhizosphere to understand the systematic impacts of S. musiva abundance and infection on Populus species in a common garden field setting. We found that S. musiva is indeed present in both P. deltoides and P. trichocarpa, but S. musiva abundance was not statistically related to stem canker onset. We also found that the leaf and root metabolomes significantly differ between the two Populus species and that certain leaf metabolites, particularly the phenolic glycosides salirepin and salireposide, are diminished in canker-infected P. trichocarpa trees compared to their uninfected counterparts. Furthermore, we found significant associations between the metabolome, S. musiva abundance, and microbiome composition and α-diversity, particularly in P. trichocarpa leaves. Our results show that S. musiva colonizes both resistant and susceptible hosts and that the effects of S. musiva on susceptible trees are not confined to the site of canker infection. IMPORTANCE Poplar (Populus spp.) trees are ecologically and economically important trees throughout North America. However, many western North American poplar plantations are at risk due to the introduction of the nonnative fungal pathogen Sphaerulina musiva, which causes leaf spot and cankers, limiting their production. To better understand the interactions among the pathogen S. musiva, the poplar metabolome, and the poplar microbiome, we collected leaf, root, and rhizosphere samples from poplar trees consisting of 10 genotypes and two species with differential resistance to S. musiva in a common garden experiment. Here, we outline the nuanced relationships between the poplar metabolome, microbiome, and S. musiva, showing that S. musiva may affect poplar trees in tissues distal to the site of infection (i.e., stem). Our research contributes to improving the fundamental understanding of S. musiva and Populus sp. ecology and the utility of a holobiont approach in understanding plant disease.
Collapse
|
145
|
Yuan S, Guo S, Huang X, Meng F. Time-lagged interspecies interactions prevail during biofilm development in moving bed biofilm reactor. Biotechnol Bioeng 2022; 119:2770-2783. [PMID: 35837838 DOI: 10.1002/bit.28177] [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: 02/16/2022] [Revised: 06/27/2022] [Accepted: 07/10/2022] [Indexed: 11/09/2022]
Abstract
Clarifying the essential succession dynamics of interspecies interactions during biofilm development is crucial for the regulation and application of biofilm-based processes. In this study, regular and time-series phylogenetic molecular ecological networks (pMENs) were constructed to investigate ordinary and time-lagged interspecies interactions during biofilm development in a moving bed biofilm reactor (MBBR). Positive interactions dominated both regular (89.78%) and time-series (77.04%) ecological networks, suggesting that extensive cooperative behaviors facilitated biofilm development. The pronounced directional interactions (72.52%) in the time-series network further indicated that time-lagged interspecies interactions prevailed in the biofilm development process. Specifically, the proportion of directional negative interactions was higher than that of positive interactions, implying that interspecific competition preferred to be time-lagged. The time-series network revealed that module hubs exhibited extensive time-lagged positive interactions with their neighbors, and most of them exhibited altruistic behaviors. Keystone species possessing more positive interactions were positively correlated with biofilm biomass, NO3 - -N concentrations, and the removal efficiencies of NH4 + -N and COD. However, keystone species and peripherals that were negatively targeted by their neighbors showed positive correlations with the concentrations of NO2 - -N, polysaccharides, and proteins in the soluble microbial products. The data highlight that the time-series network can provide directional microbial interactions along with the biofilm development process, which would help to predict the tendency of community shifts and propose efficient strategies for the regulation of biofilm-based processes. This article is protected by copyright. All rights reserved.
Collapse
Affiliation(s)
- Shasha Yuan
- School of Environmental Science and Engineering, Sun Yat-sen University, Guangzhou, 510275, PR China.,Guangdong Provincial Key Laboratory of Environmental Pollution Control and Remediation Technology, (Sun Yat-sen University), Guangzhou, 510275, PR China
| | - Sixian Guo
- School of Environmental Science and Engineering, Sun Yat-sen University, Guangzhou, 510275, PR China.,Guangdong Provincial Key Laboratory of Environmental Pollution Control and Remediation Technology, (Sun Yat-sen University), Guangzhou, 510275, PR China
| | - Xihao Huang
- School of Environmental Science and Engineering, Sun Yat-sen University, Guangzhou, 510275, PR China.,Guangdong Provincial Key Laboratory of Environmental Pollution Control and Remediation Technology, (Sun Yat-sen University), Guangzhou, 510275, PR China
| | - Fangang Meng
- School of Environmental Science and Engineering, Sun Yat-sen University, Guangzhou, 510275, PR China.,Guangdong Provincial Key Laboratory of Environmental Pollution Control and Remediation Technology, (Sun Yat-sen University), Guangzhou, 510275, PR China
| |
Collapse
|
146
|
Bisschop K, Kortenbosch HH, van Eldijk TJB, Mallon CA, Salles JF, Bonte D, Etienne RS. Microbiome Heritability and Its Role in Adaptation of Hosts to Novel Resources. Front Microbiol 2022; 13:703183. [PMID: 35865927 PMCID: PMC9296072 DOI: 10.3389/fmicb.2022.703183] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2021] [Accepted: 06/06/2022] [Indexed: 12/12/2022] Open
Abstract
Microbiomes are involved in most vital processes, such as immune response, detoxification, and digestion and are thereby elementary to organismal functioning and ultimately the host’s fitness. In turn, the microbiome may be influenced by the host and by the host’s environment. To understand microbiome dynamics during the process of adaptation to new resources, we performed an evolutionary experiment with the two-spotted spider mite, Tetranychus urticae. We generated genetically depleted strains of the two-spotted spider mite and reared them on their ancestral host plant and two novel host plants for approximately 12 generations. The use of genetically depleted strains reduced the magnitude of genetic adaptation of the spider mite host to the new resource and, hence, allowed for better detection of signals of adaptation via the microbiome. During the course of adaptation, we tested spider mite performance (number of eggs laid and longevity) and characterized the bacterial component of its microbiome (16S rRNA gene sequencing) to determine: (1) whether the bacterial communities were shaped by mite ancestry or plant environment and (2) whether the spider mites’ performance and microbiome composition were related. We found that spider mite performance on the novel host plants was clearly correlated with microbiome composition. Because our results show that only little of the total variation in the microbiome can be explained by the properties of the host (spider mite) and the environment (plant species) we studied, we argue that the bacterial community within hosts could be valuable for understanding a species’ performance on multiple resources.
Collapse
Affiliation(s)
- Karen Bisschop
- Groningen Institute for Evolutionary Life Sciences, University of Groningen, Groningen, Netherlands
- Terrestrial Ecology Unit (TEREC), Department of Biology, Ghent University, Ghent, Belgium
- Institute for Biodiversity and Ecosystem Dynamics, University of Amsterdam, Amsterdam, Netherlands
- Laboratory of Aquatic Biology, Department of Biology, KU Leuven, Kortrijk, Belgium
- *Correspondence: Karen Bisschop,
| | - Hylke H. Kortenbosch
- Groningen Institute for Evolutionary Life Sciences, University of Groningen, Groningen, Netherlands
| | - Timo J. B. van Eldijk
- Groningen Institute for Evolutionary Life Sciences, University of Groningen, Groningen, Netherlands
| | - Cyrus A. Mallon
- Groningen Institute for Evolutionary Life Sciences, University of Groningen, Groningen, Netherlands
| | - Joana F. Salles
- Groningen Institute for Evolutionary Life Sciences, University of Groningen, Groningen, Netherlands
| | - Dries Bonte
- Terrestrial Ecology Unit (TEREC), Department of Biology, Ghent University, Ghent, Belgium
| | - Rampal S. Etienne
- Groningen Institute for Evolutionary Life Sciences, University of Groningen, Groningen, Netherlands
| |
Collapse
|
147
|
Björk JR, Dasari MR, Roche K, Grieneisen L, Gould TJ, Grenier JC, Yotova V, Gottel N, Jansen D, Gesquiere LR, Gordon JB, Learn NH, Wango TL, Mututua RS, Kinyua Warutere J, Siodi L, Mukherjee S, Barreiro LB, Alberts SC, Gilbert JA, Tung J, Blekhman R, Archie EA. Synchrony and idiosyncrasy in the gut microbiome of wild baboons. Nat Ecol Evol 2022; 6:955-964. [PMID: 35654895 PMCID: PMC9271586 DOI: 10.1038/s41559-022-01773-4] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2021] [Accepted: 04/20/2022] [Indexed: 01/04/2023]
Abstract
Human gut microbial dynamics are highly individualized, making it challenging to link microbiota to health and to design universal microbiome therapies. This individuality is typically attributed to variation in host genetics, diets, environments and medications but it could also emerge from fundamental ecological forces that shape microbiota more generally. Here, we leverage extensive gut microbial time series from wild baboons-hosts who experience little interindividual dietary and environmental heterogeneity-to test whether gut microbial dynamics are synchronized across hosts or largely idiosyncratic. Despite their shared lifestyles, baboon microbiota were only weakly synchronized. The strongest synchrony occurred among baboons living in the same social group, probably because group members range over the same habitat and simultaneously encounter the same sources of food and water. However, this synchrony was modest compared to each host's personalized dynamics. In support, host-specific factors, especially host identity, explained, on average, more than three times the deviance in longitudinal dynamics compared to factors shared with social group members and ten times the deviance of factors shared across the host population. These results contribute to mounting evidence that highly idiosyncratic gut microbiomes are not an artefact of modern human environments and that synchronizing forces in the gut microbiome (for example, shared environments, diets and microbial dispersal) are not strong enough to overwhelm key drivers of microbiome personalization, such as host genetics, priority effects, horizontal gene transfer and functional redundancy.
Collapse
Affiliation(s)
- Johannes R Björk
- Department of Biological Sciences, University of Notre Dame, Notre Dame, IN, USA.
| | - Mauna R Dasari
- Department of Biological Sciences, University of Notre Dame, Notre Dame, IN, USA
| | - Kim Roche
- Program in Computational Biology and Bioinformatics, Duke University, Durham, NC, USA
| | - Laura Grieneisen
- Department of Genetics, Cell Biology, and Development, University of Minnesota, Minneapolis, MN, USA
| | - Trevor J Gould
- Department of Genetics, Cell Biology, and Development, University of Minnesota, Minneapolis, MN, USA
| | - Jean-Christophe Grenier
- Department of Genetics, CHU Sainte Justine Research Center, Montréal, Quebec, Canada
- Research Center, Montreal Heart Institute, Montréal, Quebec, Canada
| | - Vania Yotova
- Department of Genetics, CHU Sainte Justine Research Center, Montréal, Quebec, Canada
| | - Neil Gottel
- Department of Pediatrics and the Scripps Institution of Oceanography, University of California, San Diego, San Diego, CA, USA
| | - David Jansen
- Department of Biological Sciences, University of Notre Dame, Notre Dame, IN, USA
| | | | | | - Niki H Learn
- Department of Ecology and Evolutionary Biology, Princeton University, Princeton, NJ, USA
| | - Tim L Wango
- Amboseli Baboon Research Project, Amboseli National Park, Amboseli, Kenya
- The Department of Veterinary Anatomy and Animal Physiology, University of Nairobi, Nairobi, Kenya
| | - Raphael S Mututua
- Amboseli Baboon Research Project, Amboseli National Park, Amboseli, Kenya
| | - J Kinyua Warutere
- Amboseli Baboon Research Project, Amboseli National Park, Amboseli, Kenya
| | - Long'ida Siodi
- Amboseli Baboon Research Project, Amboseli National Park, Amboseli, Kenya
| | - Sayan Mukherjee
- Program in Computational Biology and Bioinformatics, Duke University, Durham, NC, USA
| | - Luis B Barreiro
- Department of Medicine, Section of Genetic Medicine, University of Chicago, Chicago, IL, USA
| | - Susan C Alberts
- Department of Biology, Duke University, Durham, NC, USA
- Department of Evolutionary Anthropology, Duke University, Durham, NC, USA
- Duke University Population Research Institute, Duke University, Durham, NC, USA
| | - Jack A Gilbert
- Department of Pediatrics and the Scripps Institution of Oceanography, University of California, San Diego, San Diego, CA, USA
| | - Jenny Tung
- Department of Biology, Duke University, Durham, NC, USA
- Department of Evolutionary Anthropology, Duke University, Durham, NC, USA
- Duke University Population Research Institute, Duke University, Durham, NC, USA
- Canadian Institute for Advanced Research, Toronto, Ontario, Canada
| | - Ran Blekhman
- Department of Genetics, Cell Biology, and Development, University of Minnesota, Minneapolis, MN, USA
- Department of Ecology, Evolution, and Behavior, University of Minnesota, Minneapolis, MN, USA
| | - Elizabeth A Archie
- Department of Biological Sciences, University of Notre Dame, Notre Dame, IN, USA.
| |
Collapse
|
148
|
Browne HP, Shao Y, Lawley TD. Mother-infant transmission of human microbiota. Curr Opin Microbiol 2022; 69:102173. [PMID: 35785616 DOI: 10.1016/j.mib.2022.102173] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2022] [Revised: 05/24/2022] [Accepted: 05/30/2022] [Indexed: 12/16/2022]
Abstract
Humans are colonised by a highly adapted microbiota with coevolved functions that promote human health, development and disease resistance. Acquisition and assembly of the microbiota start at birth and recent evidence suggests that it coincides with, and informs, immune system development and regulation in the rapidly growing infant. Several large-scale studies have identified Bifidobacterium and Bacteroides species maternally transmitted to infants, many of which are capable of colonising over the longer term. Disruption of maternal transmission by caesarean section and antibiotic exposure around birth is associated with a higher incidence of pathogen colonisation and immune-related disorders in children. In this review, we discuss key maternally transmitted bacterial species, their sources and their potential role in shaping immune development. Maternal transmission of gut bacteria provides a microbial 'starter kit' for infants which promotes healthy growth and disease resistance. Optimising and nurturing this under-appreciated form of kinship should be considered as a priority.
Collapse
Affiliation(s)
- Hilary P Browne
- Host-Microbiota Interactions Laboratory, Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton CB10 1SA, UK.
| | - Yan Shao
- Host-Microbiota Interactions Laboratory, Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton CB10 1SA, UK
| | - Trevor D Lawley
- Host-Microbiota Interactions Laboratory, Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton CB10 1SA, UK.
| |
Collapse
|
149
|
Jia F, Chen J, Zhao X, Liu C, Li Y, Ma J, Yang A, Yao H. Morphological and Spatial Heterogeneity of Microbial Communities in Pilot-Scale Autotrophic Integrated Fixed-Film Activated Sludge System Treating Coal to Ethylene Glycol Wastewater. Front Microbiol 2022; 13:927650. [PMID: 35722350 PMCID: PMC9201488 DOI: 10.3389/fmicb.2022.927650] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2022] [Accepted: 05/06/2022] [Indexed: 11/13/2022] Open
Abstract
The understanding of microbial compositions in different dimensions is essential to achieve the successful design and operation of the partial nitritation/anammox (PN/A) process. This study investigated the microbial communities of different sludge morphologies and spatial distribution in the one-stage PN/A process of treating real coal to ethylene glycol (CtEG) wastewater at a pilot-scale integrated fixed-film activated sludge (IFAS) reactor. The results showed that ammonia-oxidizing bacteria (AOB) was mainly distributed in flocs (13.56 ± 3.16%), whereas anammox bacteria (AnAOB) was dominated in the biofilms (17.88 ± 8.05%). Furthermore, the dominant AnAOB genus in biofilms among the first three chambers was Candidatus Brocadia (6.46 ± 2.14% to 11.82 ± 6.33%), whereas it was unexpectedly transformed to Candidatus Kuenenia (9.47 ± 1.70%) and Candidatus Anammoxoglobus (8.56 ± 4.69%) in the last chamber. This demonstrated that the niche differentiation resulting from morphological (dissolved oxygen) and spatial heterogeneity (gradient distribution of nutrients and toxins) was the main reason for dominant bacterial distribution. Overall, this study presents more comprehensive information on the heterogeneous distribution and transformation of communities in PN/A processes, providing a theoretical basis for targeted culture and selection of microbial communities in practical engineering.
Collapse
|
150
|
Alberdi A, Andersen SB, Limborg MT, Dunn RR, Gilbert MTP. Disentangling host-microbiota complexity through hologenomics. Nat Rev Genet 2022; 23:281-297. [PMID: 34675394 DOI: 10.1038/s41576-021-00421-0] [Citation(s) in RCA: 30] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/14/2021] [Indexed: 02/07/2023]
Abstract
Research on animal-microbiota interactions has become a central topic in biological sciences because of its relevance to basic eco-evolutionary processes and applied questions in agriculture and health. However, animal hosts and their associated microbial communities are still seldom studied in a systemic fashion. Hologenomics, the integrated study of the genetic features of a eukaryotic host alongside that of its associated microbes, is becoming a feasible - yet still underexploited - approach that overcomes this limitation. Acknowledging the biological and genetic properties of both hosts and microbes, along with the advantages and disadvantages of implemented techniques, is essential for designing optimal studies that enable some of the major questions in biology to be addressed.
Collapse
Affiliation(s)
- Antton Alberdi
- Center for Evolutionary Hologenomics, The GLOBE Institute, University of Copenhagen, Copenhagen, Denmark.
| | - Sandra B Andersen
- Center for Evolutionary Hologenomics, The GLOBE Institute, University of Copenhagen, Copenhagen, Denmark
| | - Morten T Limborg
- Center for Evolutionary Hologenomics, The GLOBE Institute, University of Copenhagen, Copenhagen, Denmark
| | - Robert R Dunn
- Center for Evolutionary Hologenomics, The GLOBE Institute, University of Copenhagen, Copenhagen, Denmark.,Department of Applied Ecology, North Carolina State University, Raleigh, NC, USA
| | - M Thomas P Gilbert
- Center for Evolutionary Hologenomics, The GLOBE Institute, University of Copenhagen, Copenhagen, Denmark.,University Museum, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| |
Collapse
|