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Choudhary R, Mahadevan R. DyMMM-LEAPS: An ML-based framework for modulating evenness and stability in synthetic microbial communities. Biophys J 2024; 123:2974-2995. [PMID: 38733081 PMCID: PMC11427784 DOI: 10.1016/j.bpj.2024.05.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2024] [Revised: 04/22/2024] [Accepted: 05/07/2024] [Indexed: 05/13/2024] Open
Abstract
There have been a growing number of computational strategies to aid in the design of synthetic microbial consortia. A framework to identify regions in parametric space to maximize two essential properties, evenness and stability, is critical. In this study, we introduce DyMMM-LEAPS (dynamic multispecies metabolic modeling-locating evenness and stability in large parametric space), an extension of the DyMMM framework. Our method explores the large parametric space of genetic circuits in synthetic microbial communities to identify regions of evenness and stability. Due to the high computational costs of exhaustive sampling, we utilize adaptive sampling and surrogate modeling to reduce the number of simulations required to map the vast space. Our framework predicts engineering targets and computes their operating ranges to maximize the probability of the engineered community to have high evenness and stability. We demonstrate our approach by simulating five cocultures and one three-strain culture with different social interactions (cooperation, competition, and predation) employing quorum-sensing-based genetic circuits. In addition to guiding circuit tuning, our pipeline gives an opportunity for a detailed analysis of pockets of evenness and stability for the circuit under investigation, which can further help dissect the relationship between the two properties. DyMMM-LEAPS is easily customizable and can be expanded to a larger community with more complex interactions.
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Affiliation(s)
- Ruhi Choudhary
- University of Toronto, Department of Chemical Engineering and Applied Chemistry, Toronto, ON, Canada
| | - Radhakrishnan Mahadevan
- University of Toronto, Department of Chemical Engineering and Applied Chemistry, Toronto, ON, Canada.
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Cantonati M, Armanini DG, Demartini D, Papatheodoulou A, Bilous OP, Colombo F, Angeli N, Stancheva R, Dörflinger G, Manoylov KM. Has climate change over the last ten years caused a banalisation of diatom communities in Cypriot streams? THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 947:174495. [PMID: 38971238 DOI: 10.1016/j.scitotenv.2024.174495] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/07/2024] [Revised: 06/25/2024] [Accepted: 07/02/2024] [Indexed: 07/08/2024]
Abstract
To unveil possible changes in diatom communities in Cypriot streams over the last ten years or so, we selected samples from the years 2020, 2021, and 2022 for the "recent" dataset (N = 119) and samples from the years 2010 and 2011 for the "historical" dataset (N = 108). Biotic homogenization has become a truly global phenomenon. Here we show that, over the last ten years, in response to increased water temperature, conductivity, and discharge variability due to climate-change, Cypriot stream diatom communities include a higher number of trivial (= widespread, tolerant, and opportunistic), aerial, and thermophilic species, have reduced β-diversity and increased nestedness. Moreover, IndVal analysis shows that indicator species from the historical dataset were characteristic, often relatively rare species, while the indicators of the recent dataset were a group of typical trivial, eutraphentic, and thermophilic species. As is almost always the case, the diatom communities we studied were subjected to multiple stressors, often affecting them in opposite ways. Besides the increase in trivial species, the reduction in β-diversity, and the rise in nestedness mentioned above, the diatom assemblages we studied also showed an increase in α-diversity that could be due to a moderate reduction in nutrients in several sites. High-ecological-integrity ecosystems, such as springs, waterfalls, and dripping rock-walls, in particular springs that were shown to be excellent hydrologic refugia in climates heavily affected by climate change, and the stream sites close to them should be carefully protected, as they can be refugia for sensitive and characteristic species that can recolonize the adjacent streams after adverse climatic events.
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Affiliation(s)
- Marco Cantonati
- BIOME Lab, Department of Biological, Geological and Environmental Sciences-BiGeA, Alma Mater Studiorum-University of Bologna, Via Selmi 3, 40126 Bologna, Italy.
| | - David G Armanini
- CS Capital Srl (Formerly Prothea Srl), Via Alessandro Manzoni 41, 20121 Milano, Italy; Canadian Rivers Institute, 10 Bailey Drive, P.O. Box 4400, Fredericton, NB E3B 5A3, Canada
| | - Daniele Demartini
- CS Capital Srl (Formerly Prothea Srl), Via Alessandro Manzoni 41, 20121 Milano, Italy
| | | | - Olena P Bilous
- Institute of Hydrobiology and Aquatic Ecosystem Management, University of Natural Resources and Life Sciences, Gregor-Mendel-Straße 33/DG, 1180 Vienna, Austria; Institute of Hydrobiology of the National Academy of Sciences of Ukraine, Volodymyra Ivasiuka Ave, 12, 04210 Kyiv, Ukraine
| | - Federica Colombo
- CS Capital Srl (Formerly Prothea Srl), Via Alessandro Manzoni 41, 20121 Milano, Italy
| | - Nicola Angeli
- Research & Collections (Limnology & Phycology), MUSE-Museo delle Scienze, Corso del Lavoro e della Scienza 3, 38123 Trento, Italy
| | - Rosalina Stancheva
- Department of Environmental Science and Policy, George Mason University, Fairfax, VA, USA
| | | | - Kalina M Manoylov
- Department of Biological and Environmental Sciences, Georgia College & State University, Milledgeville, GA, USA
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3
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Trapella G, Cinti N, Parma L, De Marco A, Dell'Acqua AN, Turroni S, Rampelli S, Scicchitano D, Iuffrida L, Bonaldo A, Franzellitti S, Candela M, Palladino G. Microbiome variation at the clam-sediment interface may explain changes in local productivity of Chamelea gallina in the North Adriatic sea. BMC Microbiol 2023; 23:402. [PMID: 38114947 PMCID: PMC10729368 DOI: 10.1186/s12866-023-03146-8] [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: 08/24/2023] [Accepted: 12/07/2023] [Indexed: 12/21/2023] Open
Abstract
BACKGROUND The clam Chamelea gallina is an ecologically and economically important marine species in the Northwestern Adriatic Sea, which currently suffers from occasional, and still unexplained, widespread mortality events. In order to provide some glimpses in this direction, this study explores the connections between microbiome variations at the clam-sediment interface and the nutritional status of clams collected at four Italian production sites along the Emilia Romagna coast, with different mortality incidence, higher in the Northern sites and lower in the Southern sites. RESULTS According to our findings, each production site showed a peculiar microbiome arrangement at the clam-sediment interface, with features that clearly differentiate the Northern and Southern sites, with the latter also being associated with a better nutritional status of the animal. Interestingly, the C. gallina digestive gland microbiome from the Southern sites was enriched in some health-promoting microbiome components, capable of supplying the host with essential nutrients and defensive molecules. Furthermore, in experiments conducted under controlled conditions in aquaria, we provided preliminary evidence of the prebiotic action of sediments from the Southern sites, allowing to boost the acquisition of previously identified health-promoting components of the digestive gland microbiome by clams from the Northern sites. CONCLUSIONS Taken together, our findings may help define innovative microbiome-based management strategies for the preservation of the productivity of C. gallina clams in the Adriatic Sea, through the identification and maintenance of a probiotic niche at the animal-sediment interface.
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Affiliation(s)
- Giulia Trapella
- Unit of Microbiome Science and Biotechnology, Department of Pharmacy and Biotechnology (FaBiT), Alma Mater Studiorum - University of Bologna, Bologna, 40126, Italy
- Fano Marine Center, The Inter-Institute Center for Research on Marine Bioaffiliationersity, Resources and Biotechnologies, Fano, 61032, Italy
| | - Nicolò Cinti
- Unit of Microbiome Science and Biotechnology, Department of Pharmacy and Biotechnology (FaBiT), Alma Mater Studiorum - University of Bologna, Bologna, 40126, Italy
- Fano Marine Center, The Inter-Institute Center for Research on Marine Bioaffiliationersity, Resources and Biotechnologies, Fano, 61032, Italy
| | - Luca Parma
- Department of Veterinary Medical Sciences, University of Bologna, Ozzano Emilia (Bologna), 40064, Italy
| | - Antonina De Marco
- Fano Marine Center, The Inter-Institute Center for Research on Marine Bioaffiliationersity, Resources and Biotechnologies, Fano, 61032, Italy
- Department of Veterinary Medical Sciences, University of Bologna, Ozzano Emilia (Bologna), 40064, Italy
| | - Andrea Nicolò Dell'Acqua
- Unit of Microbiome Science and Biotechnology, Department of Pharmacy and Biotechnology (FaBiT), Alma Mater Studiorum - University of Bologna, Bologna, 40126, Italy
- Fano Marine Center, The Inter-Institute Center for Research on Marine Bioaffiliationersity, Resources and Biotechnologies, Fano, 61032, Italy
| | - Silvia Turroni
- Unit of Microbiome Science and Biotechnology, Department of Pharmacy and Biotechnology (FaBiT), Alma Mater Studiorum - University of Bologna, Bologna, 40126, Italy
| | - Simone Rampelli
- Unit of Microbiome Science and Biotechnology, Department of Pharmacy and Biotechnology (FaBiT), Alma Mater Studiorum - University of Bologna, Bologna, 40126, Italy
- Fano Marine Center, The Inter-Institute Center for Research on Marine Bioaffiliationersity, Resources and Biotechnologies, Fano, 61032, Italy
| | - Daniel Scicchitano
- Unit of Microbiome Science and Biotechnology, Department of Pharmacy and Biotechnology (FaBiT), Alma Mater Studiorum - University of Bologna, Bologna, 40126, Italy
- Fano Marine Center, The Inter-Institute Center for Research on Marine Bioaffiliationersity, Resources and Biotechnologies, Fano, 61032, Italy
| | - Letizia Iuffrida
- Fano Marine Center, The Inter-Institute Center for Research on Marine Bioaffiliationersity, Resources and Biotechnologies, Fano, 61032, Italy
- Animal and Environmental Physiology Laboratory, Department of Biological, Geological and Environmental Sciences (BiGeA), University of Bologna, Ravenna, 48123, Italy
| | - Alessio Bonaldo
- Department of Veterinary Medical Sciences, University of Bologna, Ozzano Emilia (Bologna), 40064, Italy
| | - Silvia Franzellitti
- Fano Marine Center, The Inter-Institute Center for Research on Marine Bioaffiliationersity, Resources and Biotechnologies, Fano, 61032, Italy
- Animal and Environmental Physiology Laboratory, Department of Biological, Geological and Environmental Sciences (BiGeA), University of Bologna, Ravenna, 48123, Italy
| | - Marco Candela
- Unit of Microbiome Science and Biotechnology, Department of Pharmacy and Biotechnology (FaBiT), Alma Mater Studiorum - University of Bologna, Bologna, 40126, Italy
- Fano Marine Center, The Inter-Institute Center for Research on Marine Bioaffiliationersity, Resources and Biotechnologies, Fano, 61032, Italy
| | - Giorgia Palladino
- Unit of Microbiome Science and Biotechnology, Department of Pharmacy and Biotechnology (FaBiT), Alma Mater Studiorum - University of Bologna, Bologna, 40126, Italy.
- Fano Marine Center, The Inter-Institute Center for Research on Marine Bioaffiliationersity, Resources and Biotechnologies, Fano, 61032, Italy.
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Abstract
With the process of urbanization, cities are expanding, while forests are declining. Many conditions in the urban habitats are modified compared to those in the rural ones, so the organisms present reactions to these changes. To determine to what extent the habitat type influences insects, we tested the differences in the pedunculate oak (Quercus robur L.) leaf-mining insect community between urban and rural habitats in Serbia. Lower species richness, abundance, and diversity were determined on trees in the urban environment. Due to the differences in the habitat types, many of the species disappeared, while most of the remaining species declined. The seasonal dynamics of species richness, abundance, and diversity differed between the habitat types. Both rural and urban populations started with low values in May. Subsequently, rural populations gained higher species richness, abundance, and diversity. As about 60% of the leaf miners’ species present in the rural habitats survive on the trees in urban areas, those trees are of great importance as a species reservoir. This is why we need to preserve and strive to improve the condition of urban areas where the pedunculate oak is present.
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Bianchelli S, Danovaro R. Impairment of microbial and meiofaunal ecosystem functions linked to algal forest loss. Sci Rep 2020; 10:19970. [PMID: 33203950 PMCID: PMC7673138 DOI: 10.1038/s41598-020-76817-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2019] [Accepted: 08/25/2020] [Indexed: 11/17/2022] Open
Abstract
Habitat loss is jeopardizing marine biodiversity. In the Mediterranean Sea, the algal forests of Cystoseira spp. form one of the most complex, productive and vulnerable shallow-water habitats. These forests are rapidly regressing with negative impact on the associated biodiversity, and potential consequences in terms of ecosystem functioning. Here, by comparing healthy Cystoseira forests and barren grounds (i.e., habitats where the macroalgal forests disappeared), we assessed the effects of habitat loss on meiofaunal and nematode biodiversity, and on some ecosystem functions (here measured in terms of prokaryotic and meiofaunal biomass). Overall, our results suggest that the loss of Cystoseira forests and the consequent barren formation is associated with the loss of meiofaunal higher taxa and a decrease of nematode biodiversity, leading to the collapse of the microbial and meiofaunal variables of ecosystem functions. We conclude that, given the very limited resilience of these ecosystems, active restoration of these vulnerable habitats is needed, in order to recover their biodiversity, ecosystem functions and associated services.
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Affiliation(s)
- Silvia Bianchelli
- Dipartimento di Scienze della Vita e dell'Ambiente, Università Politecnica delle Marche, Via Brecce Bianche, 60131, Ancona, Italy.
| | - Roberto Danovaro
- Dipartimento di Scienze della Vita e dell'Ambiente, Università Politecnica delle Marche, Via Brecce Bianche, 60131, Ancona, Italy
- Stazione Zoologica Anton Dohrn di Napoli, Villa Comunale, 80121, Naples, Italy
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Mazzuco ACDA, Stelzer PS, Bernardino AF. Substrate rugosity and temperature matters: patterns of benthic diversity at tropical intertidal reefs in the SW Atlantic. PeerJ 2020; 8:e8289. [PMID: 32219015 PMCID: PMC7087490 DOI: 10.7717/peerj.8289] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2019] [Accepted: 11/24/2019] [Indexed: 01/15/2023] Open
Abstract
Modeling and forecasting ocean ecosystems in a changing world will require advances in observational efforts to monitor marine biodiversity. One of the observational challenges in coastal reef ecosystems is to quantify benthic and climate interactions which are key to community dynamics across habitats. Habitat complexity (i.e., substrate rugosity) on intertidal reefs can be an important variable explaining benthic diversity and taxa composition, but the association between substrate and seasonal variability is poorly understood on lateritic reefs in the South Atlantic. We asked if benthic assemblages on intertidal reefs with distinct substrate rugosity would follow similar seasonal patterns of succession following meteo-oceanographic variability in a tropical coastal area of Brazil. We combined an innovative 3D imaging for measuring substrate rugosity with satellite monitoring to monitor spatio-temporal patterns of benthic assemblages. The dataset included monthly in situ surveys of substrate cover and taxon diversity and richness, temporal variability in meteo-oceanographic conditions, and reef structural complexity from four sites on the Eastern Marine Ecoregion of Brazil. Additionally, correlation coefficients between temperature and both benthic diversity and community composition from one year of monitoring were used to project biodiversity trends under future warming scenarios. Our results revealed that benthic diversity and composition on intertidal reefs are strongly regulated by surface rugosity and sea surface temperatures, which control the dominance of macroalgae or corals. Intertidal reef biodiversity was positively correlated with reef rugosity which supports previous assertions of higher regional intertidal diversity on lateritic reefs that offer increased substrate complexity. Predicted warming temperatures in the Eastern Marine Ecoregion of Brazil will likely lead to a dominance of macroalgae taxa over the lateritic reefs and lower overall benthic diversity. Our findings indicate that rugosity is not only a useful tool for biodiversity mapping in reef intertidal ecosystems but also that spatial differences in rugosity would lead to very distinct biogeographic and temporal patterns. This study offers a unique baseline of benthic biodiversity on coastal marine habitats that is complementary to worldwide efforts to improve monitoring and management of coastal reefs.
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Affiliation(s)
| | | | - Angelo F Bernardino
- Department of Oceanography, Universidade Federal do Espírito Santo, Vitória, Espírito Santo, Brazil
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Souza SMADR, Matthews-Cascon H, Couto EDCG. Taxonomic and functional diversity of mollusk assemblages in a tropical rocky intertidal zone. IHERINGIA. SERIE ZOOLOGIA 2020. [DOI: 10.1590/1678-4766e2020027] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
ABSTRACT We investigated the spatial variation of molluscan assemblages with different habitat-forming species and bare rock habitat in a rocky intertidal zone in northeastern Brazil. The high intertidal zone substrate was covered predominantly of barnacles [Chthamalus bisinuatus (Pilsbry, 1916)], the mid-intertidal of mussels [Brachidontes exustus (Linnaeus, 1758)] and the low intertidal of macroalgae chlorophytes [Gayralia oxysperma (Kützing) K. L. Vinogradova ex Scagel et al., 1989 and Ulva lactuca Linnaeus, 1753], phaeophytes [Sargassum vulgare C. Agardh] and rhodophytes [Palisada flagellifera (J.Agardh) K. W. Nam, 2007]. A total of 3,861 mollusks were recorded, belonging to the classes Gastropoda (9 species; 3,800 individuals), Bivalvia (3 spp.; 54 ind.), and Polyplacophora (1 sp.; 7 ind.). Functional diversity was accessed through the trophic structure, in which we identified food guilds: suspension feeders, grazers, herbivores, and carnivores. The analysis revealed significant differences in mollusk abundance, species richness, diversity indices, and trophic diversity among barnacle belts, mussel beds, algae habitat, and bare rock habitats. The highest species richness and trophic diversity were detected in algae habitat and mussel beds, which showed low abundance. In contrast, barnacle belts registered low species richness and trophic diversity and a high number of individuals. Bare rock recorded low values in all surveyed indices. This result points to the effect of environmental modification caused by habitat-forming species in this system. These species increase environmental complexity and enable the establishment of organisms through facilitation processes. The various food guilds found in this study reaffirm the role of habitat-forming species in providing niches that support different occupation patterns.
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Cimon S, Cusson M. Impact of multiple disturbances and stress on the temporal trajectories and resilience of benthic intertidal communities. Ecosphere 2018. [DOI: 10.1002/ecs2.2467] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022] Open
Affiliation(s)
- Stéphanie Cimon
- Département des sciences fondamentales & Québec-Océan; Université du Québec à Chicoutimi; 555, boulevard de l'Université Chicoutimi Québec G7H 2B1 Canada
| | - Mathieu Cusson
- Département des sciences fondamentales & Québec-Océan; Université du Québec à Chicoutimi; 555, boulevard de l'Université Chicoutimi Québec G7H 2B1 Canada
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10
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Daly AJ, Baetens JM, De Baets B. The impact of resource dependence of the mechanisms of life on the spatial population dynamics of an in silico microbial community. CHAOS (WOODBURY, N.Y.) 2016; 26:123121. [PMID: 28039986 DOI: 10.1063/1.4972788] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
Biodiversity has a critical impact on ecosystem functionality and stability, and thus the current biodiversity crisis has motivated many studies of the mechanisms that sustain biodiversity, a notable example being non-transitive or cyclic competition. We therefore extend existing microscopic models of communities with cyclic competition by incorporating resource dependence in demographic processes, characteristics of natural systems often oversimplified or overlooked by modellers. The spatially explicit nature of our individual-based model of three interacting species results in the formation of stable spatial structures, which have significant effects on community functioning, in agreement with experimental observations of pattern formation in microbial communities.
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Affiliation(s)
- Aisling J Daly
- KERMIT, Department of Mathematical Modelling, Statistics and Bioinformatics, Ghent University, Coupure links 653, Ghent B-9000, Belgium
| | - Jan M Baetens
- KERMIT, Department of Mathematical Modelling, Statistics and Bioinformatics, Ghent University, Coupure links 653, Ghent B-9000, Belgium
| | - Bernard De Baets
- KERMIT, Department of Mathematical Modelling, Statistics and Bioinformatics, Ghent University, Coupure links 653, Ghent B-9000, Belgium
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Rohr RP, Saavedra S, Peralta G, Frost CM, Bersier LF, Bascompte J, Tylianakis JM. Persist or Produce: A Community Trade-Off Tuned by Species Evenness. Am Nat 2016; 188:411-22. [PMID: 27622875 DOI: 10.1086/688046] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
Understanding the effects of biodiversity on community persistence and productivity is key to managing both natural and production systems. Because rare species face greater danger of extinction, species evenness, a measure of how similar abundances are across species in a community, is seen as a key component of biodiversity. However, previous studies have failed to find a consistent association of species evenness with species survival and biomass production. Here we provide a theoretical framework for the relationship among these three elements. We demonstrate that the lack of consistent outcomes is not an idiosyncratic artifact of different studies but can be unified under one common framework. Applying a niche theory approach, we confirm that under demographic stochasticity evenness is a general indicator of the risk of future species extinctions in a community, in accordance with the majority of empirical studies. In contrast, evenness cannot be used as a direct indicator of the level of biomass production in a community. When a single species dominates, as expressed by the constraints imposed by the population dynamics, biomass production depends on the niche position of the dominating species and can increase or decrease with evenness. We demonstrate that high species evenness and an intermediate level of biomass production is the configuration that maximizes the average species survival probability in response to demographic stochasticity.
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Daly AJ, Baetens JM, De Baets B. The impact of initial evenness on biodiversity maintenance for a four-species in silico bacterial community. J Theor Biol 2015; 387:189-205. [DOI: 10.1016/j.jtbi.2015.09.036] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2015] [Revised: 09/15/2015] [Accepted: 09/29/2015] [Indexed: 10/22/2022]
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