1
|
Karlicki M, Bednarska A, Hałakuc P, Maciszewski K, Karnkowska A. Spatio-temporal changes of small protist and free-living bacterial communities in a temperate dimictic lake: insights from metabarcoding and machine learning. FEMS Microbiol Ecol 2024; 100:fiae104. [PMID: 39039016 DOI: 10.1093/femsec/fiae104] [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: 03/04/2024] [Revised: 06/21/2024] [Accepted: 07/19/2024] [Indexed: 07/24/2024] Open
Abstract
Microbial communities, which include prokaryotes and protists, play an important role in aquatic ecosystems and influence ecological processes. To understand these communities, metabarcoding provides a powerful tool to assess their taxonomic composition and track spatio-temporal dynamics in both marine and freshwater environments. While marine ecosystems have been extensively studied, there is a notable research gap in understanding eukaryotic microbial communities in temperate lakes. Our study addresses this gap by investigating the free-living bacteria and small protist communities in Lake Roś (Poland), a dimictic temperate lake. Metabarcoding analysis revealed that both the bacterial and protist communities exhibit distinct seasonal patterns that are not necessarily shaped by dominant taxa. Furthermore, machine learning and statistical methods identified crucial amplicon sequence variants (ASVs) specific to each season. In addition, we identified a distinct community in the anoxic hypolimnion. We have also shown that the key factors shaping the composition of analysed community are temperature, oxygen, and silicon concentration. Understanding these community structures and the underlying factors is important in the context of climate change potentially impacting mixing patterns and leading to prolonged stratification.
Collapse
Affiliation(s)
- Michał Karlicki
- Institute of Evolutionary Biology, Biological and Chemical Research Centre, Faculty of Biology, University of Warsaw, ul. Żwirki i Wigury 101, 02-089 Warsaw, Poland
| | - Anna Bednarska
- Institute of Evolutionary Biology, Biological and Chemical Research Centre, Faculty of Biology, University of Warsaw, ul. Żwirki i Wigury 101, 02-089 Warsaw, Poland
- Department of Hydrobiology, Institute of Functional Biology and Ecology, Biological and Chemical Research Centre, Faculty of Biology, University of Warsaw, ul. Żwirki i Wigury 101, 02-089 Warsaw, Poland
| | - Paweł Hałakuc
- Institute of Evolutionary Biology, Biological and Chemical Research Centre, Faculty of Biology, University of Warsaw, ul. Żwirki i Wigury 101, 02-089 Warsaw, Poland
| | - Kacper Maciszewski
- Institute of Evolutionary Biology, Biological and Chemical Research Centre, Faculty of Biology, University of Warsaw, ul. Żwirki i Wigury 101, 02-089 Warsaw, Poland
- Institute of Parasitology, Biology Centre, Czech Academy of Sciences, Branišovská 1160/31, 370 05 České Budějovice, Czech Republic
| | - Anna Karnkowska
- Institute of Evolutionary Biology, Biological and Chemical Research Centre, Faculty of Biology, University of Warsaw, ul. Żwirki i Wigury 101, 02-089 Warsaw, Poland
| |
Collapse
|
2
|
Mikhailov IS, Galachyants YP, Bukin YS, Petrova DP, Bashenkhaeva MV, Sakirko MV, Blinov VV, Titova LA, Zakharova YR, Likhoshway YV. Seasonal Succession and Coherence Among Bacteria and Microeukaryotes in Lake Baikal. MICROBIAL ECOLOGY 2022; 84:404-422. [PMID: 34510242 DOI: 10.1007/s00248-021-01860-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/30/2021] [Accepted: 09/02/2021] [Indexed: 06/13/2023]
Abstract
Microorganisms exhibit seasonal succession governed by physicochemical factors and interspecies interactions, yet drivers of this process in different environments remain to be determined. We used high-throughput sequencing of 16S rRNA and 18S rRNA genes to study seasonal dynamics of bacterial and microeukaryotic communities at pelagic site of Lake Baikal from spring (under-ice, mixing) to autumn (direct stratification). The microbial community was subdivided into distinctive coherent clusters of operational taxonomic units (OTUs). Individual OTUs were consistently replaced during different seasonal events. The coherent clusters change their contribution to the microbial community depending on season. Changes of temperature, concentrations of silicon, and nitrates are the key factors affected the structure of microbial communities. Functional prediction revealed that some bacterial or eukaryotic taxa that switched with seasons had similar functional properties, which demonstrate their functional redundancy. We have also detected specific functional properties in different coherent clusters of bacteria or microeukaryotes, which can indicate their ability to adapt to seasonal changes of environment. Our results revealed a relationship between seasonal succession, coherency, and functional features of freshwater bacteria and microeukaryotes.
Collapse
Affiliation(s)
- Ivan S Mikhailov
- Limnological Institute, Siberian Branch of the Russian Academy of Sciences, Irkutsk, Russia.
| | - Yuri P Galachyants
- Limnological Institute, Siberian Branch of the Russian Academy of Sciences, Irkutsk, Russia
| | - Yuri S Bukin
- Limnological Institute, Siberian Branch of the Russian Academy of Sciences, Irkutsk, Russia
| | - Darya P Petrova
- Limnological Institute, Siberian Branch of the Russian Academy of Sciences, Irkutsk, Russia
| | - Maria V Bashenkhaeva
- Limnological Institute, Siberian Branch of the Russian Academy of Sciences, Irkutsk, Russia
| | - Maria V Sakirko
- Limnological Institute, Siberian Branch of the Russian Academy of Sciences, Irkutsk, Russia
| | - Vadim V Blinov
- Limnological Institute, Siberian Branch of the Russian Academy of Sciences, Irkutsk, Russia
| | - Lubov A Titova
- Limnological Institute, Siberian Branch of the Russian Academy of Sciences, Irkutsk, Russia
| | - Yulia R Zakharova
- Limnological Institute, Siberian Branch of the Russian Academy of Sciences, Irkutsk, Russia
| | - Yelena V Likhoshway
- Limnological Institute, Siberian Branch of the Russian Academy of Sciences, Irkutsk, Russia
| |
Collapse
|
3
|
David GM, López-García P, Moreira D, Alric B, Deschamps P, Bertolino P, Restoux G, Rochelle-Newall E, Thébault E, Simon M, Jardillier L. Small freshwater ecosystems with dissimilar microbial communities exhibit similar temporal patterns. Mol Ecol 2021; 30:2162-2177. [PMID: 33639035 DOI: 10.1111/mec.15864] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2020] [Revised: 02/22/2021] [Accepted: 02/23/2021] [Indexed: 11/27/2022]
Abstract
Despite small freshwater ecosystems being biodiversity reservoirs and contributing significantly to greenhouse fluxes, their microbial communities remain largely understudied. Yet, microorganisms intervene in biogeochemical cycling and impact water quality. Because of their small size, these ecosystems are in principle more sensitive to disturbances, seasonal variation and pluri-annual climate change. However, how microbial community composition varies over space and time, and whether archaeal, bacterial and microbial eukaryote communities behave similarly remain unanswered. Here, we aim to unravel the composition and intra/interannual temporal dynamic patterns for archaea, bacteria and microbial eukaryotes in a set of small freshwater ecosystems. We monitored archaeal and bacterial community composition during 24 consecutive months in four ponds and one brook from northwestern France by 16S rRNA gene amplicon sequencing (microbial eukaryotes were previously investigated for the same systems). Unexpectedly for oxic environments, bacterial Candidate Phyla Radiation (CPR) were highly diverse and locally abundant. Our results suggest that microbial community structure is mainly driven by environmental conditions acting over space (ecosystems) and time (seasons). A low proportion of operational taxonomic units (OTUs) (<1%) was shared by the five ecosystems despite their geographical proximity (2-9 km away), making microbial communities almost unique in each ecosystem and highlighting the strong selective influence of local environmental conditions. Marked and similar seasonality patterns were observed for archaea, bacteria and microbial eukaryotes in all ecosystems despite strong turnovers of rare OTUs. Over the 2-year survey, microbial community composition varied despite relatively stable environmental parameters. This suggests that biotic associations play an important role in interannual community assembly.
Collapse
Affiliation(s)
- Gwendoline M David
- Université Paris-Saclay, CNRS, AgroParisTech, Ecologie Systématique Evolution, Orsay, France
| | | | - David Moreira
- Université Paris-Saclay, CNRS, AgroParisTech, Ecologie Systématique Evolution, Orsay, France
| | - Benjamin Alric
- Irstea, UR RiverLy, Laboratoire d'écotoxicologie, centre de Lyon-Villeurbanne, Villeurbanne, France
| | - Philippe Deschamps
- Université Paris-Saclay, CNRS, AgroParisTech, Ecologie Systématique Evolution, Orsay, France
| | - Paola Bertolino
- Université Paris-Saclay, CNRS, AgroParisTech, Ecologie Systématique Evolution, Orsay, France
| | - Gwendal Restoux
- GABI, INRA, AgroParisTech, Université Paris-Saclay, Jouy-en-Josas, France
| | - Emma Rochelle-Newall
- Sorbonne Université, UPEC, CNRS, IRD, INRAE, Institute d'Ecologie de des Sciences de l'Environnement de Paris, iEES-Paris, Paris, France
| | - Elisa Thébault
- Sorbonne Université, UPEC, CNRS, IRD, INRAE, Institute d'Ecologie de des Sciences de l'Environnement de Paris, iEES-Paris, Paris, France
| | - Marianne Simon
- Université Paris-Saclay, CNRS, AgroParisTech, Ecologie Systématique Evolution, Orsay, France
| | - Ludwig Jardillier
- Université Paris-Saclay, CNRS, AgroParisTech, Ecologie Systématique Evolution, Orsay, France
| |
Collapse
|